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1 Parent(s): 9cbb89b

Publish Cloud-OpsBench v1.0.0 benchmark artifacts (part 62)

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Source: https://github.com/LLM4Ops/Cloud-OpsBench/tree/ea05dafbc87b5985df8721622d63d4229c2b4224

Files changed (50) hide show
  1. golden-trajectory/boutique/admission/10/path2.json +46 -0
  2. golden-trajectory/boutique/admission/11/path1.json +58 -0
  3. golden-trajectory/boutique/admission/11/path2.json +34 -0
  4. golden-trajectory/boutique/admission/12/path1.json +64 -0
  5. golden-trajectory/boutique/admission/12/path2.json +52 -0
  6. golden-trajectory/boutique/admission/13/path1.json +34 -0
  7. golden-trajectory/boutique/admission/13/path2.json +34 -0
  8. golden-trajectory/boutique/admission/14/path1.json +52 -0
  9. golden-trajectory/boutique/admission/14/path2.json +52 -0
  10. golden-trajectory/boutique/admission/15/path1.json +46 -0
  11. golden-trajectory/boutique/admission/15/path2.json +64 -0
  12. golden-trajectory/boutique/admission/16/path1.json +89 -0
  13. golden-trajectory/boutique/admission/16/path2.json +58 -0
  14. golden-trajectory/boutique/admission/17/path1.json +40 -0
  15. golden-trajectory/boutique/admission/17/path2.json +52 -0
  16. golden-trajectory/boutique/admission/18/path1.json +52 -0
  17. golden-trajectory/boutique/admission/18/path2.json +52 -0
  18. golden-trajectory/boutique/admission/19/path1.json +46 -0
  19. golden-trajectory/boutique/admission/19/path2.json +64 -0
  20. golden-trajectory/boutique/admission/2/path1.json +52 -0
  21. golden-trajectory/boutique/admission/2/path2.json +46 -0
  22. golden-trajectory/boutique/admission/20/path1.json +34 -0
  23. golden-trajectory/boutique/admission/20/path2.json +52 -0
  24. golden-trajectory/boutique/admission/21/path1.json +52 -0
  25. golden-trajectory/boutique/admission/21/path2.json +40 -0
  26. golden-trajectory/boutique/admission/22/path1.json +46 -0
  27. golden-trajectory/boutique/admission/22/path2.json +40 -0
  28. golden-trajectory/boutique/admission/23/path1.json +58 -0
  29. golden-trajectory/boutique/admission/23/path2.json +76 -0
  30. golden-trajectory/boutique/admission/24/path1.json +58 -0
  31. golden-trajectory/boutique/admission/24/path2.json +64 -0
  32. golden-trajectory/boutique/admission/25/path1.json +52 -0
  33. golden-trajectory/boutique/admission/25/path2.json +70 -0
  34. golden-trajectory/boutique/admission/26/path1.json +46 -0
  35. golden-trajectory/boutique/admission/26/path2.json +87 -0
  36. golden-trajectory/boutique/admission/27/path1.json +40 -0
  37. golden-trajectory/boutique/admission/27/path2.json +46 -0
  38. golden-trajectory/boutique/admission/28/path1.json +40 -0
  39. golden-trajectory/boutique/admission/28/path2.json +76 -0
  40. golden-trajectory/boutique/admission/29/path1.json +58 -0
  41. golden-trajectory/boutique/admission/29/path2.json +52 -0
  42. golden-trajectory/boutique/admission/3/path1.json +28 -0
  43. golden-trajectory/boutique/admission/3/path2.json +40 -0
  44. golden-trajectory/boutique/admission/30/path1.json +28 -0
  45. golden-trajectory/boutique/admission/30/path2.json +64 -0
  46. golden-trajectory/boutique/admission/31/path1.json +46 -0
  47. golden-trajectory/boutique/admission/31/path2.json +52 -0
  48. golden-trajectory/boutique/admission/32/path1.json +64 -0
  49. golden-trajectory/boutique/admission/32/path2.json +52 -0
  50. golden-trajectory/boutique/admission/33/path1.json +52 -0
golden-trajectory/boutique/admission/10/path2.json ADDED
@@ -0,0 +1,46 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "statistics": {
3
+ "valid_tool_call_count": 6,
4
+ "total_trace_steps": 6,
5
+ "history_called_tool_names": [
6
+ "GetResources",
7
+ "GetErrorLogs",
8
+ "GetErrorLogs",
9
+ "GetResources",
10
+ "GetResources",
11
+ "GetAppYAML"
12
+ ]
13
+ },
14
+ "diagnostic_trace": [
15
+ {
16
+ "tool_name": "GetResources",
17
+ "calling": "tool_name='GetResources' arguments={namespace: 'boutique', resource_type: 'pod', name: None, show_labels: False, output_wide: False, label_selector: None}",
18
+ "output": "NAME READY STATUS RESTARTS AGE\nadservice-64ddc5c766-mj2m8 1/1 Running 0 93s\ncartservice-79b49f5555-jq8rh 1/1 Running 0 93s\ncheckoutservice-8445f8b6cb-948kb 1/1 Running 0 93s\ncurrencyservice-75686c9564-9vt8g 1/1 Running 0 92s\nemailservice-c86b9b8f6-zhm7c 1/1 Running 0 92s\nfrontend-657dd795f-l6c8q 1/1 Running 0 92s\npaymentservice-78c5996648-75rzx 1/1 Running 0 92s\nproductcatalogservice-ddb46fc86-8v2rv 1/1 Running 0 92s\nrecommendationservice-7bf5b7d9b8-8k6k5 1/1 Running 0 91s\nshippingservice-7ff54bf6b6-6zdqw 1/1 Running 0 91s\n"
19
+ },
20
+ {
21
+ "tool_name": "GetErrorLogs",
22
+ "calling": "tool_name='GetErrorLogs' arguments={namespace: 'boutique', service_name: 'frontend'}",
23
+ "output": "\"{\\n \\\"total_log_count\\\": 402,\\n \\\"total_errors\\\": 84,\\n \\\"total_error_ratio\\\": 0.209,\\n \\\"patterns\\\": [\\n {\\n \\\"count\\\": 57,\\n \\\"ratio\\\": 0.1418,\\n \\\"sample\\\": \\\"{\\\\\\\"error\\\\\\\":\\\\\\\"could not retrieve cart: rpc error: code = FailedPrecondition desc = Can't access cart storage. StackExchange.Redis.RedisConnectionException: The message timed out in the backlog attempting to send because no connection became available (5000ms) - Last Connection Exception: It was not possible to connect to the redis server(s). ConnectTimeout, command=HMGET, timeout: 5000, inst: 0, qu: 14, qs: 0, aw: False, bw: CheckingForTimeout, rs: NotStarted, ws: Initializing, in: 0, last-in: 0, cur-in: 0, sync-ops: 0, async-ops: 81, serverEndpoint: redis-cart:6379, conn-sec: n/a, aoc: 0, mc: 1/1/0, mgr: 10 of 10 available, clientName: cartservice-79b49f5555-jq8rh(SE.Redis-v2.7.27.49176), IOCP: (Busy=0,Free=1000,Min=1,Max=1000), WORKER: (Busy=4,Free=32763,Min=1,Max=32767), POOL: (Threads=10,QueuedItems=1,CompletedItems=756,Timers=8), v: 2.7.27.49176 (Please take a look at this article for some common client-side issues that can cause timeouts: https://stackexchange.github.io/StackExchange.Redis/Timeouts)\\\\\\\\n ---\\\\\\\\u003e StackExchange.Redis.RedisConnectionException: It was not possible to connect to the redis server(s). ConnectTimeout\\\\\\\\n --- End of inner exception stack trace ---\\\\\\\\n at Microsoft.Extensions.Caching.StackExchangeRedis.RedisCache.GetAndRefreshAsync(String key, Boolean getData, CancellationToken token)\\\\\\\\n at Microsoft.Extensions.Caching.StackExchangeRedis.RedisCache.GetAsync(String key, CancellationToken token)\\\\\\\\n at cartservice.cartstore.RedisCartStore.GetCartAsync(String userId) in /app/cartstore/RedisCartStore.cs:line 90\\\\\\\",\\\\\\\"http.req.id\\\\\\\":\\\\\\\"d28ee55d-f2b4-4ad8-a9df-094212f30d73\\\\\\\",\\\\\\\"http.req.method\\\\\\\":\\\\\\\"GET\\\\\\\",\\\\\\\"http.req.path\\\\\\\":\\\\\\\"/\\\\\\\",\\\\\\\"message\\\\\\\":\\\\\\\"request error\\\\\\\",\\\\\\\"session\\\\\\\":\\\\\\\"796d391a-4b55-49d8-ab17-ebaecdb9aef7\\\\\\\",\\\\\\\"severity\\\\\\\":\\\\\\\"error\\\\\\\",\\\\\\\"timestamp\\\\\\\":\\\\\\\"2025-11-28T08:02:10.326766678Z\\\\\\\"}\\\"\\n },\\n {\\n \\\"count\\\": 11,\\n \\\"ratio\\\": 0.0274,\\n \\\"sample\\\": \\\"{\\\\\\\"error\\\\\\\":\\\\\\\"could not retrieve cart: rpc error: code = Canceled desc = context canceled\\\\\\\",\\\\\\\"http.req.id\\\\\\\":\\\\\\\"00849187-8065-4143-9410-2c7b0469299d\\\\\\\",\\\\\\\"http.req.method\\\\\\\":\\\\\\\"GET\\\\\\\",\\\\\\\"http.req.path\\\\\\\":\\\\\\\"/cart\\\\\\\",\\\\\\\"message\\\\\\\":\\\\\\\"request error\\\\\\\",\\\\\\\"session\\\\\\\":\\\\\\\"8c4913fb-2caf-4a1e-942a-c4a4ae2cc67b\\\\\\\",\\\\\\\"severity\\\\\\\":\\\\\\\"error\\\\\\\",\\\\\\\"timestamp\\\\\\\":\\\\\\\"2025-11-28T08:02:11.121244258Z\\\\\\\"}\\\"\\n },\\n {\\n \\\"count\\\": 7,\\n \\\"ratio\\\": 0.0174,\\n \\\"sample\\\": \\\"{\\\\\\\"error\\\\\\\":\\\\\\\"failed to add to cart: rpc error: code = FailedPrecondition desc = Can't access cart storage. StackExchange.Redis.RedisConnectionException: The message timed out in the backlog attempting to send because no connection became available (5000ms) - Last Connection Exception: It was not possible to connect to the redis server(s). ConnectTimeout, command=HMGET, timeout: 5000, inst: 0, qu: 17, qs: 0, aw: False, bw: CheckingForTimeout, last-in: 0, cur-in: 0, sync-ops: 0, async-ops: 81, serverEndpoint: redis-cart:6379, conn-sec: n/a, aoc: 0, mc: 1/1/0, mgr: 10 of 10 available, clientName: cartservice-79b49f5555-jq8rh(SE.Redis-v2.7.27.49176), IOCP: (Busy=0,Free=1000,Min=1,Max=1000), WORKER: (Busy=1,Free=32766,Min=1,Max=32767), POOL: (Threads=10,QueuedItems=0,CompletedItems=755,Timers=7), v: 2.7.27.49176 (Please take a look at this article for some common client-side issues that can cause timeouts: https://stackexchange.github.io/StackExchange.Redis/Timeouts)\\\\\\\\n ---\\\\\\\\u003e StackExchange.Redis.RedisConnectionException: It was not possible to connect to the redis server(s). ConnectTimeout\\\\\\\\n --- End of inner exception stack trace ---\\\\\\\\n at Microsoft.Extensions.Caching.StackExchangeRedis.RedisCache.GetAndRefreshAsync(String key, Boolean getData, CancellationToken token)\\\\\\\\n at Microsoft.Extensions.Caching.StackExchangeRedis.RedisCache.GetAsync(String key, CancellationToken token)\\\\\\\\n at cartservice.cartstore.RedisCartStore.AddItemAsync(String userId, String productId, Int32 quantity) in /app/cartstore/RedisCartStore.cs:line 40\\\\\\\",\\\\\\\"http.req.id\\\\\\\":\\\\\\\"ab64dc9f-1795-4d40-9096-e0b2c51f27d1\\\\\\\",\\\\\\\"http.req.method\\\\\\\":\\\\\\\"POST\\\\\\\",\\\\\\\"http.req.path\\\\\\\":\\\\\\\"/cart\\\\\\\",\\\\\\\"message\\\\\\\":\\\\\\\"request error\\\\\\\",\\\\\\\"session\\\\\\\":\\\\\\\"f28d54df-255a-4df0-8a09-41f41c7d8668\\\\\\\",\\\\\\\"severity\\\\\\\":\\\\\\\"error\\\\\\\",\\\\\\\"timestamp\\\\\\\":\\\\\\\"2025-11-28T08:02:10.326797271Z\\\\\\\"}\\\"\\n },\\n {\\n \\\"count\\\": 4,\\n \\\"ratio\\\": 0.01,\\n \\\"sample\\\": \\\"{\\\\\\\"error\\\\\\\":\\\\\\\"failed to complete the order: rpc error: code = Internal desc = cart failure: failed to get user cart during checkout: rpc error: code = FailedPrecondition desc = Can't access cart storage. StackExchange.Redis.RedisConnectionException: The message timed out in the backlog attempting to send because no connection became available (5000ms) - Last Connection Exception: It was not possible to connect to the redis server(s). ConnectTimeout, command=HMGET, timeout: 5000, inst: 0, qu: 14, qs: 0, aw: False, bw: CheckingForTimeout, rs: NotStarted, ws: Idle, in: 0, last-in: 0, cur-in: 0, sync-ops: 0, async-ops: 68, serverEndpoint: redis-cart:6379, conn-sec: n/a, aoc: 0, mc: 1/1/0, mgr: 10 of 10 available, clientName: cartservice-79b49f5555-jq8rh(SE.Redis-v2.7.27.49176), IOCP: (Busy=0,Free=1000,Min=1,Max=1000), WORKER: (Busy=1,Free=32766,Min=1,Max=32767), POOL: (Threads=10,QueuedItems=0,CompletedItems=648,Timers=6), v: 2.7.27.49176 (Please take a look at this article for some common client-side issues that can cause timeouts: https://stackexchange.github.io/StackExchange.Redis/Timeouts)\\\\\\\\n ---\\\\\\\\u003e StackExchange.Redis.RedisConnectionException: It was not possible to connect to the redis server(s). ConnectTimeout\\\\\\\\n --- End of inner exception stack trace ---\\\\\\\\n at Microsoft.Extensions.Caching.StackExchangeRedis.RedisCache.GetAndRefreshAsync(String key, Boolean getData, CancellationToken token)\\\\\\\\n at Microsoft.Extensions.Caching.StackExchangeRedis.RedisCache.GetAsync(String key, CancellationToken token)\\\\\\\\n at cartservice.cartstore.RedisCartStore.GetCartAsync(String userId) in /app/cartstore/RedisCartStore.cs:line 90\\\\\\\",\\\\\\\"http.req.id\\\\\\\":\\\\\\\"dda4835d-c1dc-4800-9f80-daa087ebf444\\\\\\\",\\\\\\\"http.req.method\\\\\\\":\\\\\\\"POST\\\\\\\",\\\\\\\"http.req.path\\\\\\\":\\\\\\\"/cart/checkout\\\\\\\",\\\\\\\"message\\\\\\\":\\\\\\\"request error\\\\\\\",\\\\\\\"session\\\\\\\":\\\\\\\"4d0484bf-e11f-4267-9769-4659e14319b0\\\\\\\",\\\\\\\"severity\\\\\\\":\\\\\\\"error\\\\\\\",\\\\\\\"timestamp\\\\\\\":\\\\\\\"2025-11-28T08:02:06.324677564Z\\\\\\\"}\\\"\\n },\\n {\\n \\\"count\\\": 2,\\n \\\"ratio\\\": 0.005,\\n \\\"sample\\\": \\\"{\\\\\\\"error\\\\\\\":\\\\\\\"failed to complete the order: rpc error: code = Canceled desc = context canceled\\\\\\\",\\\\\\\"http.req.id\\\\\\\":\\\\\\\"6801124d-1896-4e3d-8e26-b02330d25e02\\\\\\\",\\\\\\\"http.req.method\\\\\\\":\\\\\\\"POST\\\\\\\",\\\\\\\"http.req.path\\\\\\\":\\\\\\\"/cart/checkout\\\\\\\",\\\\\\\"message\\\\\\\":\\\\\\\"request error\\\\\\\",\\\\\\\"session\\\\\\\":\\\\\\\"2fd2f679-97b3-493a-b005-3301c86e73af\\\\\\\",\\\\\\\"severity\\\\\\\":\\\\\\\"error\\\\\\\",\\\\\\\"timestamp\\\\\\\":\\\\\\\"2025-11-28T08:02:11.121222718Z\\\\\\\"}\\\"\\n },\\n {\\n \\\"count\\\": 1,\\n \\\"ratio\\\": 0.0025,\\n \\\"sample\\\": \\\"{\\\\\\\"message\\\\\\\":\\\\\\\"Failed to fetch the name of the cluster in which the pod is runningmetadata: GCE metadata \\\\\\\\\\\\\\\"instance/attributes/cluster-name\\\\\\\\\\\\\\\" not defined\\\\\\\",\\\\\\\"severity\\\\\\\":\\\\\\\"error\\\\\\\",\\\\\\\"timestamp\\\\\\\":\\\\\\\"2025-11-28T08:00:50.209348061Z\\\\\\\"}\\\"\\n },\\n {\\n \\\"count\\\": 1,\\n \\\"ratio\\\": 0.0025,\\n \\\"sample\\\": \\\"{\\\\\\\"message\\\\\\\":\\\\\\\"Failed to fetch the Zone of the node where the pod is scheduledmetadata: GCE metadata \\\\\\\\\\\\\\\"instance/zone\\\\\\\\\\\\\\\" not defined\\\\\\\",\\\\\\\"severity\\\\\\\":\\\\\\\"error\\\\\\\",\\\\\\\"timestamp\\\\\\\":\\\\\\\"2025-11-28T08:00:50.22306532Z\\\\\\\"}\\\"\\n },\\n {\\n \\\"count\\\": 1,\\n \\\"ratio\\\": 0.0025,\\n \\\"sample\\\": \\\"{\\\\\\\"error\\\\\\\":\\\\\\\"failed to add to cart: rpc error: code = Canceled desc = context canceled\\\\\\\",\\\\\\\"http.req.id\\\\\\\":\\\\\\\"cadca673-ef27-4b27-807b-f8e00f44223e\\\\\\\",\\\\\\\"http.req.method\\\\\\\":\\\\\\\"POST\\\\\\\",\\\\\\\"http.req.path\\\\\\\":\\\\\\\"/cart\\\\\\\",\\\\\\\"message\\\\\\\":\\\\\\\"request error\\\\\\\",\\\\\\\"session\\\\\\\":\\\\\\\"1fc81ddc-53b7-402f-ba46-ff3493ffa712\\\\\\\",\\\\\\\"severity\\\\\\\":\\\\\\\"error\\\\\\\",\\\\\\\"timestamp\\\\\\\":\\\\\\\"2025-11-28T08:02:11.120766967Z\\\\\\\"}\\\"\\n }\\n ]\\n}\""
24
+ },
25
+ {
26
+ "tool_name": "GetErrorLogs",
27
+ "calling": "tool_name='GetErrorLogs' arguments={namespace: 'boutique', service_name: 'cartservice'}",
28
+ "output": "\"{\\n \\\"total_log_count\\\": 664,\\n \\\"total_errors\\\": 246,\\n \\\"total_error_ratio\\\": 0.3705,\\n \\\"patterns\\\": [\\n {\\n \\\"count\\\": 82,\\n \\\"ratio\\\": 0.1235,\\n \\\"sample\\\": \\\"Error status code 'FailedPrecondition' with detail 'Can't access cart storage. StackExchange.Redis.RedisConnectionException: The message timed out in the backlog attempting to send because no connection became available (5000ms) - Last Connection Exception: It was not possible to connect to the redis server(s). ConnectTimeout, command=HMGET, timeout: 5000, inst: 0, qu: 0, qs: 0, aw: False, bw: CheckingForTimeout, rs: NotStarted, ws: Initializing, last-in: 0, cur-in: 0, sync-ops: 0, async-ops: 82, serverEndpoint: redis-cart:6379, conn-sec: n/a, aoc: 0, mc: 1/1/0, mgr: 10 of 10 available, clientName: cartservice-79b49f5555-jq8rh(SE.Redis-v2.7.27.49176), IOCP: (Busy=0,Free=1000,Min=1,Max=1000), WORKER: (Busy=1,Free=32766,Min=1,Max=32767), POOL: (Threads=8,QueuedItems=0,CompletedItems=852,Timers=6), v: 2.7.27.49176 (Please take a look at this article for some common client-side issues that can cause timeouts: https://stackexchange.github.io/StackExchange.Redis/Timeouts)\\\"\\n },\\n {\\n \\\"count\\\": 82,\\n \\\"ratio\\\": 0.1235,\\n \\\"sample\\\": \\\"--- End of inner exception stack trace ---\\\"\\n },\\n {\\n \\\"count\\\": 46,\\n \\\"ratio\\\": 0.0693,\\n \\\"sample\\\": \\\"---> StackExchange.Redis.RedisConnectionException: UnableToConnect on redis-cart:6379/Interactive, Initializing/NotStarted, last: NONE, origin: BeginConnectAsync, outstanding: 0, last-read: 0s ago, last-write: 0s ago, keep-alive: 60s, state: Connecting, mgr: 10 of 10 available, last-heartbeat: never, global: 0s ago, v: 2.7.27.49176\\\"\\n },\\n {\\n \\\"count\\\": 36,\\n \\\"ratio\\\": 0.0542,\\n \\\"sample\\\": \\\"---> StackExchange.Redis.RedisConnectionException: It was not possible to connect to the redis server(s). ConnectTimeout\\\"\\n }\\n ]\\n}\""
29
+ },
30
+ {
31
+ "tool_name": "GetResources",
32
+ "calling": "tool_name='GetResources' arguments={namespace: 'boutique', resource_type: 'deploy', name: None, show_labels: False, output_wide: False, label_selector: None}",
33
+ "output": "NAME READY UP-TO-DATE AVAILABLE AGE\nadservice 1/1 1 1 98s\ncartservice 1/1 1 1 98s\ncheckoutservice 1/1 1 1 98s\ncurrencyservice 1/1 1 1 97s\nemailservice 1/1 1 1 97s\nfrontend 1/1 1 1 97s\npaymentservice 1/1 1 1 97s\nproductcatalogservice 1/1 1 1 97s\nrecommendationservice 1/1 1 1 96s\nredis-cart 0/1 0 0 96s\nshippingservice 1/1 1 1 96s\n"
34
+ },
35
+ {
36
+ "tool_name": "GetResources",
37
+ "calling": "tool_name='GetResources' arguments={namespace: 'boutique', resource_type: 'event', name: None, show_labels: False, output_wide: False, label_selector: None}",
38
+ "output": "119s Normal Created pod/recommendationservice-7bf5b7d9b8-8k6k5 Created container server\n119s Normal SuccessfulCreate replicaset/recommendationservice-7bf5b7d9b8 Created pod: recommendationservice-7bf5b7d9b8-8k6k5\n119s Normal ScalingReplicaSet deployment/shippingservice Scaled up replica set shippingservice-7ff54bf6b6 to 1\n119s Normal Started pod/frontend-657dd795f-l6c8q Started container server\n119s Normal ScalingReplicaSet deployment/recommendationservice Scaled up replica set recommendationservice-7bf5b7d9b8 to 1\n119s Normal Started pod/productcatalogservice-ddb46fc86-8v2rv Started container server\n119s Normal Created pod/productcatalogservice-ddb46fc86-8v2rv Created container server\n119s Normal Pulled pod/paymentservice-78c5996648-75rzx Container image \"us-central1-docker.pkg.dev/google-samples/microservices-demo/paymentservice:v0.10.3\" already present on machine\n119s Normal SuccessfulCreate replicaset/shippingservice-7ff54bf6b6 Created pod: shippingservice-7ff54bf6b6-6zdqw\n119s Normal Created pod/paymentservice-78c5996648-75rzx Created container server\n119s Normal Started pod/paymentservice-78c5996648-75rzx Started container server\n119s Normal Scheduled pod/recommendationservice-7bf5b7d9b8-8k6k5 Successfully assigned boutique/recommendationservice-7bf5b7d9b8-8k6k5 to worker-02\n119s Normal Pulled pod/recommendationservice-7bf5b7d9b8-8k6k5 Container image \"us-central1-docker.pkg.dev/google-samples/microservices-demo/recommendationservice:v0.10.3\" already present on machine\n119s Normal ScalingReplicaSet deployment/redis-cart Scaled up replica set redis-cart-7f446868dc to 1\n119s Normal Scheduled pod/shippingservice-7ff54bf6b6-6zdqw Successfully assigned boutique/shippingservice-7ff54bf6b6-6zdqw to worker-01\n119s Normal Pulled pod/shippingservice-7ff54bf6b6-6zdqw Container image \"us-central1-docker.pkg.dev/google-samples/microservices-demo/shippingservice:v0.10.3\" already present on machine\n119s Normal Created pod/shippingservice-7ff54bf6b6-6zdqw Created container server\n119s Normal Started pod/recommendationservice-7bf5b7d9b8-8k6k5 Started container server\n118s Normal Started pod/shippingservice-7ff54bf6b6-6zdqw Started container server\n37s Warning FailedCreate replicaset/redis-cart-7f446868dc Error creating: pods \"redis-cart-7f446868dc-\" is forbidden: error looking up service account boutique/redis-service: serviceaccount \"redis-service\" not found\n"
39
+ },
40
+ {
41
+ "tool_name": "GetAppYAML",
42
+ "calling": "tool_name='GetAppYAML' arguments={app_name: 'redis-cart'}",
43
+ "output": "apiVersion: v1\nkind: PersistentVolume\nmetadata:\n name: redis-cart-pv\nspec:\n capacity:\n storage: 1Gi\n accessModes:\n - ReadWriteOnce\n persistentVolumeReclaimPolicy: Retain\n storageClassName: \"\"\n hostPath:\n path: \"/mnt/data\"\n type: DirectoryOrCreate\n---\napiVersion: v1\nkind: PersistentVolumeClaim\nmetadata:\n name: redis-cart-pvc\n namespace: boutique\nspec:\n accessModes:\n - ReadWriteOnce\n resources:\n requests:\n storage: 1Gi\n storageClassName: \"\"\n---\napiVersion: apps/v1\nkind: Deployment\nmetadata:\n name: redis-cart\n namespace: boutique\n labels:\n app: redis-cart\nspec:\n selector:\n matchLabels:\n app: redis-cart\n template:\n metadata:\n labels:\n app: redis-cart\n spec:\n serviceAccountName: redis-service\n securityContext:\n fsGroup: 1000\n runAsGroup: 1000\n runAsNonRoot: true\n runAsUser: 1000\n containers:\n - name: redis\n securityContext:\n allowPrivilegeEscalation: false\n capabilities:\n drop:\n - ALL\n privileged: false\n readOnlyRootFilesystem: true\n image: redis:alpine\n ports:\n - containerPort: 6379\n readinessProbe:\n initialDelaySeconds: 5\n tcpSocket:\n port: 6379\n livenessProbe:\n initialDelaySeconds: 5\n tcpSocket:\n port: 6379\n volumeMounts:\n - mountPath: /data\n name: redis-data\n resources:\n limits:\n memory: 256Mi\n cpu: 125m\n requests:\n cpu: 70m\n memory: 200Mi\n volumes:\n - name: redis-data\n persistentVolumeClaim:\n claimName: redis-cart-pvc\n---\napiVersion: v1\nkind: Service\nmetadata:\n name: redis-cart\n namespace: boutique\n labels:\n app: redis-cart\nspec:\n type: ClusterIP\n selector:\n app: redis-cart\n ports:\n - name: tcp-redis\n port: 6379\n targetPort: 6379"
44
+ }
45
+ ]
46
+ }
golden-trajectory/boutique/admission/11/path1.json ADDED
@@ -0,0 +1,58 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "statistics": {
3
+ "valid_tool_call_count": 8,
4
+ "total_trace_steps": 8,
5
+ "history_called_tool_names": [
6
+ "GetResources",
7
+ "GetErrorLogs",
8
+ "GetResources",
9
+ "DescribeResource",
10
+ "GetResources",
11
+ "DescribeResource",
12
+ "GetResources",
13
+ "GetAppYAML"
14
+ ]
15
+ },
16
+ "diagnostic_trace": [
17
+ {
18
+ "tool_name": "GetResources",
19
+ "calling": "tool_name='GetResources' arguments={namespace: 'boutique', resource_type: 'pod', name: None, show_labels: False, output_wide: False, label_selector: None}",
20
+ "output": "NAME READY STATUS RESTARTS AGE\nadservice-64ddc5c766-fklhb 1/1 Running 0 93s\ncartservice-79b49f5555-dmtxg 1/1 Running 0 93s\ncheckoutservice-8445f8b6cb-rbrzb 1/1 Running 0 93s\ncurrencyservice-75686c9564-8c7tt 1/1 Running 0 92s\nemailservice-c86b9b8f6-6msbf 1/1 Running 0 92s\nfrontend-657dd795f-p756w 1/1 Running 0 92s\npaymentservice-78c5996648-gf47z 1/1 Running 0 92s\nproductcatalogservice-ddb46fc86-v5gzg 1/1 Running 0 91s\nrecommendationservice-7bf5b7d9b8-5t9w2 1/1 Running 0 91s\nredis-cart-6f966d9cc9-55d54 1/1 Running 0 91s\n"
21
+ },
22
+ {
23
+ "tool_name": "GetErrorLogs",
24
+ "calling": "tool_name='GetErrorLogs' arguments={namespace: 'boutique', service_name: 'frontend'}",
25
+ "output": "\"{\\n \\\"total_log_count\\\": 915,\\n \\\"total_errors\\\": 70,\\n \\\"total_error_ratio\\\": 0.0765,\\n \\\"patterns\\\": [\\n {\\n \\\"count\\\": 52,\\n \\\"ratio\\\": 0.0568,\\n \\\"sample\\\": \\\"{\\\\\\\"error\\\\\\\":\\\\\\\"failed to get shipping quote: rpc error: code = Unavailable desc = connection error: desc = \\\\\\\\\\\\\\\"transport: Error while dialing: dial tcp 10.68.246.211:50051: connect: connection refused\\\\\\\\\\\\\\\"\\\\\\\",\\\\\\\"http.req.id\\\\\\\":\\\\\\\"a7c54af2-d15b-4e5e-9808-42947f179a9f\\\\\\\",\\\\\\\"http.req.method\\\\\\\":\\\\\\\"GET\\\\\\\",\\\\\\\"http.req.path\\\\\\\":\\\\\\\"/cart\\\\\\\",\\\\\\\"message\\\\\\\":\\\\\\\"request error\\\\\\\",\\\\\\\"session\\\\\\\":\\\\\\\"d4c30b66-92ca-41f3-a00a-7111dcb6f1e0\\\\\\\",\\\\\\\"severity\\\\\\\":\\\\\\\"error\\\\\\\",\\\\\\\"timestamp\\\\\\\":\\\\\\\"2025-11-28T08:05:20.935409513Z\\\\\\\"}\\\"\\n },\\n {\\n \\\"count\\\": 9,\\n \\\"ratio\\\": 0.0098,\\n \\\"sample\\\": \\\"{\\\\\\\"error\\\\\\\":\\\\\\\"failed to complete the order: rpc error: code = Internal desc = shipping quote failure: failed to get shipping quote: rpc error: code = Unavailable desc = connection error: desc = \\\\\\\\\\\\\\\"transport: Error while dialing: dial tcp 10.68.246.211:50051: connect: connection refused\\\\\\\\\\\\\\\"\\\\\\\",\\\\\\\"http.req.id\\\\\\\":\\\\\\\"38d79a5e-129c-4b2f-89be-5f821d50bea1\\\\\\\",\\\\\\\"http.req.method\\\\\\\":\\\\\\\"POST\\\\\\\",\\\\\\\"http.req.path\\\\\\\":\\\\\\\"/cart/checkout\\\\\\\",\\\\\\\"message\\\\\\\":\\\\\\\"request error\\\\\\\",\\\\\\\"session\\\\\\\":\\\\\\\"994c0144-f17b-463b-b695-b504f7be8634\\\\\\\",\\\\\\\"severity\\\\\\\":\\\\\\\"error\\\\\\\",\\\\\\\"timestamp\\\\\\\":\\\\\\\"2025-11-28T08:05:17.212987604Z\\\\\\\"}\\\"\\n },\\n {\\n \\\"count\\\": 7,\\n \\\"ratio\\\": 0.0077,\\n \\\"sample\\\": \\\"{\\\\\\\"error\\\\\\\":\\\\\\\"failed to get ads: rpc error: code = DeadlineExceeded desc = context deadline exceeded\\\\\\\",\\\\\\\"http.req.id\\\\\\\":\\\\\\\"5555d6b0-e4d7-451b-8cbb-483f6d28b8e0\\\\\\\",\\\\\\\"http.req.method\\\\\\\":\\\\\\\"GET\\\\\\\",\\\\\\\"http.req.path\\\\\\\":\\\\\\\"/product/L9ECAV7KIM\\\\\\\",\\\\\\\"message\\\\\\\":\\\\\\\"failed to retrieve ads\\\\\\\",\\\\\\\"session\\\\\\\":\\\\\\\"5d5d5390-da36-4add-a297-f4d61e82fe20\\\\\\\",\\\\\\\"severity\\\\\\\":\\\\\\\"warning\\\\\\\",\\\\\\\"timestamp\\\\\\\":\\\\\\\"2025-11-28T08:04:54.098705676Z\\\\\\\"}\\\"\\n },\\n {\\n \\\"count\\\": 1,\\n \\\"ratio\\\": 0.0011,\\n \\\"sample\\\": \\\"{\\\\\\\"message\\\\\\\":\\\\\\\"Failed to fetch the name of the cluster in which the pod is runningmetadata: GCE metadata \\\\\\\\\\\\\\\"instance/attributes/cluster-name\\\\\\\\\\\\\\\" not defined\\\\\\\",\\\\\\\"severity\\\\\\\":\\\\\\\"error\\\\\\\",\\\\\\\"timestamp\\\\\\\":\\\\\\\"2025-11-28T08:04:00.192664973Z\\\\\\\"}\\\"\\n },\\n {\\n \\\"count\\\": 1,\\n \\\"ratio\\\": 0.0011,\\n \\\"sample\\\": \\\"{\\\\\\\"message\\\\\\\":\\\\\\\"Failed to fetch the Zone of the node where the pod is scheduledmetadata: GCE metadata \\\\\\\\\\\\\\\"instance/zone\\\\\\\\\\\\\\\" not defined\\\\\\\",\\\\\\\"severity\\\\\\\":\\\\\\\"error\\\\\\\",\\\\\\\"timestamp\\\\\\\":\\\\\\\"2025-11-28T08:04:00.203298061Z\\\\\\\"}\\\"\\n }\\n ]\\n}\""
26
+ },
27
+ {
28
+ "tool_name": "GetResources",
29
+ "calling": "tool_name='GetResources' arguments={namespace: 'boutique', resource_type: 'deploy', name: None, show_labels: False, output_wide: False, label_selector: None}",
30
+ "output": "NAME READY UP-TO-DATE AVAILABLE AGE\nadservice 1/1 1 1 98s\ncartservice 1/1 1 1 98s\ncheckoutservice 1/1 1 1 98s\ncurrencyservice 1/1 1 1 97s\nemailservice 1/1 1 1 97s\nfrontend 1/1 1 1 97s\npaymentservice 1/1 1 1 97s\nproductcatalogservice 1/1 1 1 97s\nrecommendationservice 1/1 1 1 96s\nredis-cart 1/1 1 1 96s\nshippingservice 0/1 0 0 96s\n"
31
+ },
32
+ {
33
+ "tool_name": "DescribeResource",
34
+ "calling": "tool_name='DescribeResource' arguments={namespace: 'boutique', resource_type: 'deploy', name: 'shippingservice'}",
35
+ "output": "Name: shippingservice\nNamespace: boutique\nCreationTimestamp: Fri, 28 Nov 2025 16:04:00 +0800\nLabels: app=shippingservice\nAnnotations: deployment.kubernetes.io/revision: 1\nSelector: app=shippingservice\nReplicas: 1 desired | 0 updated | 0 total | 0 available | 1 unavailable\nStrategyType: RollingUpdate\nMinReadySeconds: 0\nRollingUpdateStrategy: 25% max unavailable, 25% max surge\nPod Template:\n Labels: app=shippingservice\n Service Account: shippingservices\n Containers:\n server:\n Image: us-central1-docker.pkg.dev/google-samples/microservices-demo/shippingservice:v0.10.3\n Port: 50051/TCP\n Host Port: 0/TCP\n Limits:\n cpu: 200m\n memory: 128Mi\n Requests:\n cpu: 100m\n memory: 64Mi\n Liveness: grpc <pod>:50051 delay=5s timeout=1s period=10s #success=1 #failure=3\n Readiness: grpc <pod>:50051 delay=5s timeout=1s period=10s #success=1 #failure=3\n Environment:\n PORT: 50051\n DISABLE_PROFILER: 1\n Mounts: <none>\n Volumes: <none>\n Node-Selectors: <none>\n Tolerations: <none>\nConditions:\n Type Status Reason\n ---- ------ ------\n Progressing True NewReplicaSetCreated\n Available False MinimumReplicasUnavailable\n ReplicaFailure True FailedCreate\nOldReplicaSets: <none>\nNewReplicaSet: shippingservice-6b8786b6db (0/1 replicas created)\nEvents:\n Type Reason Age From Message\n ---- ------ ---- ---- -------\n Normal ScalingReplicaSet 99s deployment-controller Scaled up replica set shippingservice-6b8786b6db to 1\n"
36
+ },
37
+ {
38
+ "tool_name": "GetResources",
39
+ "calling": "tool_name='GetResources' arguments={namespace: 'boutique', resource_type: 'replicaset', name: None, show_labels: False, output_wide: False, label_selector: None}",
40
+ "output": "NAME DESIRED CURRENT READY AGE\nadservice-64ddc5c766 1 1 1 103s\ncartservice-79b49f5555 1 1 1 103s\ncheckoutservice-8445f8b6cb 1 1 1 103s\ncurrencyservice-75686c9564 1 1 1 102s\nemailservice-c86b9b8f6 1 1 1 102s\nfrontend-657dd795f 1 1 1 102s\npaymentservice-78c5996648 1 1 1 102s\nproductcatalogservice-ddb46fc86 1 1 1 102s\nrecommendationservice-7bf5b7d9b8 1 1 1 101s\nredis-cart-6f966d9cc9 1 1 1 101s\nshippingservice-6b8786b6db 1 0 0 101s\n"
41
+ },
42
+ {
43
+ "tool_name": "DescribeResource",
44
+ "calling": "tool_name='DescribeResource' arguments={namespace: 'boutique', resource_type: 'replicaset', name: 'shippingservice-6b8786b6db'}",
45
+ "output": "Name: shippingservice-6b8786b6db\nNamespace: boutique\nSelector: app=shippingservice,pod-template-hash=6b8786b6db\nLabels: app=shippingservice\n pod-template-hash=6b8786b6db\nAnnotations: deployment.kubernetes.io/desired-replicas: 1\n deployment.kubernetes.io/max-replicas: 2\n deployment.kubernetes.io/revision: 1\nControlled By: Deployment/shippingservice\nReplicas: 0 current / 1 desired\nPods Status: 0 Running / 0 Waiting / 0 Succeeded / 0 Failed\nPod Template:\n Labels: app=shippingservice\n pod-template-hash=6b8786b6db\n Service Account: shippingservices\n Containers:\n server:\n Image: us-central1-docker.pkg.dev/google-samples/microservices-demo/shippingservice:v0.10.3\n Port: 50051/TCP\n Host Port: 0/TCP\n Limits:\n cpu: 200m\n memory: 128Mi\n Requests:\n cpu: 100m\n memory: 64Mi\n Liveness: grpc <pod>:50051 delay=5s timeout=1s period=10s #success=1 #failure=3\n Readiness: grpc <pod>:50051 delay=5s timeout=1s period=10s #success=1 #failure=3\n Environment:\n PORT: 50051\n DISABLE_PROFILER: 1\n Mounts: <none>\n Volumes: <none>\n Node-Selectors: <none>\n Tolerations: <none>\nConditions:\n Type Status Reason\n ---- ------ ------\n ReplicaFailure True FailedCreate\nEvents:\n Type Reason Age From Message\n ---- ------ ---- ---- -------\n Warning FailedCreate 21s (x15 over 104s) replicaset-controller Error creating: pods \"shippingservice-6b8786b6db-\" is forbidden: error looking up service account boutique/shippingservices: serviceaccount \"shippingservices\" not found\n"
46
+ },
47
+ {
48
+ "tool_name": "GetResources",
49
+ "calling": "tool_name='GetResources' arguments={namespace: 'boutique', resource_type: 'serviceaccount', name: None, show_labels: False, output_wide: False, label_selector: None}",
50
+ "output": "NAME SECRETS AGE\nadservice 0 107s\ncartservice 0 107s\ncheckoutservice 0 107s\ncurrencyservice 0 106s\ndefault 0 32d\nemailservice 0 106s\nfrontend 0 106s\npaymentservice 0 106s\nproductcatalogservice 0 106s\nrecommendationservice 0 105s\nshippingservice 0 105s\n"
51
+ },
52
+ {
53
+ "tool_name": "GetAppYAML",
54
+ "calling": "tool_name='GetAppYAML' arguments={app_name: 'shippingservice'}",
55
+ "output": "apiVersion: apps/v1\nkind: Deployment\nmetadata:\n name: shippingservice\n namespace: boutique\n labels:\n app: shippingservice\nspec:\n selector:\n matchLabels:\n app: shippingservice\n template:\n metadata:\n labels:\n app: shippingservice\n spec:\n serviceAccountName: shippingservices\n securityContext:\n fsGroup: 1000\n runAsGroup: 1000\n runAsNonRoot: true\n runAsUser: 1000\n containers:\n - name: server\n securityContext:\n allowPrivilegeEscalation: false\n capabilities:\n drop:\n - ALL\n privileged: false\n readOnlyRootFilesystem: true\n image: us-central1-docker.pkg.dev/google-samples/microservices-demo/shippingservice:v0.10.3\n ports:\n - containerPort: 50051\n env:\n - name: PORT\n value: \"50051\"\n - name: DISABLE_PROFILER\n value: \"1\"\n readinessProbe:\n initialDelaySeconds: 5\n grpc:\n port: 50051\n livenessProbe:\n initialDelaySeconds: 5\n grpc:\n port: 50051\n resources:\n requests:\n cpu: 100m\n memory: 64Mi\n limits:\n cpu: 200m\n memory: 128Mi\n---\napiVersion: v1\nkind: Service\nmetadata:\n name: shippingservice\n namespace: boutique\n labels:\n app: shippingservice\nspec:\n type: ClusterIP\n selector:\n app: shippingservice\n ports:\n - name: grpc\n port: 50051\n targetPort: 50051\n---\napiVersion: v1\nkind: ServiceAccount\nmetadata:\n name: shippingservice\n namespace: boutique"
56
+ }
57
+ ]
58
+ }
golden-trajectory/boutique/admission/11/path2.json ADDED
@@ -0,0 +1,34 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "statistics": {
3
+ "valid_tool_call_count": 4,
4
+ "total_trace_steps": 4,
5
+ "history_called_tool_names": [
6
+ "GetResources",
7
+ "GetResources",
8
+ "GetResources",
9
+ "GetAppYAML"
10
+ ]
11
+ },
12
+ "diagnostic_trace": [
13
+ {
14
+ "tool_name": "GetResources",
15
+ "calling": "tool_name='GetResources' arguments={namespace: 'boutique', resource_type: 'pod', name: None, show_labels: False, output_wide: False, label_selector: None}",
16
+ "output": "NAME READY STATUS RESTARTS AGE\nadservice-64ddc5c766-fklhb 1/1 Running 0 93s\ncartservice-79b49f5555-dmtxg 1/1 Running 0 93s\ncheckoutservice-8445f8b6cb-rbrzb 1/1 Running 0 93s\ncurrencyservice-75686c9564-8c7tt 1/1 Running 0 92s\nemailservice-c86b9b8f6-6msbf 1/1 Running 0 92s\nfrontend-657dd795f-p756w 1/1 Running 0 92s\npaymentservice-78c5996648-gf47z 1/1 Running 0 92s\nproductcatalogservice-ddb46fc86-v5gzg 1/1 Running 0 91s\nrecommendationservice-7bf5b7d9b8-5t9w2 1/1 Running 0 91s\nredis-cart-6f966d9cc9-55d54 1/1 Running 0 91s\n"
17
+ },
18
+ {
19
+ "tool_name": "GetResources",
20
+ "calling": "tool_name='GetResources' arguments={namespace: 'boutique', resource_type: 'ep', name: None, show_labels: False, output_wide: False, label_selector: None}",
21
+ "output": "NAME ENDPOINTS AGE\nadservice 172.20.2.63:9555 110s\ncartservice 172.20.1.225:7070 110s\ncheckoutservice 172.20.2.64:5050 110s\ncurrencyservice 172.20.1.226:7000 109s\nemailservice 172.20.2.65:8080 109s\nfrontend 172.20.1.227:8080 109s\nfrontend-external 172.20.1.227:8080 109s\npaymentservice 172.20.1.228:50051 109s\nproductcatalogservice 172.20.2.66:3550 109s\nrecommendationservice 172.20.1.229:8080 108s\nredis-cart 172.20.2.67:6379 108s\nshippingservice <none> 108s\n"
22
+ },
23
+ {
24
+ "tool_name": "GetResources",
25
+ "calling": "tool_name='GetResources' arguments={namespace: 'boutique', resource_type: 'events', name: None, show_labels: False, output_wide: False, label_selector: None}",
26
+ "output": "119s Normal SuccessfulCreate replicaset/redis-cart-6f966d9cc9 Created pod: redis-cart-6f966d9cc9-55d54\n119s Normal Created pod/paymentservice-78c5996648-gf47z Created container server\n119s Normal Pulled pod/paymentservice-78c5996648-gf47z Container image \"us-central1-docker.pkg.dev/google-samples/microservices-demo/paymentservice:v0.10.3\" already present on machine\n119s Normal Started pod/productcatalogservice-ddb46fc86-v5gzg Started container server\n119s Normal ScalingReplicaSet deployment/redis-cart Scaled up replica set redis-cart-6f966d9cc9 to 1\n119s Normal ScalingReplicaSet deployment/recommendationservice Scaled up replica set recommendationservice-7bf5b7d9b8 to 1\n119s Normal Created pod/productcatalogservice-ddb46fc86-v5gzg Created container server\n119s Normal SuccessfulCreate replicaset/recommendationservice-7bf5b7d9b8 Created pod: recommendationservice-7bf5b7d9b8-5t9w2\n119s Normal Pulled pod/productcatalogservice-ddb46fc86-v5gzg Container image \"us-central1-docker.pkg.dev/google-samples/microservices-demo/productcatalogservice:v0.10.3\" already present on machine\n119s Normal Created pod/recommendationservice-7bf5b7d9b8-5t9w2 Created container server\n119s Normal Created pod/frontend-657dd795f-p756w Created container server\n119s Normal Pulled pod/frontend-657dd795f-p756w Container image \"us-central1-docker.pkg.dev/google-samples/microservices-demo/frontend:v0.10.3\" already present on machine\n119s Normal Scheduled pod/productcatalogservice-ddb46fc86-v5gzg Successfully assigned boutique/productcatalogservice-ddb46fc86-v5gzg to worker-02\n119s Normal Pulled pod/recommendationservice-7bf5b7d9b8-5t9w2 Container image \"us-central1-docker.pkg.dev/google-samples/microservices-demo/recommendationservice:v0.10.3\" already present on machine\n118s Normal Pulled pod/redis-cart-6f966d9cc9-55d54 Container image \"redis:alpine\" already present on machine\n118s Normal Created pod/redis-cart-6f966d9cc9-55d54 Created container redis\n118s Normal Started pod/redis-cart-6f966d9cc9-55d54 Started container redis\n110s Warning Unhealthy pod/adservice-64ddc5c766-fklhb Readiness probe failed: timeout: health rpc did not complete within 1s\n110s Warning Unhealthy pod/adservice-64ddc5c766-fklhb Liveness probe failed: timeout: health rpc did not complete within 1s\n36s Warning FailedCreate replicaset/shippingservice-6b8786b6db Error creating: pods \"shippingservice-6b8786b6db-\" is forbidden: error looking up service account boutique/shippingservices: serviceaccount \"shippingservices\" not found\n"
27
+ },
28
+ {
29
+ "tool_name": "GetAppYAML",
30
+ "calling": "tool_name='GetAppYAML' arguments={app_name: 'shippingservice'}",
31
+ "output": "apiVersion: apps/v1\nkind: Deployment\nmetadata:\n name: shippingservice\n namespace: boutique\n labels:\n app: shippingservice\nspec:\n selector:\n matchLabels:\n app: shippingservice\n template:\n metadata:\n labels:\n app: shippingservice\n spec:\n serviceAccountName: shippingservices\n securityContext:\n fsGroup: 1000\n runAsGroup: 1000\n runAsNonRoot: true\n runAsUser: 1000\n containers:\n - name: server\n securityContext:\n allowPrivilegeEscalation: false\n capabilities:\n drop:\n - ALL\n privileged: false\n readOnlyRootFilesystem: true\n image: us-central1-docker.pkg.dev/google-samples/microservices-demo/shippingservice:v0.10.3\n ports:\n - containerPort: 50051\n env:\n - name: PORT\n value: \"50051\"\n - name: DISABLE_PROFILER\n value: \"1\"\n readinessProbe:\n initialDelaySeconds: 5\n grpc:\n port: 50051\n livenessProbe:\n initialDelaySeconds: 5\n grpc:\n port: 50051\n resources:\n requests:\n cpu: 100m\n memory: 64Mi\n limits:\n cpu: 200m\n memory: 128Mi\n---\napiVersion: v1\nkind: Service\nmetadata:\n name: shippingservice\n namespace: boutique\n labels:\n app: shippingservice\nspec:\n type: ClusterIP\n selector:\n app: shippingservice\n ports:\n - name: grpc\n port: 50051\n targetPort: 50051\n---\napiVersion: v1\nkind: ServiceAccount\nmetadata:\n name: shippingservice\n namespace: boutique"
32
+ }
33
+ ]
34
+ }
golden-trajectory/boutique/admission/12/path1.json ADDED
@@ -0,0 +1,64 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "statistics": {
3
+ "valid_tool_call_count": 9,
4
+ "total_trace_steps": 9,
5
+ "history_called_tool_names": [
6
+ "GetResources",
7
+ "GetErrorLogs",
8
+ "GetResources",
9
+ "DescribeResource",
10
+ "GetResources",
11
+ "DescribeResource",
12
+ "GetResources",
13
+ "GetAppYAML",
14
+ "DescribeResource"
15
+ ]
16
+ },
17
+ "diagnostic_trace": [
18
+ {
19
+ "tool_name": "GetResources",
20
+ "calling": "tool_name='GetResources' arguments={namespace: 'boutique', resource_type: 'pod', name: None, show_labels: False, output_wide: False, label_selector: None}",
21
+ "output": "NAME READY STATUS RESTARTS AGE\ncartservice-8cbf5b9d4-2c8wr 1/1 Running 0 94s\ncheckoutservice-554b78c9c7-jk5tx 1/1 Running 0 94s\ncurrencyservice-8587d7cfd7-2lnlg 1/1 Running 0 94s\nemailservice-5dcd9bdff-lmjcf 1/1 Running 0 93s\nfrontend-64bcd9854d-bzjbt 1/1 Running 0 93s\npaymentservice-5797775987-hnrkc 1/1 Running 0 93s\nproductcatalogservice-d78f7f8f7-4xcls 1/1 Running 0 93s\nrecommendationservice-55d4896647-cccdp 1/1 Running 0 92s\nredis-cart-869b6f5f6d-hlkkk 1/1 Running 0 92s\nshippingservice-77f56d9479-lcf5n 1/1 Running 0 92s\n"
22
+ },
23
+ {
24
+ "tool_name": "GetErrorLogs",
25
+ "calling": "tool_name='GetErrorLogs' arguments={namespace: 'boutique', service_name: 'frontend'}",
26
+ "output": "\"{\\n \\\"total_log_count\\\": 1086,\\n \\\"total_errors\\\": 128,\\n \\\"total_error_ratio\\\": 0.1179,\\n \\\"patterns\\\": [\\n {\\n \\\"count\\\": 126,\\n \\\"ratio\\\": 0.116,\\n \\\"sample\\\": \\\"{\\\\\\\"error\\\\\\\":\\\\\\\"failed to get ads: rpc error: code = Unavailable desc = connection error: desc = \\\\\\\\\\\\\\\"transport: Error while dialing: dial tcp 10.68.139.87:9555: connect: connection refused\\\\\\\\\\\\\\\"\\\\\\\",\\\\\\\"http.req.id\\\\\\\":\\\\\\\"884a2e6f-87a3-4f0c-a349-ee684b0f84c2\\\\\\\",\\\\\\\"http.req.method\\\\\\\":\\\\\\\"GET\\\\\\\",\\\\\\\"http.req.path\\\\\\\":\\\\\\\"/product/2ZYFJ3GM2N\\\\\\\",\\\\\\\"message\\\\\\\":\\\\\\\"failed to retrieve ads\\\\\\\",\\\\\\\"session\\\\\\\":\\\\\\\"33ba480b-f2f9-4a5f-938c-00a7f66cb977\\\\\\\",\\\\\\\"severity\\\\\\\":\\\\\\\"warning\\\\\\\",\\\\\\\"timestamp\\\\\\\":\\\\\\\"2025-11-29T12:44:42.580815101Z\\\\\\\"}\\\"\\n },\\n {\\n \\\"count\\\": 1,\\n \\\"ratio\\\": 0.0009,\\n \\\"sample\\\": \\\"{\\\\\\\"message\\\\\\\":\\\\\\\"Failed to fetch the name of the cluster in which the pod is runningmetadata: GCE metadata \\\\\\\\\\\\\\\"instance/attributes/cluster-name\\\\\\\\\\\\\\\" not defined\\\\\\\",\\\\\\\"severity\\\\\\\":\\\\\\\"error\\\\\\\",\\\\\\\"timestamp\\\\\\\":\\\\\\\"2025-11-29T12:43:20.91687724Z\\\\\\\"}\\\"\\n },\\n {\\n \\\"count\\\": 1,\\n \\\"ratio\\\": 0.0009,\\n \\\"sample\\\": \\\"{\\\\\\\"message\\\\\\\":\\\\\\\"Failed to fetch the Zone of the node where the pod is scheduledmetadata: GCE metadata \\\\\\\\\\\\\\\"instance/zone\\\\\\\\\\\\\\\" not defined\\\\\\\",\\\\\\\"severity\\\\\\\":\\\\\\\"error\\\\\\\",\\\\\\\"timestamp\\\\\\\":\\\\\\\"2025-11-29T12:43:20.933076326Z\\\\\\\"}\\\"\\n }\\n ]\\n}\""
27
+ },
28
+ {
29
+ "tool_name": "GetResources",
30
+ "calling": "tool_name='GetResources' arguments={namespace: 'boutique', resource_type: 'deploy', name: None, show_labels: False, output_wide: False, label_selector: None}",
31
+ "output": "NAME READY UP-TO-DATE AVAILABLE AGE\nadservice 0/1 0 0 98s\ncartservice 1/1 1 1 100s\ncheckoutservice 1/1 1 1 100s\ncurrencyservice 1/1 1 1 100s\nemailservice 1/1 1 1 99s\nfrontend 1/1 1 1 99s\npaymentservice 1/1 1 1 99s\nproductcatalogservice 1/1 1 1 99s\nrecommendationservice 1/1 1 1 99s\nredis-cart 1/1 1 1 98s\nshippingservice 1/1 1 1 98s\n"
32
+ },
33
+ {
34
+ "tool_name": "DescribeResource",
35
+ "calling": "tool_name='DescribeResource' arguments={namespace: 'boutique', resource_type: 'deploy', name: 'adservice'}",
36
+ "output": "Name: adservice\nNamespace: boutique\nCreationTimestamp: Sat, 29 Nov 2025 20:43:21 +0800\nLabels: app=adservice\nAnnotations: deployment.kubernetes.io/revision: 1\nSelector: app=adservice\nReplicas: 1 desired | 0 updated | 0 total | 0 available | 1 unavailable\nStrategyType: RollingUpdate\nMinReadySeconds: 0\nRollingUpdateStrategy: 25% max unavailable, 25% max surge\nPod Template:\n Labels: app=adservice\n Service Account: adservice\n Containers:\n server:\n Image: us-central1-docker.pkg.dev/google-samples/microservices-demo/adservice:v0.10.3\n Port: 9555/TCP\n Host Port: 0/TCP\n Limits:\n cpu: 1300m\n memory: 300Mi\n Requests:\n cpu: 1\n memory: 180Mi\n Liveness: grpc <pod>:9555 delay=5s timeout=1s period=10s #success=1 #failure=3\n Readiness: grpc <pod>:9555 delay=5s timeout=1s period=10s #success=1 #failure=3\n Environment:\n PORT: 9555\n Mounts: <none>\n Volumes: <none>\n Node-Selectors: <none>\n Tolerations: <none>\nConditions:\n Type Status Reason\n ---- ------ ------\n Progressing True NewReplicaSetCreated\n Available False MinimumReplicasUnavailable\n ReplicaFailure True FailedCreate\nOldReplicaSets: <none>\nNewReplicaSet: adservice-b7d6498c7 (0/1 replicas created)\nEvents:\n Type Reason Age From Message\n ---- ------ ---- ---- -------\n Normal ScalingReplicaSet 98s deployment-controller Scaled up replica set adservice-b7d6498c7 to 1\n"
37
+ },
38
+ {
39
+ "tool_name": "GetResources",
40
+ "calling": "tool_name='GetResources' arguments={namespace: 'boutique', resource_type: 'replicaset', name: None, show_labels: False, output_wide: False, label_selector: None}",
41
+ "output": "NAME DESIRED CURRENT READY AGE\nadservice-b7d6498c7 1 0 0 102s\ncartservice-8cbf5b9d4 1 1 1 104s\ncheckoutservice-554b78c9c7 1 1 1 104s\ncurrencyservice-8587d7cfd7 1 1 1 104s\nemailservice-5dcd9bdff 1 1 1 103s\nfrontend-64bcd9854d 1 1 1 103s\npaymentservice-5797775987 1 1 1 103s\nproductcatalogservice-d78f7f8f7 1 1 1 103s\nrecommendationservice-55d4896647 1 1 1 103s\nredis-cart-869b6f5f6d 1 1 1 102s\nshippingservice-77f56d9479 1 1 1 102s\n"
42
+ },
43
+ {
44
+ "tool_name": "DescribeResource",
45
+ "calling": "tool_name='DescribeResource' arguments={namespace: 'boutique', resource_type: 'replicaset', name: 'adservice-b7d6498c7'}",
46
+ "output": "Name: adservice-b7d6498c7\nNamespace: boutique\nSelector: app=adservice,pod-template-hash=b7d6498c7\nLabels: app=adservice\n pod-template-hash=b7d6498c7\nAnnotations: deployment.kubernetes.io/desired-replicas: 1\n deployment.kubernetes.io/max-replicas: 2\n deployment.kubernetes.io/revision: 1\nControlled By: Deployment/adservice\nReplicas: 0 current / 1 desired\nPods Status: 0 Running / 0 Waiting / 0 Succeeded / 0 Failed\nPod Template:\n Labels: app=adservice\n pod-template-hash=b7d6498c7\n Service Account: adservice\n Containers:\n server:\n Image: us-central1-docker.pkg.dev/google-samples/microservices-demo/adservice:v0.10.3\n Port: 9555/TCP\n Host Port: 0/TCP\n Limits:\n cpu: 1300m\n memory: 300Mi\n Requests:\n cpu: 1\n memory: 180Mi\n Liveness: grpc <pod>:9555 delay=5s timeout=1s period=10s #success=1 #failure=3\n Readiness: grpc <pod>:9555 delay=5s timeout=1s period=10s #success=1 #failure=3\n Environment:\n PORT: 9555\n Mounts: <none>\n Volumes: <none>\n Node-Selectors: <none>\n Tolerations: <none>\nConditions:\n Type Status Reason\n ---- ------ ------\n ReplicaFailure True FailedCreate\nEvents:\n Type Reason Age From Message\n ---- ------ ---- ---- -------\n Warning FailedCreate 103s replicaset-controller Error creating: pods \"adservice-b7d6498c7-\" is forbidden: error looking up service account boutique/adservice: serviceaccount \"adservice\" not found\n Warning FailedCreate 103s replicaset-controller Error creating: pods \"adservice-b7d6498c7-gdfrx\" is forbidden: exceeded quota: cpu-quota, requested: requests.cpu=1, used: requests.cpu=10, limited: requests.cpu=1\n Warning FailedCreate 103s replicaset-controller Error creating: pods \"adservice-b7d6498c7-5v6bk\" is forbidden: exceeded quota: cpu-quota, requested: requests.cpu=1, used: requests.cpu=10, limited: requests.cpu=1\n Warning FailedCreate 102s replicaset-controller Error creating: pods \"adservice-b7d6498c7-km2m8\" is forbidden: exceeded quota: cpu-quota, requested: requests.cpu=1, used: requests.cpu=10, limited: requests.cpu=1\n Warning FailedCreate 102s replicaset-controller Error creating: pods \"adservice-b7d6498c7-glql8\" is forbidden: exceeded quota: cpu-quota, requested: requests.cpu=1, used: requests.cpu=10, limited: requests.cpu=1\n Warning FailedCreate 102s replicaset-controller Error creating: pods \"adservice-b7d6498c7-cs9sc\" is forbidden: exceeded quota: cpu-quota, requested: requests.cpu=1, used: requests.cpu=10, limited: requests.cpu=1\n Warning FailedCreate 102s replicaset-controller Error creating: pods \"adservice-b7d6498c7-5xjlb\" is forbidden: exceeded quota: cpu-quota, requested: requests.cpu=1, used: requests.cpu=10, limited: requests.cpu=1\n Warning FailedCreate 102s replicaset-controller Error creating: pods \"adservice-b7d6498c7-hq4wq\" is forbidden: exceeded quota: cpu-quota, requested: requests.cpu=1, used: requests.cpu=10, limited: requests.cpu=1\n Warning FailedCreate 101s replicaset-controller Error creating: pods \"adservice-b7d6498c7-qp5s9\" is forbidden: exceeded quota: cpu-quota, requested: requests.cpu=1, used: requests.cpu=10, limited: requests.cpu=1\n Warning FailedCreate 21s (x6 over 100s) replicaset-controller (combined from similar events): Error creating: pods \"adservice-b7d6498c7-sr4ft\" is forbidden: exceeded quota: cpu-quota, requested: requests.cpu=1, used: requests.cpu=10, limited: requests.cpu=1\n"
47
+ },
48
+ {
49
+ "tool_name": "GetResources",
50
+ "calling": "tool_name='GetResources' arguments={namespace: 'boutique', resource_type: 'resourcequota', name: None, show_labels: False, output_wide: False, label_selector: None}",
51
+ "output": "NAME AGE REQUEST LIMIT\ncpu-quota 112s requests.cpu: 10/1 \n"
52
+ },
53
+ {
54
+ "tool_name": "GetAppYAML",
55
+ "calling": "tool_name='GetAppYAML' arguments={app_name: 'adservice'}",
56
+ "output": "apiVersion: apps/v1\nkind: Deployment\nmetadata:\n name: adservice\n namespace: boutique \n labels:\n app: adservice\nspec:\n selector:\n matchLabels:\n app: adservice\n template:\n metadata:\n labels:\n app: adservice\n spec:\n serviceAccountName: adservice\n terminationGracePeriodSeconds: 5\n securityContext:\n fsGroup: 1000\n runAsGroup: 1000\n runAsNonRoot: true\n runAsUser: 1000\n containers:\n - name: server\n securityContext:\n allowPrivilegeEscalation: false\n capabilities:\n drop:\n - ALL\n privileged: false\n readOnlyRootFilesystem: true\n image: us-central1-docker.pkg.dev/google-samples/microservices-demo/adservice:v0.10.3\n ports:\n - containerPort: 9555\n env:\n - name: PORT\n value: \"9555\"\n resources:\n requests:\n cpu: 1000m\n memory: 180Mi\n limits:\n cpu: 1300m\n memory: 300Mi\n readinessProbe:\n initialDelaySeconds: 5\n grpc:\n port: 9555\n livenessProbe:\n initialDelaySeconds: 5\n grpc:\n port: 9555\n---\napiVersion: v1\nkind: Service\nmetadata:\n name: adservice\n namespace: boutique\n labels:\n app: adservice\nspec:\n type: ClusterIP\n selector:\n app: adservice\n ports:\n - name: grpc\n port: 9555\n targetPort: 9555\n\n---\napiVersion: v1\nkind: ServiceAccount\nmetadata:\n name: adservice\n namespace: boutique"
57
+ },
58
+ {
59
+ "tool_name": "DescribeResource",
60
+ "calling": "tool_name='DescribeResource' arguments={namespace: 'boutique', resource_type: 'resourcequota', name: 'cpu-quota'}",
61
+ "output": "Name: cpu-quota\nNamespace: boutique\nResource Used Hard\n-------- ---- ----\nrequests.cpu 10 1\n"
62
+ }
63
+ ]
64
+ }
golden-trajectory/boutique/admission/12/path2.json ADDED
@@ -0,0 +1,52 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "statistics": {
3
+ "valid_tool_call_count": 7,
4
+ "total_trace_steps": 7,
5
+ "history_called_tool_names": [
6
+ "GetResources",
7
+ "GetErrorLogs",
8
+ "GetResources",
9
+ "DescribeResource",
10
+ "DescribeResource",
11
+ "GetResources",
12
+ "DescribeResource"
13
+ ]
14
+ },
15
+ "diagnostic_trace": [
16
+ {
17
+ "tool_name": "GetResources",
18
+ "calling": "tool_name='GetResources' arguments={namespace: 'boutique', resource_type: 'pod', name: None, show_labels: False, output_wide: False, label_selector: None}",
19
+ "output": "NAME READY STATUS RESTARTS AGE\ncartservice-8cbf5b9d4-2c8wr 1/1 Running 0 94s\ncheckoutservice-554b78c9c7-jk5tx 1/1 Running 0 94s\ncurrencyservice-8587d7cfd7-2lnlg 1/1 Running 0 94s\nemailservice-5dcd9bdff-lmjcf 1/1 Running 0 93s\nfrontend-64bcd9854d-bzjbt 1/1 Running 0 93s\npaymentservice-5797775987-hnrkc 1/1 Running 0 93s\nproductcatalogservice-d78f7f8f7-4xcls 1/1 Running 0 93s\nrecommendationservice-55d4896647-cccdp 1/1 Running 0 92s\nredis-cart-869b6f5f6d-hlkkk 1/1 Running 0 92s\nshippingservice-77f56d9479-lcf5n 1/1 Running 0 92s\n"
20
+ },
21
+ {
22
+ "tool_name": "GetErrorLogs",
23
+ "calling": "tool_name='GetErrorLogs' arguments={namespace: 'boutique', service_name: 'frontend'}",
24
+ "output": "\"{\\n \\\"total_log_count\\\": 1086,\\n \\\"total_errors\\\": 128,\\n \\\"total_error_ratio\\\": 0.1179,\\n \\\"patterns\\\": [\\n {\\n \\\"count\\\": 126,\\n \\\"ratio\\\": 0.116,\\n \\\"sample\\\": \\\"{\\\\\\\"error\\\\\\\":\\\\\\\"failed to get ads: rpc error: code = Unavailable desc = connection error: desc = \\\\\\\\\\\\\\\"transport: Error while dialing: dial tcp 10.68.139.87:9555: connect: connection refused\\\\\\\\\\\\\\\"\\\\\\\",\\\\\\\"http.req.id\\\\\\\":\\\\\\\"884a2e6f-87a3-4f0c-a349-ee684b0f84c2\\\\\\\",\\\\\\\"http.req.method\\\\\\\":\\\\\\\"GET\\\\\\\",\\\\\\\"http.req.path\\\\\\\":\\\\\\\"/product/2ZYFJ3GM2N\\\\\\\",\\\\\\\"message\\\\\\\":\\\\\\\"failed to retrieve ads\\\\\\\",\\\\\\\"session\\\\\\\":\\\\\\\"33ba480b-f2f9-4a5f-938c-00a7f66cb977\\\\\\\",\\\\\\\"severity\\\\\\\":\\\\\\\"warning\\\\\\\",\\\\\\\"timestamp\\\\\\\":\\\\\\\"2025-11-29T12:44:42.580815101Z\\\\\\\"}\\\"\\n },\\n {\\n \\\"count\\\": 1,\\n \\\"ratio\\\": 0.0009,\\n \\\"sample\\\": \\\"{\\\\\\\"message\\\\\\\":\\\\\\\"Failed to fetch the name of the cluster in which the pod is runningmetadata: GCE metadata \\\\\\\\\\\\\\\"instance/attributes/cluster-name\\\\\\\\\\\\\\\" not defined\\\\\\\",\\\\\\\"severity\\\\\\\":\\\\\\\"error\\\\\\\",\\\\\\\"timestamp\\\\\\\":\\\\\\\"2025-11-29T12:43:20.91687724Z\\\\\\\"}\\\"\\n },\\n {\\n \\\"count\\\": 1,\\n \\\"ratio\\\": 0.0009,\\n \\\"sample\\\": \\\"{\\\\\\\"message\\\\\\\":\\\\\\\"Failed to fetch the Zone of the node where the pod is scheduledmetadata: GCE metadata \\\\\\\\\\\\\\\"instance/zone\\\\\\\\\\\\\\\" not defined\\\\\\\",\\\\\\\"severity\\\\\\\":\\\\\\\"error\\\\\\\",\\\\\\\"timestamp\\\\\\\":\\\\\\\"2025-11-29T12:43:20.933076326Z\\\\\\\"}\\\"\\n }\\n ]\\n}\""
25
+ },
26
+ {
27
+ "tool_name": "GetResources",
28
+ "calling": "tool_name='GetResources' arguments={namespace: 'boutique', resource_type: 'deploy', name: None, show_labels: False, output_wide: False, label_selector: None}",
29
+ "output": "NAME READY UP-TO-DATE AVAILABLE AGE\nadservice 0/1 0 0 98s\ncartservice 1/1 1 1 100s\ncheckoutservice 1/1 1 1 100s\ncurrencyservice 1/1 1 1 100s\nemailservice 1/1 1 1 99s\nfrontend 1/1 1 1 99s\npaymentservice 1/1 1 1 99s\nproductcatalogservice 1/1 1 1 99s\nrecommendationservice 1/1 1 1 99s\nredis-cart 1/1 1 1 98s\nshippingservice 1/1 1 1 98s\n"
30
+ },
31
+ {
32
+ "tool_name": "DescribeResource",
33
+ "calling": "tool_name='DescribeResource' arguments={namespace: 'boutique', resource_type: 'deploy', name: 'adservice'}",
34
+ "output": "Name: adservice\nNamespace: boutique\nCreationTimestamp: Sat, 29 Nov 2025 20:43:21 +0800\nLabels: app=adservice\nAnnotations: deployment.kubernetes.io/revision: 1\nSelector: app=adservice\nReplicas: 1 desired | 0 updated | 0 total | 0 available | 1 unavailable\nStrategyType: RollingUpdate\nMinReadySeconds: 0\nRollingUpdateStrategy: 25% max unavailable, 25% max surge\nPod Template:\n Labels: app=adservice\n Service Account: adservice\n Containers:\n server:\n Image: us-central1-docker.pkg.dev/google-samples/microservices-demo/adservice:v0.10.3\n Port: 9555/TCP\n Host Port: 0/TCP\n Limits:\n cpu: 1300m\n memory: 300Mi\n Requests:\n cpu: 1\n memory: 180Mi\n Liveness: grpc <pod>:9555 delay=5s timeout=1s period=10s #success=1 #failure=3\n Readiness: grpc <pod>:9555 delay=5s timeout=1s period=10s #success=1 #failure=3\n Environment:\n PORT: 9555\n Mounts: <none>\n Volumes: <none>\n Node-Selectors: <none>\n Tolerations: <none>\nConditions:\n Type Status Reason\n ---- ------ ------\n Progressing True NewReplicaSetCreated\n Available False MinimumReplicasUnavailable\n ReplicaFailure True FailedCreate\nOldReplicaSets: <none>\nNewReplicaSet: adservice-b7d6498c7 (0/1 replicas created)\nEvents:\n Type Reason Age From Message\n ---- ------ ---- ---- -------\n Normal ScalingReplicaSet 98s deployment-controller Scaled up replica set adservice-b7d6498c7 to 1\n"
35
+ },
36
+ {
37
+ "tool_name": "DescribeResource",
38
+ "calling": "tool_name='DescribeResource' arguments={namespace: 'boutique', resource_type: 'replicaset', name: 'adservice-b7d6498c7'}",
39
+ "output": "Name: adservice-b7d6498c7\nNamespace: boutique\nSelector: app=adservice,pod-template-hash=b7d6498c7\nLabels: app=adservice\n pod-template-hash=b7d6498c7\nAnnotations: deployment.kubernetes.io/desired-replicas: 1\n deployment.kubernetes.io/max-replicas: 2\n deployment.kubernetes.io/revision: 1\nControlled By: Deployment/adservice\nReplicas: 0 current / 1 desired\nPods Status: 0 Running / 0 Waiting / 0 Succeeded / 0 Failed\nPod Template:\n Labels: app=adservice\n pod-template-hash=b7d6498c7\n Service Account: adservice\n Containers:\n server:\n Image: us-central1-docker.pkg.dev/google-samples/microservices-demo/adservice:v0.10.3\n Port: 9555/TCP\n Host Port: 0/TCP\n Limits:\n cpu: 1300m\n memory: 300Mi\n Requests:\n cpu: 1\n memory: 180Mi\n Liveness: grpc <pod>:9555 delay=5s timeout=1s period=10s #success=1 #failure=3\n Readiness: grpc <pod>:9555 delay=5s timeout=1s period=10s #success=1 #failure=3\n Environment:\n PORT: 9555\n Mounts: <none>\n Volumes: <none>\n Node-Selectors: <none>\n Tolerations: <none>\nConditions:\n Type Status Reason\n ---- ------ ------\n ReplicaFailure True FailedCreate\nEvents:\n Type Reason Age From Message\n ---- ------ ---- ---- -------\n Warning FailedCreate 103s replicaset-controller Error creating: pods \"adservice-b7d6498c7-\" is forbidden: error looking up service account boutique/adservice: serviceaccount \"adservice\" not found\n Warning FailedCreate 103s replicaset-controller Error creating: pods \"adservice-b7d6498c7-gdfrx\" is forbidden: exceeded quota: cpu-quota, requested: requests.cpu=1, used: requests.cpu=10, limited: requests.cpu=1\n Warning FailedCreate 103s replicaset-controller Error creating: pods \"adservice-b7d6498c7-5v6bk\" is forbidden: exceeded quota: cpu-quota, requested: requests.cpu=1, used: requests.cpu=10, limited: requests.cpu=1\n Warning FailedCreate 102s replicaset-controller Error creating: pods \"adservice-b7d6498c7-km2m8\" is forbidden: exceeded quota: cpu-quota, requested: requests.cpu=1, used: requests.cpu=10, limited: requests.cpu=1\n Warning FailedCreate 102s replicaset-controller Error creating: pods \"adservice-b7d6498c7-glql8\" is forbidden: exceeded quota: cpu-quota, requested: requests.cpu=1, used: requests.cpu=10, limited: requests.cpu=1\n Warning FailedCreate 102s replicaset-controller Error creating: pods \"adservice-b7d6498c7-cs9sc\" is forbidden: exceeded quota: cpu-quota, requested: requests.cpu=1, used: requests.cpu=10, limited: requests.cpu=1\n Warning FailedCreate 102s replicaset-controller Error creating: pods \"adservice-b7d6498c7-5xjlb\" is forbidden: exceeded quota: cpu-quota, requested: requests.cpu=1, used: requests.cpu=10, limited: requests.cpu=1\n Warning FailedCreate 102s replicaset-controller Error creating: pods \"adservice-b7d6498c7-hq4wq\" is forbidden: exceeded quota: cpu-quota, requested: requests.cpu=1, used: requests.cpu=10, limited: requests.cpu=1\n Warning FailedCreate 101s replicaset-controller Error creating: pods \"adservice-b7d6498c7-qp5s9\" is forbidden: exceeded quota: cpu-quota, requested: requests.cpu=1, used: requests.cpu=10, limited: requests.cpu=1\n Warning FailedCreate 21s (x6 over 100s) replicaset-controller (combined from similar events): Error creating: pods \"adservice-b7d6498c7-sr4ft\" is forbidden: exceeded quota: cpu-quota, requested: requests.cpu=1, used: requests.cpu=10, limited: requests.cpu=1\n"
40
+ },
41
+ {
42
+ "tool_name": "GetResources",
43
+ "calling": "tool_name='GetResources' arguments={namespace: 'boutique', resource_type: 'resourcequota', name: None, show_labels: False, output_wide: False, label_selector: None}",
44
+ "output": "NAME AGE REQUEST LIMIT\ncpu-quota 112s requests.cpu: 10/1 \n"
45
+ },
46
+ {
47
+ "tool_name": "DescribeResource",
48
+ "calling": "tool_name='DescribeResource' arguments={namespace: 'boutique', resource_type: 'resourcequota', name: 'cpu-quota'}",
49
+ "output": "Name: cpu-quota\nNamespace: boutique\nResource Used Hard\n-------- ---- ----\nrequests.cpu 10 1\n"
50
+ }
51
+ ]
52
+ }
golden-trajectory/boutique/admission/13/path1.json ADDED
@@ -0,0 +1,34 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "statistics": {
3
+ "valid_tool_call_count": 4,
4
+ "total_trace_steps": 4,
5
+ "history_called_tool_names": [
6
+ "GetResources",
7
+ "GetResources",
8
+ "GetResources",
9
+ "GetResources"
10
+ ]
11
+ },
12
+ "diagnostic_trace": [
13
+ {
14
+ "tool_name": "GetResources",
15
+ "calling": "tool_name='GetResources' arguments={namespace: 'boutique', resource_type: 'pod', name: None, show_labels: False, output_wide: False, label_selector: None}",
16
+ "output": "NAME READY STATUS RESTARTS AGE\nadservice-b7d6498c7-zln9z 1/1 Running 0 93s\ncheckoutservice-554b78c9c7-n8tjm 1/1 Running 0 93s\ncurrencyservice-8587d7cfd7-hws28 1/1 Running 0 93s\nemailservice-5dcd9bdff-4nxq9 1/1 Running 0 93s\nfrontend-64bcd9854d-xmb5s 1/1 Running 0 93s\npaymentservice-5797775987-kflzg 1/1 Running 0 92s\nproductcatalogservice-d78f7f8f7-4pxfb 1/1 Running 0 92s\nrecommendationservice-55d4896647-bgkgq 1/1 Running 0 92s\nredis-cart-869b6f5f6d-t5z67 1/1 Running 0 92s\nshippingservice-77f56d9479-fmbmb 1/1 Running 0 92s\n"
17
+ },
18
+ {
19
+ "tool_name": "GetResources",
20
+ "calling": "tool_name='GetResources' arguments={namespace: 'boutique', resource_type: 'event', name: None, show_labels: False, output_wide: False, label_selector: None}",
21
+ "output": "2m1s Normal SuccessfulCreate replicaset/recommendationservice-55d4896647 Created pod: recommendationservice-55d4896647-bgkgq\n2m1s Normal ScalingReplicaSet deployment/redis-cart Scaled up replica set redis-cart-869b6f5f6d to 1\n2m1s Normal Pulled pod/recommendationservice-55d4896647-bgkgq Container image \"us-central1-docker.pkg.dev/google-samples/microservices-demo/recommendationservice:v0.10.3\" already present on machine\n2m Warning FailedCreate replicaset/cartservice-8cbf5b9d4 Error creating: pods \"cartservice-8cbf5b9d4-sbn7r\" is forbidden: exceeded quota: cpu-request-quota, requested: requests.cpu=1, used: requests.cpu=10, limited: requests.cpu=10\n2m Normal ScalingReplicaSet deployment/cartservice Scaled up replica set cartservice-8cbf5b9d4 to 1\n2m Warning FailedCreate replicaset/cartservice-8cbf5b9d4 Error creating: pods \"cartservice-8cbf5b9d4-8sqmc\" is forbidden: exceeded quota: cpu-request-quota, requested: requests.cpu=1, used: requests.cpu=10, limited: requests.cpu=10\n2m Normal Started pod/redis-cart-869b6f5f6d-t5z67 Started container redis\n2m Normal Pulled pod/redis-cart-869b6f5f6d-t5z67 Container image \"redis:alpine\" already present on machine\n2m Normal Pulled pod/shippingservice-77f56d9479-fmbmb Container image \"us-central1-docker.pkg.dev/google-samples/microservices-demo/shippingservice:v0.10.3\" already present on machine\n2m Normal Created pod/shippingservice-77f56d9479-fmbmb Created container server\n2m Warning FailedCreate replicaset/cartservice-8cbf5b9d4 Error creating: pods \"cartservice-8cbf5b9d4-dv695\" is forbidden: exceeded quota: cpu-request-quota, requested: requests.cpu=1, used: requests.cpu=10, limited: requests.cpu=10\n2m Warning FailedCreate replicaset/cartservice-8cbf5b9d4 Error creating: pods \"cartservice-8cbf5b9d4-n82jt\" is forbidden: exceeded quota: cpu-request-quota, requested: requests.cpu=1, used: requests.cpu=10, limited: requests.cpu=10\n2m Warning FailedCreate replicaset/cartservice-8cbf5b9d4 Error creating: pods \"cartservice-8cbf5b9d4-hkmlx\" is forbidden: exceeded quota: cpu-request-quota, requested: requests.cpu=1, used: requests.cpu=10, limited: requests.cpu=10\n2m Normal Started pod/shippingservice-77f56d9479-fmbmb Started container server\n2m Normal Created pod/redis-cart-869b6f5f6d-t5z67 Created container redis\n2m Warning FailedCreate replicaset/cartservice-8cbf5b9d4 Error creating: pods \"cartservice-8cbf5b9d4-\" is forbidden: error looking up service account boutique/cartservice: serviceaccount \"cartservice\" not found\n2m Warning FailedCreate replicaset/cartservice-8cbf5b9d4 Error creating: pods \"cartservice-8cbf5b9d4-cxt94\" is forbidden: exceeded quota: cpu-request-quota, requested: requests.cpu=1, used: requests.cpu=10, limited: requests.cpu=10\n2m Warning FailedCreate replicaset/cartservice-8cbf5b9d4 Error creating: pods \"cartservice-8cbf5b9d4-km9d8\" is forbidden: exceeded quota: cpu-request-quota, requested: requests.cpu=1, used: requests.cpu=10, limited: requests.cpu=10\n119s Warning FailedCreate replicaset/cartservice-8cbf5b9d4 Error creating: pods \"cartservice-8cbf5b9d4-bx7l2\" is forbidden: exceeded quota: cpu-request-quota, requested: requests.cpu=1, used: requests.cpu=10, limited: requests.cpu=10\n38s Warning FailedCreate replicaset/cartservice-8cbf5b9d4 (combined from similar events): Error creating: pods \"cartservice-8cbf5b9d4-6zcgc\" is forbidden: exceeded quota: cpu-request-quota, requested: requests.cpu=1, used: requests.cpu=10, limited: requests.cpu=10\n"
22
+ },
23
+ {
24
+ "tool_name": "GetResources",
25
+ "calling": "tool_name='GetResources' arguments={namespace: 'boutique', resource_type: 'deploy', name: None, show_labels: False, output_wide: False, label_selector: None}",
26
+ "output": "NAME READY UP-TO-DATE AVAILABLE AGE\nadservice 1/1 1 1 100s\ncartservice 0/1 0 0 97s\ncheckoutservice 1/1 1 1 99s\ncurrencyservice 1/1 1 1 99s\nemailservice 1/1 1 1 99s\nfrontend 1/1 1 1 99s\npaymentservice 1/1 1 1 98s\nproductcatalogservice 1/1 1 1 98s\nrecommendationservice 1/1 1 1 98s\nredis-cart 1/1 1 1 98s\nshippingservice 1/1 1 1 98s\n"
27
+ },
28
+ {
29
+ "tool_name": "GetResources",
30
+ "calling": "tool_name='GetResources' arguments={namespace: 'boutique', resource_type: 'resourcequota', name: None, show_labels: False, output_wide: False, label_selector: None}",
31
+ "output": "NAME AGE REQUEST LIMIT\ncpu-request-quota 113s requests.cpu: 10/10 \n"
32
+ }
33
+ ]
34
+ }
golden-trajectory/boutique/admission/13/path2.json ADDED
@@ -0,0 +1,34 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "statistics": {
3
+ "valid_tool_call_count": 4,
4
+ "total_trace_steps": 4,
5
+ "history_called_tool_names": [
6
+ "GetResources",
7
+ "GetResources",
8
+ "DescribeResource",
9
+ "DescribeResource"
10
+ ]
11
+ },
12
+ "diagnostic_trace": [
13
+ {
14
+ "tool_name": "GetResources",
15
+ "calling": "tool_name='GetResources' arguments={namespace: 'boutique', resource_type: 'pod', name: None, show_labels: False, output_wide: False, label_selector: None}",
16
+ "output": "NAME READY STATUS RESTARTS AGE\nadservice-b7d6498c7-zln9z 1/1 Running 0 93s\ncheckoutservice-554b78c9c7-n8tjm 1/1 Running 0 93s\ncurrencyservice-8587d7cfd7-hws28 1/1 Running 0 93s\nemailservice-5dcd9bdff-4nxq9 1/1 Running 0 93s\nfrontend-64bcd9854d-xmb5s 1/1 Running 0 93s\npaymentservice-5797775987-kflzg 1/1 Running 0 92s\nproductcatalogservice-d78f7f8f7-4pxfb 1/1 Running 0 92s\nrecommendationservice-55d4896647-bgkgq 1/1 Running 0 92s\nredis-cart-869b6f5f6d-t5z67 1/1 Running 0 92s\nshippingservice-77f56d9479-fmbmb 1/1 Running 0 92s\n"
17
+ },
18
+ {
19
+ "tool_name": "GetResources",
20
+ "calling": "tool_name='GetResources' arguments={namespace: 'boutique', resource_type: 'deploy', name: None, show_labels: False, output_wide: False, label_selector: None}",
21
+ "output": "NAME READY UP-TO-DATE AVAILABLE AGE\nadservice 1/1 1 1 100s\ncartservice 0/1 0 0 97s\ncheckoutservice 1/1 1 1 99s\ncurrencyservice 1/1 1 1 99s\nemailservice 1/1 1 1 99s\nfrontend 1/1 1 1 99s\npaymentservice 1/1 1 1 98s\nproductcatalogservice 1/1 1 1 98s\nrecommendationservice 1/1 1 1 98s\nredis-cart 1/1 1 1 98s\nshippingservice 1/1 1 1 98s\n"
22
+ },
23
+ {
24
+ "tool_name": "DescribeResource",
25
+ "calling": "tool_name='DescribeResource' arguments={namespace: 'boutique', resource_type: 'deploy', name: 'cartservice'}",
26
+ "output": "Name: cartservice\nNamespace: boutique\nCreationTimestamp: Sat, 29 Nov 2025 20:46:21 +0800\nLabels: app=cartservice\nAnnotations: deployment.kubernetes.io/revision: 1\nSelector: app=cartservice\nReplicas: 1 desired | 0 updated | 0 total | 0 available | 1 unavailable\nStrategyType: RollingUpdate\nMinReadySeconds: 0\nRollingUpdateStrategy: 25% max unavailable, 25% max surge\nPod Template:\n Labels: app=cartservice\n Service Account: cartservice\n Containers:\n server:\n Image: us-central1-docker.pkg.dev/google-samples/microservices-demo/cartservice:v0.10.3\n Port: 7070/TCP\n Host Port: 0/TCP\n Limits:\n cpu: 1300m\n memory: 128Mi\n Requests:\n cpu: 1\n memory: 64Mi\n Environment:\n REDIS_ADDR: redis-cart:6379\n Mounts: <none>\n Volumes: <none>\n Node-Selectors: <none>\n Tolerations: <none>\nConditions:\n Type Status Reason\n ---- ------ ------\n Progressing True NewReplicaSetCreated\n Available False MinimumReplicasUnavailable\n ReplicaFailure True FailedCreate\nOldReplicaSets: <none>\nNewReplicaSet: cartservice-8cbf5b9d4 (0/1 replicas created)\nEvents:\n Type Reason Age From Message\n ---- ------ ---- ---- -------\n Normal ScalingReplicaSet 98s deployment-controller Scaled up replica set cartservice-8cbf5b9d4 to 1\n"
27
+ },
28
+ {
29
+ "tool_name": "DescribeResource",
30
+ "calling": "tool_name='DescribeResource' arguments={namespace: 'boutique', resource_type: 'replicaset', name: 'cartservice-8cbf5b9d4'}",
31
+ "output": "Name: cartservice-8cbf5b9d4\nNamespace: boutique\nSelector: app=cartservice,pod-template-hash=8cbf5b9d4\nLabels: app=cartservice\n pod-template-hash=8cbf5b9d4\nAnnotations: deployment.kubernetes.io/desired-replicas: 1\n deployment.kubernetes.io/max-replicas: 2\n deployment.kubernetes.io/revision: 1\nControlled By: Deployment/cartservice\nReplicas: 0 current / 1 desired\nPods Status: 0 Running / 0 Waiting / 0 Succeeded / 0 Failed\nPod Template:\n Labels: app=cartservice\n pod-template-hash=8cbf5b9d4\n Service Account: cartservice\n Containers:\n server:\n Image: us-central1-docker.pkg.dev/google-samples/microservices-demo/cartservice:v0.10.3\n Port: 7070/TCP\n Host Port: 0/TCP\n Limits:\n cpu: 1300m\n memory: 128Mi\n Requests:\n cpu: 1\n memory: 64Mi\n Environment:\n REDIS_ADDR: redis-cart:6379\n Mounts: <none>\n Volumes: <none>\n Node-Selectors: <none>\n Tolerations: <none>\nConditions:\n Type Status Reason\n ---- ------ ------\n ReplicaFailure True FailedCreate\nEvents:\n Type Reason Age From Message\n ---- ------ ---- ---- -------\n Warning FailedCreate 102s replicaset-controller Error creating: pods \"cartservice-8cbf5b9d4-\" is forbidden: error looking up service account boutique/cartservice: serviceaccount \"cartservice\" not found\n Warning FailedCreate 102s replicaset-controller Error creating: pods \"cartservice-8cbf5b9d4-cxt94\" is forbidden: exceeded quota: cpu-request-quota, requested: requests.cpu=1, used: requests.cpu=10, limited: requests.cpu=10\n Warning FailedCreate 102s replicaset-controller Error creating: pods \"cartservice-8cbf5b9d4-km9d8\" is forbidden: exceeded quota: cpu-request-quota, requested: requests.cpu=1, used: requests.cpu=10, limited: requests.cpu=10\n Warning FailedCreate 102s replicaset-controller Error creating: pods \"cartservice-8cbf5b9d4-hkmlx\" is forbidden: exceeded quota: cpu-request-quota, requested: requests.cpu=1, used: requests.cpu=10, limited: requests.cpu=10\n Warning FailedCreate 102s replicaset-controller Error creating: pods \"cartservice-8cbf5b9d4-n82jt\" is forbidden: exceeded quota: cpu-request-quota, requested: requests.cpu=1, used: requests.cpu=10, limited: requests.cpu=10\n Warning FailedCreate 102s replicaset-controller Error creating: pods \"cartservice-8cbf5b9d4-dv695\" is forbidden: exceeded quota: cpu-request-quota, requested: requests.cpu=1, used: requests.cpu=10, limited: requests.cpu=10\n Warning FailedCreate 102s replicaset-controller Error creating: pods \"cartservice-8cbf5b9d4-sbn7r\" is forbidden: exceeded quota: cpu-request-quota, requested: requests.cpu=1, used: requests.cpu=10, limited: requests.cpu=10\n Warning FailedCreate 102s replicaset-controller Error creating: pods \"cartservice-8cbf5b9d4-8sqmc\" is forbidden: exceeded quota: cpu-request-quota, requested: requests.cpu=1, used: requests.cpu=10, limited: requests.cpu=10\n Warning FailedCreate 101s replicaset-controller Error creating: pods \"cartservice-8cbf5b9d4-bx7l2\" is forbidden: exceeded quota: cpu-request-quota, requested: requests.cpu=1, used: requests.cpu=10, limited: requests.cpu=10\n Warning FailedCreate 20s (x6 over 100s) replicaset-controller (combined from similar events): Error creating: pods \"cartservice-8cbf5b9d4-6zcgc\" is forbidden: exceeded quota: cpu-request-quota, requested: requests.cpu=1, used: requests.cpu=10, limited: requests.cpu=10\n"
32
+ }
33
+ ]
34
+ }
golden-trajectory/boutique/admission/14/path1.json ADDED
@@ -0,0 +1,52 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "statistics": {
3
+ "valid_tool_call_count": 7,
4
+ "total_trace_steps": 7,
5
+ "history_called_tool_names": [
6
+ "GetResources",
7
+ "GetErrorLogs",
8
+ "GetResources",
9
+ "GetResources",
10
+ "DescribeResource",
11
+ "DescribeResource",
12
+ "GetResources"
13
+ ]
14
+ },
15
+ "diagnostic_trace": [
16
+ {
17
+ "tool_name": "GetResources",
18
+ "calling": "tool_name='GetResources' arguments={namespace: 'boutique', resource_type: 'pod', name: None, show_labels: False, output_wide: False, label_selector: None}",
19
+ "output": "NAME READY STATUS RESTARTS AGE\nadservice-b7d6498c7-jwrkc 1/1 Running 0 94s\ncartservice-8cbf5b9d4-qtzqr 1/1 Running 0 94s\ncurrencyservice-8587d7cfd7-z7wn6 1/1 Running 0 94s\nemailservice-5dcd9bdff-sfjd5 1/1 Running 0 93s\nfrontend-64bcd9854d-gjfsr 1/1 Running 0 93s\npaymentservice-5797775987-n2gxg 1/1 Running 0 93s\nproductcatalogservice-d78f7f8f7-9dgdn 1/1 Running 0 93s\nrecommendationservice-55d4896647-dwthk 1/1 Running 0 93s\nredis-cart-869b6f5f6d-gmvd9 1/1 Running 0 92s\nshippingservice-77f56d9479-lsc48 1/1 Running 0 92s\n"
20
+ },
21
+ {
22
+ "tool_name": "GetErrorLogs",
23
+ "calling": "tool_name='GetErrorLogs' arguments={namespace: 'boutique', service_name: 'frontend'}",
24
+ "output": "\"{\\n \\\"total_log_count\\\": 885,\\n \\\"total_errors\\\": 19,\\n \\\"total_error_ratio\\\": 0.0215,\\n \\\"patterns\\\": [\\n {\\n \\\"count\\\": 17,\\n \\\"ratio\\\": 0.0192,\\n \\\"sample\\\": \\\"{\\\\\\\"error\\\\\\\":\\\\\\\"failed to complete the order: rpc error: code = Unavailable desc = connection error: desc = \\\\\\\\\\\\\\\"transport: Error while dialing: dial tcp 10.68.168.63:5050: connect: connection refused\\\\\\\\\\\\\\\"\\\\\\\",\\\\\\\"http.req.id\\\\\\\":\\\\\\\"6ea04544-d5cd-45ed-822d-35ead1660e71\\\\\\\",\\\\\\\"http.req.method\\\\\\\":\\\\\\\"POST\\\\\\\",\\\\\\\"http.req.path\\\\\\\":\\\\\\\"/cart/checkout\\\\\\\",\\\\\\\"message\\\\\\\":\\\\\\\"request error\\\\\\\",\\\\\\\"session\\\\\\\":\\\\\\\"676c5770-9500-430b-a32a-a9b0456853ec\\\\\\\",\\\\\\\"severity\\\\\\\":\\\\\\\"error\\\\\\\",\\\\\\\"timestamp\\\\\\\":\\\\\\\"2025-11-29T12:50:49.838323887Z\\\\\\\"}\\\"\\n },\\n {\\n \\\"count\\\": 1,\\n \\\"ratio\\\": 0.0011,\\n \\\"sample\\\": \\\"{\\\\\\\"message\\\\\\\":\\\\\\\"Failed to fetch the name of the cluster in which the pod is runningmetadata: GCE metadata \\\\\\\\\\\\\\\"instance/attributes/cluster-name\\\\\\\\\\\\\\\" not defined\\\\\\\",\\\\\\\"severity\\\\\\\":\\\\\\\"error\\\\\\\",\\\\\\\"timestamp\\\\\\\":\\\\\\\"2025-11-29T12:49:27.742697832Z\\\\\\\"}\\\"\\n },\\n {\\n \\\"count\\\": 1,\\n \\\"ratio\\\": 0.0011,\\n \\\"sample\\\": \\\"{\\\\\\\"message\\\\\\\":\\\\\\\"Failed to fetch the Zone of the node where the pod is scheduledmetadata: GCE metadata \\\\\\\\\\\\\\\"instance/zone\\\\\\\\\\\\\\\" not defined\\\\\\\",\\\\\\\"severity\\\\\\\":\\\\\\\"error\\\\\\\",\\\\\\\"timestamp\\\\\\\":\\\\\\\"2025-11-29T12:49:27.75602679Z\\\\\\\"}\\\"\\n }\\n ]\\n}\""
25
+ },
26
+ {
27
+ "tool_name": "GetResources",
28
+ "calling": "tool_name='GetResources' arguments={namespace: 'boutique', resource_type: 'svc', name: None, show_labels: False, output_wide: False, label_selector: None}",
29
+ "output": "NAME TYPE CLUSTER-IP EXTERNAL-IP PORT(S) AGE\nadservice ClusterIP 10.68.184.241 <none> 9555/TCP 96s\ncartservice ClusterIP 10.68.14.228 <none> 7070/TCP 96s\ncheckoutservice ClusterIP 10.68.168.63 <none> 5050/TCP 94s\ncurrencyservice ClusterIP 10.68.62.231 <none> 7000/TCP 96s\nemailservice ClusterIP 10.68.74.142 <none> 5000/TCP 96s\nfrontend ClusterIP 10.68.69.159 <none> 80/TCP 95s\nfrontend-external NodePort 10.68.82.36 <none> 80:30080/TCP 95s\npaymentservice ClusterIP 10.68.193.209 <none> 50051/TCP 95s\nproductcatalogservice ClusterIP 10.68.34.186 <none> 3550/TCP 95s\nrecommendationservice ClusterIP 10.68.140.4 <none> 8080/TCP 95s\nredis-cart ClusterIP 10.68.126.169 <none> 6379/TCP 94s\nshippingservice ClusterIP 10.68.38.35 <none> 50051/TCP 94s\n"
30
+ },
31
+ {
32
+ "tool_name": "GetResources",
33
+ "calling": "tool_name='GetResources' arguments={namespace: 'boutique', resource_type: 'ep', name: None, show_labels: False, output_wide: False, label_selector: None}",
34
+ "output": "NAME ENDPOINTS AGE\nadservice 172.20.1.229:9555 111s\ncartservice 172.20.2.65:7070 111s\ncheckoutservice <none> 109s\ncurrencyservice 172.20.1.230:7000 111s\nemailservice 172.20.2.66:8080 110s\nfrontend 172.20.3.153:8080 110s\nfrontend-external 172.20.3.153:8080 110s\npaymentservice 172.20.2.67:50051 110s\nproductcatalogservice 172.20.1.231:3550 110s\nrecommendationservice 172.20.3.154:8080 110s\nredis-cart 172.20.1.232:6379 109s\nshippingservice 172.20.2.68:50051 109s\n"
35
+ },
36
+ {
37
+ "tool_name": "DescribeResource",
38
+ "calling": "tool_name='DescribeResource' arguments={namespace: 'boutique', resource_type: 'deploy', name: 'checkoutservice'}",
39
+ "output": "Name: checkoutservice\nNamespace: boutique\nCreationTimestamp: Sat, 29 Nov 2025 20:49:28 +0800\nLabels: app=checkoutservice\nAnnotations: deployment.kubernetes.io/revision: 1\nSelector: app=checkoutservice\nReplicas: 1 desired | 0 updated | 0 total | 0 available | 1 unavailable\nStrategyType: RollingUpdate\nMinReadySeconds: 0\nRollingUpdateStrategy: 25% max unavailable, 25% max surge\nPod Template:\n Labels: app=checkoutservice\n Service Account: checkoutservice\n Containers:\n server:\n Image: us-central1-docker.pkg.dev/google-samples/microservices-demo/checkoutservice:v0.10.3\n Port: 5050/TCP\n Host Port: 0/TCP\n Limits:\n cpu: 2400m\n memory: 128Mi\n Requests:\n cpu: 2\n memory: 64Mi\n Liveness: grpc <pod>:5050 delay=5s timeout=1s period=10s #success=1 #failure=3\n Readiness: grpc <pod>:5050 delay=5s timeout=1s period=10s #success=1 #failure=3\n Environment:\n PORT: 5050\n PRODUCT_CATALOG_SERVICE_ADDR: productcatalogservice:3550\n SHIPPING_SERVICE_ADDR: shippingservice:50051\n PAYMENT_SERVICE_ADDR: paymentservice:50051\n EMAIL_SERVICE_ADDR: emailservice:5000\n CURRENCY_SERVICE_ADDR: currencyservice:7000\n CART_SERVICE_ADDR: cartservice:7070\n Mounts: <none>\n Volumes: <none>\n Node-Selectors: <none>\n Tolerations: <none>\nConditions:\n Type Status Reason\n ---- ------ ------\n Progressing True NewReplicaSetCreated\n Available False MinimumReplicasUnavailable\n ReplicaFailure True FailedCreate\nOldReplicaSets: <none>\nNewReplicaSet: checkoutservice-7545f6f597 (0/1 replicas created)\nEvents:\n Type Reason Age From Message\n ---- ------ ---- ---- -------\n Normal ScalingReplicaSet 98s deployment-controller Scaled up replica set checkoutservice-7545f6f597 to 1\n"
40
+ },
41
+ {
42
+ "tool_name": "DescribeResource",
43
+ "calling": "tool_name='DescribeResource' arguments={namespace: 'boutique', resource_type: 'replicaset', name: 'checkoutservice-7545f6f597'}",
44
+ "output": "Name: checkoutservice-7545f6f597\nNamespace: boutique\nSelector: app=checkoutservice,pod-template-hash=7545f6f597\nLabels: app=checkoutservice\n pod-template-hash=7545f6f597\nAnnotations: deployment.kubernetes.io/desired-replicas: 1\n deployment.kubernetes.io/max-replicas: 2\n deployment.kubernetes.io/revision: 1\nControlled By: Deployment/checkoutservice\nReplicas: 0 current / 1 desired\nPods Status: 0 Running / 0 Waiting / 0 Succeeded / 0 Failed\nPod Template:\n Labels: app=checkoutservice\n pod-template-hash=7545f6f597\n Service Account: checkoutservice\n Containers:\n server:\n Image: us-central1-docker.pkg.dev/google-samples/microservices-demo/checkoutservice:v0.10.3\n Port: 5050/TCP\n Host Port: 0/TCP\n Limits:\n cpu: 2400m\n memory: 128Mi\n Requests:\n cpu: 2\n memory: 64Mi\n Liveness: grpc <pod>:5050 delay=5s timeout=1s period=10s #success=1 #failure=3\n Readiness: grpc <pod>:5050 delay=5s timeout=1s period=10s #success=1 #failure=3\n Environment:\n PORT: 5050\n PRODUCT_CATALOG_SERVICE_ADDR: productcatalogservice:3550\n SHIPPING_SERVICE_ADDR: shippingservice:50051\n PAYMENT_SERVICE_ADDR: paymentservice:50051\n EMAIL_SERVICE_ADDR: emailservice:5000\n CURRENCY_SERVICE_ADDR: currencyservice:7000\n CART_SERVICE_ADDR: cartservice:7070\n Mounts: <none>\n Volumes: <none>\n Node-Selectors: <none>\n Tolerations: <none>\nConditions:\n Type Status Reason\n ---- ------ ------\n ReplicaFailure True FailedCreate\nEvents:\n Type Reason Age From Message\n ---- ------ ---- ---- -------\n Warning FailedCreate 103s replicaset-controller Error creating: pods \"checkoutservice-7545f6f597-7ql2r\" is forbidden: exceeded quota: cpu-request-quota, requested: requests.cpu=2, used: requests.cpu=10, limited: requests.cpu=10\n Warning FailedCreate 103s replicaset-controller Error creating: pods \"checkoutservice-7545f6f597-rg289\" is forbidden: exceeded quota: cpu-request-quota, requested: requests.cpu=2, used: requests.cpu=10, limited: requests.cpu=10\n Warning FailedCreate 103s replicaset-controller Error creating: pods \"checkoutservice-7545f6f597-wx82t\" is forbidden: exceeded quota: cpu-request-quota, requested: requests.cpu=2, used: requests.cpu=10, limited: requests.cpu=10\n Warning FailedCreate 103s replicaset-controller Error creating: pods \"checkoutservice-7545f6f597-x8bgp\" is forbidden: exceeded quota: cpu-request-quota, requested: requests.cpu=2, used: requests.cpu=10, limited: requests.cpu=10\n Warning FailedCreate 103s replicaset-controller Error creating: pods \"checkoutservice-7545f6f597-c7774\" is forbidden: exceeded quota: cpu-request-quota, requested: requests.cpu=2, used: requests.cpu=10, limited: requests.cpu=10\n Warning FailedCreate 102s replicaset-controller Error creating: pods \"checkoutservice-7545f6f597-8whpm\" is forbidden: exceeded quota: cpu-request-quota, requested: requests.cpu=2, used: requests.cpu=10, limited: requests.cpu=10\n Warning FailedCreate 102s replicaset-controller Error creating: pods \"checkoutservice-7545f6f597-xsq7f\" is forbidden: exceeded quota: cpu-request-quota, requested: requests.cpu=2, used: requests.cpu=10, limited: requests.cpu=10\n Warning FailedCreate 102s replicaset-controller Error creating: pods \"checkoutservice-7545f6f597-kwrbb\" is forbidden: exceeded quota: cpu-request-quota, requested: requests.cpu=2, used: requests.cpu=10, limited: requests.cpu=10\n Warning FailedCreate 102s replicaset-controller Error creating: pods \"checkoutservice-7545f6f597-ln926\" is forbidden: exceeded quota: cpu-request-quota, requested: requests.cpu=2, used: requests.cpu=10, limited: requests.cpu=10\n Warning FailedCreate 21s (x6 over 100s) replicaset-controller (combined from similar events): Error creating: pods \"checkoutservice-7545f6f597-4ghj9\" is forbidden: exceeded quota: cpu-request-quota, requested: requests.cpu=2, used: requests.cpu=10, limited: requests.cpu=10\n"
45
+ },
46
+ {
47
+ "tool_name": "GetResources",
48
+ "calling": "tool_name='GetResources' arguments={namespace: 'boutique', resource_type: 'resourcequota', name: None, show_labels: False, output_wide: False, label_selector: None}",
49
+ "output": "NAME AGE REQUEST LIMIT\ncpu-request-quota 112s requests.cpu: 10/10 \n"
50
+ }
51
+ ]
52
+ }
golden-trajectory/boutique/admission/14/path2.json ADDED
@@ -0,0 +1,52 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "statistics": {
3
+ "valid_tool_call_count": 7,
4
+ "total_trace_steps": 7,
5
+ "history_called_tool_names": [
6
+ "GetResources",
7
+ "GetErrorLogs",
8
+ "GetErrorLogs",
9
+ "GetResources",
10
+ "DescribeResource",
11
+ "DescribeResource",
12
+ "GetResources"
13
+ ]
14
+ },
15
+ "diagnostic_trace": [
16
+ {
17
+ "tool_name": "GetResources",
18
+ "calling": "tool_name='GetResources' arguments={namespace: 'boutique', resource_type: 'pod', name: None, show_labels: False, output_wide: False, label_selector: None}",
19
+ "output": "NAME READY STATUS RESTARTS AGE\nadservice-b7d6498c7-jwrkc 1/1 Running 0 94s\ncartservice-8cbf5b9d4-qtzqr 1/1 Running 0 94s\ncurrencyservice-8587d7cfd7-z7wn6 1/1 Running 0 94s\nemailservice-5dcd9bdff-sfjd5 1/1 Running 0 93s\nfrontend-64bcd9854d-gjfsr 1/1 Running 0 93s\npaymentservice-5797775987-n2gxg 1/1 Running 0 93s\nproductcatalogservice-d78f7f8f7-9dgdn 1/1 Running 0 93s\nrecommendationservice-55d4896647-dwthk 1/1 Running 0 93s\nredis-cart-869b6f5f6d-gmvd9 1/1 Running 0 92s\nshippingservice-77f56d9479-lsc48 1/1 Running 0 92s\n"
20
+ },
21
+ {
22
+ "tool_name": "GetErrorLogs",
23
+ "calling": "tool_name='GetErrorLogs' arguments={namespace: 'boutique', service_name: 'frontend'}",
24
+ "output": "\"{\\n \\\"total_log_count\\\": 885,\\n \\\"total_errors\\\": 19,\\n \\\"total_error_ratio\\\": 0.0215,\\n \\\"patterns\\\": [\\n {\\n \\\"count\\\": 17,\\n \\\"ratio\\\": 0.0192,\\n \\\"sample\\\": \\\"{\\\\\\\"error\\\\\\\":\\\\\\\"failed to complete the order: rpc error: code = Unavailable desc = connection error: desc = \\\\\\\\\\\\\\\"transport: Error while dialing: dial tcp 10.68.168.63:5050: connect: connection refused\\\\\\\\\\\\\\\"\\\\\\\",\\\\\\\"http.req.id\\\\\\\":\\\\\\\"6ea04544-d5cd-45ed-822d-35ead1660e71\\\\\\\",\\\\\\\"http.req.method\\\\\\\":\\\\\\\"POST\\\\\\\",\\\\\\\"http.req.path\\\\\\\":\\\\\\\"/cart/checkout\\\\\\\",\\\\\\\"message\\\\\\\":\\\\\\\"request error\\\\\\\",\\\\\\\"session\\\\\\\":\\\\\\\"676c5770-9500-430b-a32a-a9b0456853ec\\\\\\\",\\\\\\\"severity\\\\\\\":\\\\\\\"error\\\\\\\",\\\\\\\"timestamp\\\\\\\":\\\\\\\"2025-11-29T12:50:49.838323887Z\\\\\\\"}\\\"\\n },\\n {\\n \\\"count\\\": 1,\\n \\\"ratio\\\": 0.0011,\\n \\\"sample\\\": \\\"{\\\\\\\"message\\\\\\\":\\\\\\\"Failed to fetch the name of the cluster in which the pod is runningmetadata: GCE metadata \\\\\\\\\\\\\\\"instance/attributes/cluster-name\\\\\\\\\\\\\\\" not defined\\\\\\\",\\\\\\\"severity\\\\\\\":\\\\\\\"error\\\\\\\",\\\\\\\"timestamp\\\\\\\":\\\\\\\"2025-11-29T12:49:27.742697832Z\\\\\\\"}\\\"\\n },\\n {\\n \\\"count\\\": 1,\\n \\\"ratio\\\": 0.0011,\\n \\\"sample\\\": \\\"{\\\\\\\"message\\\\\\\":\\\\\\\"Failed to fetch the Zone of the node where the pod is scheduledmetadata: GCE metadata \\\\\\\\\\\\\\\"instance/zone\\\\\\\\\\\\\\\" not defined\\\\\\\",\\\\\\\"severity\\\\\\\":\\\\\\\"error\\\\\\\",\\\\\\\"timestamp\\\\\\\":\\\\\\\"2025-11-29T12:49:27.75602679Z\\\\\\\"}\\\"\\n }\\n ]\\n}\""
25
+ },
26
+ {
27
+ "tool_name": "GetErrorLogs",
28
+ "calling": "tool_name='GetErrorLogs' arguments={namespace: 'boutique', service_name: 'cartservice'}",
29
+ "output": "\"\""
30
+ },
31
+ {
32
+ "tool_name": "GetResources",
33
+ "calling": "tool_name='GetResources' arguments={namespace: 'boutique', resource_type: 'ep', name: None, show_labels: False, output_wide: False, label_selector: None}",
34
+ "output": "NAME ENDPOINTS AGE\nadservice 172.20.1.229:9555 111s\ncartservice 172.20.2.65:7070 111s\ncheckoutservice <none> 109s\ncurrencyservice 172.20.1.230:7000 111s\nemailservice 172.20.2.66:8080 110s\nfrontend 172.20.3.153:8080 110s\nfrontend-external 172.20.3.153:8080 110s\npaymentservice 172.20.2.67:50051 110s\nproductcatalogservice 172.20.1.231:3550 110s\nrecommendationservice 172.20.3.154:8080 110s\nredis-cart 172.20.1.232:6379 109s\nshippingservice 172.20.2.68:50051 109s\n"
35
+ },
36
+ {
37
+ "tool_name": "DescribeResource",
38
+ "calling": "tool_name='DescribeResource' arguments={namespace: 'boutique', resource_type: 'deploy', name: 'checkoutservice'}",
39
+ "output": "Name: checkoutservice\nNamespace: boutique\nCreationTimestamp: Sat, 29 Nov 2025 20:49:28 +0800\nLabels: app=checkoutservice\nAnnotations: deployment.kubernetes.io/revision: 1\nSelector: app=checkoutservice\nReplicas: 1 desired | 0 updated | 0 total | 0 available | 1 unavailable\nStrategyType: RollingUpdate\nMinReadySeconds: 0\nRollingUpdateStrategy: 25% max unavailable, 25% max surge\nPod Template:\n Labels: app=checkoutservice\n Service Account: checkoutservice\n Containers:\n server:\n Image: us-central1-docker.pkg.dev/google-samples/microservices-demo/checkoutservice:v0.10.3\n Port: 5050/TCP\n Host Port: 0/TCP\n Limits:\n cpu: 2400m\n memory: 128Mi\n Requests:\n cpu: 2\n memory: 64Mi\n Liveness: grpc <pod>:5050 delay=5s timeout=1s period=10s #success=1 #failure=3\n Readiness: grpc <pod>:5050 delay=5s timeout=1s period=10s #success=1 #failure=3\n Environment:\n PORT: 5050\n PRODUCT_CATALOG_SERVICE_ADDR: productcatalogservice:3550\n SHIPPING_SERVICE_ADDR: shippingservice:50051\n PAYMENT_SERVICE_ADDR: paymentservice:50051\n EMAIL_SERVICE_ADDR: emailservice:5000\n CURRENCY_SERVICE_ADDR: currencyservice:7000\n CART_SERVICE_ADDR: cartservice:7070\n Mounts: <none>\n Volumes: <none>\n Node-Selectors: <none>\n Tolerations: <none>\nConditions:\n Type Status Reason\n ---- ------ ------\n Progressing True NewReplicaSetCreated\n Available False MinimumReplicasUnavailable\n ReplicaFailure True FailedCreate\nOldReplicaSets: <none>\nNewReplicaSet: checkoutservice-7545f6f597 (0/1 replicas created)\nEvents:\n Type Reason Age From Message\n ---- ------ ---- ---- -------\n Normal ScalingReplicaSet 98s deployment-controller Scaled up replica set checkoutservice-7545f6f597 to 1\n"
40
+ },
41
+ {
42
+ "tool_name": "DescribeResource",
43
+ "calling": "tool_name='DescribeResource' arguments={namespace: 'boutique', resource_type: 'replicaset', name: 'checkoutservice-7545f6f597'}",
44
+ "output": "Name: checkoutservice-7545f6f597\nNamespace: boutique\nSelector: app=checkoutservice,pod-template-hash=7545f6f597\nLabels: app=checkoutservice\n pod-template-hash=7545f6f597\nAnnotations: deployment.kubernetes.io/desired-replicas: 1\n deployment.kubernetes.io/max-replicas: 2\n deployment.kubernetes.io/revision: 1\nControlled By: Deployment/checkoutservice\nReplicas: 0 current / 1 desired\nPods Status: 0 Running / 0 Waiting / 0 Succeeded / 0 Failed\nPod Template:\n Labels: app=checkoutservice\n pod-template-hash=7545f6f597\n Service Account: checkoutservice\n Containers:\n server:\n Image: us-central1-docker.pkg.dev/google-samples/microservices-demo/checkoutservice:v0.10.3\n Port: 5050/TCP\n Host Port: 0/TCP\n Limits:\n cpu: 2400m\n memory: 128Mi\n Requests:\n cpu: 2\n memory: 64Mi\n Liveness: grpc <pod>:5050 delay=5s timeout=1s period=10s #success=1 #failure=3\n Readiness: grpc <pod>:5050 delay=5s timeout=1s period=10s #success=1 #failure=3\n Environment:\n PORT: 5050\n PRODUCT_CATALOG_SERVICE_ADDR: productcatalogservice:3550\n SHIPPING_SERVICE_ADDR: shippingservice:50051\n PAYMENT_SERVICE_ADDR: paymentservice:50051\n EMAIL_SERVICE_ADDR: emailservice:5000\n CURRENCY_SERVICE_ADDR: currencyservice:7000\n CART_SERVICE_ADDR: cartservice:7070\n Mounts: <none>\n Volumes: <none>\n Node-Selectors: <none>\n Tolerations: <none>\nConditions:\n Type Status Reason\n ---- ------ ------\n ReplicaFailure True FailedCreate\nEvents:\n Type Reason Age From Message\n ---- ------ ---- ---- -------\n Warning FailedCreate 103s replicaset-controller Error creating: pods \"checkoutservice-7545f6f597-7ql2r\" is forbidden: exceeded quota: cpu-request-quota, requested: requests.cpu=2, used: requests.cpu=10, limited: requests.cpu=10\n Warning FailedCreate 103s replicaset-controller Error creating: pods \"checkoutservice-7545f6f597-rg289\" is forbidden: exceeded quota: cpu-request-quota, requested: requests.cpu=2, used: requests.cpu=10, limited: requests.cpu=10\n Warning FailedCreate 103s replicaset-controller Error creating: pods \"checkoutservice-7545f6f597-wx82t\" is forbidden: exceeded quota: cpu-request-quota, requested: requests.cpu=2, used: requests.cpu=10, limited: requests.cpu=10\n Warning FailedCreate 103s replicaset-controller Error creating: pods \"checkoutservice-7545f6f597-x8bgp\" is forbidden: exceeded quota: cpu-request-quota, requested: requests.cpu=2, used: requests.cpu=10, limited: requests.cpu=10\n Warning FailedCreate 103s replicaset-controller Error creating: pods \"checkoutservice-7545f6f597-c7774\" is forbidden: exceeded quota: cpu-request-quota, requested: requests.cpu=2, used: requests.cpu=10, limited: requests.cpu=10\n Warning FailedCreate 102s replicaset-controller Error creating: pods \"checkoutservice-7545f6f597-8whpm\" is forbidden: exceeded quota: cpu-request-quota, requested: requests.cpu=2, used: requests.cpu=10, limited: requests.cpu=10\n Warning FailedCreate 102s replicaset-controller Error creating: pods \"checkoutservice-7545f6f597-xsq7f\" is forbidden: exceeded quota: cpu-request-quota, requested: requests.cpu=2, used: requests.cpu=10, limited: requests.cpu=10\n Warning FailedCreate 102s replicaset-controller Error creating: pods \"checkoutservice-7545f6f597-kwrbb\" is forbidden: exceeded quota: cpu-request-quota, requested: requests.cpu=2, used: requests.cpu=10, limited: requests.cpu=10\n Warning FailedCreate 102s replicaset-controller Error creating: pods \"checkoutservice-7545f6f597-ln926\" is forbidden: exceeded quota: cpu-request-quota, requested: requests.cpu=2, used: requests.cpu=10, limited: requests.cpu=10\n Warning FailedCreate 21s (x6 over 100s) replicaset-controller (combined from similar events): Error creating: pods \"checkoutservice-7545f6f597-4ghj9\" is forbidden: exceeded quota: cpu-request-quota, requested: requests.cpu=2, used: requests.cpu=10, limited: requests.cpu=10\n"
45
+ },
46
+ {
47
+ "tool_name": "GetResources",
48
+ "calling": "tool_name='GetResources' arguments={namespace: 'boutique', resource_type: 'resourcequota', name: None, show_labels: False, output_wide: False, label_selector: None}",
49
+ "output": "NAME AGE REQUEST LIMIT\ncpu-request-quota 112s requests.cpu: 10/10 \n"
50
+ }
51
+ ]
52
+ }
golden-trajectory/boutique/admission/15/path1.json ADDED
@@ -0,0 +1,46 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "statistics": {
3
+ "valid_tool_call_count": 6,
4
+ "total_trace_steps": 6,
5
+ "history_called_tool_names": [
6
+ "GetResources",
7
+ "GetResources",
8
+ "DescribeResource",
9
+ "DescribeResource",
10
+ "GetAppYAML",
11
+ "GetResources"
12
+ ]
13
+ },
14
+ "diagnostic_trace": [
15
+ {
16
+ "tool_name": "GetResources",
17
+ "calling": "tool_name='GetResources' arguments={namespace: 'boutique', resource_type: 'pod', name: None, show_labels: False, output_wide: False, label_selector: None}",
18
+ "output": "NAME READY STATUS RESTARTS AGE\nadservice-b7d6498c7-djhcb 1/1 Running 0 94s\ncartservice-8cbf5b9d4-28kbz 1/1 Running 0 93s\ncheckoutservice-554b78c9c7-xpjc5 1/1 Running 0 93s\nemailservice-5dcd9bdff-mdhnb 1/1 Running 0 93s\nfrontend-64bcd9854d-6644k 1/1 Running 0 93s\npaymentservice-5797775987-tjt2m 1/1 Running 0 93s\nproductcatalogservice-d78f7f8f7-2z7l5 1/1 Running 0 92s\nrecommendationservice-55d4896647-jm2xz 1/1 Running 0 92s\nredis-cart-869b6f5f6d-sctlj 1/1 Running 0 92s\nshippingservice-77f56d9479-97b5n 1/1 Running 0 92s\n"
19
+ },
20
+ {
21
+ "tool_name": "GetResources",
22
+ "calling": "tool_name='GetResources' arguments={namespace: 'boutique', resource_type: 'deploy', name: None, show_labels: False, output_wide: False, label_selector: None}",
23
+ "output": "NAME READY UP-TO-DATE AVAILABLE AGE\nadservice 1/1 1 1 100s\ncartservice 1/1 1 1 99s\ncheckoutservice 1/1 1 1 99s\ncurrencyservice 0/2 0 0 98s\nemailservice 1/1 1 1 99s\nfrontend 1/1 1 1 99s\npaymentservice 1/1 1 1 99s\nproductcatalogservice 1/1 1 1 98s\nrecommendationservice 1/1 1 1 98s\nredis-cart 1/1 1 1 98s\nshippingservice 1/1 1 1 98s\n"
24
+ },
25
+ {
26
+ "tool_name": "DescribeResource",
27
+ "calling": "tool_name='DescribeResource' arguments={namespace: 'boutique', resource_type: 'deploy', name: 'currencyservice'}",
28
+ "output": "Name: currencyservice\nNamespace: boutique\nCreationTimestamp: Sat, 29 Nov 2025 20:52:30 +0800\nLabels: app=currencyservice\nAnnotations: deployment.kubernetes.io/revision: 1\nSelector: app=currencyservice\nReplicas: 2 desired | 0 updated | 0 total | 0 available | 2 unavailable\nStrategyType: RollingUpdate\nMinReadySeconds: 0\nRollingUpdateStrategy: 25% max unavailable, 25% max surge\nPod Template:\n Labels: app=currencyservice\n Service Account: currencyservice\n Containers:\n server:\n Image: us-central1-docker.pkg.dev/google-samples/microservices-demo/currencyservice:v0.10.3\n Port: 7000/TCP\n Host Port: 0/TCP\n Limits:\n cpu: 1200m\n memory: 1280Mi\n Requests:\n cpu: 1\n memory: 64Mi\n Liveness: grpc <pod>:7000 delay=5s timeout=1s period=10s #success=1 #failure=3\n Readiness: grpc <pod>:7000 delay=5s timeout=1s period=10s #success=1 #failure=3\n Environment:\n PORT: 7000\n DISABLE_PROFILER: 1\n Mounts: <none>\n Volumes: <none>\n Node-Selectors: <none>\n Tolerations: <none>\nConditions:\n Type Status Reason\n ---- ------ ------\n Progressing True NewReplicaSetCreated\n Available False MinimumReplicasUnavailable\n ReplicaFailure True FailedCreate\nOldReplicaSets: <none>\nNewReplicaSet: currencyservice-8587d7cfd7 (0/2 replicas created)\nEvents:\n Type Reason Age From Message\n ---- ------ ---- ---- -------\n Normal ScalingReplicaSet 99s deployment-controller Scaled up replica set currencyservice-8587d7cfd7 to 2\n"
29
+ },
30
+ {
31
+ "tool_name": "DescribeResource",
32
+ "calling": "tool_name='DescribeResource' arguments={namespace: 'boutique', resource_type: 'replicaset', name: 'currencyservice-8587d7cfd7'}",
33
+ "output": "Name: currencyservice-8587d7cfd7\nNamespace: boutique\nSelector: app=currencyservice,pod-template-hash=8587d7cfd7\nLabels: app=currencyservice\n pod-template-hash=8587d7cfd7\nAnnotations: deployment.kubernetes.io/desired-replicas: 2\n deployment.kubernetes.io/max-replicas: 3\n deployment.kubernetes.io/revision: 1\nControlled By: Deployment/currencyservice\nReplicas: 0 current / 2 desired\nPods Status: 0 Running / 0 Waiting / 0 Succeeded / 0 Failed\nPod Template:\n Labels: app=currencyservice\n pod-template-hash=8587d7cfd7\n Service Account: currencyservice\n Containers:\n server:\n Image: us-central1-docker.pkg.dev/google-samples/microservices-demo/currencyservice:v0.10.3\n Port: 7000/TCP\n Host Port: 0/TCP\n Limits:\n cpu: 1200m\n memory: 1280Mi\n Requests:\n cpu: 1\n memory: 64Mi\n Liveness: grpc <pod>:7000 delay=5s timeout=1s period=10s #success=1 #failure=3\n Readiness: grpc <pod>:7000 delay=5s timeout=1s period=10s #success=1 #failure=3\n Environment:\n PORT: 7000\n DISABLE_PROFILER: 1\n Mounts: <none>\n Volumes: <none>\n Node-Selectors: <none>\n Tolerations: <none>\nConditions:\n Type Status Reason\n ---- ------ ------\n ReplicaFailure True FailedCreate\nEvents:\n Type Reason Age From Message\n ---- ------ ---- ---- -------\n Warning FailedCreate 103s replicaset-controller Error creating: pods \"currencyservice-8587d7cfd7-p2prt\" is forbidden: exceeded quota: cpu-request-quota, requested: requests.cpu=1, used: requests.cpu=10, limited: requests.cpu=10\n Warning FailedCreate 103s replicaset-controller Error creating: pods \"currencyservice-8587d7cfd7-dmbjn\" is forbidden: exceeded quota: cpu-request-quota, requested: requests.cpu=1, used: requests.cpu=10, limited: requests.cpu=10\n Warning FailedCreate 103s replicaset-controller Error creating: pods \"currencyservice-8587d7cfd7-gxctg\" is forbidden: exceeded quota: cpu-request-quota, requested: requests.cpu=1, used: requests.cpu=10, limited: requests.cpu=10\n Warning FailedCreate 103s replicaset-controller Error creating: pods \"currencyservice-8587d7cfd7-b4q74\" is forbidden: exceeded quota: cpu-request-quota, requested: requests.cpu=1, used: requests.cpu=10, limited: requests.cpu=10\n Warning FailedCreate 103s replicaset-controller Error creating: pods \"currencyservice-8587d7cfd7-4j5ht\" is forbidden: exceeded quota: cpu-request-quota, requested: requests.cpu=1, used: requests.cpu=10, limited: requests.cpu=10\n Warning FailedCreate 103s replicaset-controller Error creating: pods \"currencyservice-8587d7cfd7-wtsqt\" is forbidden: exceeded quota: cpu-request-quota, requested: requests.cpu=1, used: requests.cpu=10, limited: requests.cpu=10\n Warning FailedCreate 103s replicaset-controller Error creating: pods \"currencyservice-8587d7cfd7-tt6hk\" is forbidden: exceeded quota: cpu-request-quota, requested: requests.cpu=1, used: requests.cpu=10, limited: requests.cpu=10\n Warning FailedCreate 103s replicaset-controller Error creating: pods \"currencyservice-8587d7cfd7-ngk65\" is forbidden: exceeded quota: cpu-request-quota, requested: requests.cpu=1, used: requests.cpu=10, limited: requests.cpu=10\n Warning FailedCreate 102s replicaset-controller Error creating: pods \"currencyservice-8587d7cfd7-w4tfs\" is forbidden: exceeded quota: cpu-request-quota, requested: requests.cpu=1, used: requests.cpu=10, limited: requests.cpu=10\n Warning FailedCreate 21s (x6 over 101s) replicaset-controller (combined from similar events): Error creating: pods \"currencyservice-8587d7cfd7-n2gtk\" is forbidden: exceeded quota: cpu-request-quota, requested: requests.cpu=1, used: requests.cpu=10, limited: requests.cpu=10\n"
34
+ },
35
+ {
36
+ "tool_name": "GetAppYAML",
37
+ "calling": "tool_name='GetAppYAML' arguments={app_name: 'currencyservice'}",
38
+ "output": "apiVersion: apps/v1\nkind: Deployment\nmetadata:\n name: currencyservice\n namespace: boutique\n labels:\n app: currencyservice\nspec:\n replicas: 2\n selector:\n matchLabels:\n app: currencyservice\n template:\n metadata:\n labels:\n app: currencyservice\n spec:\n serviceAccountName: currencyservice\n terminationGracePeriodSeconds: 5\n securityContext:\n fsGroup: 1000\n runAsGroup: 1000\n runAsNonRoot: true\n runAsUser: 1000\n containers:\n - name: server\n securityContext:\n allowPrivilegeEscalation: false\n capabilities:\n drop:\n - ALL\n privileged: false\n readOnlyRootFilesystem: true\n image: us-central1-docker.pkg.dev/google-samples/microservices-demo/currencyservice:v0.10.3\n ports:\n - name: grpc\n containerPort: 7000\n env:\n - name: PORT\n value: \"7000\"\n - name: DISABLE_PROFILER\n value: \"1\"\n readinessProbe:\n initialDelaySeconds: 5\n grpc:\n port: 7000\n livenessProbe:\n initialDelaySeconds: 5\n grpc:\n port: 7000\n resources:\n requests:\n cpu: \"1000m\"\n memory: 64Mi\n limits:\n cpu: 1200m\n memory: 1280Mi\n---\napiVersion: v1\nkind: Service\nmetadata:\n name: currencyservice\n namespace: boutique\n labels:\n app: currencyservice\nspec:\n type: ClusterIP\n selector:\n app: currencyservice\n ports:\n - name: grpc\n port: 7000\n targetPort: 7000\n---\napiVersion: v1\nkind: ServiceAccount\nmetadata:\n name: currencyservice\n namespace: boutique"
39
+ },
40
+ {
41
+ "tool_name": "GetResources",
42
+ "calling": "tool_name='GetResources' arguments={namespace: 'boutique', resource_type: 'resourcequota', name: None, show_labels: False, output_wide: False, label_selector: None}",
43
+ "output": "NAME AGE REQUEST LIMIT\ncpu-request-quota 113s requests.cpu: 10/10 \n"
44
+ }
45
+ ]
46
+ }
golden-trajectory/boutique/admission/15/path2.json ADDED
@@ -0,0 +1,64 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "statistics": {
3
+ "valid_tool_call_count": 9,
4
+ "total_trace_steps": 9,
5
+ "history_called_tool_names": [
6
+ "GetResources",
7
+ "GetErrorLogs",
8
+ "GetResources",
9
+ "GetResources",
10
+ "DescribeResource",
11
+ "DescribeResource",
12
+ "GetAppYAML",
13
+ "GetResources",
14
+ "GetResources"
15
+ ]
16
+ },
17
+ "diagnostic_trace": [
18
+ {
19
+ "tool_name": "GetResources",
20
+ "calling": "tool_name='GetResources' arguments={namespace: 'boutique', resource_type: 'pod', name: None, show_labels: False, output_wide: False, label_selector: None}",
21
+ "output": "NAME READY STATUS RESTARTS AGE\nadservice-b7d6498c7-djhcb 1/1 Running 0 94s\ncartservice-8cbf5b9d4-28kbz 1/1 Running 0 93s\ncheckoutservice-554b78c9c7-xpjc5 1/1 Running 0 93s\nemailservice-5dcd9bdff-mdhnb 1/1 Running 0 93s\nfrontend-64bcd9854d-6644k 1/1 Running 0 93s\npaymentservice-5797775987-tjt2m 1/1 Running 0 93s\nproductcatalogservice-d78f7f8f7-2z7l5 1/1 Running 0 92s\nrecommendationservice-55d4896647-jm2xz 1/1 Running 0 92s\nredis-cart-869b6f5f6d-sctlj 1/1 Running 0 92s\nshippingservice-77f56d9479-97b5n 1/1 Running 0 92s\n"
22
+ },
23
+ {
24
+ "tool_name": "GetErrorLogs",
25
+ "calling": "tool_name='GetErrorLogs' arguments={namespace: 'boutique', service_name: 'frontend'}",
26
+ "output": "\"{\\n \\\"total_log_count\\\": 1027,\\n \\\"total_errors\\\": 207,\\n \\\"total_error_ratio\\\": 0.2016,\\n \\\"patterns\\\": [\\n {\\n \\\"count\\\": 191,\\n \\\"ratio\\\": 0.186,\\n \\\"sample\\\": \\\"{\\\\\\\"error\\\\\\\":\\\\\\\"could not retrieve currencies: rpc error: code = Unavailable desc = connection error: desc = \\\\\\\\\\\\\\\"transport: Error while dialing: dial tcp 10.68.22.190:7000: connect: connection refused\\\\\\\\\\\\\\\"\\\\\\\",\\\\\\\"http.req.id\\\\\\\":\\\\\\\"92290cc9-d7cd-46d5-b985-1859f3ae8888\\\\\\\",\\\\\\\"http.req.method\\\\\\\":\\\\\\\"GET\\\\\\\",\\\\\\\"http.req.path\\\\\\\":\\\\\\\"/cart\\\\\\\",\\\\\\\"message\\\\\\\":\\\\\\\"request error\\\\\\\",\\\\\\\"session\\\\\\\":\\\\\\\"c0c35b4e-ebad-4204-a993-0ab2ac54dfb0\\\\\\\",\\\\\\\"severity\\\\\\\":\\\\\\\"error\\\\\\\",\\\\\\\"timestamp\\\\\\\":\\\\\\\"2025-11-29T12:53:52.557801608Z\\\\\\\"}\\\"\\n },\\n {\\n \\\"count\\\": 8,\\n \\\"ratio\\\": 0.0078,\\n \\\"sample\\\": \\\"{\\\\\\\"error\\\\\\\":\\\\\\\"failed to complete the order: rpc error: code = Internal desc = failed to convert shipping cost to currency: failed to convert currency: rpc error: code = Unavailable desc = connection error: desc = \\\\\\\\\\\\\\\"transport: Error while dialing: dial tcp 10.68.22.190:7000: connect: connection refused\\\\\\\\\\\\\\\"\\\\\\\",\\\\\\\"http.req.id\\\\\\\":\\\\\\\"d21bb473-a874-4ac7-88b4-ad554cb82227\\\\\\\",\\\\\\\"http.req.method\\\\\\\":\\\\\\\"POST\\\\\\\",\\\\\\\"http.req.path\\\\\\\":\\\\\\\"/cart/checkout\\\\\\\",\\\\\\\"message\\\\\\\":\\\\\\\"request error\\\\\\\",\\\\\\\"session\\\\\\\":\\\\\\\"5f6469ae-70aa-4131-8635-0d6cc4dc361b\\\\\\\",\\\\\\\"severity\\\\\\\":\\\\\\\"error\\\\\\\",\\\\\\\"timestamp\\\\\\\":\\\\\\\"2025-11-29T12:53:51.329995525Z\\\\\\\"}\\\"\\n },\\n {\\n \\\"count\\\": 6,\\n \\\"ratio\\\": 0.0058,\\n \\\"sample\\\": \\\"{\\\\\\\"error\\\\\\\":\\\\\\\"failed to complete the order: rpc error: code = Internal desc = failed to prepare order: failed to convert price of \\\\\\\\\\\\\\\"L9ECAV7KIM\\\\\\\\\\\\\\\" to JPY\\\\\\\",\\\\\\\"http.req.id\\\\\\\":\\\\\\\"13d595dd-6c94-49ad-a873-3a3ba67735db\\\\\\\",\\\\\\\"http.req.method\\\\\\\":\\\\\\\"POST\\\\\\\",\\\\\\\"http.req.path\\\\\\\":\\\\\\\"/cart/checkout\\\\\\\",\\\\\\\"message\\\\\\\":\\\\\\\"request error\\\\\\\",\\\\\\\"session\\\\\\\":\\\\\\\"ba56b89f-8e4b-4053-b314-88b735ad605e\\\\\\\",\\\\\\\"severity\\\\\\\":\\\\\\\"error\\\\\\\",\\\\\\\"timestamp\\\\\\\":\\\\\\\"2025-11-29T12:53:52.465696711Z\\\\\\\"}\\\"\\n },\\n {\\n \\\"count\\\": 1,\\n \\\"ratio\\\": 0.001,\\n \\\"sample\\\": \\\"{\\\\\\\"message\\\\\\\":\\\\\\\"Failed to fetch the name of the cluster in which the pod is runningmetadata: GCE metadata \\\\\\\\\\\\\\\"instance/attributes/cluster-name\\\\\\\\\\\\\\\" not defined\\\\\\\",\\\\\\\"severity\\\\\\\":\\\\\\\"error\\\\\\\",\\\\\\\"timestamp\\\\\\\":\\\\\\\"2025-11-29T12:52:30.175340192Z\\\\\\\"}\\\"\\n },\\n {\\n \\\"count\\\": 1,\\n \\\"ratio\\\": 0.001,\\n \\\"sample\\\": \\\"{\\\\\\\"message\\\\\\\":\\\\\\\"Failed to fetch the Zone of the node where the pod is scheduledmetadata: GCE metadata \\\\\\\\\\\\\\\"instance/zone\\\\\\\\\\\\\\\" not defined\\\\\\\",\\\\\\\"severity\\\\\\\":\\\\\\\"error\\\\\\\",\\\\\\\"timestamp\\\\\\\":\\\\\\\"2025-11-29T12:52:30.185325099Z\\\\\\\"}\\\"\\n }\\n ]\\n}\""
27
+ },
28
+ {
29
+ "tool_name": "GetResources",
30
+ "calling": "tool_name='GetResources' arguments={namespace: 'boutique', resource_type: 'svc', name: None, show_labels: False, output_wide: False, label_selector: None}",
31
+ "output": "NAME TYPE CLUSTER-IP EXTERNAL-IP PORT(S) AGE\nadservice ClusterIP 10.68.152.136 <none> 9555/TCP 97s\ncartservice ClusterIP 10.68.109.68 <none> 7070/TCP 96s\ncheckoutservice ClusterIP 10.68.29.58 <none> 5050/TCP 96s\ncurrencyservice ClusterIP 10.68.22.190 <none> 7000/TCP 95s\nemailservice ClusterIP 10.68.200.83 <none> 5000/TCP 96s\nfrontend ClusterIP 10.68.162.3 <none> 80/TCP 96s\nfrontend-external NodePort 10.68.83.108 <none> 80:30080/TCP 96s\npaymentservice ClusterIP 10.68.216.13 <none> 50051/TCP 96s\nproductcatalogservice ClusterIP 10.68.242.183 <none> 3550/TCP 95s\nrecommendationservice ClusterIP 10.68.186.165 <none> 8080/TCP 95s\nredis-cart ClusterIP 10.68.83.19 <none> 6379/TCP 95s\nshippingservice ClusterIP 10.68.217.253 <none> 50051/TCP 95s\n"
32
+ },
33
+ {
34
+ "tool_name": "GetResources",
35
+ "calling": "tool_name='GetResources' arguments={namespace: 'boutique', resource_type: 'ep', name: None, show_labels: False, output_wide: False, label_selector: None}",
36
+ "output": "NAME ENDPOINTS AGE\nadservice 172.20.2.69:9555 111s\ncartservice 172.20.1.233:7070 110s\ncheckoutservice 172.20.1.234:5050 110s\ncurrencyservice <none> 109s\nemailservice 172.20.2.70:8080 110s\nfrontend 172.20.3.155:8080 110s\nfrontend-external 172.20.3.155:8080 110s\npaymentservice 172.20.1.235:50051 110s\nproductcatalogservice 172.20.2.71:3550 109s\nrecommendationservice 172.20.3.156:8080 109s\nredis-cart 172.20.1.236:6379 109s\nshippingservice 172.20.2.72:50051 109s\n"
37
+ },
38
+ {
39
+ "tool_name": "DescribeResource",
40
+ "calling": "tool_name='DescribeResource' arguments={namespace: 'boutique', resource_type: 'deploy', name: 'currencyservice'}",
41
+ "output": "Name: currencyservice\nNamespace: boutique\nCreationTimestamp: Sat, 29 Nov 2025 20:52:30 +0800\nLabels: app=currencyservice\nAnnotations: deployment.kubernetes.io/revision: 1\nSelector: app=currencyservice\nReplicas: 2 desired | 0 updated | 0 total | 0 available | 2 unavailable\nStrategyType: RollingUpdate\nMinReadySeconds: 0\nRollingUpdateStrategy: 25% max unavailable, 25% max surge\nPod Template:\n Labels: app=currencyservice\n Service Account: currencyservice\n Containers:\n server:\n Image: us-central1-docker.pkg.dev/google-samples/microservices-demo/currencyservice:v0.10.3\n Port: 7000/TCP\n Host Port: 0/TCP\n Limits:\n cpu: 1200m\n memory: 1280Mi\n Requests:\n cpu: 1\n memory: 64Mi\n Liveness: grpc <pod>:7000 delay=5s timeout=1s period=10s #success=1 #failure=3\n Readiness: grpc <pod>:7000 delay=5s timeout=1s period=10s #success=1 #failure=3\n Environment:\n PORT: 7000\n DISABLE_PROFILER: 1\n Mounts: <none>\n Volumes: <none>\n Node-Selectors: <none>\n Tolerations: <none>\nConditions:\n Type Status Reason\n ---- ------ ------\n Progressing True NewReplicaSetCreated\n Available False MinimumReplicasUnavailable\n ReplicaFailure True FailedCreate\nOldReplicaSets: <none>\nNewReplicaSet: currencyservice-8587d7cfd7 (0/2 replicas created)\nEvents:\n Type Reason Age From Message\n ---- ------ ---- ---- -------\n Normal ScalingReplicaSet 99s deployment-controller Scaled up replica set currencyservice-8587d7cfd7 to 2\n"
42
+ },
43
+ {
44
+ "tool_name": "DescribeResource",
45
+ "calling": "tool_name='DescribeResource' arguments={namespace: 'boutique', resource_type: 'replicaset', name: 'currencyservice-8587d7cfd7'}",
46
+ "output": "Name: currencyservice-8587d7cfd7\nNamespace: boutique\nSelector: app=currencyservice,pod-template-hash=8587d7cfd7\nLabels: app=currencyservice\n pod-template-hash=8587d7cfd7\nAnnotations: deployment.kubernetes.io/desired-replicas: 2\n deployment.kubernetes.io/max-replicas: 3\n deployment.kubernetes.io/revision: 1\nControlled By: Deployment/currencyservice\nReplicas: 0 current / 2 desired\nPods Status: 0 Running / 0 Waiting / 0 Succeeded / 0 Failed\nPod Template:\n Labels: app=currencyservice\n pod-template-hash=8587d7cfd7\n Service Account: currencyservice\n Containers:\n server:\n Image: us-central1-docker.pkg.dev/google-samples/microservices-demo/currencyservice:v0.10.3\n Port: 7000/TCP\n Host Port: 0/TCP\n Limits:\n cpu: 1200m\n memory: 1280Mi\n Requests:\n cpu: 1\n memory: 64Mi\n Liveness: grpc <pod>:7000 delay=5s timeout=1s period=10s #success=1 #failure=3\n Readiness: grpc <pod>:7000 delay=5s timeout=1s period=10s #success=1 #failure=3\n Environment:\n PORT: 7000\n DISABLE_PROFILER: 1\n Mounts: <none>\n Volumes: <none>\n Node-Selectors: <none>\n Tolerations: <none>\nConditions:\n Type Status Reason\n ---- ------ ------\n ReplicaFailure True FailedCreate\nEvents:\n Type Reason Age From Message\n ---- ------ ---- ---- -------\n Warning FailedCreate 103s replicaset-controller Error creating: pods \"currencyservice-8587d7cfd7-p2prt\" is forbidden: exceeded quota: cpu-request-quota, requested: requests.cpu=1, used: requests.cpu=10, limited: requests.cpu=10\n Warning FailedCreate 103s replicaset-controller Error creating: pods \"currencyservice-8587d7cfd7-dmbjn\" is forbidden: exceeded quota: cpu-request-quota, requested: requests.cpu=1, used: requests.cpu=10, limited: requests.cpu=10\n Warning FailedCreate 103s replicaset-controller Error creating: pods \"currencyservice-8587d7cfd7-gxctg\" is forbidden: exceeded quota: cpu-request-quota, requested: requests.cpu=1, used: requests.cpu=10, limited: requests.cpu=10\n Warning FailedCreate 103s replicaset-controller Error creating: pods \"currencyservice-8587d7cfd7-b4q74\" is forbidden: exceeded quota: cpu-request-quota, requested: requests.cpu=1, used: requests.cpu=10, limited: requests.cpu=10\n Warning FailedCreate 103s replicaset-controller Error creating: pods \"currencyservice-8587d7cfd7-4j5ht\" is forbidden: exceeded quota: cpu-request-quota, requested: requests.cpu=1, used: requests.cpu=10, limited: requests.cpu=10\n Warning FailedCreate 103s replicaset-controller Error creating: pods \"currencyservice-8587d7cfd7-wtsqt\" is forbidden: exceeded quota: cpu-request-quota, requested: requests.cpu=1, used: requests.cpu=10, limited: requests.cpu=10\n Warning FailedCreate 103s replicaset-controller Error creating: pods \"currencyservice-8587d7cfd7-tt6hk\" is forbidden: exceeded quota: cpu-request-quota, requested: requests.cpu=1, used: requests.cpu=10, limited: requests.cpu=10\n Warning FailedCreate 103s replicaset-controller Error creating: pods \"currencyservice-8587d7cfd7-ngk65\" is forbidden: exceeded quota: cpu-request-quota, requested: requests.cpu=1, used: requests.cpu=10, limited: requests.cpu=10\n Warning FailedCreate 102s replicaset-controller Error creating: pods \"currencyservice-8587d7cfd7-w4tfs\" is forbidden: exceeded quota: cpu-request-quota, requested: requests.cpu=1, used: requests.cpu=10, limited: requests.cpu=10\n Warning FailedCreate 21s (x6 over 101s) replicaset-controller (combined from similar events): Error creating: pods \"currencyservice-8587d7cfd7-n2gtk\" is forbidden: exceeded quota: cpu-request-quota, requested: requests.cpu=1, used: requests.cpu=10, limited: requests.cpu=10\n"
47
+ },
48
+ {
49
+ "tool_name": "GetAppYAML",
50
+ "calling": "tool_name='GetAppYAML' arguments={app_name: 'currencyservice'}",
51
+ "output": "apiVersion: apps/v1\nkind: Deployment\nmetadata:\n name: currencyservice\n namespace: boutique\n labels:\n app: currencyservice\nspec:\n replicas: 2\n selector:\n matchLabels:\n app: currencyservice\n template:\n metadata:\n labels:\n app: currencyservice\n spec:\n serviceAccountName: currencyservice\n terminationGracePeriodSeconds: 5\n securityContext:\n fsGroup: 1000\n runAsGroup: 1000\n runAsNonRoot: true\n runAsUser: 1000\n containers:\n - name: server\n securityContext:\n allowPrivilegeEscalation: false\n capabilities:\n drop:\n - ALL\n privileged: false\n readOnlyRootFilesystem: true\n image: us-central1-docker.pkg.dev/google-samples/microservices-demo/currencyservice:v0.10.3\n ports:\n - name: grpc\n containerPort: 7000\n env:\n - name: PORT\n value: \"7000\"\n - name: DISABLE_PROFILER\n value: \"1\"\n readinessProbe:\n initialDelaySeconds: 5\n grpc:\n port: 7000\n livenessProbe:\n initialDelaySeconds: 5\n grpc:\n port: 7000\n resources:\n requests:\n cpu: \"1000m\"\n memory: 64Mi\n limits:\n cpu: 1200m\n memory: 1280Mi\n---\napiVersion: v1\nkind: Service\nmetadata:\n name: currencyservice\n namespace: boutique\n labels:\n app: currencyservice\nspec:\n type: ClusterIP\n selector:\n app: currencyservice\n ports:\n - name: grpc\n port: 7000\n targetPort: 7000\n---\napiVersion: v1\nkind: ServiceAccount\nmetadata:\n name: currencyservice\n namespace: boutique"
52
+ },
53
+ {
54
+ "tool_name": "GetResources",
55
+ "calling": "tool_name='GetResources' arguments={namespace: 'boutique', resource_type: 'pod', name: None, show_labels: False, output_wide: True, label_selector: None}",
56
+ "output": "NAME READY STATUS RESTARTS AGE IP NODE NOMINATED NODE READINESS GATES\nadservice-b7d6498c7-djhcb 1/1 Running 0 94s 172.20.2.69 worker-02 <none> <none>\ncartservice-8cbf5b9d4-28kbz 1/1 Running 0 93s 172.20.1.233 worker-01 <none> <none>\ncheckoutservice-554b78c9c7-xpjc5 1/1 Running 0 93s 172.20.1.234 worker-01 <none> <none>\nemailservice-5dcd9bdff-mdhnb 1/1 Running 0 93s 172.20.2.70 worker-02 <none> <none>\nfrontend-64bcd9854d-6644k 1/1 Running 0 93s 172.20.3.155 worker-03 <none> <none>\npaymentservice-5797775987-tjt2m 1/1 Running 0 93s 172.20.1.235 worker-01 <none> <none>\nproductcatalogservice-d78f7f8f7-2z7l5 1/1 Running 0 92s 172.20.2.71 worker-02 <none> <none>\nrecommendationservice-55d4896647-jm2xz 1/1 Running 0 92s 172.20.3.156 worker-03 <none> <none>\nredis-cart-869b6f5f6d-sctlj 1/1 Running 0 92s 172.20.1.236 worker-01 <none> <none>\nshippingservice-77f56d9479-97b5n 1/1 Running 0 92s 172.20.2.72 worker-02 <none> <none>\n"
57
+ },
58
+ {
59
+ "tool_name": "GetResources",
60
+ "calling": "tool_name='GetResources' arguments={namespace: 'boutique', resource_type: 'resourcequota', name: None, show_labels: False, output_wide: False, label_selector: None}",
61
+ "output": "NAME AGE REQUEST LIMIT\ncpu-request-quota 113s requests.cpu: 10/10 \n"
62
+ }
63
+ ]
64
+ }
golden-trajectory/boutique/admission/16/path1.json ADDED
@@ -0,0 +1,89 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "statistics": {
3
+ "valid_tool_call_count": 8,
4
+ "total_trace_steps": 8,
5
+ "history_called_tool_names": [
6
+ "GetResources",
7
+ "GetErrorLogs",
8
+ "GetRecentLogs",
9
+ "GetResources",
10
+ "DescribeResource",
11
+ "DescribeResource",
12
+ "GetResources",
13
+ "GetAppYAML"
14
+ ]
15
+ },
16
+ "diagnostic_trace": [
17
+ {
18
+ "tool_name": "GetResources",
19
+ "calling": "tool_name='GetResources' arguments={namespace: 'boutique', resource_type: 'pod', name: None, show_labels: False, output_wide: False, label_selector: None}",
20
+ "output": "NAME READY STATUS RESTARTS AGE\nadservice-b7d6498c7-f4bw5 1/1 Running 0 94s\ncartservice-8cbf5b9d4-cjqdm 1/1 Running 0 94s\ncheckoutservice-554b78c9c7-4qfjk 1/1 Running 0 93s\ncurrencyservice-8587d7cfd7-vbtmr 1/1 Running 0 93s\nfrontend-64bcd9854d-drq5h 1/1 Running 0 93s\npaymentservice-5797775987-59dlw 1/1 Running 0 93s\nproductcatalogservice-d78f7f8f7-6xg7d 1/1 Running 0 93s\nrecommendationservice-55d4896647-kbnm2 1/1 Running 0 92s\nredis-cart-869b6f5f6d-j25nk 1/1 Running 0 92s\nshippingservice-77f56d9479-kktvq 1/1 Running 0 92s\n"
21
+ },
22
+ {
23
+ "tool_name": "GetErrorLogs",
24
+ "calling": "tool_name='GetErrorLogs' arguments={namespace: 'boutique', service_name: 'frontend'}",
25
+ "output": "\"{\\n \\\"total_log_count\\\": 938,\\n \\\"total_errors\\\": 2,\\n \\\"total_error_ratio\\\": 0.0021,\\n \\\"patterns\\\": [\\n {\\n \\\"count\\\": 1,\\n \\\"ratio\\\": 0.0011,\\n \\\"sample\\\": \\\"{\\\\\\\"message\\\\\\\":\\\\\\\"Failed to fetch the name of the cluster in which the pod is runningmetadata: GCE metadata \\\\\\\\\\\\\\\"instance/attributes/cluster-name\\\\\\\\\\\\\\\" not defined\\\\\\\",\\\\\\\"severity\\\\\\\":\\\\\\\"error\\\\\\\",\\\\\\\"timestamp\\\\\\\":\\\\\\\"2025-11-29T12:55:31.011858053Z\\\\\\\"}\\\"\\n },\\n {\\n \\\"count\\\": 1,\\n \\\"ratio\\\": 0.0011,\\n \\\"sample\\\": \\\"{\\\\\\\"message\\\\\\\":\\\\\\\"Failed to fetch the Zone of the node where the pod is scheduledmetadata: GCE metadata \\\\\\\\\\\\\\\"instance/zone\\\\\\\\\\\\\\\" not defined\\\\\\\",\\\\\\\"severity\\\\\\\":\\\\\\\"error\\\\\\\",\\\\\\\"timestamp\\\\\\\":\\\\\\\"2025-11-29T12:55:31.019438318Z\\\\\\\"}\\\"\\n }\\n ]\\n}\""
26
+ },
27
+ {
28
+ "tool_name": "GetRecentLogs",
29
+ "calling": "tool_name='GetRecentLogs' arguments={namespace: 'boutique', service_name: 'frontend', lines: 30}",
30
+ "output": [
31
+ "{\"http.req.id\":\"2e96b6c7-3e2d-4934-83de-168b766f6e25\",\"http.req.method\":\"GET\",\"http.req.path\":\"/cart\",\"http.resp.bytes\":17862,\"http.resp.status\":200,\"http.resp.took_ms\":9,\"message\":\"request complete\",\"session\":\"ed8406ef-1ee5-4822-9882-34a16eff4bfc\",\"severity\":\"debug\",\"timestamp\":\"2025-11-29T12:56:53.147772769Z\"}",
32
+ "{\"http.req.id\":\"462a3438-30a5-4edb-a0fe-8c353e003bc3\",\"http.req.method\":\"POST\",\"http.req.path\":\"/setCurrency\",\"message\":\"request started\",\"session\":\"32bb3951-bacd-4c13-b178-2e4487b67698\",\"severity\":\"debug\",\"timestamp\":\"2025-11-29T12:56:53.246019769Z\"}",
33
+ "{\"curr.new\":\"EUR\",\"curr.old\":\"GBP\",\"http.req.id\":\"462a3438-30a5-4edb-a0fe-8c353e003bc3\",\"http.req.method\":\"POST\",\"http.req.path\":\"/setCurrency\",\"message\":\"setting currency\",\"session\":\"32bb3951-bacd-4c13-b178-2e4487b67698\",\"severity\":\"debug\",\"timestamp\":\"2025-11-29T12:56:53.246080901Z\"}",
34
+ "{\"http.req.id\":\"462a3438-30a5-4edb-a0fe-8c353e003bc3\",\"http.req.method\":\"POST\",\"http.req.path\":\"/setCurrency\",\"http.resp.bytes\":0,\"http.resp.status\":302,\"http.resp.took_ms\":0,\"message\":\"request complete\",\"session\":\"32bb3951-bacd-4c13-b178-2e4487b67698\",\"severity\":\"debug\",\"timestamp\":\"2025-11-29T12:56:53.246103976Z\"}",
35
+ "{\"http.req.id\":\"37b631fc-696b-4f84-bfaa-bd4bace50057\",\"http.req.method\":\"GET\",\"http.req.path\":\"/\",\"message\":\"request started\",\"session\":\"32bb3951-bacd-4c13-b178-2e4487b67698\",\"severity\":\"debug\",\"timestamp\":\"2025-11-29T12:56:53.246738408Z\"}",
36
+ "{\"currency\":\"EUR\",\"http.req.id\":\"37b631fc-696b-4f84-bfaa-bd4bace50057\",\"http.req.method\":\"GET\",\"http.req.path\":\"/\",\"message\":\"home\",\"session\":\"32bb3951-bacd-4c13-b178-2e4487b67698\",\"severity\":\"info\",\"timestamp\":\"2025-11-29T12:56:53.246757084Z\"}",
37
+ "env platform is either empty or invalid",
38
+ "{\"http.req.id\":\"37b631fc-696b-4f84-bfaa-bd4bace50057\",\"http.req.method\":\"GET\",\"http.req.path\":\"/\",\"message\":\"ENV_PLATFORM is: local\",\"session\":\"32bb3951-bacd-4c13-b178-2e4487b67698\",\"severity\":\"debug\",\"timestamp\":\"2025-11-29T12:56:53.259039054Z\"}",
39
+ "{\"http.req.id\":\"37b631fc-696b-4f84-bfaa-bd4bace50057\",\"http.req.method\":\"GET\",\"http.req.path\":\"/\",\"http.resp.bytes\":10518,\"http.resp.status\":200,\"http.resp.took_ms\":15,\"message\":\"request complete\",\"session\":\"32bb3951-bacd-4c13-b178-2e4487b67698\",\"severity\":\"debug\",\"timestamp\":\"2025-11-29T12:56:53.262006045Z\"}",
40
+ "{\"http.req.id\":\"423dd282-8d85-4df5-9125-a079a0e5b1c2\",\"http.req.method\":\"GET\",\"http.req.path\":\"/\",\"message\":\"request started\",\"session\":\"28e437cf-fba8-4d5b-84cd-062012daf375\",\"severity\":\"debug\",\"timestamp\":\"2025-11-29T12:56:53.277907835Z\"}",
41
+ "{\"currency\":\"USD\",\"http.req.id\":\"423dd282-8d85-4df5-9125-a079a0e5b1c2\",\"http.req.method\":\"GET\",\"http.req.path\":\"/\",\"message\":\"home\",\"session\":\"28e437cf-fba8-4d5b-84cd-062012daf375\",\"severity\":\"info\",\"timestamp\":\"2025-11-29T12:56:53.277929724Z\"}",
42
+ "env platform is either empty or invalid",
43
+ "{\"http.req.id\":\"423dd282-8d85-4df5-9125-a079a0e5b1c2\",\"http.req.method\":\"GET\",\"http.req.path\":\"/\",\"message\":\"ENV_PLATFORM is: local\",\"session\":\"28e437cf-fba8-4d5b-84cd-062012daf375\",\"severity\":\"debug\",\"timestamp\":\"2025-11-29T12:56:53.290544177Z\"}",
44
+ "{\"http.req.id\":\"423dd282-8d85-4df5-9125-a079a0e5b1c2\",\"http.req.method\":\"GET\",\"http.req.path\":\"/\",\"http.resp.bytes\":10499,\"http.resp.status\":200,\"http.resp.took_ms\":14,\"message\":\"request complete\",\"session\":\"28e437cf-fba8-4d5b-84cd-062012daf375\",\"severity\":\"debug\",\"timestamp\":\"2025-11-29T12:56:53.292545449Z\"}",
45
+ "{\"http.req.id\":\"b2f46685-58b2-40e5-8691-f8afb7e143f2\",\"http.req.method\":\"GET\",\"http.req.path\":\"/_healthz\",\"message\":\"request started\",\"session\":\"x-readiness-probe\",\"severity\":\"debug\",\"timestamp\":\"2025-11-29T12:57:00.787465535Z\"}",
46
+ "{\"http.req.id\":\"65f3c98f-dc80-41cb-bf07-344d3bc20881\",\"http.req.method\":\"GET\",\"http.req.path\":\"/_healthz\",\"message\":\"request started\",\"session\":\"x-liveness-probe\",\"severity\":\"debug\",\"timestamp\":\"2025-11-29T12:57:00.787491349Z\"}",
47
+ "{\"http.req.id\":\"65f3c98f-dc80-41cb-bf07-344d3bc20881\",\"http.req.method\":\"GET\",\"http.req.path\":\"/_healthz\",\"http.resp.bytes\":2,\"http.resp.status\":200,\"http.resp.took_ms\":0,\"message\":\"request complete\",\"session\":\"x-liveness-probe\",\"severity\":\"debug\",\"timestamp\":\"2025-11-29T12:57:00.787668795Z\"}",
48
+ "{\"http.req.id\":\"b2f46685-58b2-40e5-8691-f8afb7e143f2\",\"http.req.method\":\"GET\",\"http.req.path\":\"/_healthz\",\"http.resp.bytes\":2,\"http.resp.status\":200,\"http.resp.took_ms\":0,\"message\":\"request complete\",\"session\":\"x-readiness-probe\",\"severity\":\"debug\",\"timestamp\":\"2025-11-29T12:57:00.787711805Z\"}",
49
+ "{\"http.req.id\":\"3bee5e97-09c0-4424-be7c-f70d22e615f7\",\"http.req.method\":\"GET\",\"http.req.path\":\"/_healthz\",\"message\":\"request started\",\"session\":\"x-readiness-probe\",\"severity\":\"debug\",\"timestamp\":\"2025-11-29T12:57:10.787713975Z\"}",
50
+ "{\"http.req.id\":\"17d61591-a549-4020-b4ed-c6d692063304\",\"http.req.method\":\"GET\",\"http.req.path\":\"/_healthz\",\"message\":\"request started\",\"session\":\"x-liveness-probe\",\"severity\":\"debug\",\"timestamp\":\"2025-11-29T12:57:10.787783979Z\"}",
51
+ "{\"http.req.id\":\"17d61591-a549-4020-b4ed-c6d692063304\",\"http.req.method\":\"GET\",\"http.req.path\":\"/_healthz\",\"http.resp.bytes\":2,\"http.resp.status\":200,\"http.resp.took_ms\":0,\"message\":\"request complete\",\"session\":\"x-liveness-probe\",\"severity\":\"debug\",\"timestamp\":\"2025-11-29T12:57:10.787823941Z\"}",
52
+ "{\"http.req.id\":\"3bee5e97-09c0-4424-be7c-f70d22e615f7\",\"http.req.method\":\"GET\",\"http.req.path\":\"/_healthz\",\"http.resp.bytes\":2,\"http.resp.status\":200,\"http.resp.took_ms\":0,\"message\":\"request complete\",\"session\":\"x-readiness-probe\",\"severity\":\"debug\",\"timestamp\":\"2025-11-29T12:57:10.787791966Z\"}",
53
+ "{\"http.req.id\":\"8c58f76f-5bc5-4625-9d5f-fe0ceaece613\",\"http.req.method\":\"GET\",\"http.req.path\":\"/_healthz\",\"message\":\"request started\",\"session\":\"x-liveness-probe\",\"severity\":\"debug\",\"timestamp\":\"2025-11-29T12:57:20.786987652Z\"}",
54
+ "{\"http.req.id\":\"8c58f76f-5bc5-4625-9d5f-fe0ceaece613\",\"http.req.method\":\"GET\",\"http.req.path\":\"/_healthz\",\"http.resp.bytes\":2,\"http.resp.status\":200,\"http.resp.took_ms\":0,\"message\":\"request complete\",\"session\":\"x-liveness-probe\",\"severity\":\"debug\",\"timestamp\":\"2025-11-29T12:57:20.787031017Z\"}",
55
+ "{\"http.req.id\":\"c82da799-f31b-4606-bb88-3556c498da91\",\"http.req.method\":\"GET\",\"http.req.path\":\"/_healthz\",\"message\":\"request started\",\"session\":\"x-readiness-probe\",\"severity\":\"debug\",\"timestamp\":\"2025-11-29T12:57:20.787055891Z\"}",
56
+ "{\"http.req.id\":\"c82da799-f31b-4606-bb88-3556c498da91\",\"http.req.method\":\"GET\",\"http.req.path\":\"/_healthz\",\"http.resp.bytes\":2,\"http.resp.status\":200,\"http.resp.took_ms\":0,\"message\":\"request complete\",\"session\":\"x-readiness-probe\",\"severity\":\"debug\",\"timestamp\":\"2025-11-29T12:57:20.787088482Z\"}",
57
+ "{\"http.req.id\":\"47c761e5-9f05-4a0a-867d-010a4eeaddea\",\"http.req.method\":\"GET\",\"http.req.path\":\"/_healthz\",\"message\":\"request started\",\"session\":\"x-liveness-probe\",\"severity\":\"debug\",\"timestamp\":\"2025-11-29T12:57:30.787273478Z\"}",
58
+ "{\"http.req.id\":\"47c761e5-9f05-4a0a-867d-010a4eeaddea\",\"http.req.method\":\"GET\",\"http.req.path\":\"/_healthz\",\"http.resp.bytes\":2,\"http.resp.status\":200,\"http.resp.took_ms\":0,\"message\":\"request complete\",\"session\":\"x-liveness-probe\",\"severity\":\"debug\",\"timestamp\":\"2025-11-29T12:57:30.787314741Z\"}",
59
+ "{\"http.req.id\":\"b653b928-dd61-476a-ae26-f89efa2902d0\",\"http.req.method\":\"GET\",\"http.req.path\":\"/_healthz\",\"message\":\"request started\",\"session\":\"x-readiness-probe\",\"severity\":\"debug\",\"timestamp\":\"2025-11-29T12:57:30.787358459Z\"}",
60
+ "{\"http.req.id\":\"b653b928-dd61-476a-ae26-f89efa2902d0\",\"http.req.method\":\"GET\",\"http.req.path\":\"/_healthz\",\"http.resp.bytes\":2,\"http.resp.status\":200,\"http.resp.took_ms\":0,\"message\":\"request complete\",\"session\":\"x-readiness-probe\",\"severity\":\"debug\",\"timestamp\":\"2025-11-29T12:57:30.787393006Z\"}"
61
+ ]
62
+ },
63
+ {
64
+ "tool_name": "GetResources",
65
+ "calling": "tool_name='GetResources' arguments={namespace: 'boutique', resource_type: 'deploy', name: None, show_labels: False, output_wide: False, label_selector: None}",
66
+ "output": "NAME READY UP-TO-DATE AVAILABLE AGE\nadservice 1/1 1 1 100s\ncartservice 1/1 1 1 100s\ncheckoutservice 1/1 1 1 100s\ncurrencyservice 1/1 1 1 99s\nemailservice 0/1 0 0 98s\nfrontend 1/1 1 1 99s\npaymentservice 1/1 1 1 99s\nproductcatalogservice 1/1 1 1 99s\nrecommendationservice 1/1 1 1 99s\nredis-cart 1/1 1 1 98s\nshippingservice 1/1 1 1 98s\n"
67
+ },
68
+ {
69
+ "tool_name": "DescribeResource",
70
+ "calling": "tool_name='DescribeResource' arguments={namespace: 'boutique', resource_type: 'deploy', name: 'emailservice'}",
71
+ "output": "Name: emailservice\nNamespace: boutique\nCreationTimestamp: Sat, 29 Nov 2025 20:55:31 +0800\nLabels: app=emailservice\nAnnotations: deployment.kubernetes.io/revision: 1\nSelector: app=emailservice\nReplicas: 1 desired | 0 updated | 0 total | 0 available | 1 unavailable\nStrategyType: RollingUpdate\nMinReadySeconds: 0\nRollingUpdateStrategy: 25% max unavailable, 25% max surge\nPod Template:\n Labels: app=emailservice\n Service Account: emailservice\n Containers:\n server:\n Image: us-central1-docker.pkg.dev/google-samples/microservices-demo/emailservice:v0.10.3\n Port: 8080/TCP\n Host Port: 0/TCP\n Limits:\n cpu: 1200m\n memory: 128Mi\n Requests:\n cpu: 1\n memory: 64Mi\n Liveness: grpc <pod>:8080 delay=5s timeout=1s period=10s #success=1 #failure=3\n Readiness: grpc <pod>:8080 delay=5s timeout=1s period=10s #success=1 #failure=3\n Environment:\n PORT: 8080\n DISABLE_PROFILER: 1\n Mounts: <none>\n Volumes: <none>\n Node-Selectors: <none>\n Tolerations: <none>\nConditions:\n Type Status Reason\n ---- ------ ------\n Progressing True NewReplicaSetCreated\n Available False MinimumReplicasUnavailable\n ReplicaFailure True FailedCreate\nOldReplicaSets: <none>\nNewReplicaSet: emailservice-5dcd9bdff (0/1 replicas created)\nEvents:\n Type Reason Age From Message\n ---- ------ ---- ---- -------\n Normal ScalingReplicaSet 99s deployment-controller Scaled up replica set emailservice-5dcd9bdff to 1\n"
72
+ },
73
+ {
74
+ "tool_name": "DescribeResource",
75
+ "calling": "tool_name='DescribeResource' arguments={namespace: 'boutique', resource_type: 'replicaset', name: 'emailservice-5dcd9bdff'}",
76
+ "output": "Name: emailservice-5dcd9bdff\nNamespace: boutique\nSelector: app=emailservice,pod-template-hash=5dcd9bdff\nLabels: app=emailservice\n pod-template-hash=5dcd9bdff\nAnnotations: deployment.kubernetes.io/desired-replicas: 1\n deployment.kubernetes.io/max-replicas: 2\n deployment.kubernetes.io/revision: 1\nControlled By: Deployment/emailservice\nReplicas: 0 current / 1 desired\nPods Status: 0 Running / 0 Waiting / 0 Succeeded / 0 Failed\nPod Template:\n Labels: app=emailservice\n pod-template-hash=5dcd9bdff\n Service Account: emailservice\n Containers:\n server:\n Image: us-central1-docker.pkg.dev/google-samples/microservices-demo/emailservice:v0.10.3\n Port: 8080/TCP\n Host Port: 0/TCP\n Limits:\n cpu: 1200m\n memory: 128Mi\n Requests:\n cpu: 1\n memory: 64Mi\n Liveness: grpc <pod>:8080 delay=5s timeout=1s period=10s #success=1 #failure=3\n Readiness: grpc <pod>:8080 delay=5s timeout=1s period=10s #success=1 #failure=3\n Environment:\n PORT: 8080\n DISABLE_PROFILER: 1\n Mounts: <none>\n Volumes: <none>\n Node-Selectors: <none>\n Tolerations: <none>\nConditions:\n Type Status Reason\n ---- ------ ------\n ReplicaFailure True FailedCreate\nEvents:\n Type Reason Age From Message\n ---- ------ ---- ---- -------\n Warning FailedCreate 104s replicaset-controller Error creating: pods \"emailservice-5dcd9bdff-67fzd\" is forbidden: exceeded quota: cpu-quota, requested: requests.cpu=1, used: requests.cpu=10, limited: requests.cpu=10\n Warning FailedCreate 104s replicaset-controller Error creating: pods \"emailservice-5dcd9bdff-q7dt8\" is forbidden: exceeded quota: cpu-quota, requested: requests.cpu=1, used: requests.cpu=10, limited: requests.cpu=10\n Warning FailedCreate 104s replicaset-controller Error creating: pods \"emailservice-5dcd9bdff-w8k4f\" is forbidden: exceeded quota: cpu-quota, requested: requests.cpu=1, used: requests.cpu=10, limited: requests.cpu=10\n Warning FailedCreate 103s replicaset-controller Error creating: pods \"emailservice-5dcd9bdff-gg8nt\" is forbidden: exceeded quota: cpu-quota, requested: requests.cpu=1, used: requests.cpu=10, limited: requests.cpu=10\n Warning FailedCreate 103s replicaset-controller Error creating: pods \"emailservice-5dcd9bdff-dgjw7\" is forbidden: exceeded quota: cpu-quota, requested: requests.cpu=1, used: requests.cpu=10, limited: requests.cpu=10\n Warning FailedCreate 103s replicaset-controller Error creating: pods \"emailservice-5dcd9bdff-d57j4\" is forbidden: exceeded quota: cpu-quota, requested: requests.cpu=1, used: requests.cpu=10, limited: requests.cpu=10\n Warning FailedCreate 103s replicaset-controller Error creating: pods \"emailservice-5dcd9bdff-cvnjh\" is forbidden: exceeded quota: cpu-quota, requested: requests.cpu=1, used: requests.cpu=10, limited: requests.cpu=10\n Warning FailedCreate 103s replicaset-controller Error creating: pods \"emailservice-5dcd9bdff-wkz49\" is forbidden: exceeded quota: cpu-quota, requested: requests.cpu=1, used: requests.cpu=10, limited: requests.cpu=10\n Warning FailedCreate 102s replicaset-controller Error creating: pods \"emailservice-5dcd9bdff-ls4j2\" is forbidden: exceeded quota: cpu-quota, requested: requests.cpu=1, used: requests.cpu=10, limited: requests.cpu=10\n Warning FailedCreate 22s (x6 over 101s) replicaset-controller (combined from similar events): Error creating: pods \"emailservice-5dcd9bdff-dnjtk\" is forbidden: exceeded quota: cpu-quota, requested: requests.cpu=1, used: requests.cpu=10, limited: requests.cpu=10\n"
77
+ },
78
+ {
79
+ "tool_name": "GetResources",
80
+ "calling": "tool_name='GetResources' arguments={namespace: 'boutique', resource_type: 'resourcequota', name: None, show_labels: False, output_wide: False, label_selector: None}",
81
+ "output": "NAME AGE REQUEST LIMIT\ncpu-quota 112s requests.cpu: 10/10 \n"
82
+ },
83
+ {
84
+ "tool_name": "GetAppYAML",
85
+ "calling": "tool_name='GetAppYAML' arguments={app_name: 'emailservice'}",
86
+ "output": "apiVersion: apps/v1\nkind: Deployment\nmetadata:\n name: emailservice\n namespace: boutique\n labels:\n app: emailservice\nspec:\n selector:\n matchLabels:\n app: emailservice\n template:\n metadata:\n labels:\n app: emailservice\n spec:\n serviceAccountName: emailservice\n terminationGracePeriodSeconds: 5\n securityContext:\n fsGroup: 1000\n runAsGroup: 1000\n runAsNonRoot: true\n runAsUser: 1000\n containers:\n - name: server\n securityContext:\n allowPrivilegeEscalation: false\n capabilities:\n drop:\n - ALL\n privileged: false\n readOnlyRootFilesystem: true\n image: us-central1-docker.pkg.dev/google-samples/microservices-demo/emailservice:v0.10.3\n ports:\n - containerPort: 8080\n env:\n - name: PORT\n value: \"8080\"\n - name: DISABLE_PROFILER\n value: \"1\"\n readinessProbe:\n initialDelaySeconds: 5\n grpc:\n port: 8080\n livenessProbe:\n initialDelaySeconds: 5\n grpc:\n port: 8080\n resources:\n requests:\n cpu: 1000m\n memory: 64Mi\n limits:\n cpu: 1200m\n memory: 128Mi\n---\napiVersion: v1\nkind: Service\nmetadata:\n name: emailservice\n namespace: boutique\n labels:\n app: emailservice\nspec:\n type: ClusterIP\n selector:\n app: emailservice\n ports:\n - name: grpc\n port: 5000\n targetPort: 8080\n---\napiVersion: v1\nkind: ServiceAccount\nmetadata:\n name: emailservice\n namespace: boutique"
87
+ }
88
+ ]
89
+ }
golden-trajectory/boutique/admission/16/path2.json ADDED
@@ -0,0 +1,58 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "statistics": {
3
+ "valid_tool_call_count": 8,
4
+ "total_trace_steps": 8,
5
+ "history_called_tool_names": [
6
+ "GetResources",
7
+ "GetErrorLogs",
8
+ "GetResources",
9
+ "GetErrorLogs",
10
+ "GetResources",
11
+ "DescribeResource",
12
+ "DescribeResource",
13
+ "GetResources"
14
+ ]
15
+ },
16
+ "diagnostic_trace": [
17
+ {
18
+ "tool_name": "GetResources",
19
+ "calling": "tool_name='GetResources' arguments={namespace: 'boutique', resource_type: 'pod', name: None, show_labels: False, output_wide: False, label_selector: None}",
20
+ "output": "NAME READY STATUS RESTARTS AGE\nadservice-b7d6498c7-f4bw5 1/1 Running 0 94s\ncartservice-8cbf5b9d4-cjqdm 1/1 Running 0 94s\ncheckoutservice-554b78c9c7-4qfjk 1/1 Running 0 93s\ncurrencyservice-8587d7cfd7-vbtmr 1/1 Running 0 93s\nfrontend-64bcd9854d-drq5h 1/1 Running 0 93s\npaymentservice-5797775987-59dlw 1/1 Running 0 93s\nproductcatalogservice-d78f7f8f7-6xg7d 1/1 Running 0 93s\nrecommendationservice-55d4896647-kbnm2 1/1 Running 0 92s\nredis-cart-869b6f5f6d-j25nk 1/1 Running 0 92s\nshippingservice-77f56d9479-kktvq 1/1 Running 0 92s\n"
21
+ },
22
+ {
23
+ "tool_name": "GetErrorLogs",
24
+ "calling": "tool_name='GetErrorLogs' arguments={namespace: 'boutique', service_name: 'frontend'}",
25
+ "output": "\"{\\n \\\"total_log_count\\\": 938,\\n \\\"total_errors\\\": 2,\\n \\\"total_error_ratio\\\": 0.0021,\\n \\\"patterns\\\": [\\n {\\n \\\"count\\\": 1,\\n \\\"ratio\\\": 0.0011,\\n \\\"sample\\\": \\\"{\\\\\\\"message\\\\\\\":\\\\\\\"Failed to fetch the name of the cluster in which the pod is runningmetadata: GCE metadata \\\\\\\\\\\\\\\"instance/attributes/cluster-name\\\\\\\\\\\\\\\" not defined\\\\\\\",\\\\\\\"severity\\\\\\\":\\\\\\\"error\\\\\\\",\\\\\\\"timestamp\\\\\\\":\\\\\\\"2025-11-29T12:55:31.011858053Z\\\\\\\"}\\\"\\n },\\n {\\n \\\"count\\\": 1,\\n \\\"ratio\\\": 0.0011,\\n \\\"sample\\\": \\\"{\\\\\\\"message\\\\\\\":\\\\\\\"Failed to fetch the Zone of the node where the pod is scheduledmetadata: GCE metadata \\\\\\\\\\\\\\\"instance/zone\\\\\\\\\\\\\\\" not defined\\\\\\\",\\\\\\\"severity\\\\\\\":\\\\\\\"error\\\\\\\",\\\\\\\"timestamp\\\\\\\":\\\\\\\"2025-11-29T12:55:31.019438318Z\\\\\\\"}\\\"\\n }\\n ]\\n}\""
26
+ },
27
+ {
28
+ "tool_name": "GetResources",
29
+ "calling": "tool_name='GetResources' arguments={namespace: 'boutique', resource_type: 'pod', name: None, show_labels: False, output_wide: False, label_selector: None}",
30
+ "output": "NAME READY STATUS RESTARTS AGE\nadservice-b7d6498c7-f4bw5 1/1 Running 0 94s\ncartservice-8cbf5b9d4-cjqdm 1/1 Running 0 94s\ncheckoutservice-554b78c9c7-4qfjk 1/1 Running 0 93s\ncurrencyservice-8587d7cfd7-vbtmr 1/1 Running 0 93s\nfrontend-64bcd9854d-drq5h 1/1 Running 0 93s\npaymentservice-5797775987-59dlw 1/1 Running 0 93s\nproductcatalogservice-d78f7f8f7-6xg7d 1/1 Running 0 93s\nrecommendationservice-55d4896647-kbnm2 1/1 Running 0 92s\nredis-cart-869b6f5f6d-j25nk 1/1 Running 0 92s\nshippingservice-77f56d9479-kktvq 1/1 Running 0 92s\n"
31
+ },
32
+ {
33
+ "tool_name": "GetErrorLogs",
34
+ "calling": "tool_name='GetErrorLogs' arguments={namespace: 'boutique', service_name: 'frontend'}",
35
+ "output": "\"{\\n \\\"total_log_count\\\": 938,\\n \\\"total_errors\\\": 2,\\n \\\"total_error_ratio\\\": 0.0021,\\n \\\"patterns\\\": [\\n {\\n \\\"count\\\": 1,\\n \\\"ratio\\\": 0.0011,\\n \\\"sample\\\": \\\"{\\\\\\\"message\\\\\\\":\\\\\\\"Failed to fetch the name of the cluster in which the pod is runningmetadata: GCE metadata \\\\\\\\\\\\\\\"instance/attributes/cluster-name\\\\\\\\\\\\\\\" not defined\\\\\\\",\\\\\\\"severity\\\\\\\":\\\\\\\"error\\\\\\\",\\\\\\\"timestamp\\\\\\\":\\\\\\\"2025-11-29T12:55:31.011858053Z\\\\\\\"}\\\"\\n },\\n {\\n \\\"count\\\": 1,\\n \\\"ratio\\\": 0.0011,\\n \\\"sample\\\": \\\"{\\\\\\\"message\\\\\\\":\\\\\\\"Failed to fetch the Zone of the node where the pod is scheduledmetadata: GCE metadata \\\\\\\\\\\\\\\"instance/zone\\\\\\\\\\\\\\\" not defined\\\\\\\",\\\\\\\"severity\\\\\\\":\\\\\\\"error\\\\\\\",\\\\\\\"timestamp\\\\\\\":\\\\\\\"2025-11-29T12:55:31.019438318Z\\\\\\\"}\\\"\\n }\\n ]\\n}\""
36
+ },
37
+ {
38
+ "tool_name": "GetResources",
39
+ "calling": "tool_name='GetResources' arguments={namespace: 'boutique', resource_type: 'ep', name: None, show_labels: False, output_wide: False, label_selector: None}",
40
+ "output": "NAME ENDPOINTS AGE\nadservice 172.20.2.73:9555 111s\ncartservice 172.20.1.237:7070 111s\ncheckoutservice 172.20.2.74:5050 110s\ncurrencyservice 172.20.1.238:7000 110s\nemailservice <none> 109s\nfrontend 172.20.3.157:8080 110s\nfrontend-external 172.20.3.157:8080 110s\npaymentservice 172.20.1.239:50051 110s\nproductcatalogservice 172.20.2.75:3550 110s\nrecommendationservice 172.20.3.158:8080 109s\nredis-cart 172.20.2.76:6379 109s\nshippingservice 172.20.1.240:50051 109s\n"
41
+ },
42
+ {
43
+ "tool_name": "DescribeResource",
44
+ "calling": "tool_name='DescribeResource' arguments={namespace: 'boutique', resource_type: 'deploy', name: 'emailservice'}",
45
+ "output": "Name: emailservice\nNamespace: boutique\nCreationTimestamp: Sat, 29 Nov 2025 20:55:31 +0800\nLabels: app=emailservice\nAnnotations: deployment.kubernetes.io/revision: 1\nSelector: app=emailservice\nReplicas: 1 desired | 0 updated | 0 total | 0 available | 1 unavailable\nStrategyType: RollingUpdate\nMinReadySeconds: 0\nRollingUpdateStrategy: 25% max unavailable, 25% max surge\nPod Template:\n Labels: app=emailservice\n Service Account: emailservice\n Containers:\n server:\n Image: us-central1-docker.pkg.dev/google-samples/microservices-demo/emailservice:v0.10.3\n Port: 8080/TCP\n Host Port: 0/TCP\n Limits:\n cpu: 1200m\n memory: 128Mi\n Requests:\n cpu: 1\n memory: 64Mi\n Liveness: grpc <pod>:8080 delay=5s timeout=1s period=10s #success=1 #failure=3\n Readiness: grpc <pod>:8080 delay=5s timeout=1s period=10s #success=1 #failure=3\n Environment:\n PORT: 8080\n DISABLE_PROFILER: 1\n Mounts: <none>\n Volumes: <none>\n Node-Selectors: <none>\n Tolerations: <none>\nConditions:\n Type Status Reason\n ---- ------ ------\n Progressing True NewReplicaSetCreated\n Available False MinimumReplicasUnavailable\n ReplicaFailure True FailedCreate\nOldReplicaSets: <none>\nNewReplicaSet: emailservice-5dcd9bdff (0/1 replicas created)\nEvents:\n Type Reason Age From Message\n ---- ------ ---- ---- -------\n Normal ScalingReplicaSet 99s deployment-controller Scaled up replica set emailservice-5dcd9bdff to 1\n"
46
+ },
47
+ {
48
+ "tool_name": "DescribeResource",
49
+ "calling": "tool_name='DescribeResource' arguments={namespace: 'boutique', resource_type: 'replicaset', name: 'emailservice-5dcd9bdff'}",
50
+ "output": "Name: emailservice-5dcd9bdff\nNamespace: boutique\nSelector: app=emailservice,pod-template-hash=5dcd9bdff\nLabels: app=emailservice\n pod-template-hash=5dcd9bdff\nAnnotations: deployment.kubernetes.io/desired-replicas: 1\n deployment.kubernetes.io/max-replicas: 2\n deployment.kubernetes.io/revision: 1\nControlled By: Deployment/emailservice\nReplicas: 0 current / 1 desired\nPods Status: 0 Running / 0 Waiting / 0 Succeeded / 0 Failed\nPod Template:\n Labels: app=emailservice\n pod-template-hash=5dcd9bdff\n Service Account: emailservice\n Containers:\n server:\n Image: us-central1-docker.pkg.dev/google-samples/microservices-demo/emailservice:v0.10.3\n Port: 8080/TCP\n Host Port: 0/TCP\n Limits:\n cpu: 1200m\n memory: 128Mi\n Requests:\n cpu: 1\n memory: 64Mi\n Liveness: grpc <pod>:8080 delay=5s timeout=1s period=10s #success=1 #failure=3\n Readiness: grpc <pod>:8080 delay=5s timeout=1s period=10s #success=1 #failure=3\n Environment:\n PORT: 8080\n DISABLE_PROFILER: 1\n Mounts: <none>\n Volumes: <none>\n Node-Selectors: <none>\n Tolerations: <none>\nConditions:\n Type Status Reason\n ---- ------ ------\n ReplicaFailure True FailedCreate\nEvents:\n Type Reason Age From Message\n ---- ------ ---- ---- -------\n Warning FailedCreate 104s replicaset-controller Error creating: pods \"emailservice-5dcd9bdff-67fzd\" is forbidden: exceeded quota: cpu-quota, requested: requests.cpu=1, used: requests.cpu=10, limited: requests.cpu=10\n Warning FailedCreate 104s replicaset-controller Error creating: pods \"emailservice-5dcd9bdff-q7dt8\" is forbidden: exceeded quota: cpu-quota, requested: requests.cpu=1, used: requests.cpu=10, limited: requests.cpu=10\n Warning FailedCreate 104s replicaset-controller Error creating: pods \"emailservice-5dcd9bdff-w8k4f\" is forbidden: exceeded quota: cpu-quota, requested: requests.cpu=1, used: requests.cpu=10, limited: requests.cpu=10\n Warning FailedCreate 103s replicaset-controller Error creating: pods \"emailservice-5dcd9bdff-gg8nt\" is forbidden: exceeded quota: cpu-quota, requested: requests.cpu=1, used: requests.cpu=10, limited: requests.cpu=10\n Warning FailedCreate 103s replicaset-controller Error creating: pods \"emailservice-5dcd9bdff-dgjw7\" is forbidden: exceeded quota: cpu-quota, requested: requests.cpu=1, used: requests.cpu=10, limited: requests.cpu=10\n Warning FailedCreate 103s replicaset-controller Error creating: pods \"emailservice-5dcd9bdff-d57j4\" is forbidden: exceeded quota: cpu-quota, requested: requests.cpu=1, used: requests.cpu=10, limited: requests.cpu=10\n Warning FailedCreate 103s replicaset-controller Error creating: pods \"emailservice-5dcd9bdff-cvnjh\" is forbidden: exceeded quota: cpu-quota, requested: requests.cpu=1, used: requests.cpu=10, limited: requests.cpu=10\n Warning FailedCreate 103s replicaset-controller Error creating: pods \"emailservice-5dcd9bdff-wkz49\" is forbidden: exceeded quota: cpu-quota, requested: requests.cpu=1, used: requests.cpu=10, limited: requests.cpu=10\n Warning FailedCreate 102s replicaset-controller Error creating: pods \"emailservice-5dcd9bdff-ls4j2\" is forbidden: exceeded quota: cpu-quota, requested: requests.cpu=1, used: requests.cpu=10, limited: requests.cpu=10\n Warning FailedCreate 22s (x6 over 101s) replicaset-controller (combined from similar events): Error creating: pods \"emailservice-5dcd9bdff-dnjtk\" is forbidden: exceeded quota: cpu-quota, requested: requests.cpu=1, used: requests.cpu=10, limited: requests.cpu=10\n"
51
+ },
52
+ {
53
+ "tool_name": "GetResources",
54
+ "calling": "tool_name='GetResources' arguments={namespace: 'boutique', resource_type: 'resourcequota', name: None, show_labels: False, output_wide: False, label_selector: None}",
55
+ "output": "NAME AGE REQUEST LIMIT\ncpu-quota 112s requests.cpu: 10/10 \n"
56
+ }
57
+ ]
58
+ }
golden-trajectory/boutique/admission/17/path1.json ADDED
@@ -0,0 +1,40 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "statistics": {
3
+ "valid_tool_call_count": 5,
4
+ "total_trace_steps": 5,
5
+ "history_called_tool_names": [
6
+ "GetResources",
7
+ "GetErrorLogs",
8
+ "GetResources",
9
+ "DescribeResource",
10
+ "DescribeResource"
11
+ ]
12
+ },
13
+ "diagnostic_trace": [
14
+ {
15
+ "tool_name": "GetResources",
16
+ "calling": "tool_name='GetResources' arguments={namespace: 'boutique', resource_type: 'pod', name: None, show_labels: False, output_wide: False, label_selector: None}",
17
+ "output": "NAME READY STATUS RESTARTS AGE\nadservice-b7d6498c7-bhrxd 1/1 Running 0 94s\ncartservice-8cbf5b9d4-zvbsw 1/1 Running 0 93s\ncheckoutservice-554b78c9c7-bf2vr 1/1 Running 0 93s\ncurrencyservice-8587d7cfd7-h85jt 1/1 Running 0 93s\nemailservice-5dcd9bdff-fsxpp 1/1 Running 0 93s\npaymentservice-5797775987-ctrk7 1/1 Running 0 93s\nproductcatalogservice-d78f7f8f7-gwh78 1/1 Running 0 92s\nrecommendationservice-55d4896647-mvps4 1/1 Running 0 92s\nredis-cart-869b6f5f6d-kqfwl 1/1 Running 0 92s\nshippingservice-77f56d9479-crm64 1/1 Running 0 92s\n"
18
+ },
19
+ {
20
+ "tool_name": "GetErrorLogs",
21
+ "calling": "tool_name='GetErrorLogs' arguments={namespace: 'boutique', service_name: 'frontend'}",
22
+ "output": "\"\""
23
+ },
24
+ {
25
+ "tool_name": "GetResources",
26
+ "calling": "tool_name='GetResources' arguments={namespace: 'boutique', resource_type: 'deploy', name: None, show_labels: False, output_wide: False, label_selector: None}",
27
+ "output": "NAME READY UP-TO-DATE AVAILABLE AGE\nadservice 1/1 1 1 100s\ncartservice 1/1 1 1 99s\ncheckoutservice 1/1 1 1 99s\ncurrencyservice 1/1 1 1 99s\nemailservice 1/1 1 1 99s\nfrontend 0/1 0 0 98s\npaymentservice 1/1 1 1 99s\nproductcatalogservice 1/1 1 1 98s\nrecommendationservice 1/1 1 1 98s\nredis-cart 1/1 1 1 98s\nshippingservice 1/1 1 1 98s\n"
28
+ },
29
+ {
30
+ "tool_name": "DescribeResource",
31
+ "calling": "tool_name='DescribeResource' arguments={namespace: 'boutique', resource_type: 'deploy', name: 'frontend'}",
32
+ "output": "Name: frontend\nNamespace: boutique\nCreationTimestamp: Sat, 29 Nov 2025 20:58:39 +0800\nLabels: app=frontend\nAnnotations: deployment.kubernetes.io/revision: 1\nSelector: app=frontend\nReplicas: 1 desired | 0 updated | 0 total | 0 available | 1 unavailable\nStrategyType: RollingUpdate\nMinReadySeconds: 0\nRollingUpdateStrategy: 25% max unavailable, 25% max surge\nPod Template:\n Labels: app=frontend\n Annotations: sidecar.istio.io/rewriteAppHTTPProbers: true\n Service Account: frontend\n Containers:\n server:\n Image: us-central1-docker.pkg.dev/google-samples/microservices-demo/frontend:v0.10.3\n Port: 8080/TCP\n Host Port: 0/TCP\n Limits:\n cpu: 1200m\n memory: 128Mi\n Requests:\n cpu: 1\n memory: 64Mi\n Liveness: http-get http://:8080/_healthz delay=5s timeout=1s period=10s #success=1 #failure=3\n Readiness: http-get http://:8080/_healthz delay=5s timeout=1s period=10s #success=1 #failure=3\n Environment:\n PORT: 8080\n PRODUCT_CATALOG_SERVICE_ADDR: productcatalogservice:3550\n CURRENCY_SERVICE_ADDR: currencyservice:7000\n CART_SERVICE_ADDR: cartservice:7070\n RECOMMENDATION_SERVICE_ADDR: recommendationservice:8080\n SHIPPING_SERVICE_ADDR: shippingservice:50051\n CHECKOUT_SERVICE_ADDR: checkoutservice:5050\n AD_SERVICE_ADDR: adservice:9555\n SHOPPING_ASSISTANT_SERVICE_ADDR: shoppingassistantservice:80\n ENABLE_PROFILER: 0\n Mounts: <none>\n Volumes: <none>\n Node-Selectors: <none>\n Tolerations: <none>\nConditions:\n Type Status Reason\n ---- ------ ------\n Progressing True NewReplicaSetCreated\n Available False MinimumReplicasUnavailable\n ReplicaFailure True FailedCreate\nOldReplicaSets: <none>\nNewReplicaSet: frontend-64bcd9854d (0/1 replicas created)\nEvents:\n Type Reason Age From Message\n ---- ------ ---- ---- -------\n Normal ScalingReplicaSet 99s deployment-controller Scaled up replica set frontend-64bcd9854d to 1\n"
33
+ },
34
+ {
35
+ "tool_name": "DescribeResource",
36
+ "calling": "tool_name='DescribeResource' arguments={namespace: 'boutique', resource_type: 'replicaset', name: 'frontend-64bcd9854d'}",
37
+ "output": "Name: frontend-64bcd9854d\nNamespace: boutique\nSelector: app=frontend,pod-template-hash=64bcd9854d\nLabels: app=frontend\n pod-template-hash=64bcd9854d\nAnnotations: deployment.kubernetes.io/desired-replicas: 1\n deployment.kubernetes.io/max-replicas: 2\n deployment.kubernetes.io/revision: 1\nControlled By: Deployment/frontend\nReplicas: 0 current / 1 desired\nPods Status: 0 Running / 0 Waiting / 0 Succeeded / 0 Failed\nPod Template:\n Labels: app=frontend\n pod-template-hash=64bcd9854d\n Annotations: sidecar.istio.io/rewriteAppHTTPProbers: true\n Service Account: frontend\n Containers:\n server:\n Image: us-central1-docker.pkg.dev/google-samples/microservices-demo/frontend:v0.10.3\n Port: 8080/TCP\n Host Port: 0/TCP\n Limits:\n cpu: 1200m\n memory: 128Mi\n Requests:\n cpu: 1\n memory: 64Mi\n Liveness: http-get http://:8080/_healthz delay=5s timeout=1s period=10s #success=1 #failure=3\n Readiness: http-get http://:8080/_healthz delay=5s timeout=1s period=10s #success=1 #failure=3\n Environment:\n PORT: 8080\n PRODUCT_CATALOG_SERVICE_ADDR: productcatalogservice:3550\n CURRENCY_SERVICE_ADDR: currencyservice:7000\n CART_SERVICE_ADDR: cartservice:7070\n RECOMMENDATION_SERVICE_ADDR: recommendationservice:8080\n SHIPPING_SERVICE_ADDR: shippingservice:50051\n CHECKOUT_SERVICE_ADDR: checkoutservice:5050\n AD_SERVICE_ADDR: adservice:9555\n SHOPPING_ASSISTANT_SERVICE_ADDR: shoppingassistantservice:80\n ENABLE_PROFILER: 0\n Mounts: <none>\n Volumes: <none>\n Node-Selectors: <none>\n Tolerations: <none>\nConditions:\n Type Status Reason\n ---- ------ ------\n ReplicaFailure True FailedCreate\nEvents:\n Type Reason Age From Message\n ---- ------ ---- ---- -------\n Warning FailedCreate 103s replicaset-controller Error creating: pods \"frontend-64bcd9854d-\" is forbidden: error looking up service account boutique/frontend: serviceaccount \"frontend\" not found\n Warning FailedCreate 103s replicaset-controller Error creating: pods \"frontend-64bcd9854d-7hfxx\" is forbidden: exceeded quota: cpu-quota, requested: requests.cpu=1, used: requests.cpu=10, limited: requests.cpu=10\n Warning FailedCreate 103s replicaset-controller Error creating: pods \"frontend-64bcd9854d-9mwx2\" is forbidden: exceeded quota: cpu-quota, requested: requests.cpu=1, used: requests.cpu=10, limited: requests.cpu=10\n Warning FailedCreate 103s replicaset-controller Error creating: pods \"frontend-64bcd9854d-nhwkc\" is forbidden: exceeded quota: cpu-quota, requested: requests.cpu=1, used: requests.cpu=10, limited: requests.cpu=10\n Warning FailedCreate 103s replicaset-controller Error creating: pods \"frontend-64bcd9854d-s5h2w\" is forbidden: exceeded quota: cpu-quota, requested: requests.cpu=1, used: requests.cpu=10, limited: requests.cpu=10\n Warning FailedCreate 103s replicaset-controller Error creating: pods \"frontend-64bcd9854d-g46lf\" is forbidden: exceeded quota: cpu-quota, requested: requests.cpu=1, used: requests.cpu=10, limited: requests.cpu=10\n Warning FailedCreate 103s replicaset-controller Error creating: pods \"frontend-64bcd9854d-8ml98\" is forbidden: exceeded quota: cpu-quota, requested: requests.cpu=1, used: requests.cpu=10, limited: requests.cpu=10\n Warning FailedCreate 103s replicaset-controller Error creating: pods \"frontend-64bcd9854d-xp2rj\" is forbidden: exceeded quota: cpu-quota, requested: requests.cpu=1, used: requests.cpu=10, limited: requests.cpu=10\n Warning FailedCreate 102s replicaset-controller Error creating: pods \"frontend-64bcd9854d-ll8nd\" is forbidden: exceeded quota: cpu-quota, requested: requests.cpu=1, used: requests.cpu=10, limited: requests.cpu=10\n Warning FailedCreate 21s (x6 over 101s) replicaset-controller (combined from similar events): Error creating: pods \"frontend-64bcd9854d-fzvkf\" is forbidden: exceeded quota: cpu-quota, requested: requests.cpu=1, used: requests.cpu=10, limited: requests.cpu=10\n"
38
+ }
39
+ ]
40
+ }
golden-trajectory/boutique/admission/17/path2.json ADDED
@@ -0,0 +1,52 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "statistics": {
3
+ "valid_tool_call_count": 7,
4
+ "total_trace_steps": 7,
5
+ "history_called_tool_names": [
6
+ "GetResources",
7
+ "GetErrorLogs",
8
+ "GetResources",
9
+ "GetResources",
10
+ "GetResources",
11
+ "DescribeResource",
12
+ "GetAppYAML"
13
+ ]
14
+ },
15
+ "diagnostic_trace": [
16
+ {
17
+ "tool_name": "GetResources",
18
+ "calling": "tool_name='GetResources' arguments={namespace: 'boutique', resource_type: 'pod', name: None, show_labels: False, output_wide: False, label_selector: None}",
19
+ "output": "NAME READY STATUS RESTARTS AGE\nadservice-b7d6498c7-bhrxd 1/1 Running 0 94s\ncartservice-8cbf5b9d4-zvbsw 1/1 Running 0 93s\ncheckoutservice-554b78c9c7-bf2vr 1/1 Running 0 93s\ncurrencyservice-8587d7cfd7-h85jt 1/1 Running 0 93s\nemailservice-5dcd9bdff-fsxpp 1/1 Running 0 93s\npaymentservice-5797775987-ctrk7 1/1 Running 0 93s\nproductcatalogservice-d78f7f8f7-gwh78 1/1 Running 0 92s\nrecommendationservice-55d4896647-mvps4 1/1 Running 0 92s\nredis-cart-869b6f5f6d-kqfwl 1/1 Running 0 92s\nshippingservice-77f56d9479-crm64 1/1 Running 0 92s\n"
20
+ },
21
+ {
22
+ "tool_name": "GetErrorLogs",
23
+ "calling": "tool_name='GetErrorLogs' arguments={namespace: 'boutique', service_name: 'frontend'}",
24
+ "output": "\"\""
25
+ },
26
+ {
27
+ "tool_name": "GetResources",
28
+ "calling": "tool_name='GetResources' arguments={namespace: 'boutique', resource_type: 'deploy', name: None, show_labels: False, output_wide: False, label_selector: None}",
29
+ "output": "NAME READY UP-TO-DATE AVAILABLE AGE\nadservice 1/1 1 1 100s\ncartservice 1/1 1 1 99s\ncheckoutservice 1/1 1 1 99s\ncurrencyservice 1/1 1 1 99s\nemailservice 1/1 1 1 99s\nfrontend 0/1 0 0 98s\npaymentservice 1/1 1 1 99s\nproductcatalogservice 1/1 1 1 98s\nrecommendationservice 1/1 1 1 98s\nredis-cart 1/1 1 1 98s\nshippingservice 1/1 1 1 98s\n"
30
+ },
31
+ {
32
+ "tool_name": "GetResources",
33
+ "calling": "tool_name='GetResources' arguments={namespace: 'boutique', resource_type: 'event', name: None, show_labels: False, output_wide: False, label_selector: None}",
34
+ "output": "2m1s Normal SuccessfulCreate replicaset/redis-cart-869b6f5f6d Created pod: redis-cart-869b6f5f6d-kqfwl\n2m1s Normal Pulled pod/redis-cart-869b6f5f6d-kqfwl Container image \"redis:alpine\" already present on machine\n2m1s Normal Scheduled pod/redis-cart-869b6f5f6d-kqfwl Successfully assigned boutique/redis-cart-869b6f5f6d-kqfwl to worker-02\n2m1s Normal ScalingReplicaSet deployment/recommendationservice Scaled up replica set recommendationservice-55d4896647 to 1\n2m1s Normal ScalingReplicaSet deployment/frontend Scaled up replica set frontend-64bcd9854d to 1\n2m Warning FailedCreate replicaset/frontend-64bcd9854d Error creating: pods \"frontend-64bcd9854d-g46lf\" is forbidden: exceeded quota: cpu-quota, requested: requests.cpu=1, used: requests.cpu=10, limited: requests.cpu=10\n2m Normal Created pod/shippingservice-77f56d9479-crm64 Created container server\n2m Warning FailedCreate replicaset/frontend-64bcd9854d Error creating: pods \"frontend-64bcd9854d-xp2rj\" is forbidden: exceeded quota: cpu-quota, requested: requests.cpu=1, used: requests.cpu=10, limited: requests.cpu=10\n2m Warning FailedCreate replicaset/frontend-64bcd9854d Error creating: pods \"frontend-64bcd9854d-8ml98\" is forbidden: exceeded quota: cpu-quota, requested: requests.cpu=1, used: requests.cpu=10, limited: requests.cpu=10\n2m Normal Created pod/redis-cart-869b6f5f6d-kqfwl Created container redis\n2m Normal Started pod/redis-cart-869b6f5f6d-kqfwl Started container redis\n2m Warning FailedCreate replicaset/frontend-64bcd9854d Error creating: pods \"frontend-64bcd9854d-\" is forbidden: error looking up service account boutique/frontend: serviceaccount \"frontend\" not found\n2m Normal Started pod/shippingservice-77f56d9479-crm64 Started container server\n2m Warning FailedCreate replicaset/frontend-64bcd9854d Error creating: pods \"frontend-64bcd9854d-7hfxx\" is forbidden: exceeded quota: cpu-quota, requested: requests.cpu=1, used: requests.cpu=10, limited: requests.cpu=10\n2m Normal Pulled pod/shippingservice-77f56d9479-crm64 Container image \"us-central1-docker.pkg.dev/google-samples/microservices-demo/shippingservice:v0.10.3\" already present on machine\n2m Warning FailedCreate replicaset/frontend-64bcd9854d Error creating: pods \"frontend-64bcd9854d-s5h2w\" is forbidden: exceeded quota: cpu-quota, requested: requests.cpu=1, used: requests.cpu=10, limited: requests.cpu=10\n2m Warning FailedCreate replicaset/frontend-64bcd9854d Error creating: pods \"frontend-64bcd9854d-nhwkc\" is forbidden: exceeded quota: cpu-quota, requested: requests.cpu=1, used: requests.cpu=10, limited: requests.cpu=10\n2m Warning FailedCreate replicaset/frontend-64bcd9854d Error creating: pods \"frontend-64bcd9854d-9mwx2\" is forbidden: exceeded quota: cpu-quota, requested: requests.cpu=1, used: requests.cpu=10, limited: requests.cpu=10\n119s Warning FailedCreate replicaset/frontend-64bcd9854d Error creating: pods \"frontend-64bcd9854d-ll8nd\" is forbidden: exceeded quota: cpu-quota, requested: requests.cpu=1, used: requests.cpu=10, limited: requests.cpu=10\n38s Warning FailedCreate replicaset/frontend-64bcd9854d (combined from similar events): Error creating: pods \"frontend-64bcd9854d-fzvkf\" is forbidden: exceeded quota: cpu-quota, requested: requests.cpu=1, used: requests.cpu=10, limited: requests.cpu=10\n"
35
+ },
36
+ {
37
+ "tool_name": "GetResources",
38
+ "calling": "tool_name='GetResources' arguments={namespace: 'boutique', resource_type: 'resourcequota', name: None, show_labels: False, output_wide: False, label_selector: None}",
39
+ "output": "NAME AGE REQUEST LIMIT\ncpu-quota 113s requests.cpu: 10/10 \n"
40
+ },
41
+ {
42
+ "tool_name": "DescribeResource",
43
+ "calling": "tool_name='DescribeResource' arguments={namespace: 'boutique', resource_type: 'resourcequota', name: 'cpu-quota'}",
44
+ "output": "Name: cpu-quota\nNamespace: boutique\nResource Used Hard\n-------- ---- ----\nrequests.cpu 10 10\n"
45
+ },
46
+ {
47
+ "tool_name": "GetAppYAML",
48
+ "calling": "tool_name='GetAppYAML' arguments={app_name: 'frontend'}",
49
+ "output": "apiVersion: apps/v1\nkind: Deployment\nmetadata:\n name: frontend\n namespace: boutique\n labels:\n app: frontend\nspec:\n selector:\n matchLabels:\n app: frontend\n template:\n metadata:\n labels:\n app: frontend\n annotations:\n sidecar.istio.io/rewriteAppHTTPProbers: \"true\"\n spec:\n serviceAccountName: frontend\n securityContext:\n fsGroup: 1000\n runAsGroup: 1000\n runAsNonRoot: true\n runAsUser: 1000\n containers:\n - name: server\n securityContext:\n allowPrivilegeEscalation: false\n capabilities:\n drop:\n - ALL\n privileged: false\n readOnlyRootFilesystem: true\n image: us-central1-docker.pkg.dev/google-samples/microservices-demo/frontend:v0.10.3\n ports:\n - containerPort: 8080\n readinessProbe:\n initialDelaySeconds: 5\n httpGet:\n path: \"/_healthz\"\n port: 8080\n httpHeaders:\n - name: \"Cookie\"\n value: \"shop_session-id=x-readiness-probe\"\n livenessProbe:\n initialDelaySeconds: 5\n httpGet:\n path: \"/_healthz\"\n port: 8080\n httpHeaders:\n - name: \"Cookie\"\n value: \"shop_session-id=x-liveness-probe\"\n env:\n - name: PORT\n value: \"8080\"\n - name: PRODUCT_CATALOG_SERVICE_ADDR\n value: \"productcatalogservice:3550\"\n - name: CURRENCY_SERVICE_ADDR\n value: \"currencyservice:7000\"\n - name: CART_SERVICE_ADDR\n value: \"cartservice:7070\"\n - name: RECOMMENDATION_SERVICE_ADDR\n value: \"recommendationservice:8080\"\n - name: SHIPPING_SERVICE_ADDR\n value: \"shippingservice:50051\"\n - name: CHECKOUT_SERVICE_ADDR\n value: \"checkoutservice:5050\"\n - name: AD_SERVICE_ADDR\n value: \"adservice:9555\"\n - name: SHOPPING_ASSISTANT_SERVICE_ADDR\n value: \"shoppingassistantservice:80\"\n - name: ENABLE_PROFILER\n value: \"0\"\n resources:\n requests:\n cpu: 1000m\n memory: 64Mi\n limits:\n cpu: 1200m\n memory: 128Mi\n---\napiVersion: v1\nkind: Service\nmetadata:\n name: frontend\n namespace: boutique\n labels:\n app: frontend\nspec:\n type: ClusterIP\n selector:\n app: frontend\n ports:\n - name: http\n port: 80\n targetPort: 8080\n\n---\napiVersion: v1\nkind: ServiceAccount\nmetadata:\n name: frontend\n namespace: boutique\n\n---\napiVersion: v1\nkind: Service\nmetadata:\n name: frontend-external\n namespace: boutique\n labels:\n app: frontend\nspec:\n type: NodePort\n selector:\n app: frontend\n ports:\n - name: http\n port: 80\n targetPort: 8080\n nodePort: 30080"
50
+ }
51
+ ]
52
+ }
golden-trajectory/boutique/admission/18/path1.json ADDED
@@ -0,0 +1,52 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "statistics": {
3
+ "valid_tool_call_count": 7,
4
+ "total_trace_steps": 7,
5
+ "history_called_tool_names": [
6
+ "GetResources",
7
+ "GetErrorLogs",
8
+ "GetErrorLogs",
9
+ "GetResources",
10
+ "GetResources",
11
+ "GetResources",
12
+ "GetResources"
13
+ ]
14
+ },
15
+ "diagnostic_trace": [
16
+ {
17
+ "tool_name": "GetResources",
18
+ "calling": "tool_name='GetResources' arguments={namespace: 'boutique', resource_type: 'pod', name: None, show_labels: False, output_wide: False, label_selector: None}",
19
+ "output": "NAME READY STATUS RESTARTS AGE\nadservice-b7d6498c7-msgpw 1/1 Running 0 94s\ncartservice-8cbf5b9d4-vvd8p 1/1 Running 0 94s\ncheckoutservice-554b78c9c7-dxm8v 1/1 Running 0 94s\ncurrencyservice-8587d7cfd7-xjgxg 1/1 Running 0 93s\nemailservice-5dcd9bdff-l5wjn 1/1 Running 0 93s\nfrontend-64bcd9854d-2mkgn 1/1 Running 0 93s\nproductcatalogservice-d78f7f8f7-5rhxg 1/1 Running 0 93s\nrecommendationservice-55d4896647-kn999 1/1 Running 0 93s\nredis-cart-869b6f5f6d-j5nph 1/1 Running 0 92s\nshippingservice-77f56d9479-4xqjk 1/1 Running 0 92s\n"
20
+ },
21
+ {
22
+ "tool_name": "GetErrorLogs",
23
+ "calling": "tool_name='GetErrorLogs' arguments={namespace: 'boutique', service_name: 'frontend'}",
24
+ "output": "\"{\\n \\\"total_log_count\\\": 928,\\n \\\"total_errors\\\": 16,\\n \\\"total_error_ratio\\\": 0.0172,\\n \\\"patterns\\\": [\\n {\\n \\\"count\\\": 14,\\n \\\"ratio\\\": 0.0151,\\n \\\"sample\\\": \\\"{\\\\\\\"error\\\\\\\":\\\\\\\"failed to complete the order: rpc error: code = Internal desc = failed to charge card: could not charge the card: rpc error: code = Unavailable desc = connection error: desc = \\\\\\\\\\\\\\\"transport: Error while dialing: dial tcp 10.68.128.36:50051: connect: connection refused\\\\\\\\\\\\\\\"\\\\\\\",\\\\\\\"http.req.id\\\\\\\":\\\\\\\"13121ce6-1028-42ab-afe1-a0963208b274\\\\\\\",\\\\\\\"http.req.method\\\\\\\":\\\\\\\"POST\\\\\\\",\\\\\\\"http.req.path\\\\\\\":\\\\\\\"/cart/checkout\\\\\\\",\\\\\\\"message\\\\\\\":\\\\\\\"request error\\\\\\\",\\\\\\\"session\\\\\\\":\\\\\\\"0f0cbd25-4529-4376-8e3b-6b2bc8935249\\\\\\\",\\\\\\\"severity\\\\\\\":\\\\\\\"error\\\\\\\",\\\\\\\"timestamp\\\\\\\":\\\\\\\"2025-11-29T13:03:04.726111517Z\\\\\\\"}\\\"\\n },\\n {\\n \\\"count\\\": 1,\\n \\\"ratio\\\": 0.0011,\\n \\\"sample\\\": \\\"{\\\\\\\"message\\\\\\\":\\\\\\\"Failed to fetch the name of the cluster in which the pod is runningmetadata: GCE metadata \\\\\\\\\\\\\\\"instance/attributes/cluster-name\\\\\\\\\\\\\\\" not defined\\\\\\\",\\\\\\\"severity\\\\\\\":\\\\\\\"error\\\\\\\",\\\\\\\"timestamp\\\\\\\":\\\\\\\"2025-11-29T13:01:43.316572088Z\\\\\\\"}\\\"\\n },\\n {\\n \\\"count\\\": 1,\\n \\\"ratio\\\": 0.0011,\\n \\\"sample\\\": \\\"{\\\\\\\"message\\\\\\\":\\\\\\\"Failed to fetch the Zone of the node where the pod is scheduledmetadata: GCE metadata \\\\\\\\\\\\\\\"instance/zone\\\\\\\\\\\\\\\" not defined\\\\\\\",\\\\\\\"severity\\\\\\\":\\\\\\\"error\\\\\\\",\\\\\\\"timestamp\\\\\\\":\\\\\\\"2025-11-29T13:01:43.328552333Z\\\\\\\"}\\\"\\n }\\n ]\\n}\""
25
+ },
26
+ {
27
+ "tool_name": "GetErrorLogs",
28
+ "calling": "tool_name='GetErrorLogs' arguments={namespace: 'boutique', service_name: 'cartservice'}",
29
+ "output": "\"\""
30
+ },
31
+ {
32
+ "tool_name": "GetResources",
33
+ "calling": "tool_name='GetResources' arguments={namespace: 'boutique', resource_type: 'deploy', name: None, show_labels: False, output_wide: False, label_selector: None}",
34
+ "output": "NAME READY UP-TO-DATE AVAILABLE AGE\nadservice 1/1 1 1 100s\ncartservice 1/1 1 1 100s\ncheckoutservice 1/1 1 1 100s\ncurrencyservice 1/1 1 1 100s\nemailservice 1/1 1 1 99s\nfrontend 1/1 1 1 99s\npaymentservice 0/1 0 0 98s\nproductcatalogservice 1/1 1 1 99s\nrecommendationservice 1/1 1 1 99s\nredis-cart 1/1 1 1 98s\nshippingservice 1/1 1 1 98s\n"
35
+ },
36
+ {
37
+ "tool_name": "GetResources",
38
+ "calling": "tool_name='GetResources' arguments={namespace: 'boutique', resource_type: 'ep', name: None, show_labels: False, output_wide: False, label_selector: None}",
39
+ "output": "NAME ENDPOINTS AGE\nadservice 172.20.2.81:9555 111s\ncartservice 172.20.1.245:7070 111s\ncheckoutservice 172.20.2.82:5050 111s\ncurrencyservice 172.20.1.246:7000 110s\nemailservice 172.20.3.161:8080 110s\nfrontend 172.20.1.247:8080 110s\nfrontend-external 172.20.1.247:8080 110s\npaymentservice <none> 109s\nproductcatalogservice 172.20.2.83:3550 110s\nrecommendationservice 172.20.3.162:8080 110s\nredis-cart 172.20.2.84:6379 109s\nshippingservice 172.20.1.248:50051 109s\n"
40
+ },
41
+ {
42
+ "tool_name": "GetResources",
43
+ "calling": "tool_name='GetResources' arguments={namespace: 'boutique', resource_type: 'event', name: None, show_labels: False, output_wide: False, label_selector: None}",
44
+ "output": "2m1s Normal Scheduled pod/shippingservice-77f56d9479-4xqjk Successfully assigned boutique/shippingservice-77f56d9479-4xqjk to worker-01\n2m1s Normal Pulled pod/shippingservice-77f56d9479-4xqjk Container image \"us-central1-docker.pkg.dev/google-samples/microservices-demo/shippingservice:v0.10.3\" already present on machine\n2m1s Normal Created pod/shippingservice-77f56d9479-4xqjk Created container server\n2m1s Normal Started pod/shippingservice-77f56d9479-4xqjk Started container server\n2m1s Normal ScalingReplicaSet deployment/shippingservice Scaled up replica set shippingservice-77f56d9479 to 1\n2m1s Normal Pulled pod/redis-cart-869b6f5f6d-j5nph Container image \"redis:alpine\" already present on machine\n2m1s Warning FailedCreate replicaset/paymentservice-5797775987 Error creating: pods \"paymentservice-5797775987-ftbfz\" is forbidden: exceeded quota: cpu-request-quota, requested: requests.cpu=1, used: requests.cpu=10, limited: requests.cpu=10\n2m1s Normal Pulled pod/productcatalogservice-d78f7f8f7-5rhxg Container image \"us-central1-docker.pkg.dev/google-samples/microservices-demo/productcatalogservice:v0.10.3\" already present on machine\n2m1s Normal Created pod/productcatalogservice-d78f7f8f7-5rhxg Created container server\n2m1s Normal Started pod/productcatalogservice-d78f7f8f7-5rhxg Started container server\n2m1s Warning FailedCreate replicaset/paymentservice-5797775987 Error creating: pods \"paymentservice-5797775987-9cwzs\" is forbidden: exceeded quota: cpu-request-quota, requested: requests.cpu=1, used: requests.cpu=10, limited: requests.cpu=10\n2m1s Normal ScalingReplicaSet deployment/paymentservice Scaled up replica set paymentservice-5797775987 to 1\n2m1s Warning FailedCreate replicaset/paymentservice-5797775987 Error creating: pods \"paymentservice-5797775987-qdvjm\" is forbidden: exceeded quota: cpu-request-quota, requested: requests.cpu=1, used: requests.cpu=10, limited: requests.cpu=10\n2m1s Warning FailedCreate replicaset/paymentservice-5797775987 Error creating: pods \"paymentservice-5797775987-gnqzj\" is forbidden: exceeded quota: cpu-request-quota, requested: requests.cpu=1, used: requests.cpu=10, limited: requests.cpu=10\n2m Warning FailedCreate replicaset/paymentservice-5797775987 Error creating: pods \"paymentservice-5797775987-dpj69\" is forbidden: exceeded quota: cpu-request-quota, requested: requests.cpu=1, used: requests.cpu=10, limited: requests.cpu=10\n2m Warning FailedCreate replicaset/paymentservice-5797775987 Error creating: pods \"paymentservice-5797775987-k6pc4\" is forbidden: exceeded quota: cpu-request-quota, requested: requests.cpu=1, used: requests.cpu=10, limited: requests.cpu=10\n2m Warning FailedCreate replicaset/paymentservice-5797775987 Error creating: pods \"paymentservice-5797775987-vnj2p\" is forbidden: exceeded quota: cpu-request-quota, requested: requests.cpu=1, used: requests.cpu=10, limited: requests.cpu=10\n2m Warning FailedCreate replicaset/paymentservice-5797775987 Error creating: pods \"paymentservice-5797775987-9skf4\" is forbidden: exceeded quota: cpu-request-quota, requested: requests.cpu=1, used: requests.cpu=10, limited: requests.cpu=10\n119s Warning FailedCreate replicaset/paymentservice-5797775987 Error creating: pods \"paymentservice-5797775987-6dmnx\" is forbidden: exceeded quota: cpu-request-quota, requested: requests.cpu=1, used: requests.cpu=10, limited: requests.cpu=10\n39s Warning FailedCreate replicaset/paymentservice-5797775987 (combined from similar events): Error creating: pods \"paymentservice-5797775987-dn254\" is forbidden: exceeded quota: cpu-request-quota, requested: requests.cpu=1, used: requests.cpu=10, limited: requests.cpu=10\n"
45
+ },
46
+ {
47
+ "tool_name": "GetResources",
48
+ "calling": "tool_name='GetResources' arguments={namespace: 'boutique', resource_type: 'resourcequota', name: None, show_labels: False, output_wide: False, label_selector: None}",
49
+ "output": "NAME AGE REQUEST LIMIT\ncpu-request-quota 112s requests.cpu: 10/10 \n"
50
+ }
51
+ ]
52
+ }
golden-trajectory/boutique/admission/18/path2.json ADDED
@@ -0,0 +1,52 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "statistics": {
3
+ "valid_tool_call_count": 7,
4
+ "total_trace_steps": 7,
5
+ "history_called_tool_names": [
6
+ "GetResources",
7
+ "GetErrorLogs",
8
+ "GetResources",
9
+ "GetResources",
10
+ "DescribeResource",
11
+ "DescribeResource",
12
+ "GetResources"
13
+ ]
14
+ },
15
+ "diagnostic_trace": [
16
+ {
17
+ "tool_name": "GetResources",
18
+ "calling": "tool_name='GetResources' arguments={namespace: 'boutique', resource_type: 'pod', name: None, show_labels: False, output_wide: False, label_selector: None}",
19
+ "output": "NAME READY STATUS RESTARTS AGE\nadservice-b7d6498c7-msgpw 1/1 Running 0 94s\ncartservice-8cbf5b9d4-vvd8p 1/1 Running 0 94s\ncheckoutservice-554b78c9c7-dxm8v 1/1 Running 0 94s\ncurrencyservice-8587d7cfd7-xjgxg 1/1 Running 0 93s\nemailservice-5dcd9bdff-l5wjn 1/1 Running 0 93s\nfrontend-64bcd9854d-2mkgn 1/1 Running 0 93s\nproductcatalogservice-d78f7f8f7-5rhxg 1/1 Running 0 93s\nrecommendationservice-55d4896647-kn999 1/1 Running 0 93s\nredis-cart-869b6f5f6d-j5nph 1/1 Running 0 92s\nshippingservice-77f56d9479-4xqjk 1/1 Running 0 92s\n"
20
+ },
21
+ {
22
+ "tool_name": "GetErrorLogs",
23
+ "calling": "tool_name='GetErrorLogs' arguments={namespace: 'boutique', service_name: 'frontend'}",
24
+ "output": "\"{\\n \\\"total_log_count\\\": 928,\\n \\\"total_errors\\\": 16,\\n \\\"total_error_ratio\\\": 0.0172,\\n \\\"patterns\\\": [\\n {\\n \\\"count\\\": 14,\\n \\\"ratio\\\": 0.0151,\\n \\\"sample\\\": \\\"{\\\\\\\"error\\\\\\\":\\\\\\\"failed to complete the order: rpc error: code = Internal desc = failed to charge card: could not charge the card: rpc error: code = Unavailable desc = connection error: desc = \\\\\\\\\\\\\\\"transport: Error while dialing: dial tcp 10.68.128.36:50051: connect: connection refused\\\\\\\\\\\\\\\"\\\\\\\",\\\\\\\"http.req.id\\\\\\\":\\\\\\\"13121ce6-1028-42ab-afe1-a0963208b274\\\\\\\",\\\\\\\"http.req.method\\\\\\\":\\\\\\\"POST\\\\\\\",\\\\\\\"http.req.path\\\\\\\":\\\\\\\"/cart/checkout\\\\\\\",\\\\\\\"message\\\\\\\":\\\\\\\"request error\\\\\\\",\\\\\\\"session\\\\\\\":\\\\\\\"0f0cbd25-4529-4376-8e3b-6b2bc8935249\\\\\\\",\\\\\\\"severity\\\\\\\":\\\\\\\"error\\\\\\\",\\\\\\\"timestamp\\\\\\\":\\\\\\\"2025-11-29T13:03:04.726111517Z\\\\\\\"}\\\"\\n },\\n {\\n \\\"count\\\": 1,\\n \\\"ratio\\\": 0.0011,\\n \\\"sample\\\": \\\"{\\\\\\\"message\\\\\\\":\\\\\\\"Failed to fetch the name of the cluster in which the pod is runningmetadata: GCE metadata \\\\\\\\\\\\\\\"instance/attributes/cluster-name\\\\\\\\\\\\\\\" not defined\\\\\\\",\\\\\\\"severity\\\\\\\":\\\\\\\"error\\\\\\\",\\\\\\\"timestamp\\\\\\\":\\\\\\\"2025-11-29T13:01:43.316572088Z\\\\\\\"}\\\"\\n },\\n {\\n \\\"count\\\": 1,\\n \\\"ratio\\\": 0.0011,\\n \\\"sample\\\": \\\"{\\\\\\\"message\\\\\\\":\\\\\\\"Failed to fetch the Zone of the node where the pod is scheduledmetadata: GCE metadata \\\\\\\\\\\\\\\"instance/zone\\\\\\\\\\\\\\\" not defined\\\\\\\",\\\\\\\"severity\\\\\\\":\\\\\\\"error\\\\\\\",\\\\\\\"timestamp\\\\\\\":\\\\\\\"2025-11-29T13:01:43.328552333Z\\\\\\\"}\\\"\\n }\\n ]\\n}\""
25
+ },
26
+ {
27
+ "tool_name": "GetResources",
28
+ "calling": "tool_name='GetResources' arguments={namespace: 'boutique', resource_type: 'svc', name: None, show_labels: False, output_wide: False, label_selector: None}",
29
+ "output": "NAME TYPE CLUSTER-IP EXTERNAL-IP PORT(S) AGE\nadservice ClusterIP 10.68.80.210 <none> 9555/TCP 97s\ncartservice ClusterIP 10.68.26.43 <none> 7070/TCP 97s\ncheckoutservice ClusterIP 10.68.229.134 <none> 5050/TCP 97s\ncurrencyservice ClusterIP 10.68.223.26 <none> 7000/TCP 96s\nemailservice ClusterIP 10.68.206.17 <none> 5000/TCP 96s\nfrontend ClusterIP 10.68.141.80 <none> 80/TCP 96s\nfrontend-external NodePort 10.68.193.5 <none> 80:30080/TCP 96s\npaymentservice ClusterIP 10.68.128.36 <none> 50051/TCP 95s\nproductcatalogservice ClusterIP 10.68.181.99 <none> 3550/TCP 96s\nrecommendationservice ClusterIP 10.68.210.139 <none> 8080/TCP 96s\nredis-cart ClusterIP 10.68.233.196 <none> 6379/TCP 95s\nshippingservice ClusterIP 10.68.72.136 <none> 50051/TCP 95s\n"
30
+ },
31
+ {
32
+ "tool_name": "GetResources",
33
+ "calling": "tool_name='GetResources' arguments={namespace: 'boutique', resource_type: 'deploy', name: None, show_labels: False, output_wide: False, label_selector: None}",
34
+ "output": "NAME READY UP-TO-DATE AVAILABLE AGE\nadservice 1/1 1 1 100s\ncartservice 1/1 1 1 100s\ncheckoutservice 1/1 1 1 100s\ncurrencyservice 1/1 1 1 100s\nemailservice 1/1 1 1 99s\nfrontend 1/1 1 1 99s\npaymentservice 0/1 0 0 98s\nproductcatalogservice 1/1 1 1 99s\nrecommendationservice 1/1 1 1 99s\nredis-cart 1/1 1 1 98s\nshippingservice 1/1 1 1 98s\n"
35
+ },
36
+ {
37
+ "tool_name": "DescribeResource",
38
+ "calling": "tool_name='DescribeResource' arguments={namespace: 'boutique', resource_type: 'deploy', name: 'paymentservice'}",
39
+ "output": "Name: paymentservice\nNamespace: boutique\nCreationTimestamp: Sat, 29 Nov 2025 21:01:43 +0800\nLabels: app=paymentservice\nAnnotations: deployment.kubernetes.io/revision: 1\nSelector: app=paymentservice\nReplicas: 1 desired | 0 updated | 0 total | 0 available | 1 unavailable\nStrategyType: RollingUpdate\nMinReadySeconds: 0\nRollingUpdateStrategy: 25% max unavailable, 25% max surge\nPod Template:\n Labels: app=paymentservice\n Service Account: paymentservice\n Containers:\n server:\n Image: us-central1-docker.pkg.dev/google-samples/microservices-demo/paymentservice:v0.10.3\n Port: 50051/TCP\n Host Port: 0/TCP\n Limits:\n cpu: 1200m\n memory: 128Mi\n Requests:\n cpu: 1\n memory: 64Mi\n Liveness: grpc <pod>:50051 delay=5s timeout=1s period=10s #success=1 #failure=3\n Readiness: grpc <pod>:50051 delay=5s timeout=1s period=10s #success=1 #failure=3\n Environment:\n PORT: 50051\n DISABLE_PROFILER: 1\n Mounts: <none>\n Volumes: <none>\n Node-Selectors: <none>\n Tolerations: <none>\nConditions:\n Type Status Reason\n ---- ------ ------\n Progressing True NewReplicaSetCreated\n Available False MinimumReplicasUnavailable\n ReplicaFailure True FailedCreate\nOldReplicaSets: <none>\nNewReplicaSet: paymentservice-5797775987 (0/1 replicas created)\nEvents:\n Type Reason Age From Message\n ---- ------ ---- ---- -------\n Normal ScalingReplicaSet 99s deployment-controller Scaled up replica set paymentservice-5797775987 to 1\n"
40
+ },
41
+ {
42
+ "tool_name": "DescribeResource",
43
+ "calling": "tool_name='DescribeResource' arguments={namespace: 'boutique', resource_type: 'replicaset', name: 'paymentservice-5797775987'}",
44
+ "output": "Name: paymentservice-5797775987\nNamespace: boutique\nSelector: app=paymentservice,pod-template-hash=5797775987\nLabels: app=paymentservice\n pod-template-hash=5797775987\nAnnotations: deployment.kubernetes.io/desired-replicas: 1\n deployment.kubernetes.io/max-replicas: 2\n deployment.kubernetes.io/revision: 1\nControlled By: Deployment/paymentservice\nReplicas: 0 current / 1 desired\nPods Status: 0 Running / 0 Waiting / 0 Succeeded / 0 Failed\nPod Template:\n Labels: app=paymentservice\n pod-template-hash=5797775987\n Service Account: paymentservice\n Containers:\n server:\n Image: us-central1-docker.pkg.dev/google-samples/microservices-demo/paymentservice:v0.10.3\n Port: 50051/TCP\n Host Port: 0/TCP\n Limits:\n cpu: 1200m\n memory: 128Mi\n Requests:\n cpu: 1\n memory: 64Mi\n Liveness: grpc <pod>:50051 delay=5s timeout=1s period=10s #success=1 #failure=3\n Readiness: grpc <pod>:50051 delay=5s timeout=1s period=10s #success=1 #failure=3\n Environment:\n PORT: 50051\n DISABLE_PROFILER: 1\n Mounts: <none>\n Volumes: <none>\n Node-Selectors: <none>\n Tolerations: <none>\nConditions:\n Type Status Reason\n ---- ------ ------\n ReplicaFailure True FailedCreate\nEvents:\n Type Reason Age From Message\n ---- ------ ---- ---- -------\n Warning FailedCreate 104s replicaset-controller Error creating: pods \"paymentservice-5797775987-ftbfz\" is forbidden: exceeded quota: cpu-request-quota, requested: requests.cpu=1, used: requests.cpu=10, limited: requests.cpu=10\n Warning FailedCreate 104s replicaset-controller Error creating: pods \"paymentservice-5797775987-9cwzs\" is forbidden: exceeded quota: cpu-request-quota, requested: requests.cpu=1, used: requests.cpu=10, limited: requests.cpu=10\n Warning FailedCreate 104s replicaset-controller Error creating: pods \"paymentservice-5797775987-gnqzj\" is forbidden: exceeded quota: cpu-request-quota, requested: requests.cpu=1, used: requests.cpu=10, limited: requests.cpu=10\n Warning FailedCreate 104s replicaset-controller Error creating: pods \"paymentservice-5797775987-qdvjm\" is forbidden: exceeded quota: cpu-request-quota, requested: requests.cpu=1, used: requests.cpu=10, limited: requests.cpu=10\n Warning FailedCreate 103s replicaset-controller Error creating: pods \"paymentservice-5797775987-dpj69\" is forbidden: exceeded quota: cpu-request-quota, requested: requests.cpu=1, used: requests.cpu=10, limited: requests.cpu=10\n Warning FailedCreate 103s replicaset-controller Error creating: pods \"paymentservice-5797775987-k6pc4\" is forbidden: exceeded quota: cpu-request-quota, requested: requests.cpu=1, used: requests.cpu=10, limited: requests.cpu=10\n Warning FailedCreate 103s replicaset-controller Error creating: pods \"paymentservice-5797775987-vnj2p\" is forbidden: exceeded quota: cpu-request-quota, requested: requests.cpu=1, used: requests.cpu=10, limited: requests.cpu=10\n Warning FailedCreate 103s replicaset-controller Error creating: pods \"paymentservice-5797775987-9skf4\" is forbidden: exceeded quota: cpu-request-quota, requested: requests.cpu=1, used: requests.cpu=10, limited: requests.cpu=10\n Warning FailedCreate 102s replicaset-controller Error creating: pods \"paymentservice-5797775987-6dmnx\" is forbidden: exceeded quota: cpu-request-quota, requested: requests.cpu=1, used: requests.cpu=10, limited: requests.cpu=10\n Warning FailedCreate 22s (x6 over 101s) replicaset-controller (combined from similar events): Error creating: pods \"paymentservice-5797775987-dn254\" is forbidden: exceeded quota: cpu-request-quota, requested: requests.cpu=1, used: requests.cpu=10, limited: requests.cpu=10\n"
45
+ },
46
+ {
47
+ "tool_name": "GetResources",
48
+ "calling": "tool_name='GetResources' arguments={namespace: 'boutique', resource_type: 'resourcequota', name: None, show_labels: False, output_wide: False, label_selector: None}",
49
+ "output": "NAME AGE REQUEST LIMIT\ncpu-request-quota 112s requests.cpu: 10/10 \n"
50
+ }
51
+ ]
52
+ }
golden-trajectory/boutique/admission/19/path1.json ADDED
@@ -0,0 +1,46 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "statistics": {
3
+ "valid_tool_call_count": 6,
4
+ "total_trace_steps": 6,
5
+ "history_called_tool_names": [
6
+ "GetResources",
7
+ "GetErrorLogs",
8
+ "GetResources",
9
+ "GetResources",
10
+ "GetResources",
11
+ "GetAppYAML"
12
+ ]
13
+ },
14
+ "diagnostic_trace": [
15
+ {
16
+ "tool_name": "GetResources",
17
+ "calling": "tool_name='GetResources' arguments={namespace: 'boutique', resource_type: 'pod', name: None, show_labels: False, output_wide: False, label_selector: None}",
18
+ "output": "NAME READY STATUS RESTARTS AGE\nadservice-b7d6498c7-qj7tt 1/1 Running 0 94s\ncartservice-8cbf5b9d4-9pnlr 1/1 Running 0 94s\ncheckoutservice-554b78c9c7-d4wk5 1/1 Running 0 94s\ncurrencyservice-8587d7cfd7-n9mc6 1/1 Running 0 94s\nemailservice-5dcd9bdff-7t4vk 1/1 Running 0 93s\nfrontend-64bcd9854d-fwrm9 1/1 Running 0 93s\npaymentservice-5797775987-k8n8l 1/1 Running 0 93s\nrecommendationservice-55d4896647-r7rd6 1/1 Running 0 93s\nredis-cart-869b6f5f6d-gccv2 1/1 Running 0 92s\nshippingservice-77f56d9479-srfvq 1/1 Running 0 92s\n"
19
+ },
20
+ {
21
+ "tool_name": "GetErrorLogs",
22
+ "calling": "tool_name='GetErrorLogs' arguments={namespace: 'boutique', service_name: 'frontend'}",
23
+ "output": "\"{\\n \\\"total_log_count\\\": 873,\\n \\\"total_errors\\\": 178,\\n \\\"total_error_ratio\\\": 0.2039,\\n \\\"patterns\\\": [\\n {\\n \\\"count\\\": 102,\\n \\\"ratio\\\": 0.1168,\\n \\\"sample\\\": \\\"{\\\\\\\"error\\\\\\\":\\\\\\\"could not retrieve product: rpc error: code = Unavailable desc = connection error: desc = \\\\\\\\\\\\\\\"transport: Error while dialing: dial tcp 10.68.239.222:3550: connect: connection refused\\\\\\\\\\\\\\\"\\\\\\\",\\\\\\\"http.req.id\\\\\\\":\\\\\\\"46973927-818a-425d-ad77-c6e684a932de\\\\\\\",\\\\\\\"http.req.method\\\\\\\":\\\\\\\"GET\\\\\\\",\\\\\\\"http.req.path\\\\\\\":\\\\\\\"/product/LS4PSXUNUM\\\\\\\",\\\\\\\"message\\\\\\\":\\\\\\\"request error\\\\\\\",\\\\\\\"session\\\\\\\":\\\\\\\"9b0a9ca4-2629-4fa4-96ec-dce55b1c4d67\\\\\\\",\\\\\\\"severity\\\\\\\":\\\\\\\"error\\\\\\\",\\\\\\\"timestamp\\\\\\\":\\\\\\\"2025-11-29T13:06:06.713377789Z\\\\\\\"}\\\"\\n },\\n {\\n \\\"count\\\": 38,\\n \\\"ratio\\\": 0.0435,\\n \\\"sample\\\": \\\"{\\\\\\\"error\\\\\\\":\\\\\\\"could not retrieve products: rpc error: code = Unavailable desc = connection error: desc = \\\\\\\\\\\\\\\"transport: Error while dialing: dial tcp 10.68.239.222:3550: connect: connection refused\\\\\\\\\\\\\\\"\\\\\\\",\\\\\\\"http.req.id\\\\\\\":\\\\\\\"d01130fa-982b-4681-bc33-9dac2dd74367\\\\\\\",\\\\\\\"http.req.method\\\\\\\":\\\\\\\"GET\\\\\\\",\\\\\\\"http.req.path\\\\\\\":\\\\\\\"/\\\\\\\",\\\\\\\"message\\\\\\\":\\\\\\\"request error\\\\\\\",\\\\\\\"session\\\\\\\":\\\\\\\"04cc86be-68a4-41cf-a9ff-093676f790e6\\\\\\\",\\\\\\\"severity\\\\\\\":\\\\\\\"error\\\\\\\",\\\\\\\"timestamp\\\\\\\":\\\\\\\"2025-11-29T13:06:06.002689916Z\\\\\\\"}\\\"\\n },\\n {\\n \\\"count\\\": 36,\\n \\\"ratio\\\": 0.0412,\\n \\\"sample\\\": \\\"{\\\\\\\"error\\\\\\\":\\\\\\\"rpc error: code = Unknown desc = Exception calling application: \\\\\\\\u003c_InactiveRpcError of RPC that terminated with:\\\\\\\\n\\\\\\\\tstatus = StatusCode.UNAVAILABLE\\\\\\\\n\\\\\\\\tdetails = \\\\\\\\\\\\\\\"failed to connect to all addresses; last error: UNKNOWN: ipv4:10.68.239.222:3550: Failed to connect to remote host: Connection refused\\\\\\\\\\\\\\\"\\\\\\\\n\\\\\\\\tdebug_error_string = \\\\\\\\\\\\\\\"UNKNOWN:failed to connect to all addresses; last error: UNKNOWN: ipv4:10.68.239.222:3550: Failed to connect to remote host: Connection refused {created_time:\\\\\\\\\\\\\\\"2025-11-29T13:06:06.24022724+00:00\\\\\\\\\\\\\\\", grpc_status:14}\\\\\\\\\\\\\\\"\\\\\\\\n\\\\\\\\u003e\\\\\\\",\\\\\\\"http.req.id\\\\\\\":\\\\\\\"0ce30ad8-ea9f-4c4d-b49e-26d5019683db\\\\\\\",\\\\\\\"http.req.method\\\\\\\":\\\\\\\"GET\\\\\\\",\\\\\\\"http.req.path\\\\\\\":\\\\\\\"/cart\\\\\\\",\\\\\\\"message\\\\\\\":\\\\\\\"failed to get product recommendations\\\\\\\",\\\\\\\"session\\\\\\\":\\\\\\\"147e0540-2e49-42a5-b153-602d5e4c56f1\\\\\\\",\\\\\\\"severity\\\\\\\":\\\\\\\"warning\\\\\\\",\\\\\\\"timestamp\\\\\\\":\\\\\\\"2025-11-29T13:06:06.24149252Z\\\\\\\"}\\\"\\n },\\n {\\n \\\"count\\\": 1,\\n \\\"ratio\\\": 0.0011,\\n \\\"sample\\\": \\\"{\\\\\\\"message\\\\\\\":\\\\\\\"Failed to fetch the name of the cluster in which the pod is runningmetadata: GCE metadata \\\\\\\\\\\\\\\"instance/attributes/cluster-name\\\\\\\\\\\\\\\" not defined\\\\\\\",\\\\\\\"severity\\\\\\\":\\\\\\\"error\\\\\\\",\\\\\\\"timestamp\\\\\\\":\\\\\\\"2025-11-29T13:04:45.022984046Z\\\\\\\"}\\\"\\n },\\n {\\n \\\"count\\\": 1,\\n \\\"ratio\\\": 0.0011,\\n \\\"sample\\\": \\\"{\\\\\\\"message\\\\\\\":\\\\\\\"Failed to fetch the Zone of the node where the pod is scheduledmetadata: GCE metadata \\\\\\\\\\\\\\\"instance/zone\\\\\\\\\\\\\\\" not defined\\\\\\\",\\\\\\\"severity\\\\\\\":\\\\\\\"error\\\\\\\",\\\\\\\"timestamp\\\\\\\":\\\\\\\"2025-11-29T13:04:45.033051726Z\\\\\\\"}\\\"\\n }\\n ]\\n}\""
24
+ },
25
+ {
26
+ "tool_name": "GetResources",
27
+ "calling": "tool_name='GetResources' arguments={namespace: 'boutique', resource_type: 'deploy', name: None, show_labels: False, output_wide: False, label_selector: None}",
28
+ "output": "NAME READY UP-TO-DATE AVAILABLE AGE\nadservice 1/1 1 1 99s\ncartservice 1/1 1 1 99s\ncheckoutservice 1/1 1 1 99s\ncurrencyservice 1/1 1 1 99s\nemailservice 1/1 1 1 98s\nfrontend 1/1 1 1 98s\npaymentservice 1/1 1 1 98s\nproductcatalogservice 0/1 0 0 97s\nrecommendationservice 1/1 1 1 98s\nredis-cart 1/1 1 1 98s\nshippingservice 1/1 1 1 97s\n"
29
+ },
30
+ {
31
+ "tool_name": "GetResources",
32
+ "calling": "tool_name='GetResources' arguments={namespace: 'boutique', resource_type: 'event', name: None, show_labels: False, output_wide: False, label_selector: None}",
33
+ "output": "2m Normal Created pod/recommendationservice-55d4896647-r7rd6 Created container server\n2m Normal Pulled pod/recommendationservice-55d4896647-r7rd6 Container image \"us-central1-docker.pkg.dev/google-samples/microservices-demo/recommendationservice:v0.10.3\" already present on machine\n2m Normal Created pod/paymentservice-5797775987-k8n8l Created container server\n2m Normal SuccessfulCreate replicaset/shippingservice-77f56d9479 Created pod: shippingservice-77f56d9479-srfvq\n2m Warning FailedCreate replicaset/productcatalogservice-d78f7f8f7 Error creating: pods \"productcatalogservice-d78f7f8f7-zdrm2\" is forbidden: exceeded quota: cpu-quota, requested: requests.cpu=1, used: requests.cpu=10, limited: requests.cpu=10\n2m Warning FailedCreate replicaset/productcatalogservice-d78f7f8f7 Error creating: pods \"productcatalogservice-d78f7f8f7-t78ms\" is forbidden: exceeded quota: cpu-quota, requested: requests.cpu=1, used: requests.cpu=10, limited: requests.cpu=10\n2m Warning FailedCreate replicaset/productcatalogservice-d78f7f8f7 Error creating: pods \"productcatalogservice-d78f7f8f7-gpnm4\" is forbidden: exceeded quota: cpu-quota, requested: requests.cpu=1, used: requests.cpu=10, limited: requests.cpu=10\n2m Warning FailedCreate replicaset/productcatalogservice-d78f7f8f7 Error creating: pods \"productcatalogservice-d78f7f8f7-h6ffm\" is forbidden: exceeded quota: cpu-quota, requested: requests.cpu=1, used: requests.cpu=10, limited: requests.cpu=10\n2m Normal Scheduled pod/redis-cart-869b6f5f6d-gccv2 Successfully assigned boutique/redis-cart-869b6f5f6d-gccv2 to worker-02\n2m Normal Created pod/redis-cart-869b6f5f6d-gccv2 Created container redis\n2m Normal Started pod/redis-cart-869b6f5f6d-gccv2 Started container redis\n2m Normal SuccessfulCreate replicaset/redis-cart-869b6f5f6d Created pod: redis-cart-869b6f5f6d-gccv2\n2m Normal Started pod/frontend-64bcd9854d-fwrm9 Started container server\n2m Normal Pulled pod/shippingservice-77f56d9479-srfvq Container image \"us-central1-docker.pkg.dev/google-samples/microservices-demo/shippingservice:v0.10.3\" already present on machine\n119s Warning FailedCreate replicaset/productcatalogservice-d78f7f8f7 Error creating: pods \"productcatalogservice-d78f7f8f7-k75wk\" is forbidden: exceeded quota: cpu-quota, requested: requests.cpu=1, used: requests.cpu=10, limited: requests.cpu=10\n119s Warning FailedCreate replicaset/productcatalogservice-d78f7f8f7 Error creating: pods \"productcatalogservice-d78f7f8f7-7kzdd\" is forbidden: exceeded quota: cpu-quota, requested: requests.cpu=1, used: requests.cpu=10, limited: requests.cpu=10\n119s Warning FailedCreate replicaset/productcatalogservice-d78f7f8f7 Error creating: pods \"productcatalogservice-d78f7f8f7-drbff\" is forbidden: exceeded quota: cpu-quota, requested: requests.cpu=1, used: requests.cpu=10, limited: requests.cpu=10\n119s Warning FailedCreate replicaset/productcatalogservice-d78f7f8f7 Error creating: pods \"productcatalogservice-d78f7f8f7-xnjrp\" is forbidden: exceeded quota: cpu-quota, requested: requests.cpu=1, used: requests.cpu=10, limited: requests.cpu=10\n119s Warning FailedCreate replicaset/productcatalogservice-d78f7f8f7 Error creating: pods \"productcatalogservice-d78f7f8f7-bvtzn\" is forbidden: exceeded quota: cpu-quota, requested: requests.cpu=1, used: requests.cpu=10, limited: requests.cpu=10\n38s Warning FailedCreate replicaset/productcatalogservice-d78f7f8f7 (combined from similar events): Error creating: pods \"productcatalogservice-d78f7f8f7-k8tz4\" is forbidden: exceeded quota: cpu-quota, requested: requests.cpu=1, used: requests.cpu=10, limited: requests.cpu=10\n"
34
+ },
35
+ {
36
+ "tool_name": "GetResources",
37
+ "calling": "tool_name='GetResources' arguments={namespace: 'boutique', resource_type: 'resourcequota', name: None, show_labels: False, output_wide: False, label_selector: None}",
38
+ "output": "NAME AGE REQUEST LIMIT\ncpu-quota 112s requests.cpu: 10/10 \n"
39
+ },
40
+ {
41
+ "tool_name": "GetAppYAML",
42
+ "calling": "tool_name='GetAppYAML' arguments={app_name: 'paymentservice'}",
43
+ "output": "apiVersion: apps/v1\nkind: Deployment\nmetadata:\n name: paymentservice\n namespace: boutique\n labels:\n app: paymentservice\nspec:\n selector:\n matchLabels:\n app: paymentservice\n template:\n metadata:\n labels:\n app: paymentservice\n spec:\n serviceAccountName: paymentservice\n terminationGracePeriodSeconds: 5\n securityContext:\n fsGroup: 1000\n runAsGroup: 1000\n runAsNonRoot: true\n runAsUser: 1000\n containers:\n - name: server\n securityContext:\n allowPrivilegeEscalation: false\n capabilities:\n drop:\n - ALL\n privileged: false\n readOnlyRootFilesystem: true\n image: us-central1-docker.pkg.dev/google-samples/microservices-demo/paymentservice:v0.10.3\n ports:\n - containerPort: 50051\n env:\n - name: PORT\n value: \"50051\"\n - name: DISABLE_PROFILER\n value: \"1\"\n readinessProbe:\n initialDelaySeconds: 5\n grpc:\n port: 50051\n livenessProbe:\n initialDelaySeconds: 5\n grpc:\n port: 50051\n resources:\n requests:\n cpu: 1000m\n memory: 64Mi\n limits:\n cpu: 1200m\n memory: 128Mi\n---\napiVersion: v1\nkind: Service\nmetadata:\n name: paymentservice\n namespace: boutique\n labels:\n app: paymentservice\nspec:\n type: ClusterIP\n selector:\n app: paymentservice\n ports:\n - name: grpc\n port: 50051\n targetPort: 50051\n---\napiVersion: v1\nkind: ServiceAccount\nmetadata:\n name: paymentservice\n namespace: boutique"
44
+ }
45
+ ]
46
+ }
golden-trajectory/boutique/admission/19/path2.json ADDED
@@ -0,0 +1,64 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "statistics": {
3
+ "valid_tool_call_count": 9,
4
+ "total_trace_steps": 9,
5
+ "history_called_tool_names": [
6
+ "GetResources",
7
+ "GetErrorLogs",
8
+ "GetResources",
9
+ "GetErrorLogs",
10
+ "GetResources",
11
+ "GetResources",
12
+ "GetResources",
13
+ "DescribeResource",
14
+ "GetAppYAML"
15
+ ]
16
+ },
17
+ "diagnostic_trace": [
18
+ {
19
+ "tool_name": "GetResources",
20
+ "calling": "tool_name='GetResources' arguments={namespace: 'boutique', resource_type: 'pod', name: None, show_labels: False, output_wide: False, label_selector: None}",
21
+ "output": "NAME READY STATUS RESTARTS AGE\nadservice-b7d6498c7-qj7tt 1/1 Running 0 94s\ncartservice-8cbf5b9d4-9pnlr 1/1 Running 0 94s\ncheckoutservice-554b78c9c7-d4wk5 1/1 Running 0 94s\ncurrencyservice-8587d7cfd7-n9mc6 1/1 Running 0 94s\nemailservice-5dcd9bdff-7t4vk 1/1 Running 0 93s\nfrontend-64bcd9854d-fwrm9 1/1 Running 0 93s\npaymentservice-5797775987-k8n8l 1/1 Running 0 93s\nrecommendationservice-55d4896647-r7rd6 1/1 Running 0 93s\nredis-cart-869b6f5f6d-gccv2 1/1 Running 0 92s\nshippingservice-77f56d9479-srfvq 1/1 Running 0 92s\n"
22
+ },
23
+ {
24
+ "tool_name": "GetErrorLogs",
25
+ "calling": "tool_name='GetErrorLogs' arguments={namespace: 'boutique', service_name: 'frontend'}",
26
+ "output": "\"{\\n \\\"total_log_count\\\": 873,\\n \\\"total_errors\\\": 178,\\n \\\"total_error_ratio\\\": 0.2039,\\n \\\"patterns\\\": [\\n {\\n \\\"count\\\": 102,\\n \\\"ratio\\\": 0.1168,\\n \\\"sample\\\": \\\"{\\\\\\\"error\\\\\\\":\\\\\\\"could not retrieve product: rpc error: code = Unavailable desc = connection error: desc = \\\\\\\\\\\\\\\"transport: Error while dialing: dial tcp 10.68.239.222:3550: connect: connection refused\\\\\\\\\\\\\\\"\\\\\\\",\\\\\\\"http.req.id\\\\\\\":\\\\\\\"46973927-818a-425d-ad77-c6e684a932de\\\\\\\",\\\\\\\"http.req.method\\\\\\\":\\\\\\\"GET\\\\\\\",\\\\\\\"http.req.path\\\\\\\":\\\\\\\"/product/LS4PSXUNUM\\\\\\\",\\\\\\\"message\\\\\\\":\\\\\\\"request error\\\\\\\",\\\\\\\"session\\\\\\\":\\\\\\\"9b0a9ca4-2629-4fa4-96ec-dce55b1c4d67\\\\\\\",\\\\\\\"severity\\\\\\\":\\\\\\\"error\\\\\\\",\\\\\\\"timestamp\\\\\\\":\\\\\\\"2025-11-29T13:06:06.713377789Z\\\\\\\"}\\\"\\n },\\n {\\n \\\"count\\\": 38,\\n \\\"ratio\\\": 0.0435,\\n \\\"sample\\\": \\\"{\\\\\\\"error\\\\\\\":\\\\\\\"could not retrieve products: rpc error: code = Unavailable desc = connection error: desc = \\\\\\\\\\\\\\\"transport: Error while dialing: dial tcp 10.68.239.222:3550: connect: connection refused\\\\\\\\\\\\\\\"\\\\\\\",\\\\\\\"http.req.id\\\\\\\":\\\\\\\"d01130fa-982b-4681-bc33-9dac2dd74367\\\\\\\",\\\\\\\"http.req.method\\\\\\\":\\\\\\\"GET\\\\\\\",\\\\\\\"http.req.path\\\\\\\":\\\\\\\"/\\\\\\\",\\\\\\\"message\\\\\\\":\\\\\\\"request error\\\\\\\",\\\\\\\"session\\\\\\\":\\\\\\\"04cc86be-68a4-41cf-a9ff-093676f790e6\\\\\\\",\\\\\\\"severity\\\\\\\":\\\\\\\"error\\\\\\\",\\\\\\\"timestamp\\\\\\\":\\\\\\\"2025-11-29T13:06:06.002689916Z\\\\\\\"}\\\"\\n },\\n {\\n \\\"count\\\": 36,\\n \\\"ratio\\\": 0.0412,\\n \\\"sample\\\": \\\"{\\\\\\\"error\\\\\\\":\\\\\\\"rpc error: code = Unknown desc = Exception calling application: \\\\\\\\u003c_InactiveRpcError of RPC that terminated with:\\\\\\\\n\\\\\\\\tstatus = StatusCode.UNAVAILABLE\\\\\\\\n\\\\\\\\tdetails = \\\\\\\\\\\\\\\"failed to connect to all addresses; last error: UNKNOWN: ipv4:10.68.239.222:3550: Failed to connect to remote host: Connection refused\\\\\\\\\\\\\\\"\\\\\\\\n\\\\\\\\tdebug_error_string = \\\\\\\\\\\\\\\"UNKNOWN:failed to connect to all addresses; last error: UNKNOWN: ipv4:10.68.239.222:3550: Failed to connect to remote host: Connection refused {created_time:\\\\\\\\\\\\\\\"2025-11-29T13:06:06.24022724+00:00\\\\\\\\\\\\\\\", grpc_status:14}\\\\\\\\\\\\\\\"\\\\\\\\n\\\\\\\\u003e\\\\\\\",\\\\\\\"http.req.id\\\\\\\":\\\\\\\"0ce30ad8-ea9f-4c4d-b49e-26d5019683db\\\\\\\",\\\\\\\"http.req.method\\\\\\\":\\\\\\\"GET\\\\\\\",\\\\\\\"http.req.path\\\\\\\":\\\\\\\"/cart\\\\\\\",\\\\\\\"message\\\\\\\":\\\\\\\"failed to get product recommendations\\\\\\\",\\\\\\\"session\\\\\\\":\\\\\\\"147e0540-2e49-42a5-b153-602d5e4c56f1\\\\\\\",\\\\\\\"severity\\\\\\\":\\\\\\\"warning\\\\\\\",\\\\\\\"timestamp\\\\\\\":\\\\\\\"2025-11-29T13:06:06.24149252Z\\\\\\\"}\\\"\\n },\\n {\\n \\\"count\\\": 1,\\n \\\"ratio\\\": 0.0011,\\n \\\"sample\\\": \\\"{\\\\\\\"message\\\\\\\":\\\\\\\"Failed to fetch the name of the cluster in which the pod is runningmetadata: GCE metadata \\\\\\\\\\\\\\\"instance/attributes/cluster-name\\\\\\\\\\\\\\\" not defined\\\\\\\",\\\\\\\"severity\\\\\\\":\\\\\\\"error\\\\\\\",\\\\\\\"timestamp\\\\\\\":\\\\\\\"2025-11-29T13:04:45.022984046Z\\\\\\\"}\\\"\\n },\\n {\\n \\\"count\\\": 1,\\n \\\"ratio\\\": 0.0011,\\n \\\"sample\\\": \\\"{\\\\\\\"message\\\\\\\":\\\\\\\"Failed to fetch the Zone of the node where the pod is scheduledmetadata: GCE metadata \\\\\\\\\\\\\\\"instance/zone\\\\\\\\\\\\\\\" not defined\\\\\\\",\\\\\\\"severity\\\\\\\":\\\\\\\"error\\\\\\\",\\\\\\\"timestamp\\\\\\\":\\\\\\\"2025-11-29T13:04:45.033051726Z\\\\\\\"}\\\"\\n }\\n ]\\n}\""
27
+ },
28
+ {
29
+ "tool_name": "GetResources",
30
+ "calling": "tool_name='GetResources' arguments={namespace: 'boutique', resource_type: 'svc', name: None, show_labels: False, output_wide: False, label_selector: None}",
31
+ "output": "NAME TYPE CLUSTER-IP EXTERNAL-IP PORT(S) AGE\nadservice ClusterIP 10.68.63.173 <none> 9555/TCP 96s\ncartservice ClusterIP 10.68.161.131 <none> 7070/TCP 96s\ncheckoutservice ClusterIP 10.68.65.36 <none> 5050/TCP 96s\ncurrencyservice ClusterIP 10.68.143.79 <none> 7000/TCP 96s\nemailservice ClusterIP 10.68.223.244 <none> 5000/TCP 95s\nfrontend ClusterIP 10.68.179.6 <none> 80/TCP 95s\nfrontend-external NodePort 10.68.54.115 <none> 80:30080/TCP 95s\npaymentservice ClusterIP 10.68.124.69 <none> 50051/TCP 95s\nproductcatalogservice ClusterIP 10.68.239.222 <none> 3550/TCP 94s\nrecommendationservice ClusterIP 10.68.8.202 <none> 8080/TCP 95s\nredis-cart ClusterIP 10.68.30.85 <none> 6379/TCP 95s\nshippingservice ClusterIP 10.68.220.185 <none> 50051/TCP 94s\n"
32
+ },
33
+ {
34
+ "tool_name": "GetErrorLogs",
35
+ "calling": "tool_name='GetErrorLogs' arguments={namespace: 'boutique', service_name: 'checkoutservice'}",
36
+ "output": "\"\""
37
+ },
38
+ {
39
+ "tool_name": "GetResources",
40
+ "calling": "tool_name='GetResources' arguments={namespace: 'boutique', resource_type: 'deploy', name: None, show_labels: False, output_wide: False, label_selector: None}",
41
+ "output": "NAME READY UP-TO-DATE AVAILABLE AGE\nadservice 1/1 1 1 99s\ncartservice 1/1 1 1 99s\ncheckoutservice 1/1 1 1 99s\ncurrencyservice 1/1 1 1 99s\nemailservice 1/1 1 1 98s\nfrontend 1/1 1 1 98s\npaymentservice 1/1 1 1 98s\nproductcatalogservice 0/1 0 0 97s\nrecommendationservice 1/1 1 1 98s\nredis-cart 1/1 1 1 98s\nshippingservice 1/1 1 1 97s\n"
42
+ },
43
+ {
44
+ "tool_name": "GetResources",
45
+ "calling": "tool_name='GetResources' arguments={namespace: 'boutique', resource_type: 'event', name: None, show_labels: False, output_wide: False, label_selector: None}",
46
+ "output": "2m Normal Created pod/recommendationservice-55d4896647-r7rd6 Created container server\n2m Normal Pulled pod/recommendationservice-55d4896647-r7rd6 Container image \"us-central1-docker.pkg.dev/google-samples/microservices-demo/recommendationservice:v0.10.3\" already present on machine\n2m Normal Created pod/paymentservice-5797775987-k8n8l Created container server\n2m Normal SuccessfulCreate replicaset/shippingservice-77f56d9479 Created pod: shippingservice-77f56d9479-srfvq\n2m Warning FailedCreate replicaset/productcatalogservice-d78f7f8f7 Error creating: pods \"productcatalogservice-d78f7f8f7-zdrm2\" is forbidden: exceeded quota: cpu-quota, requested: requests.cpu=1, used: requests.cpu=10, limited: requests.cpu=10\n2m Warning FailedCreate replicaset/productcatalogservice-d78f7f8f7 Error creating: pods \"productcatalogservice-d78f7f8f7-t78ms\" is forbidden: exceeded quota: cpu-quota, requested: requests.cpu=1, used: requests.cpu=10, limited: requests.cpu=10\n2m Warning FailedCreate replicaset/productcatalogservice-d78f7f8f7 Error creating: pods \"productcatalogservice-d78f7f8f7-gpnm4\" is forbidden: exceeded quota: cpu-quota, requested: requests.cpu=1, used: requests.cpu=10, limited: requests.cpu=10\n2m Warning FailedCreate replicaset/productcatalogservice-d78f7f8f7 Error creating: pods \"productcatalogservice-d78f7f8f7-h6ffm\" is forbidden: exceeded quota: cpu-quota, requested: requests.cpu=1, used: requests.cpu=10, limited: requests.cpu=10\n2m Normal Scheduled pod/redis-cart-869b6f5f6d-gccv2 Successfully assigned boutique/redis-cart-869b6f5f6d-gccv2 to worker-02\n2m Normal Created pod/redis-cart-869b6f5f6d-gccv2 Created container redis\n2m Normal Started pod/redis-cart-869b6f5f6d-gccv2 Started container redis\n2m Normal SuccessfulCreate replicaset/redis-cart-869b6f5f6d Created pod: redis-cart-869b6f5f6d-gccv2\n2m Normal Started pod/frontend-64bcd9854d-fwrm9 Started container server\n2m Normal Pulled pod/shippingservice-77f56d9479-srfvq Container image \"us-central1-docker.pkg.dev/google-samples/microservices-demo/shippingservice:v0.10.3\" already present on machine\n119s Warning FailedCreate replicaset/productcatalogservice-d78f7f8f7 Error creating: pods \"productcatalogservice-d78f7f8f7-k75wk\" is forbidden: exceeded quota: cpu-quota, requested: requests.cpu=1, used: requests.cpu=10, limited: requests.cpu=10\n119s Warning FailedCreate replicaset/productcatalogservice-d78f7f8f7 Error creating: pods \"productcatalogservice-d78f7f8f7-7kzdd\" is forbidden: exceeded quota: cpu-quota, requested: requests.cpu=1, used: requests.cpu=10, limited: requests.cpu=10\n119s Warning FailedCreate replicaset/productcatalogservice-d78f7f8f7 Error creating: pods \"productcatalogservice-d78f7f8f7-drbff\" is forbidden: exceeded quota: cpu-quota, requested: requests.cpu=1, used: requests.cpu=10, limited: requests.cpu=10\n119s Warning FailedCreate replicaset/productcatalogservice-d78f7f8f7 Error creating: pods \"productcatalogservice-d78f7f8f7-xnjrp\" is forbidden: exceeded quota: cpu-quota, requested: requests.cpu=1, used: requests.cpu=10, limited: requests.cpu=10\n119s Warning FailedCreate replicaset/productcatalogservice-d78f7f8f7 Error creating: pods \"productcatalogservice-d78f7f8f7-bvtzn\" is forbidden: exceeded quota: cpu-quota, requested: requests.cpu=1, used: requests.cpu=10, limited: requests.cpu=10\n38s Warning FailedCreate replicaset/productcatalogservice-d78f7f8f7 (combined from similar events): Error creating: pods \"productcatalogservice-d78f7f8f7-k8tz4\" is forbidden: exceeded quota: cpu-quota, requested: requests.cpu=1, used: requests.cpu=10, limited: requests.cpu=10\n"
47
+ },
48
+ {
49
+ "tool_name": "GetResources",
50
+ "calling": "tool_name='GetResources' arguments={namespace: 'boutique', resource_type: 'resourcequota', name: None, show_labels: False, output_wide: False, label_selector: None}",
51
+ "output": "NAME AGE REQUEST LIMIT\ncpu-quota 112s requests.cpu: 10/10 \n"
52
+ },
53
+ {
54
+ "tool_name": "DescribeResource",
55
+ "calling": "tool_name='DescribeResource' arguments={namespace: 'boutique', resource_type: 'resourcequota', name: 'cpu-quota'}",
56
+ "output": "Name: cpu-quota\nNamespace: boutique\nResource Used Hard\n-------- ---- ----\nrequests.cpu 10 10\n"
57
+ },
58
+ {
59
+ "tool_name": "GetAppYAML",
60
+ "calling": "tool_name='GetAppYAML' arguments={app_name: 'productcatalogservice'}",
61
+ "output": "apiVersion: apps/v1\nkind: Deployment\nmetadata:\n name: productcatalogservice\n namespace: boutique\n labels:\n app: productcatalogservice\nspec:\n selector:\n matchLabels:\n app: productcatalogservice\n template:\n metadata:\n labels:\n app: productcatalogservice\n spec:\n serviceAccountName: productcatalogservice\n terminationGracePeriodSeconds: 5\n securityContext:\n fsGroup: 1000\n runAsGroup: 1000\n runAsNonRoot: true\n runAsUser: 1000\n containers:\n - name: server\n securityContext:\n allowPrivilegeEscalation: false\n capabilities:\n drop:\n - ALL\n privileged: false\n readOnlyRootFilesystem: true\n image: us-central1-docker.pkg.dev/google-samples/microservices-demo/productcatalogservice:v0.10.3\n ports:\n - containerPort: 3550\n env:\n - name: PORT\n value: \"3550\"\n - name: DISABLE_PROFILER\n value: \"1\"\n readinessProbe:\n initialDelaySeconds: 5\n grpc:\n port: 3550\n livenessProbe:\n initialDelaySeconds: 5\n grpc:\n port: 3550\n resources:\n requests:\n cpu: 1000m\n memory: 64Mi\n limits:\n cpu: 1200m\n memory: 128Mi\n---\napiVersion: v1\nkind: Service\nmetadata:\n name: productcatalogservice\n namespace: boutique\n labels:\n app: productcatalogservice\nspec:\n type: ClusterIP\n selector:\n app: productcatalogservice\n ports:\n - name: grpc\n port: 3550\n targetPort: 3550\n---\napiVersion: v1\nkind: ServiceAccount\nmetadata:\n name: productcatalogservice\n namespace: boutique"
62
+ }
63
+ ]
64
+ }
golden-trajectory/boutique/admission/2/path1.json ADDED
@@ -0,0 +1,52 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "statistics": {
3
+ "valid_tool_call_count": 7,
4
+ "total_trace_steps": 7,
5
+ "history_called_tool_names": [
6
+ "GetResources",
7
+ "GetErrorLogs",
8
+ "GetResources",
9
+ "DescribeResource",
10
+ "GetResources",
11
+ "DescribeResource",
12
+ "GetAppYAML"
13
+ ]
14
+ },
15
+ "diagnostic_trace": [
16
+ {
17
+ "tool_name": "GetResources",
18
+ "calling": "tool_name='GetResources' arguments={namespace: 'boutique', resource_type: 'pod', name: None, show_labels: False, output_wide: False, label_selector: None}",
19
+ "output": "NAME READY STATUS RESTARTS AGE\nadservice-64ddc5c766-44k2j 1/1 Running 0 93s\ncheckoutservice-8445f8b6cb-mxq6r 1/1 Running 0 92s\ncurrencyservice-75686c9564-cft56 1/1 Running 0 92s\nemailservice-c86b9b8f6-lvd6b 1/1 Running 0 92s\nfrontend-657dd795f-b4wf4 1/1 Running 0 92s\npaymentservice-78c5996648-rs2fn 1/1 Running 0 91s\nproductcatalogservice-ddb46fc86-rgnf2 1/1 Running 0 91s\nrecommendationservice-7bf5b7d9b8-cmt6j 1/1 Running 0 91s\nredis-cart-6f966d9cc9-qndvb 1/1 Running 0 91s\nshippingservice-7ff54bf6b6-r2ktz 1/1 Running 0 91s\n"
20
+ },
21
+ {
22
+ "tool_name": "GetErrorLogs",
23
+ "calling": "tool_name='GetErrorLogs' arguments={namespace: 'boutique', service_name: 'frontend'}",
24
+ "output": "\"{\\n \\\"total_log_count\\\": 913,\\n \\\"total_errors\\\": 199,\\n \\\"total_error_ratio\\\": 0.218,\\n \\\"patterns\\\": [\\n {\\n \\\"count\\\": 163,\\n \\\"ratio\\\": 0.1785,\\n \\\"sample\\\": \\\"{\\\\\\\"error\\\\\\\":\\\\\\\"could not retrieve cart: rpc error: code = Unavailable desc = connection error: desc = \\\\\\\\\\\\\\\"transport: Error while dialing: dial tcp 10.68.11.33:7070: connect: connection refused\\\\\\\\\\\\\\\"\\\\\\\",\\\\\\\"http.req.id\\\\\\\":\\\\\\\"d77cb994-84f0-4024-9e1c-f292ed0d70c1\\\\\\\",\\\\\\\"http.req.method\\\\\\\":\\\\\\\"GET\\\\\\\",\\\\\\\"http.req.path\\\\\\\":\\\\\\\"/cart\\\\\\\",\\\\\\\"message\\\\\\\":\\\\\\\"request error\\\\\\\",\\\\\\\"session\\\\\\\":\\\\\\\"6e5f0163-43b3-431f-ae9f-16847e163433\\\\\\\",\\\\\\\"severity\\\\\\\":\\\\\\\"error\\\\\\\",\\\\\\\"timestamp\\\\\\\":\\\\\\\"2025-11-28T07:35:46.53653179Z\\\\\\\"}\\\"\\n },\\n {\\n \\\"count\\\": 26,\\n \\\"ratio\\\": 0.0285,\\n \\\"sample\\\": \\\"{\\\\\\\"error\\\\\\\":\\\\\\\"failed to add to cart: rpc error: code = Unavailable desc = connection error: desc = \\\\\\\\\\\\\\\"transport: Error while dialing: dial tcp 10.68.11.33:7070: connect: connection refused\\\\\\\\\\\\\\\"\\\\\\\",\\\\\\\"http.req.id\\\\\\\":\\\\\\\"57021a68-7632-4a74-9853-bf66cbb466a8\\\\\\\",\\\\\\\"http.req.method\\\\\\\":\\\\\\\"POST\\\\\\\",\\\\\\\"http.req.path\\\\\\\":\\\\\\\"/cart\\\\\\\",\\\\\\\"message\\\\\\\":\\\\\\\"request error\\\\\\\",\\\\\\\"session\\\\\\\":\\\\\\\"3c4932f0-e6e5-4bd8-876a-f49b5e27d6a7\\\\\\\",\\\\\\\"severity\\\\\\\":\\\\\\\"error\\\\\\\",\\\\\\\"timestamp\\\\\\\":\\\\\\\"2025-11-28T07:35:46.13080207Z\\\\\\\"}\\\"\\n },\\n {\\n \\\"count\\\": 8,\\n \\\"ratio\\\": 0.0088,\\n \\\"sample\\\": \\\"{\\\\\\\"error\\\\\\\":\\\\\\\"failed to complete the order: rpc error: code = Internal desc = cart failure: failed to get user cart during checkout: rpc error: code = Unavailable desc = connection error: desc = \\\\\\\\\\\\\\\"transport: Error while dialing: dial tcp 10.68.11.33:7070: connect: connection refused\\\\\\\\\\\\\\\"\\\\\\\",\\\\\\\"http.req.id\\\\\\\":\\\\\\\"1b787ab6-80bf-4b0e-9efb-930fb8eb087f\\\\\\\",\\\\\\\"http.req.method\\\\\\\":\\\\\\\"POST\\\\\\\",\\\\\\\"http.req.path\\\\\\\":\\\\\\\"/cart/checkout\\\\\\\",\\\\\\\"message\\\\\\\":\\\\\\\"request error\\\\\\\",\\\\\\\"session\\\\\\\":\\\\\\\"5b60ba83-84fb-4e5b-909e-a36f906df4fa\\\\\\\",\\\\\\\"severity\\\\\\\":\\\\\\\"error\\\\\\\",\\\\\\\"timestamp\\\\\\\":\\\\\\\"2025-11-28T07:35:46.316020158Z\\\\\\\"}\\\"\\n },\\n {\\n \\\"count\\\": 1,\\n \\\"ratio\\\": 0.0011,\\n \\\"sample\\\": \\\"{\\\\\\\"message\\\\\\\":\\\\\\\"Failed to fetch the name of the cluster in which the pod is runningmetadata: GCE metadata \\\\\\\\\\\\\\\"instance/attributes/cluster-name\\\\\\\\\\\\\\\" not defined\\\\\\\",\\\\\\\"severity\\\\\\\":\\\\\\\"error\\\\\\\",\\\\\\\"timestamp\\\\\\\":\\\\\\\"2025-11-28T07:34:26.508518925Z\\\\\\\"}\\\"\\n },\\n {\\n \\\"count\\\": 1,\\n \\\"ratio\\\": 0.0011,\\n \\\"sample\\\": \\\"{\\\\\\\"message\\\\\\\":\\\\\\\"Failed to fetch the Zone of the node where the pod is scheduledmetadata: GCE metadata \\\\\\\\\\\\\\\"instance/zone\\\\\\\\\\\\\\\" not defined\\\\\\\",\\\\\\\"severity\\\\\\\":\\\\\\\"error\\\\\\\",\\\\\\\"timestamp\\\\\\\":\\\\\\\"2025-11-28T07:34:26.521629226Z\\\\\\\"}\\\"\\n }\\n ]\\n}\""
25
+ },
26
+ {
27
+ "tool_name": "GetResources",
28
+ "calling": "tool_name='GetResources' arguments={namespace: 'boutique', resource_type: 'deploy', name: None, show_labels: False, output_wide: False, label_selector: None}",
29
+ "output": "NAME READY UP-TO-DATE AVAILABLE AGE\nadservice 1/1 1 1 99s\ncartservice 0/1 0 0 97s\ncheckoutservice 1/1 1 1 98s\ncurrencyservice 1/1 1 1 98s\nemailservice 1/1 1 1 98s\nfrontend 1/1 1 1 98s\npaymentservice 1/1 1 1 98s\nproductcatalogservice 1/1 1 1 97s\nrecommendationservice 1/1 1 1 97s\nredis-cart 1/1 1 1 97s\nshippingservice 1/1 1 1 97s\n"
30
+ },
31
+ {
32
+ "tool_name": "DescribeResource",
33
+ "calling": "tool_name='DescribeResource' arguments={namespace: 'boutique', resource_type: 'deploy', name: 'cartservice'}",
34
+ "output": "Name: cartservice\nNamespace: boutique\nCreationTimestamp: Fri, 28 Nov 2025 15:34:26 +0800\nLabels: app=cartservice\nAnnotations: deployment.kubernetes.io/revision: 1\nSelector: app=cartservice\nReplicas: 1 desired | 0 updated | 0 total | 0 available | 1 unavailable\nStrategyType: RollingUpdate\nMinReadySeconds: 0\nRollingUpdateStrategy: 25% max unavailable, 25% max surge\nPod Template:\n Labels: app=cartservice\n Service Account: cartservices\n Containers:\n server:\n Image: us-central1-docker.pkg.dev/google-samples/microservices-demo/cartservice:v0.10.3\n Port: 7070/TCP\n Host Port: 0/TCP\n Limits:\n cpu: 300m\n memory: 128Mi\n Requests:\n cpu: 200m\n memory: 64Mi\n Environment:\n REDIS_ADDR: redis-cart:6379\n Mounts: <none>\n Volumes: <none>\n Node-Selectors: <none>\n Tolerations: <none>\nConditions:\n Type Status Reason\n ---- ------ ------\n Progressing True NewReplicaSetCreated\n Available False MinimumReplicasUnavailable\n ReplicaFailure True FailedCreate\nOldReplicaSets: <none>\nNewReplicaSet: cartservice-d68b7d767 (0/1 replicas created)\nEvents:\n Type Reason Age From Message\n ---- ------ ---- ---- -------\n Normal ScalingReplicaSet 97s deployment-controller Scaled up replica set cartservice-d68b7d767 to 1\n"
35
+ },
36
+ {
37
+ "tool_name": "GetResources",
38
+ "calling": "tool_name='GetResources' arguments={namespace: 'boutique', resource_type: 'replicaset', name: None, show_labels: False, output_wide: False, label_selector: None}",
39
+ "output": "NAME DESIRED CURRENT READY AGE\nadservice-64ddc5c766 1 1 1 103s\ncartservice-d68b7d767 1 0 0 101s\ncheckoutservice-8445f8b6cb 1 1 1 102s\ncurrencyservice-75686c9564 1 1 1 102s\nemailservice-c86b9b8f6 1 1 1 102s\nfrontend-657dd795f 1 1 1 102s\npaymentservice-78c5996648 1 1 1 102s\nproductcatalogservice-ddb46fc86 1 1 1 101s\nrecommendationservice-7bf5b7d9b8 1 1 1 101s\nredis-cart-6f966d9cc9 1 1 1 101s\nshippingservice-7ff54bf6b6 1 1 1 101s\n"
40
+ },
41
+ {
42
+ "tool_name": "DescribeResource",
43
+ "calling": "tool_name='DescribeResource' arguments={namespace: 'boutique', resource_type: 'replicaset', name: 'cartservice-d68b7d767'}",
44
+ "output": "Name: cartservice-d68b7d767\nNamespace: boutique\nSelector: app=cartservice,pod-template-hash=d68b7d767\nLabels: app=cartservice\n pod-template-hash=d68b7d767\nAnnotations: deployment.kubernetes.io/desired-replicas: 1\n deployment.kubernetes.io/max-replicas: 2\n deployment.kubernetes.io/revision: 1\nControlled By: Deployment/cartservice\nReplicas: 0 current / 1 desired\nPods Status: 0 Running / 0 Waiting / 0 Succeeded / 0 Failed\nPod Template:\n Labels: app=cartservice\n pod-template-hash=d68b7d767\n Service Account: cartservices\n Containers:\n server:\n Image: us-central1-docker.pkg.dev/google-samples/microservices-demo/cartservice:v0.10.3\n Port: 7070/TCP\n Host Port: 0/TCP\n Limits:\n cpu: 300m\n memory: 128Mi\n Requests:\n cpu: 200m\n memory: 64Mi\n Environment:\n REDIS_ADDR: redis-cart:6379\n Mounts: <none>\n Volumes: <none>\n Node-Selectors: <none>\n Tolerations: <none>\nConditions:\n Type Status Reason\n ---- ------ ------\n ReplicaFailure True FailedCreate\nEvents:\n Type Reason Age From Message\n ---- ------ ---- ---- -------\n Warning FailedCreate 19s (x15 over 101s) replicaset-controller Error creating: pods \"cartservice-d68b7d767-\" is forbidden: error looking up service account boutique/cartservices: serviceaccount \"cartservices\" not found\n"
45
+ },
46
+ {
47
+ "tool_name": "GetAppYAML",
48
+ "calling": "tool_name='GetAppYAML' arguments={app_name: 'cartservice'}",
49
+ "output": "apiVersion: apps/v1\nkind: Deployment\nmetadata:\n name: cartservice\n namespace: boutique\n labels:\n app: cartservice\nspec:\n selector:\n matchLabels:\n app: cartservice\n template:\n metadata:\n labels:\n app: cartservice\n spec:\n serviceAccountName: cartservices\n terminationGracePeriodSeconds: 5\n securityContext:\n fsGroup: 1000\n runAsGroup: 1000\n runAsNonRoot: true\n runAsUser: 1000\n containers:\n - name: server\n securityContext:\n allowPrivilegeEscalation: false\n capabilities:\n drop:\n - ALL\n privileged: false\n readOnlyRootFilesystem: true\n image: us-central1-docker.pkg.dev/google-samples/microservices-demo/cartservice:v0.10.3\n ports:\n - containerPort: 7070\n env:\n - name: REDIS_ADDR\n value: \"redis-cart:6379\"\n resources:\n requests:\n cpu: 200m\n memory: 64Mi\n limits:\n cpu: 300m\n memory: 128Mi\n\n---\napiVersion: v1\nkind: Service\nmetadata:\n name: cartservice\n namespace: boutique\n labels:\n app: cartservice\nspec:\n type: ClusterIP\n selector:\n app: cartservice\n ports:\n - name: grpc\n port: 7070\n targetPort: 7070\n---\napiVersion: v1\nkind: ServiceAccount\nmetadata:\n name: cartservice\n namespace: boutique"
50
+ }
51
+ ]
52
+ }
golden-trajectory/boutique/admission/2/path2.json ADDED
@@ -0,0 +1,46 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "statistics": {
3
+ "valid_tool_call_count": 6,
4
+ "total_trace_steps": 6,
5
+ "history_called_tool_names": [
6
+ "GetResources",
7
+ "GetErrorLogs",
8
+ "GetResources",
9
+ "GetResources",
10
+ "DescribeResource",
11
+ "GetAppYAML"
12
+ ]
13
+ },
14
+ "diagnostic_trace": [
15
+ {
16
+ "tool_name": "GetResources",
17
+ "calling": "tool_name='GetResources' arguments={namespace: 'boutique', resource_type: 'pod', name: None, show_labels: False, output_wide: False, label_selector: None}",
18
+ "output": "NAME READY STATUS RESTARTS AGE\nadservice-64ddc5c766-44k2j 1/1 Running 0 93s\ncheckoutservice-8445f8b6cb-mxq6r 1/1 Running 0 92s\ncurrencyservice-75686c9564-cft56 1/1 Running 0 92s\nemailservice-c86b9b8f6-lvd6b 1/1 Running 0 92s\nfrontend-657dd795f-b4wf4 1/1 Running 0 92s\npaymentservice-78c5996648-rs2fn 1/1 Running 0 91s\nproductcatalogservice-ddb46fc86-rgnf2 1/1 Running 0 91s\nrecommendationservice-7bf5b7d9b8-cmt6j 1/1 Running 0 91s\nredis-cart-6f966d9cc9-qndvb 1/1 Running 0 91s\nshippingservice-7ff54bf6b6-r2ktz 1/1 Running 0 91s\n"
19
+ },
20
+ {
21
+ "tool_name": "GetErrorLogs",
22
+ "calling": "tool_name='GetErrorLogs' arguments={namespace: 'boutique', service_name: 'frontend'}",
23
+ "output": "\"{\\n \\\"total_log_count\\\": 913,\\n \\\"total_errors\\\": 199,\\n \\\"total_error_ratio\\\": 0.218,\\n \\\"patterns\\\": [\\n {\\n \\\"count\\\": 163,\\n \\\"ratio\\\": 0.1785,\\n \\\"sample\\\": \\\"{\\\\\\\"error\\\\\\\":\\\\\\\"could not retrieve cart: rpc error: code = Unavailable desc = connection error: desc = \\\\\\\\\\\\\\\"transport: Error while dialing: dial tcp 10.68.11.33:7070: connect: connection refused\\\\\\\\\\\\\\\"\\\\\\\",\\\\\\\"http.req.id\\\\\\\":\\\\\\\"d77cb994-84f0-4024-9e1c-f292ed0d70c1\\\\\\\",\\\\\\\"http.req.method\\\\\\\":\\\\\\\"GET\\\\\\\",\\\\\\\"http.req.path\\\\\\\":\\\\\\\"/cart\\\\\\\",\\\\\\\"message\\\\\\\":\\\\\\\"request error\\\\\\\",\\\\\\\"session\\\\\\\":\\\\\\\"6e5f0163-43b3-431f-ae9f-16847e163433\\\\\\\",\\\\\\\"severity\\\\\\\":\\\\\\\"error\\\\\\\",\\\\\\\"timestamp\\\\\\\":\\\\\\\"2025-11-28T07:35:46.53653179Z\\\\\\\"}\\\"\\n },\\n {\\n \\\"count\\\": 26,\\n \\\"ratio\\\": 0.0285,\\n \\\"sample\\\": \\\"{\\\\\\\"error\\\\\\\":\\\\\\\"failed to add to cart: rpc error: code = Unavailable desc = connection error: desc = \\\\\\\\\\\\\\\"transport: Error while dialing: dial tcp 10.68.11.33:7070: connect: connection refused\\\\\\\\\\\\\\\"\\\\\\\",\\\\\\\"http.req.id\\\\\\\":\\\\\\\"57021a68-7632-4a74-9853-bf66cbb466a8\\\\\\\",\\\\\\\"http.req.method\\\\\\\":\\\\\\\"POST\\\\\\\",\\\\\\\"http.req.path\\\\\\\":\\\\\\\"/cart\\\\\\\",\\\\\\\"message\\\\\\\":\\\\\\\"request error\\\\\\\",\\\\\\\"session\\\\\\\":\\\\\\\"3c4932f0-e6e5-4bd8-876a-f49b5e27d6a7\\\\\\\",\\\\\\\"severity\\\\\\\":\\\\\\\"error\\\\\\\",\\\\\\\"timestamp\\\\\\\":\\\\\\\"2025-11-28T07:35:46.13080207Z\\\\\\\"}\\\"\\n },\\n {\\n \\\"count\\\": 8,\\n \\\"ratio\\\": 0.0088,\\n \\\"sample\\\": \\\"{\\\\\\\"error\\\\\\\":\\\\\\\"failed to complete the order: rpc error: code = Internal desc = cart failure: failed to get user cart during checkout: rpc error: code = Unavailable desc = connection error: desc = \\\\\\\\\\\\\\\"transport: Error while dialing: dial tcp 10.68.11.33:7070: connect: connection refused\\\\\\\\\\\\\\\"\\\\\\\",\\\\\\\"http.req.id\\\\\\\":\\\\\\\"1b787ab6-80bf-4b0e-9efb-930fb8eb087f\\\\\\\",\\\\\\\"http.req.method\\\\\\\":\\\\\\\"POST\\\\\\\",\\\\\\\"http.req.path\\\\\\\":\\\\\\\"/cart/checkout\\\\\\\",\\\\\\\"message\\\\\\\":\\\\\\\"request error\\\\\\\",\\\\\\\"session\\\\\\\":\\\\\\\"5b60ba83-84fb-4e5b-909e-a36f906df4fa\\\\\\\",\\\\\\\"severity\\\\\\\":\\\\\\\"error\\\\\\\",\\\\\\\"timestamp\\\\\\\":\\\\\\\"2025-11-28T07:35:46.316020158Z\\\\\\\"}\\\"\\n },\\n {\\n \\\"count\\\": 1,\\n \\\"ratio\\\": 0.0011,\\n \\\"sample\\\": \\\"{\\\\\\\"message\\\\\\\":\\\\\\\"Failed to fetch the name of the cluster in which the pod is runningmetadata: GCE metadata \\\\\\\\\\\\\\\"instance/attributes/cluster-name\\\\\\\\\\\\\\\" not defined\\\\\\\",\\\\\\\"severity\\\\\\\":\\\\\\\"error\\\\\\\",\\\\\\\"timestamp\\\\\\\":\\\\\\\"2025-11-28T07:34:26.508518925Z\\\\\\\"}\\\"\\n },\\n {\\n \\\"count\\\": 1,\\n \\\"ratio\\\": 0.0011,\\n \\\"sample\\\": \\\"{\\\\\\\"message\\\\\\\":\\\\\\\"Failed to fetch the Zone of the node where the pod is scheduledmetadata: GCE metadata \\\\\\\\\\\\\\\"instance/zone\\\\\\\\\\\\\\\" not defined\\\\\\\",\\\\\\\"severity\\\\\\\":\\\\\\\"error\\\\\\\",\\\\\\\"timestamp\\\\\\\":\\\\\\\"2025-11-28T07:34:26.521629226Z\\\\\\\"}\\\"\\n }\\n ]\\n}\""
24
+ },
25
+ {
26
+ "tool_name": "GetResources",
27
+ "calling": "tool_name='GetResources' arguments={namespace: 'boutique', resource_type: 'deploy', name: None, show_labels: False, output_wide: False, label_selector: None}",
28
+ "output": "NAME READY UP-TO-DATE AVAILABLE AGE\nadservice 1/1 1 1 99s\ncartservice 0/1 0 0 97s\ncheckoutservice 1/1 1 1 98s\ncurrencyservice 1/1 1 1 98s\nemailservice 1/1 1 1 98s\nfrontend 1/1 1 1 98s\npaymentservice 1/1 1 1 98s\nproductcatalogservice 1/1 1 1 97s\nrecommendationservice 1/1 1 1 97s\nredis-cart 1/1 1 1 97s\nshippingservice 1/1 1 1 97s\n"
29
+ },
30
+ {
31
+ "tool_name": "GetResources",
32
+ "calling": "tool_name='GetResources' arguments={namespace: 'boutique', resource_type: 'replicaset', name: None, show_labels: False, output_wide: False, label_selector: None}",
33
+ "output": "NAME DESIRED CURRENT READY AGE\nadservice-64ddc5c766 1 1 1 103s\ncartservice-d68b7d767 1 0 0 101s\ncheckoutservice-8445f8b6cb 1 1 1 102s\ncurrencyservice-75686c9564 1 1 1 102s\nemailservice-c86b9b8f6 1 1 1 102s\nfrontend-657dd795f 1 1 1 102s\npaymentservice-78c5996648 1 1 1 102s\nproductcatalogservice-ddb46fc86 1 1 1 101s\nrecommendationservice-7bf5b7d9b8 1 1 1 101s\nredis-cart-6f966d9cc9 1 1 1 101s\nshippingservice-7ff54bf6b6 1 1 1 101s\n"
34
+ },
35
+ {
36
+ "tool_name": "DescribeResource",
37
+ "calling": "tool_name='DescribeResource' arguments={namespace: 'boutique', resource_type: 'replicaset', name: 'cartservice-d68b7d767'}",
38
+ "output": "Name: cartservice-d68b7d767\nNamespace: boutique\nSelector: app=cartservice,pod-template-hash=d68b7d767\nLabels: app=cartservice\n pod-template-hash=d68b7d767\nAnnotations: deployment.kubernetes.io/desired-replicas: 1\n deployment.kubernetes.io/max-replicas: 2\n deployment.kubernetes.io/revision: 1\nControlled By: Deployment/cartservice\nReplicas: 0 current / 1 desired\nPods Status: 0 Running / 0 Waiting / 0 Succeeded / 0 Failed\nPod Template:\n Labels: app=cartservice\n pod-template-hash=d68b7d767\n Service Account: cartservices\n Containers:\n server:\n Image: us-central1-docker.pkg.dev/google-samples/microservices-demo/cartservice:v0.10.3\n Port: 7070/TCP\n Host Port: 0/TCP\n Limits:\n cpu: 300m\n memory: 128Mi\n Requests:\n cpu: 200m\n memory: 64Mi\n Environment:\n REDIS_ADDR: redis-cart:6379\n Mounts: <none>\n Volumes: <none>\n Node-Selectors: <none>\n Tolerations: <none>\nConditions:\n Type Status Reason\n ---- ------ ------\n ReplicaFailure True FailedCreate\nEvents:\n Type Reason Age From Message\n ---- ------ ---- ---- -------\n Warning FailedCreate 19s (x15 over 101s) replicaset-controller Error creating: pods \"cartservice-d68b7d767-\" is forbidden: error looking up service account boutique/cartservices: serviceaccount \"cartservices\" not found\n"
39
+ },
40
+ {
41
+ "tool_name": "GetAppYAML",
42
+ "calling": "tool_name='GetAppYAML' arguments={app_name: 'cartservice'}",
43
+ "output": "apiVersion: apps/v1\nkind: Deployment\nmetadata:\n name: cartservice\n namespace: boutique\n labels:\n app: cartservice\nspec:\n selector:\n matchLabels:\n app: cartservice\n template:\n metadata:\n labels:\n app: cartservice\n spec:\n serviceAccountName: cartservices\n terminationGracePeriodSeconds: 5\n securityContext:\n fsGroup: 1000\n runAsGroup: 1000\n runAsNonRoot: true\n runAsUser: 1000\n containers:\n - name: server\n securityContext:\n allowPrivilegeEscalation: false\n capabilities:\n drop:\n - ALL\n privileged: false\n readOnlyRootFilesystem: true\n image: us-central1-docker.pkg.dev/google-samples/microservices-demo/cartservice:v0.10.3\n ports:\n - containerPort: 7070\n env:\n - name: REDIS_ADDR\n value: \"redis-cart:6379\"\n resources:\n requests:\n cpu: 200m\n memory: 64Mi\n limits:\n cpu: 300m\n memory: 128Mi\n\n---\napiVersion: v1\nkind: Service\nmetadata:\n name: cartservice\n namespace: boutique\n labels:\n app: cartservice\nspec:\n type: ClusterIP\n selector:\n app: cartservice\n ports:\n - name: grpc\n port: 7070\n targetPort: 7070\n---\napiVersion: v1\nkind: ServiceAccount\nmetadata:\n name: cartservice\n namespace: boutique"
44
+ }
45
+ ]
46
+ }
golden-trajectory/boutique/admission/20/path1.json ADDED
@@ -0,0 +1,34 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "statistics": {
3
+ "valid_tool_call_count": 4,
4
+ "total_trace_steps": 4,
5
+ "history_called_tool_names": [
6
+ "GetResources",
7
+ "GetResources",
8
+ "DescribeResource",
9
+ "DescribeResource"
10
+ ]
11
+ },
12
+ "diagnostic_trace": [
13
+ {
14
+ "tool_name": "GetResources",
15
+ "calling": "tool_name='GetResources' arguments={namespace: 'boutique', resource_type: 'pod', name: None, show_labels: False, output_wide: False, label_selector: None}",
16
+ "output": "NAME READY STATUS RESTARTS AGE\nadservice-b7d6498c7-r6pf4 1/1 Running 0 94s\ncartservice-8cbf5b9d4-8pmbd 1/1 Running 0 94s\ncheckoutservice-554b78c9c7-8hl2h 1/1 Running 0 94s\ncurrencyservice-8587d7cfd7-gc7tq 1/1 Running 0 94s\nemailservice-5dcd9bdff-bxt4p 1/1 Running 0 94s\nfrontend-64bcd9854d-lbk2z 1/1 Running 0 93s\npaymentservice-5797775987-vdrvj 1/1 Running 0 93s\nproductcatalogservice-d78f7f8f7-hrhbl 1/1 Running 0 93s\nrecommendationservice-55d4896647-h77jn 1/1 Running 0 93s\nshippingservice-77f56d9479-gbcdh 1/1 Running 0 92s\n"
17
+ },
18
+ {
19
+ "tool_name": "GetResources",
20
+ "calling": "tool_name='GetResources' arguments={namespace: 'boutique', resource_type: 'deploy', name: None, show_labels: False, output_wide: False, label_selector: None}",
21
+ "output": "NAME READY UP-TO-DATE AVAILABLE AGE\nadservice 1/1 1 1 99s\napi-worker 0/1 0 0 97s\ncartservice 1/1 1 1 99s\ncheckoutservice 1/1 1 1 99s\ncurrencyservice 1/1 1 1 99s\nemailservice 1/1 1 1 99s\nfrontend 1/1 1 1 98s\npaymentservice 1/1 1 1 98s\nproductcatalogservice 1/1 1 1 98s\nrecommendationservice 1/1 1 1 98s\nredis-cart 0/1 0 0 97s\nshippingservice 1/1 1 1 98s\n"
22
+ },
23
+ {
24
+ "tool_name": "DescribeResource",
25
+ "calling": "tool_name='DescribeResource' arguments={namespace: 'boutique', resource_type: 'deploy', name: 'redis-cart'}",
26
+ "output": "Name: redis-cart\nNamespace: boutique\nCreationTimestamp: Sat, 29 Nov 2025 21:11:02 +0800\nLabels: app=redis-cart\nAnnotations: deployment.kubernetes.io/revision: 1\nSelector: app=redis-cart\nReplicas: 1 desired | 0 updated | 0 total | 0 available | 1 unavailable\nStrategyType: RollingUpdate\nMinReadySeconds: 0\nRollingUpdateStrategy: 25% max unavailable, 25% max surge\nPod Template:\n Labels: app=redis-cart\n Containers:\n redis:\n Image: redis:alpine\n Port: 6379/TCP\n Host Port: 0/TCP\n Limits:\n cpu: 1250m\n memory: 256Mi\n Requests:\n cpu: 1\n memory: 200Mi\n Liveness: tcp-socket :6379 delay=5s timeout=1s period=10s #success=1 #failure=3\n Readiness: tcp-socket :6379 delay=5s timeout=1s period=10s #success=1 #failure=3\n Environment: <none>\n Mounts:\n /data from redis-data (rw)\n Volumes:\n redis-data:\n Type: PersistentVolumeClaim (a reference to a PersistentVolumeClaim in the same namespace)\n ClaimName: redis-cart-pvc\n ReadOnly: false\n Node-Selectors: <none>\n Tolerations: <none>\nConditions:\n Type Status Reason\n ---- ------ ------\n Progressing True NewReplicaSetCreated\n Available False MinimumReplicasUnavailable\n ReplicaFailure True FailedCreate\nOldReplicaSets: <none>\nNewReplicaSet: redis-cart-869b6f5f6d (0/1 replicas created)\nEvents:\n Type Reason Age From Message\n ---- ------ ---- ---- -------\n Normal ScalingReplicaSet 100s deployment-controller Scaled up replica set redis-cart-869b6f5f6d to 1\n"
27
+ },
28
+ {
29
+ "tool_name": "DescribeResource",
30
+ "calling": "tool_name='DescribeResource' arguments={namespace: 'boutique', resource_type: 'replicaset', name: 'redis-cart-869b6f5f6d'}",
31
+ "output": "Name: redis-cart-869b6f5f6d\nNamespace: boutique\nSelector: app=redis-cart,pod-template-hash=869b6f5f6d\nLabels: app=redis-cart\n pod-template-hash=869b6f5f6d\nAnnotations: deployment.kubernetes.io/desired-replicas: 1\n deployment.kubernetes.io/max-replicas: 2\n deployment.kubernetes.io/revision: 1\nControlled By: Deployment/redis-cart\nReplicas: 0 current / 1 desired\nPods Status: 0 Running / 0 Waiting / 0 Succeeded / 0 Failed\nPod Template:\n Labels: app=redis-cart\n pod-template-hash=869b6f5f6d\n Containers:\n redis:\n Image: redis:alpine\n Port: 6379/TCP\n Host Port: 0/TCP\n Limits:\n cpu: 1250m\n memory: 256Mi\n Requests:\n cpu: 1\n memory: 200Mi\n Liveness: tcp-socket :6379 delay=5s timeout=1s period=10s #success=1 #failure=3\n Readiness: tcp-socket :6379 delay=5s timeout=1s period=10s #success=1 #failure=3\n Environment: <none>\n Mounts:\n /data from redis-data (rw)\n Volumes:\n redis-data:\n Type: PersistentVolumeClaim (a reference to a PersistentVolumeClaim in the same namespace)\n ClaimName: redis-cart-pvc\n ReadOnly: false\n Node-Selectors: <none>\n Tolerations: <none>\nConditions:\n Type Status Reason\n ---- ------ ------\n ReplicaFailure True FailedCreate\nEvents:\n Type Reason Age From Message\n ---- ------ ---- ---- -------\n Warning FailedCreate 105s replicaset-controller Error creating: pods \"redis-cart-869b6f5f6d-jphf8\" is forbidden: exceeded quota: cpu-quota, requested: requests.cpu=1, used: requests.cpu=10, limited: requests.cpu=1\n Warning FailedCreate 105s replicaset-controller Error creating: pods \"redis-cart-869b6f5f6d-6l64d\" is forbidden: exceeded quota: cpu-quota, requested: requests.cpu=1, used: requests.cpu=10, limited: requests.cpu=1\n Warning FailedCreate 105s replicaset-controller Error creating: pods \"redis-cart-869b6f5f6d-l8kvn\" is forbidden: exceeded quota: cpu-quota, requested: requests.cpu=1, used: requests.cpu=10, limited: requests.cpu=1\n Warning FailedCreate 105s replicaset-controller Error creating: pods \"redis-cart-869b6f5f6d-7m5dk\" is forbidden: exceeded quota: cpu-quota, requested: requests.cpu=1, used: requests.cpu=10, limited: requests.cpu=1\n Warning FailedCreate 105s replicaset-controller Error creating: pods \"redis-cart-869b6f5f6d-q7c8q\" is forbidden: exceeded quota: cpu-quota, requested: requests.cpu=1, used: requests.cpu=10, limited: requests.cpu=1\n Warning FailedCreate 105s replicaset-controller Error creating: pods \"redis-cart-869b6f5f6d-stfw6\" is forbidden: exceeded quota: cpu-quota, requested: requests.cpu=1, used: requests.cpu=10, limited: requests.cpu=1\n Warning FailedCreate 104s replicaset-controller Error creating: pods \"redis-cart-869b6f5f6d-2m8sp\" is forbidden: exceeded quota: cpu-quota, requested: requests.cpu=1, used: requests.cpu=10, limited: requests.cpu=1\n Warning FailedCreate 104s replicaset-controller Error creating: pods \"redis-cart-869b6f5f6d-q7n2t\" is forbidden: exceeded quota: cpu-quota, requested: requests.cpu=1, used: requests.cpu=10, limited: requests.cpu=1\n Warning FailedCreate 104s replicaset-controller Error creating: pods \"redis-cart-869b6f5f6d-rxhww\" is forbidden: exceeded quota: cpu-quota, requested: requests.cpu=1, used: requests.cpu=10, limited: requests.cpu=1\n Warning FailedCreate 23s (x6 over 102s) replicaset-controller (combined from similar events): Error creating: pods \"redis-cart-869b6f5f6d-mrbs4\" is forbidden: exceeded quota: cpu-quota, requested: requests.cpu=1, used: requests.cpu=10, limited: requests.cpu=1\n"
32
+ }
33
+ ]
34
+ }
golden-trajectory/boutique/admission/20/path2.json ADDED
@@ -0,0 +1,52 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "statistics": {
3
+ "valid_tool_call_count": 7,
4
+ "total_trace_steps": 7,
5
+ "history_called_tool_names": [
6
+ "GetResources",
7
+ "GetErrorLogs",
8
+ "GetResources",
9
+ "DescribeResource",
10
+ "DescribeResource",
11
+ "GetResources",
12
+ "DescribeResource"
13
+ ]
14
+ },
15
+ "diagnostic_trace": [
16
+ {
17
+ "tool_name": "GetResources",
18
+ "calling": "tool_name='GetResources' arguments={namespace: 'boutique', resource_type: 'pod', name: None, show_labels: False, output_wide: False, label_selector: None}",
19
+ "output": "NAME READY STATUS RESTARTS AGE\nadservice-b7d6498c7-r6pf4 1/1 Running 0 94s\ncartservice-8cbf5b9d4-8pmbd 1/1 Running 0 94s\ncheckoutservice-554b78c9c7-8hl2h 1/1 Running 0 94s\ncurrencyservice-8587d7cfd7-gc7tq 1/1 Running 0 94s\nemailservice-5dcd9bdff-bxt4p 1/1 Running 0 94s\nfrontend-64bcd9854d-lbk2z 1/1 Running 0 93s\npaymentservice-5797775987-vdrvj 1/1 Running 0 93s\nproductcatalogservice-d78f7f8f7-hrhbl 1/1 Running 0 93s\nrecommendationservice-55d4896647-h77jn 1/1 Running 0 93s\nshippingservice-77f56d9479-gbcdh 1/1 Running 0 92s\n"
20
+ },
21
+ {
22
+ "tool_name": "GetErrorLogs",
23
+ "calling": "tool_name='GetErrorLogs' arguments={namespace: 'boutique', service_name: 'frontend'}",
24
+ "output": "\"{\\n \\\"total_log_count\\\": 485,\\n \\\"total_errors\\\": 100,\\n \\\"total_error_ratio\\\": 0.2062,\\n \\\"patterns\\\": [\\n {\\n \\\"count\\\": 71,\\n \\\"ratio\\\": 0.1464,\\n \\\"sample\\\": \\\"{\\\\\\\"error\\\\\\\":\\\\\\\"could not retrieve cart: rpc error: code = FailedPrecondition desc = Can't access cart storage. StackExchange.Redis.RedisConnectionException: The message timed out in the backlog attempting to send because no connection became available (5000ms) - Last Connection Exception: UnableToConnect on redis-cart:6379/Interactive, Initializing/NotStarted, last: NONE, origin: BeginConnectAsync, outstanding: 0, last-read: 0s ago, last-write: 0s ago, keep-alive: 60s, state: Connecting, mgr: 10 of 10 available, last-heartbeat: never, global: 0s ago, v: 2.7.27.49176, command=HMGET, timeout: 5000, inst: 0, qu: 18, qs: 0, aw: False, bw: CheckingForTimeout, rs: NotStarted, ws: Initializing, in: 0, last-in: 0, cur-in: 0, sync-ops: 0, async-ops: 98, serverEndpoint: redis-cart:6379, conn-sec: n/a, aoc: 0, mc: 1/1/0, mgr: 10 of 10 available, clientName: cartservice-8cbf5b9d4-8pmbd(SE.Redis-v2.7.27.49176), IOCP: (Busy=0,Free=1000,Min=1,Max=1000), WORKER: (Busy=3,Free=32764,Min=2,Max=32767), POOL: (Threads=7,QueuedItems=1,CompletedItems=878,Timers=6), v: 2.7.27.49176 (Please take a look at this article for some common client-side issues that can cause timeouts: https://stackexchange.github.io/StackExchange.Redis/Timeouts)\\\\\\\\n ---\\\\\\\\u003e StackExchange.Redis.RedisConnectionException: UnableToConnect on redis-cart:6379/Interactive, Initializing/NotStarted, last: NONE, origin: BeginConnectAsync, outstanding: 0, last-read: 0s ago, last-write: 0s ago, keep-alive: 60s, state: Connecting, mgr: 10 of 10 available, last-heartbeat: never, global: 0s ago, v: 2.7.27.49176\\\\\\\\n --- End of inner exception stack trace ---\\\\\\\\n at Microsoft.Extensions.Caching.StackExchangeRedis.RedisCache.GetAndRefreshAsync(String key, Boolean getData, CancellationToken token)\\\\\\\\n at Microsoft.Extensions.Caching.StackExchangeRedis.RedisCache.GetAsync(String key, CancellationToken token)\\\\\\\\n at cartservice.cartstore.RedisCartStore.GetCartAsync(String userId) in /app/cartstore/RedisCartStore.cs:line 90\\\\\\\",\\\\\\\"http.req.id\\\\\\\":\\\\\\\"5eb3db1a-448a-43d0-bc9a-d8bee1e32c91\\\\\\\",\\\\\\\"http.req.method\\\\\\\":\\\\\\\"GET\\\\\\\",\\\\\\\"http.req.path\\\\\\\":\\\\\\\"/product/6E92ZMYYFZ\\\\\\\",\\\\\\\"message\\\\\\\":\\\\\\\"request error\\\\\\\",\\\\\\\"session\\\\\\\":\\\\\\\"3ca9cdf3-112c-4156-be04-798df1af9d31\\\\\\\",\\\\\\\"severity\\\\\\\":\\\\\\\"error\\\\\\\",\\\\\\\"timestamp\\\\\\\":\\\\\\\"2025-11-29T13:12:23.73958301Z\\\\\\\"}\\\"\\n },\\n {\\n \\\"count\\\": 17,\\n \\\"ratio\\\": 0.0351,\\n \\\"sample\\\": \\\"{\\\\\\\"error\\\\\\\":\\\\\\\"could not retrieve cart: rpc error: code = Canceled desc = context canceled\\\\\\\",\\\\\\\"http.req.id\\\\\\\":\\\\\\\"30a97744-bfb6-44fa-a2c5-a85a6a13be3b\\\\\\\",\\\\\\\"http.req.method\\\\\\\":\\\\\\\"GET\\\\\\\",\\\\\\\"http.req.path\\\\\\\":\\\\\\\"/\\\\\\\",\\\\\\\"message\\\\\\\":\\\\\\\"request error\\\\\\\",\\\\\\\"session\\\\\\\":\\\\\\\"7aa06aeb-4289-4fa5-988a-5fbe117927b7\\\\\\\",\\\\\\\"severity\\\\\\\":\\\\\\\"error\\\\\\\",\\\\\\\"timestamp\\\\\\\":\\\\\\\"2025-11-29T13:12:23.990316764Z\\\\\\\"}\\\"\\n },\\n {\\n \\\"count\\\": 5,\\n \\\"ratio\\\": 0.0103,\\n \\\"sample\\\": \\\"{\\\\\\\"error\\\\\\\":\\\\\\\"failed to add to cart: rpc error: code = FailedPrecondition desc = Can't access cart storage. StackExchange.Redis.RedisConnectionException: The message timed out in the backlog attempting to send because no connection became available (5000ms) - Last Connection Exception: UnableToConnect on redis-cart:6379/Interactive, Initializing/NotStarted, last: NONE, origin: BeginConnectAsync, outstanding: 0, last-read: 0s ago, last-write: 0s ago, keep-alive: 60s, state: Connecting, mgr: 10 of 10 available, last-heartbeat: never, global: 0s ago, v: 2.7.27.49176, command=HMGET, timeout: 5000, inst: 0, qu: 17, qs: 0, aw: False, bw: CheckingForTimeout, last-in: 0, cur-in: 0, sync-ops: 0, async-ops: 93, serverEndpoint: redis-cart:6379, conn-sec: n/a, aoc: 0, mc: 1/1/0, mgr: 10 of 10 available, clientName: cartservice-8cbf5b9d4-8pmbd(SE.Redis-v2.7.27.49176), IOCP: (Busy=0,Free=1000,Min=1,Max=1000), WORKER: (Busy=1,Free=32766,Min=2,Max=32767), POOL: (Threads=7,QueuedItems=0,CompletedItems=834,Timers=8), v: 2.7.27.49176 (Please take a look at this article for some common client-side issues that can cause timeouts: https://stackexchange.github.io/StackExchange.Redis/Timeouts)\\\\\\\\n ---\\\\\\\\u003e StackExchange.Redis.RedisConnectionException: UnableToConnect on redis-cart:6379/Interactive, Initializing/NotStarted, last: NONE, origin: BeginConnectAsync, outstanding: 0, last-read: 0s ago, last-write: 0s ago, keep-alive: 60s, state: Connecting, mgr: 10 of 10 available, last-heartbeat: never, global: 0s ago, v: 2.7.27.49176\\\\\\\\n --- End of inner exception stack trace ---\\\\\\\\n at Microsoft.Extensions.Caching.StackExchangeRedis.RedisCache.GetAndRefreshAsync(String key, Boolean getData, CancellationToken token)\\\\\\\\n at Microsoft.Extensions.Caching.StackExchangeRedis.RedisCache.GetAsync(String key, CancellationToken token)\\\\\\\\n at cartservice.cartstore.RedisCartStore.AddItemAsync(String userId, String productId, Int32 quantity) in /app/cartstore/RedisCartStore.cs:line 40\\\\\\\",\\\\\\\"http.req.id\\\\\\\":\\\\\\\"ed428a90-990d-49a0-ac0c-397e00ea8033\\\\\\\",\\\\\\\"http.req.method\\\\\\\":\\\\\\\"POST\\\\\\\",\\\\\\\"http.req.path\\\\\\\":\\\\\\\"/cart\\\\\\\",\\\\\\\"message\\\\\\\":\\\\\\\"request error\\\\\\\",\\\\\\\"session\\\\\\\":\\\\\\\"42188d49-62e9-4283-9d63-517b747cdc25\\\\\\\",\\\\\\\"severity\\\\\\\":\\\\\\\"error\\\\\\\",\\\\\\\"timestamp\\\\\\\":\\\\\\\"2025-11-29T13:12:21.741204162Z\\\\\\\"}\\\"\\n },\\n {\\n \\\"count\\\": 4,\\n \\\"ratio\\\": 0.0082,\\n \\\"sample\\\": \\\"{\\\\\\\"error\\\\\\\":\\\\\\\"failed to complete the order: rpc error: code = Internal desc = cart failure: failed to get user cart during checkout: rpc error: code = FailedPrecondition desc = Can't access cart storage. StackExchange.Redis.RedisConnectionException: The message timed out in the backlog attempting to send because no connection became available (5000ms) - Last Connection Exception: UnableToConnect on redis-cart:6379/Interactive, Initializing/NotStarted, last: NONE, origin: BeginConnectAsync, outstanding: 0, last-read: 0s ago, last-write: 0s ago, keep-alive: 60s, state: Connecting, mgr: 10 of 10 available, last-heartbeat: never, global: 0s ago, v: 2.7.27.49176, command=HMGET, timeout: 5000, inst: 0, qu: 18, qs: 0, aw: False, bw: CheckingForTimeout, rs: NotStarted, ws: Initializing, in: 0, last-in: 0, cur-in: 0, sync-ops: 0, async-ops: 61, serverEndpoint: redis-cart:6379, conn-sec: n/a, aoc: 0, mc: 1/1/0, mgr: 10 of 10 available, clientName: cartservice-8cbf5b9d4-8pmbd(SE.Redis-v2.7.27.49176), IOCP: (Busy=0,Free=1000,Min=1,Max=1000), WORKER: (Busy=2,Free=32765,Min=2,Max=32767), POOL: (Threads=8,QueuedItems=1,CompletedItems=553,Timers=6), v: 2.7.27.49176 (Please take a look at this article for some common client-side issues that can cause timeouts: https://stackexchange.github.io/StackExchange.Redis/Timeouts)\\\\\\\\n ---\\\\\\\\u003e StackExchange.Redis.RedisConnectionException: UnableToConnect on redis-cart:6379/Interactive, Initializing/NotStarted, last: NONE, origin: BeginConnectAsync, outstanding: 0, last-read: 0s ago, last-write: 0s ago, keep-alive: 60s, state: Connecting, mgr: 10 of 10 available, last-heartbeat: never, global: 0s ago, v: 2.7.27.49176\\\\\\\\n --- End of inner exception stack trace ---\\\\\\\\n at Microsoft.Extensions.Caching.StackExchangeRedis.RedisCache.GetAndRefreshAsync(String key, Boolean getData, CancellationToken token)\\\\\\\\n at Microsoft.Extensions.Caching.StackExchangeRedis.RedisCache.GetAsync(String key, CancellationToken token)\\\\\\\\n at cartservice.cartstore.RedisCartStore.GetCartAsync(String userId) in /app/cartstore/RedisCartStore.cs:line 90\\\\\\\",\\\\\\\"http.req.id\\\\\\\":\\\\\\\"2fced78e-b2f3-41e1-a5ac-5c90a1470255\\\\\\\",\\\\\\\"http.req.method\\\\\\\":\\\\\\\"POST\\\\\\\",\\\\\\\"http.req.path\\\\\\\":\\\\\\\"/cart/checkout\\\\\\\",\\\\\\\"message\\\\\\\":\\\\\\\"request error\\\\\\\",\\\\\\\"session\\\\\\\":\\\\\\\"2db54309-478f-4719-ad13-5578291dce94\\\\\\\",\\\\\\\"severity\\\\\\\":\\\\\\\"error\\\\\\\",\\\\\\\"timestamp\\\\\\\":\\\\\\\"2025-11-29T13:12:10.744147363Z\\\\\\\"}\\\"\\n },\\n {\\n \\\"count\\\": 1,\\n \\\"ratio\\\": 0.0021,\\n \\\"sample\\\": \\\"{\\\\\\\"message\\\\\\\":\\\\\\\"Failed to fetch the name of the cluster in which the pod is runningmetadata: GCE metadata \\\\\\\\\\\\\\\"instance/attributes/cluster-name\\\\\\\\\\\\\\\" not defined\\\\\\\",\\\\\\\"severity\\\\\\\":\\\\\\\"error\\\\\\\",\\\\\\\"timestamp\\\\\\\":\\\\\\\"2025-11-29T13:11:01.76128062Z\\\\\\\"}\\\"\\n },\\n {\\n \\\"count\\\": 1,\\n \\\"ratio\\\": 0.0021,\\n \\\"sample\\\": \\\"{\\\\\\\"message\\\\\\\":\\\\\\\"Failed to fetch the Zone of the node where the pod is scheduledmetadata: GCE metadata \\\\\\\\\\\\\\\"instance/zone\\\\\\\\\\\\\\\" not defined\\\\\\\",\\\\\\\"severity\\\\\\\":\\\\\\\"error\\\\\\\",\\\\\\\"timestamp\\\\\\\":\\\\\\\"2025-11-29T13:11:01.771410009Z\\\\\\\"}\\\"\\n },\\n {\\n \\\"count\\\": 1,\\n \\\"ratio\\\": 0.0021,\\n \\\"sample\\\": \\\"{\\\\\\\"error\\\\\\\":\\\\\\\"failed to complete the order: rpc error: code = Canceled desc = context canceled\\\\\\\",\\\\\\\"http.req.id\\\\\\\":\\\\\\\"d7f84dc2-a4db-4829-b5ba-be8ad14d1532\\\\\\\",\\\\\\\"http.req.method\\\\\\\":\\\\\\\"POST\\\\\\\",\\\\\\\"http.req.path\\\\\\\":\\\\\\\"/cart/checkout\\\\\\\",\\\\\\\"message\\\\\\\":\\\\\\\"request error\\\\\\\",\\\\\\\"session\\\\\\\":\\\\\\\"edc0f07e-3de6-44f5-9402-270d2726091e\\\\\\\",\\\\\\\"severity\\\\\\\":\\\\\\\"error\\\\\\\",\\\\\\\"timestamp\\\\\\\":\\\\\\\"2025-11-29T13:12:23.989164433Z\\\\\\\"}\\\"\\n }\\n ]\\n}\""
25
+ },
26
+ {
27
+ "tool_name": "GetResources",
28
+ "calling": "tool_name='GetResources' arguments={namespace: 'boutique', resource_type: 'deploy', name: None, show_labels: False, output_wide: False, label_selector: None}",
29
+ "output": "NAME READY UP-TO-DATE AVAILABLE AGE\nadservice 1/1 1 1 99s\napi-worker 0/1 0 0 97s\ncartservice 1/1 1 1 99s\ncheckoutservice 1/1 1 1 99s\ncurrencyservice 1/1 1 1 99s\nemailservice 1/1 1 1 99s\nfrontend 1/1 1 1 98s\npaymentservice 1/1 1 1 98s\nproductcatalogservice 1/1 1 1 98s\nrecommendationservice 1/1 1 1 98s\nredis-cart 0/1 0 0 97s\nshippingservice 1/1 1 1 98s\n"
30
+ },
31
+ {
32
+ "tool_name": "DescribeResource",
33
+ "calling": "tool_name='DescribeResource' arguments={namespace: 'boutique', resource_type: 'deploy', name: 'redis-cart'}",
34
+ "output": "Name: redis-cart\nNamespace: boutique\nCreationTimestamp: Sat, 29 Nov 2025 21:11:02 +0800\nLabels: app=redis-cart\nAnnotations: deployment.kubernetes.io/revision: 1\nSelector: app=redis-cart\nReplicas: 1 desired | 0 updated | 0 total | 0 available | 1 unavailable\nStrategyType: RollingUpdate\nMinReadySeconds: 0\nRollingUpdateStrategy: 25% max unavailable, 25% max surge\nPod Template:\n Labels: app=redis-cart\n Containers:\n redis:\n Image: redis:alpine\n Port: 6379/TCP\n Host Port: 0/TCP\n Limits:\n cpu: 1250m\n memory: 256Mi\n Requests:\n cpu: 1\n memory: 200Mi\n Liveness: tcp-socket :6379 delay=5s timeout=1s period=10s #success=1 #failure=3\n Readiness: tcp-socket :6379 delay=5s timeout=1s period=10s #success=1 #failure=3\n Environment: <none>\n Mounts:\n /data from redis-data (rw)\n Volumes:\n redis-data:\n Type: PersistentVolumeClaim (a reference to a PersistentVolumeClaim in the same namespace)\n ClaimName: redis-cart-pvc\n ReadOnly: false\n Node-Selectors: <none>\n Tolerations: <none>\nConditions:\n Type Status Reason\n ---- ------ ------\n Progressing True NewReplicaSetCreated\n Available False MinimumReplicasUnavailable\n ReplicaFailure True FailedCreate\nOldReplicaSets: <none>\nNewReplicaSet: redis-cart-869b6f5f6d (0/1 replicas created)\nEvents:\n Type Reason Age From Message\n ---- ------ ---- ---- -------\n Normal ScalingReplicaSet 100s deployment-controller Scaled up replica set redis-cart-869b6f5f6d to 1\n"
35
+ },
36
+ {
37
+ "tool_name": "DescribeResource",
38
+ "calling": "tool_name='DescribeResource' arguments={namespace: 'boutique', resource_type: 'replicaset', name: 'redis-cart-869b6f5f6d'}",
39
+ "output": "Name: redis-cart-869b6f5f6d\nNamespace: boutique\nSelector: app=redis-cart,pod-template-hash=869b6f5f6d\nLabels: app=redis-cart\n pod-template-hash=869b6f5f6d\nAnnotations: deployment.kubernetes.io/desired-replicas: 1\n deployment.kubernetes.io/max-replicas: 2\n deployment.kubernetes.io/revision: 1\nControlled By: Deployment/redis-cart\nReplicas: 0 current / 1 desired\nPods Status: 0 Running / 0 Waiting / 0 Succeeded / 0 Failed\nPod Template:\n Labels: app=redis-cart\n pod-template-hash=869b6f5f6d\n Containers:\n redis:\n Image: redis:alpine\n Port: 6379/TCP\n Host Port: 0/TCP\n Limits:\n cpu: 1250m\n memory: 256Mi\n Requests:\n cpu: 1\n memory: 200Mi\n Liveness: tcp-socket :6379 delay=5s timeout=1s period=10s #success=1 #failure=3\n Readiness: tcp-socket :6379 delay=5s timeout=1s period=10s #success=1 #failure=3\n Environment: <none>\n Mounts:\n /data from redis-data (rw)\n Volumes:\n redis-data:\n Type: PersistentVolumeClaim (a reference to a PersistentVolumeClaim in the same namespace)\n ClaimName: redis-cart-pvc\n ReadOnly: false\n Node-Selectors: <none>\n Tolerations: <none>\nConditions:\n Type Status Reason\n ---- ------ ------\n ReplicaFailure True FailedCreate\nEvents:\n Type Reason Age From Message\n ---- ------ ---- ---- -------\n Warning FailedCreate 105s replicaset-controller Error creating: pods \"redis-cart-869b6f5f6d-jphf8\" is forbidden: exceeded quota: cpu-quota, requested: requests.cpu=1, used: requests.cpu=10, limited: requests.cpu=1\n Warning FailedCreate 105s replicaset-controller Error creating: pods \"redis-cart-869b6f5f6d-6l64d\" is forbidden: exceeded quota: cpu-quota, requested: requests.cpu=1, used: requests.cpu=10, limited: requests.cpu=1\n Warning FailedCreate 105s replicaset-controller Error creating: pods \"redis-cart-869b6f5f6d-l8kvn\" is forbidden: exceeded quota: cpu-quota, requested: requests.cpu=1, used: requests.cpu=10, limited: requests.cpu=1\n Warning FailedCreate 105s replicaset-controller Error creating: pods \"redis-cart-869b6f5f6d-7m5dk\" is forbidden: exceeded quota: cpu-quota, requested: requests.cpu=1, used: requests.cpu=10, limited: requests.cpu=1\n Warning FailedCreate 105s replicaset-controller Error creating: pods \"redis-cart-869b6f5f6d-q7c8q\" is forbidden: exceeded quota: cpu-quota, requested: requests.cpu=1, used: requests.cpu=10, limited: requests.cpu=1\n Warning FailedCreate 105s replicaset-controller Error creating: pods \"redis-cart-869b6f5f6d-stfw6\" is forbidden: exceeded quota: cpu-quota, requested: requests.cpu=1, used: requests.cpu=10, limited: requests.cpu=1\n Warning FailedCreate 104s replicaset-controller Error creating: pods \"redis-cart-869b6f5f6d-2m8sp\" is forbidden: exceeded quota: cpu-quota, requested: requests.cpu=1, used: requests.cpu=10, limited: requests.cpu=1\n Warning FailedCreate 104s replicaset-controller Error creating: pods \"redis-cart-869b6f5f6d-q7n2t\" is forbidden: exceeded quota: cpu-quota, requested: requests.cpu=1, used: requests.cpu=10, limited: requests.cpu=1\n Warning FailedCreate 104s replicaset-controller Error creating: pods \"redis-cart-869b6f5f6d-rxhww\" is forbidden: exceeded quota: cpu-quota, requested: requests.cpu=1, used: requests.cpu=10, limited: requests.cpu=1\n Warning FailedCreate 23s (x6 over 102s) replicaset-controller (combined from similar events): Error creating: pods \"redis-cart-869b6f5f6d-mrbs4\" is forbidden: exceeded quota: cpu-quota, requested: requests.cpu=1, used: requests.cpu=10, limited: requests.cpu=1\n"
40
+ },
41
+ {
42
+ "tool_name": "GetResources",
43
+ "calling": "tool_name='GetResources' arguments={namespace: 'boutique', resource_type: 'resourcequota', name: None, show_labels: False, output_wide: False, label_selector: None}",
44
+ "output": "NAME AGE REQUEST LIMIT\ncpu-quota 112s requests.cpu: 10/1 \n"
45
+ },
46
+ {
47
+ "tool_name": "DescribeResource",
48
+ "calling": "tool_name='DescribeResource' arguments={namespace: 'boutique', resource_type: 'resourcequota', name: 'cpu-quota'}",
49
+ "output": "Name: cpu-quota\nNamespace: boutique\nResource Used Hard\n-------- ---- ----\nrequests.cpu 10 1\n"
50
+ }
51
+ ]
52
+ }
golden-trajectory/boutique/admission/21/path1.json ADDED
@@ -0,0 +1,52 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "statistics": {
3
+ "valid_tool_call_count": 7,
4
+ "total_trace_steps": 7,
5
+ "history_called_tool_names": [
6
+ "GetResources",
7
+ "GetErrorLogs",
8
+ "GetResources",
9
+ "DescribeResource",
10
+ "DescribeResource",
11
+ "GetResources",
12
+ "DescribeResource"
13
+ ]
14
+ },
15
+ "diagnostic_trace": [
16
+ {
17
+ "tool_name": "GetResources",
18
+ "calling": "tool_name='GetResources' arguments={namespace: 'boutique', resource_type: 'pod', name: None, show_labels: False, output_wide: False, label_selector: None}",
19
+ "output": "NAME READY STATUS RESTARTS AGE\nadservice-b7d6498c7-kfhwc 1/1 Running 0 93s\ncartservice-8cbf5b9d4-ml299 1/1 Running 0 93s\ncheckoutservice-554b78c9c7-8bqwp 1/1 Running 0 93s\ncurrencyservice-8587d7cfd7-7lr97 1/1 Running 0 93s\nemailservice-5dcd9bdff-2m64q 1/1 Running 0 93s\nfrontend-64bcd9854d-7qn89 1/1 Running 0 92s\npaymentservice-5797775987-9sk84 1/1 Running 0 92s\nproductcatalogservice-d78f7f8f7-662xp 1/1 Running 0 92s\nrecommendationservice-55d4896647-cdzt5 1/1 Running 0 92s\nredis-cart-869b6f5f6d-vngj9 1/1 Running 0 92s\n"
20
+ },
21
+ {
22
+ "tool_name": "GetErrorLogs",
23
+ "calling": "tool_name='GetErrorLogs' arguments={namespace: 'boutique', service_name: 'frontend'}",
24
+ "output": "\"{\\n \\\"total_log_count\\\": 988,\\n \\\"total_errors\\\": 72,\\n \\\"total_error_ratio\\\": 0.0729,\\n \\\"patterns\\\": [\\n {\\n \\\"count\\\": 57,\\n \\\"ratio\\\": 0.0577,\\n \\\"sample\\\": \\\"{\\\\\\\"error\\\\\\\":\\\\\\\"failed to get shipping quote: rpc error: code = Unavailable desc = connection error: desc = \\\\\\\\\\\\\\\"transport: Error while dialing: dial tcp 10.68.237.216:50051: connect: connection refused\\\\\\\\\\\\\\\"\\\\\\\",\\\\\\\"http.req.id\\\\\\\":\\\\\\\"f8bfb106-ca5e-42cd-b013-a29109f156f4\\\\\\\",\\\\\\\"http.req.method\\\\\\\":\\\\\\\"GET\\\\\\\",\\\\\\\"http.req.path\\\\\\\":\\\\\\\"/cart\\\\\\\",\\\\\\\"message\\\\\\\":\\\\\\\"request error\\\\\\\",\\\\\\\"session\\\\\\\":\\\\\\\"58e55a43-a96f-454a-8b62-ea11a615b977\\\\\\\",\\\\\\\"severity\\\\\\\":\\\\\\\"error\\\\\\\",\\\\\\\"timestamp\\\\\\\":\\\\\\\"2025-11-29T13:15:25.657387068Z\\\\\\\"}\\\"\\n },\\n {\\n \\\"count\\\": 12,\\n \\\"ratio\\\": 0.0121,\\n \\\"sample\\\": \\\"{\\\\\\\"error\\\\\\\":\\\\\\\"failed to complete the order: rpc error: code = Internal desc = shipping quote failure: failed to get shipping quote: rpc error: code = Unavailable desc = connection error: desc = \\\\\\\\\\\\\\\"transport: Error while dialing: dial tcp 10.68.237.216:50051: connect: connection refused\\\\\\\\\\\\\\\"\\\\\\\",\\\\\\\"http.req.id\\\\\\\":\\\\\\\"8948e367-858b-4db0-b1e2-691c5e1b1729\\\\\\\",\\\\\\\"http.req.method\\\\\\\":\\\\\\\"POST\\\\\\\",\\\\\\\"http.req.path\\\\\\\":\\\\\\\"/cart/checkout\\\\\\\",\\\\\\\"message\\\\\\\":\\\\\\\"request error\\\\\\\",\\\\\\\"session\\\\\\\":\\\\\\\"db9873e1-4224-4b37-8cf6-225725e22aae\\\\\\\",\\\\\\\"severity\\\\\\\":\\\\\\\"error\\\\\\\",\\\\\\\"timestamp\\\\\\\":\\\\\\\"2025-11-29T13:15:22.878711992Z\\\\\\\"}\\\"\\n },\\n {\\n \\\"count\\\": 1,\\n \\\"ratio\\\": 0.001,\\n \\\"sample\\\": \\\"{\\\\\\\"message\\\\\\\":\\\\\\\"Failed to fetch the name of the cluster in which the pod is runningmetadata: GCE metadata \\\\\\\\\\\\\\\"instance/attributes/cluster-name\\\\\\\\\\\\\\\" not defined\\\\\\\",\\\\\\\"severity\\\\\\\":\\\\\\\"error\\\\\\\",\\\\\\\"timestamp\\\\\\\":\\\\\\\"2025-11-29T13:14:03.636056615Z\\\\\\\"}\\\"\\n },\\n {\\n \\\"count\\\": 1,\\n \\\"ratio\\\": 0.001,\\n \\\"sample\\\": \\\"{\\\\\\\"message\\\\\\\":\\\\\\\"Failed to fetch the Zone of the node where the pod is scheduledmetadata: GCE metadata \\\\\\\\\\\\\\\"instance/zone\\\\\\\\\\\\\\\" not defined\\\\\\\",\\\\\\\"severity\\\\\\\":\\\\\\\"error\\\\\\\",\\\\\\\"timestamp\\\\\\\":\\\\\\\"2025-11-29T13:14:03.651286291Z\\\\\\\"}\\\"\\n },\\n {\\n \\\"count\\\": 1,\\n \\\"ratio\\\": 0.001,\\n \\\"sample\\\": \\\"{\\\\\\\"error\\\\\\\":\\\\\\\"failed to complete the order: rpc error: code = Canceled desc = context canceled\\\\\\\",\\\\\\\"http.req.id\\\\\\\":\\\\\\\"7cb47f47-0686-420c-90ce-a4c741ad56d6\\\\\\\",\\\\\\\"http.req.method\\\\\\\":\\\\\\\"POST\\\\\\\",\\\\\\\"http.req.path\\\\\\\":\\\\\\\"/cart/checkout\\\\\\\",\\\\\\\"message\\\\\\\":\\\\\\\"request error\\\\\\\",\\\\\\\"session\\\\\\\":\\\\\\\"2c75b64a-7270-458d-86f0-b32c4b458093\\\\\\\",\\\\\\\"severity\\\\\\\":\\\\\\\"error\\\\\\\",\\\\\\\"timestamp\\\\\\\":\\\\\\\"2025-11-29T13:15:25.757466265Z\\\\\\\"}\\\"\\n }\\n ]\\n}\""
25
+ },
26
+ {
27
+ "tool_name": "GetResources",
28
+ "calling": "tool_name='GetResources' arguments={namespace: 'boutique', resource_type: 'deploy', name: None, show_labels: False, output_wide: False, label_selector: None}",
29
+ "output": "NAME READY UP-TO-DATE AVAILABLE AGE\nadservice 1/1 1 1 99s\ncartservice 1/1 1 1 99s\ncheckoutservice 1/1 1 1 99s\ncurrencyservice 1/1 1 1 99s\nemailservice 1/1 1 1 99s\nfrontend 1/1 1 1 99s\npaymentservice 1/1 1 1 98s\nproductcatalogservice 1/1 1 1 98s\nrecommendationservice 1/1 1 1 98s\nredis-cart 1/1 1 1 98s\nshippingservice 0/1 0 0 97s\n"
30
+ },
31
+ {
32
+ "tool_name": "DescribeResource",
33
+ "calling": "tool_name='DescribeResource' arguments={namespace: 'boutique', resource_type: 'deploy', name: 'shippingservice'}",
34
+ "output": "Name: shippingservice\nNamespace: boutique\nCreationTimestamp: Sat, 29 Nov 2025 21:14:04 +0800\nLabels: app=shippingservice\nAnnotations: deployment.kubernetes.io/revision: 1\nSelector: app=shippingservice\nReplicas: 1 desired | 0 updated | 0 total | 0 available | 1 unavailable\nStrategyType: RollingUpdate\nMinReadySeconds: 0\nRollingUpdateStrategy: 25% max unavailable, 25% max surge\nPod Template:\n Labels: app=shippingservice\n Service Account: shippingservice\n Containers:\n server:\n Image: us-central1-docker.pkg.dev/google-samples/microservices-demo/shippingservice:v0.10.3\n Port: 50051/TCP\n Host Port: 0/TCP\n Limits:\n cpu: 1200m\n memory: 128Mi\n Requests:\n cpu: 1\n memory: 64Mi\n Liveness: grpc <pod>:50051 delay=5s timeout=1s period=10s #success=1 #failure=3\n Readiness: grpc <pod>:50051 delay=5s timeout=1s period=10s #success=1 #failure=3\n Environment:\n PORT: 50051\n DISABLE_PROFILER: 1\n Mounts: <none>\n Volumes: <none>\n Node-Selectors: <none>\n Tolerations: <none>\nConditions:\n Type Status Reason\n ---- ------ ------\n Progressing True NewReplicaSetCreated\n Available False MinimumReplicasUnavailable\n ReplicaFailure True FailedCreate\nOldReplicaSets: <none>\nNewReplicaSet: shippingservice-77f56d9479 (0/1 replicas created)\nEvents:\n Type Reason Age From Message\n ---- ------ ---- ---- -------\n Normal ScalingReplicaSet 100s deployment-controller Scaled up replica set shippingservice-77f56d9479 to 1\n"
35
+ },
36
+ {
37
+ "tool_name": "DescribeResource",
38
+ "calling": "tool_name='DescribeResource' arguments={namespace: 'boutique', resource_type: 'replicaset', name: 'shippingservice-77f56d9479'}",
39
+ "output": "Name: shippingservice-77f56d9479\nNamespace: boutique\nSelector: app=shippingservice,pod-template-hash=77f56d9479\nLabels: app=shippingservice\n pod-template-hash=77f56d9479\nAnnotations: deployment.kubernetes.io/desired-replicas: 1\n deployment.kubernetes.io/max-replicas: 2\n deployment.kubernetes.io/revision: 1\nControlled By: Deployment/shippingservice\nReplicas: 0 current / 1 desired\nPods Status: 0 Running / 0 Waiting / 0 Succeeded / 0 Failed\nPod Template:\n Labels: app=shippingservice\n pod-template-hash=77f56d9479\n Service Account: shippingservice\n Containers:\n server:\n Image: us-central1-docker.pkg.dev/google-samples/microservices-demo/shippingservice:v0.10.3\n Port: 50051/TCP\n Host Port: 0/TCP\n Limits:\n cpu: 1200m\n memory: 128Mi\n Requests:\n cpu: 1\n memory: 64Mi\n Liveness: grpc <pod>:50051 delay=5s timeout=1s period=10s #success=1 #failure=3\n Readiness: grpc <pod>:50051 delay=5s timeout=1s period=10s #success=1 #failure=3\n Environment:\n PORT: 50051\n DISABLE_PROFILER: 1\n Mounts: <none>\n Volumes: <none>\n Node-Selectors: <none>\n Tolerations: <none>\nConditions:\n Type Status Reason\n ---- ------ ------\n ReplicaFailure True FailedCreate\nEvents:\n Type Reason Age From Message\n ---- ------ ---- ---- -------\n Warning FailedCreate 105s replicaset-controller Error creating: pods \"shippingservice-77f56d9479-6k7bn\" is forbidden: exceeded quota: cpu-quota, requested: requests.cpu=1, used: requests.cpu=10, limited: requests.cpu=10\n Warning FailedCreate 105s replicaset-controller Error creating: pods \"shippingservice-77f56d9479-vvztx\" is forbidden: exceeded quota: cpu-quota, requested: requests.cpu=1, used: requests.cpu=10, limited: requests.cpu=10\n Warning FailedCreate 105s replicaset-controller Error creating: pods \"shippingservice-77f56d9479-k5x62\" is forbidden: exceeded quota: cpu-quota, requested: requests.cpu=1, used: requests.cpu=10, limited: requests.cpu=10\n Warning FailedCreate 105s replicaset-controller Error creating: pods \"shippingservice-77f56d9479-wrcxz\" is forbidden: exceeded quota: cpu-quota, requested: requests.cpu=1, used: requests.cpu=10, limited: requests.cpu=10\n Warning FailedCreate 105s replicaset-controller Error creating: pods \"shippingservice-77f56d9479-54s77\" is forbidden: exceeded quota: cpu-quota, requested: requests.cpu=1, used: requests.cpu=10, limited: requests.cpu=10\n Warning FailedCreate 105s replicaset-controller Error creating: pods \"shippingservice-77f56d9479-8fbdn\" is forbidden: exceeded quota: cpu-quota, requested: requests.cpu=1, used: requests.cpu=10, limited: requests.cpu=10\n Warning FailedCreate 105s replicaset-controller Error creating: pods \"shippingservice-77f56d9479-8tzt2\" is forbidden: exceeded quota: cpu-quota, requested: requests.cpu=1, used: requests.cpu=10, limited: requests.cpu=10\n Warning FailedCreate 105s replicaset-controller Error creating: pods \"shippingservice-77f56d9479-zs7kz\" is forbidden: exceeded quota: cpu-quota, requested: requests.cpu=1, used: requests.cpu=10, limited: requests.cpu=10\n Warning FailedCreate 104s replicaset-controller Error creating: pods \"shippingservice-77f56d9479-stf68\" is forbidden: exceeded quota: cpu-quota, requested: requests.cpu=1, used: requests.cpu=10, limited: requests.cpu=10\n Warning FailedCreate 23s (x6 over 103s) replicaset-controller (combined from similar events): Error creating: pods \"shippingservice-77f56d9479-m7ksc\" is forbidden: exceeded quota: cpu-quota, requested: requests.cpu=1, used: requests.cpu=10, limited: requests.cpu=10\n"
40
+ },
41
+ {
42
+ "tool_name": "GetResources",
43
+ "calling": "tool_name='GetResources' arguments={namespace: 'boutique', resource_type: 'resourcequota', name: None, show_labels: False, output_wide: False, label_selector: None}",
44
+ "output": "NAME AGE REQUEST LIMIT\ncpu-quota 113s requests.cpu: 10/10 \n"
45
+ },
46
+ {
47
+ "tool_name": "DescribeResource",
48
+ "calling": "tool_name='DescribeResource' arguments={namespace: 'boutique', resource_type: 'resourcequota', name: 'cpu-quota'}",
49
+ "output": "Name: cpu-quota\nNamespace: boutique\nResource Used Hard\n-------- ---- ----\nrequests.cpu 10 10\n"
50
+ }
51
+ ]
52
+ }
golden-trajectory/boutique/admission/21/path2.json ADDED
@@ -0,0 +1,40 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "statistics": {
3
+ "valid_tool_call_count": 5,
4
+ "total_trace_steps": 5,
5
+ "history_called_tool_names": [
6
+ "GetResources",
7
+ "GetResources",
8
+ "DescribeResource",
9
+ "DescribeResource",
10
+ "GetResources"
11
+ ]
12
+ },
13
+ "diagnostic_trace": [
14
+ {
15
+ "tool_name": "GetResources",
16
+ "calling": "tool_name='GetResources' arguments={namespace: 'boutique', resource_type: 'pod', name: None, show_labels: False, output_wide: False, label_selector: None}",
17
+ "output": "NAME READY STATUS RESTARTS AGE\nadservice-b7d6498c7-kfhwc 1/1 Running 0 93s\ncartservice-8cbf5b9d4-ml299 1/1 Running 0 93s\ncheckoutservice-554b78c9c7-8bqwp 1/1 Running 0 93s\ncurrencyservice-8587d7cfd7-7lr97 1/1 Running 0 93s\nemailservice-5dcd9bdff-2m64q 1/1 Running 0 93s\nfrontend-64bcd9854d-7qn89 1/1 Running 0 92s\npaymentservice-5797775987-9sk84 1/1 Running 0 92s\nproductcatalogservice-d78f7f8f7-662xp 1/1 Running 0 92s\nrecommendationservice-55d4896647-cdzt5 1/1 Running 0 92s\nredis-cart-869b6f5f6d-vngj9 1/1 Running 0 92s\n"
18
+ },
19
+ {
20
+ "tool_name": "GetResources",
21
+ "calling": "tool_name='GetResources' arguments={namespace: 'boutique', resource_type: 'deploy', name: None, show_labels: False, output_wide: False, label_selector: None}",
22
+ "output": "NAME READY UP-TO-DATE AVAILABLE AGE\nadservice 1/1 1 1 99s\ncartservice 1/1 1 1 99s\ncheckoutservice 1/1 1 1 99s\ncurrencyservice 1/1 1 1 99s\nemailservice 1/1 1 1 99s\nfrontend 1/1 1 1 99s\npaymentservice 1/1 1 1 98s\nproductcatalogservice 1/1 1 1 98s\nrecommendationservice 1/1 1 1 98s\nredis-cart 1/1 1 1 98s\nshippingservice 0/1 0 0 97s\n"
23
+ },
24
+ {
25
+ "tool_name": "DescribeResource",
26
+ "calling": "tool_name='DescribeResource' arguments={namespace: 'boutique', resource_type: 'deploy', name: 'shippingservice'}",
27
+ "output": "Name: shippingservice\nNamespace: boutique\nCreationTimestamp: Sat, 29 Nov 2025 21:14:04 +0800\nLabels: app=shippingservice\nAnnotations: deployment.kubernetes.io/revision: 1\nSelector: app=shippingservice\nReplicas: 1 desired | 0 updated | 0 total | 0 available | 1 unavailable\nStrategyType: RollingUpdate\nMinReadySeconds: 0\nRollingUpdateStrategy: 25% max unavailable, 25% max surge\nPod Template:\n Labels: app=shippingservice\n Service Account: shippingservice\n Containers:\n server:\n Image: us-central1-docker.pkg.dev/google-samples/microservices-demo/shippingservice:v0.10.3\n Port: 50051/TCP\n Host Port: 0/TCP\n Limits:\n cpu: 1200m\n memory: 128Mi\n Requests:\n cpu: 1\n memory: 64Mi\n Liveness: grpc <pod>:50051 delay=5s timeout=1s period=10s #success=1 #failure=3\n Readiness: grpc <pod>:50051 delay=5s timeout=1s period=10s #success=1 #failure=3\n Environment:\n PORT: 50051\n DISABLE_PROFILER: 1\n Mounts: <none>\n Volumes: <none>\n Node-Selectors: <none>\n Tolerations: <none>\nConditions:\n Type Status Reason\n ---- ------ ------\n Progressing True NewReplicaSetCreated\n Available False MinimumReplicasUnavailable\n ReplicaFailure True FailedCreate\nOldReplicaSets: <none>\nNewReplicaSet: shippingservice-77f56d9479 (0/1 replicas created)\nEvents:\n Type Reason Age From Message\n ---- ------ ---- ---- -------\n Normal ScalingReplicaSet 100s deployment-controller Scaled up replica set shippingservice-77f56d9479 to 1\n"
28
+ },
29
+ {
30
+ "tool_name": "DescribeResource",
31
+ "calling": "tool_name='DescribeResource' arguments={namespace: 'boutique', resource_type: 'replicaset', name: 'shippingservice-77f56d9479'}",
32
+ "output": "Name: shippingservice-77f56d9479\nNamespace: boutique\nSelector: app=shippingservice,pod-template-hash=77f56d9479\nLabels: app=shippingservice\n pod-template-hash=77f56d9479\nAnnotations: deployment.kubernetes.io/desired-replicas: 1\n deployment.kubernetes.io/max-replicas: 2\n deployment.kubernetes.io/revision: 1\nControlled By: Deployment/shippingservice\nReplicas: 0 current / 1 desired\nPods Status: 0 Running / 0 Waiting / 0 Succeeded / 0 Failed\nPod Template:\n Labels: app=shippingservice\n pod-template-hash=77f56d9479\n Service Account: shippingservice\n Containers:\n server:\n Image: us-central1-docker.pkg.dev/google-samples/microservices-demo/shippingservice:v0.10.3\n Port: 50051/TCP\n Host Port: 0/TCP\n Limits:\n cpu: 1200m\n memory: 128Mi\n Requests:\n cpu: 1\n memory: 64Mi\n Liveness: grpc <pod>:50051 delay=5s timeout=1s period=10s #success=1 #failure=3\n Readiness: grpc <pod>:50051 delay=5s timeout=1s period=10s #success=1 #failure=3\n Environment:\n PORT: 50051\n DISABLE_PROFILER: 1\n Mounts: <none>\n Volumes: <none>\n Node-Selectors: <none>\n Tolerations: <none>\nConditions:\n Type Status Reason\n ---- ------ ------\n ReplicaFailure True FailedCreate\nEvents:\n Type Reason Age From Message\n ---- ------ ---- ---- -------\n Warning FailedCreate 105s replicaset-controller Error creating: pods \"shippingservice-77f56d9479-6k7bn\" is forbidden: exceeded quota: cpu-quota, requested: requests.cpu=1, used: requests.cpu=10, limited: requests.cpu=10\n Warning FailedCreate 105s replicaset-controller Error creating: pods \"shippingservice-77f56d9479-vvztx\" is forbidden: exceeded quota: cpu-quota, requested: requests.cpu=1, used: requests.cpu=10, limited: requests.cpu=10\n Warning FailedCreate 105s replicaset-controller Error creating: pods \"shippingservice-77f56d9479-k5x62\" is forbidden: exceeded quota: cpu-quota, requested: requests.cpu=1, used: requests.cpu=10, limited: requests.cpu=10\n Warning FailedCreate 105s replicaset-controller Error creating: pods \"shippingservice-77f56d9479-wrcxz\" is forbidden: exceeded quota: cpu-quota, requested: requests.cpu=1, used: requests.cpu=10, limited: requests.cpu=10\n Warning FailedCreate 105s replicaset-controller Error creating: pods \"shippingservice-77f56d9479-54s77\" is forbidden: exceeded quota: cpu-quota, requested: requests.cpu=1, used: requests.cpu=10, limited: requests.cpu=10\n Warning FailedCreate 105s replicaset-controller Error creating: pods \"shippingservice-77f56d9479-8fbdn\" is forbidden: exceeded quota: cpu-quota, requested: requests.cpu=1, used: requests.cpu=10, limited: requests.cpu=10\n Warning FailedCreate 105s replicaset-controller Error creating: pods \"shippingservice-77f56d9479-8tzt2\" is forbidden: exceeded quota: cpu-quota, requested: requests.cpu=1, used: requests.cpu=10, limited: requests.cpu=10\n Warning FailedCreate 105s replicaset-controller Error creating: pods \"shippingservice-77f56d9479-zs7kz\" is forbidden: exceeded quota: cpu-quota, requested: requests.cpu=1, used: requests.cpu=10, limited: requests.cpu=10\n Warning FailedCreate 104s replicaset-controller Error creating: pods \"shippingservice-77f56d9479-stf68\" is forbidden: exceeded quota: cpu-quota, requested: requests.cpu=1, used: requests.cpu=10, limited: requests.cpu=10\n Warning FailedCreate 23s (x6 over 103s) replicaset-controller (combined from similar events): Error creating: pods \"shippingservice-77f56d9479-m7ksc\" is forbidden: exceeded quota: cpu-quota, requested: requests.cpu=1, used: requests.cpu=10, limited: requests.cpu=10\n"
33
+ },
34
+ {
35
+ "tool_name": "GetResources",
36
+ "calling": "tool_name='GetResources' arguments={namespace: 'boutique', resource_type: 'resourcequota', name: None, show_labels: False, output_wide: False, label_selector: None}",
37
+ "output": "NAME AGE REQUEST LIMIT\ncpu-quota 113s requests.cpu: 10/10 \n"
38
+ }
39
+ ]
40
+ }
golden-trajectory/boutique/admission/22/path1.json ADDED
@@ -0,0 +1,46 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "statistics": {
3
+ "valid_tool_call_count": 6,
4
+ "total_trace_steps": 6,
5
+ "history_called_tool_names": [
6
+ "GetResources",
7
+ "GetErrorLogs",
8
+ "GetResources",
9
+ "GetResources",
10
+ "GetResources",
11
+ "GetAppYAML"
12
+ ]
13
+ },
14
+ "diagnostic_trace": [
15
+ {
16
+ "tool_name": "GetResources",
17
+ "calling": "tool_name='GetResources' arguments={namespace: 'boutique', resource_type: 'pod', name: None, show_labels: False, output_wide: False, label_selector: None}",
18
+ "output": "NAME READY STATUS RESTARTS AGE\ncartservice-9b469fbc4-jwbkz 1/1 Running 0 94s\ncheckoutservice-6bcfb6486c-qrmjr 1/1 Running 0 94s\ncurrencyservice-5c9c9fdd9d-nbc68 1/1 Running 0 94s\nemailservice-69cb5ccf57-9957t 1/1 Running 0 94s\nfrontend-78fdd6f7d6-qfpnw 1/1 Running 0 93s\npaymentservice-f8b6c595c-pzt65 1/1 Running 0 93s\nproductcatalogservice-5f876f76c9-bn6lb 1/1 Running 0 93s\nrecommendationservice-6b4cdff567-n4c26 1/1 Running 0 93s\nredis-cart-5858bb886-4h98t 1/1 Running 0 92s\nshippingservice-696cc9d869-ktrvd 1/1 Running 0 92s\n"
19
+ },
20
+ {
21
+ "tool_name": "GetErrorLogs",
22
+ "calling": "tool_name='GetErrorLogs' arguments={namespace: 'boutique', service_name: 'frontend'}",
23
+ "output": "\"{\\n \\\"total_log_count\\\": 784,\\n \\\"total_errors\\\": 107,\\n \\\"total_error_ratio\\\": 0.1365,\\n \\\"patterns\\\": [\\n {\\n \\\"count\\\": 105,\\n \\\"ratio\\\": 0.1339,\\n \\\"sample\\\": \\\"{\\\\\\\"error\\\\\\\":\\\\\\\"failed to get ads: rpc error: code = Unavailable desc = connection error: desc = \\\\\\\\\\\\\\\"transport: Error while dialing: dial tcp 10.68.248.19:9555: connect: connection refused\\\\\\\\\\\\\\\"\\\\\\\",\\\\\\\"http.req.id\\\\\\\":\\\\\\\"442d6821-85bc-4279-bf7c-1a6f116ccea6\\\\\\\",\\\\\\\"http.req.method\\\\\\\":\\\\\\\"GET\\\\\\\",\\\\\\\"http.req.path\\\\\\\":\\\\\\\"/\\\\\\\",\\\\\\\"message\\\\\\\":\\\\\\\"failed to retrieve ads\\\\\\\",\\\\\\\"session\\\\\\\":\\\\\\\"810708d5-a6e1-414a-8ebb-06d73bef912d\\\\\\\",\\\\\\\"severity\\\\\\\":\\\\\\\"warning\\\\\\\",\\\\\\\"timestamp\\\\\\\":\\\\\\\"2025-12-01T02:40:06.937477021Z\\\\\\\"}\\\"\\n },\\n {\\n \\\"count\\\": 1,\\n \\\"ratio\\\": 0.0013,\\n \\\"sample\\\": \\\"{\\\\\\\"message\\\\\\\":\\\\\\\"Failed to fetch the name of the cluster in which the pod is runningmetadata: GCE metadata \\\\\\\\\\\\\\\"instance/attributes/cluster-name\\\\\\\\\\\\\\\" not defined\\\\\\\",\\\\\\\"severity\\\\\\\":\\\\\\\"error\\\\\\\",\\\\\\\"timestamp\\\\\\\":\\\\\\\"2025-12-01T02:38:44.907933058Z\\\\\\\"}\\\"\\n },\\n {\\n \\\"count\\\": 1,\\n \\\"ratio\\\": 0.0013,\\n \\\"sample\\\": \\\"{\\\\\\\"message\\\\\\\":\\\\\\\"Failed to fetch the Zone of the node where the pod is scheduledmetadata: GCE metadata \\\\\\\\\\\\\\\"instance/zone\\\\\\\\\\\\\\\" not defined\\\\\\\",\\\\\\\"severity\\\\\\\":\\\\\\\"error\\\\\\\",\\\\\\\"timestamp\\\\\\\":\\\\\\\"2025-12-01T02:38:44.994680354Z\\\\\\\"}\\\"\\n }\\n ]\\n}\""
24
+ },
25
+ {
26
+ "tool_name": "GetResources",
27
+ "calling": "tool_name='GetResources' arguments={namespace: 'boutique', resource_type: 'deploy', name: None, show_labels: False, output_wide: False, label_selector: None}",
28
+ "output": "NAME READY UP-TO-DATE AVAILABLE AGE\nadservice 0/1 0 0 97s\ncartservice 1/1 1 1 99s\ncheckoutservice 1/1 1 1 99s\ncurrencyservice 1/1 1 1 99s\nemailservice 1/1 1 1 99s\nfrontend 1/1 1 1 98s\npaymentservice 1/1 1 1 98s\nproductcatalogservice 1/1 1 1 98s\nrecommendationservice 1/1 1 1 98s\nredis-cart 1/1 1 1 98s\nshippingservice 1/1 1 1 97s\n"
29
+ },
30
+ {
31
+ "tool_name": "GetResources",
32
+ "calling": "tool_name='GetResources' arguments={namespace: 'boutique', resource_type: 'event', name: None, show_labels: False, output_wide: False, label_selector: None}",
33
+ "output": "119s Warning FailedCreate replicaset/adservice-99b76fc49 Error creating: pods \"adservice-99b76fc49-cd2tl\" is forbidden: exceeded quota: memory-quota, requested: requests.memory=300Mi, used: requests.memory=3000Mi, limited: requests.memory=3Gi\n119s Warning FailedCreate replicaset/adservice-99b76fc49 Error creating: pods \"adservice-99b76fc49-r7q2s\" is forbidden: exceeded quota: memory-quota, requested: requests.memory=300Mi, used: requests.memory=3000Mi, limited: requests.memory=3Gi\n119s Normal ScalingReplicaSet deployment/shippingservice Scaled up replica set shippingservice-696cc9d869 to 1\n119s Normal Started pod/paymentservice-f8b6c595c-pzt65 Started container server\n119s Normal Pulled pod/productcatalogservice-5f876f76c9-bn6lb Container image \"us-central1-docker.pkg.dev/google-samples/microservices-demo/productcatalogservice:v0.10.3\" already present on machine\n119s Normal Started pod/productcatalogservice-5f876f76c9-bn6lb Started container server\n119s Normal Pulled pod/recommendationservice-6b4cdff567-n4c26 Container image \"us-central1-docker.pkg.dev/google-samples/microservices-demo/recommendationservice:v0.10.3\" already present on machine\n119s Normal Created pod/recommendationservice-6b4cdff567-n4c26 Created container server\n119s Normal ScalingReplicaSet deployment/adservice Scaled up replica set adservice-99b76fc49 to 1\n119s Normal SuccessfulCreate replicaset/redis-cart-5858bb886 Created pod: redis-cart-5858bb886-4h98t\n119s Normal Started pod/redis-cart-5858bb886-4h98t Started container redis\n119s Normal Created pod/redis-cart-5858bb886-4h98t Created container redis\n119s Warning FailedCreate replicaset/adservice-99b76fc49 Error creating: pods \"adservice-99b76fc49-pfv8p\" is forbidden: exceeded quota: memory-quota, requested: requests.memory=300Mi, used: requests.memory=3000Mi, limited: requests.memory=3Gi\n119s Normal Started pod/recommendationservice-6b4cdff567-n4c26 Started container server\n118s Warning FailedCreate replicaset/adservice-99b76fc49 Error creating: pods \"adservice-99b76fc49-x6csx\" is forbidden: exceeded quota: memory-quota, requested: requests.memory=300Mi, used: requests.memory=3000Mi, limited: requests.memory=3Gi\n118s Warning FailedCreate replicaset/adservice-99b76fc49 Error creating: pods \"adservice-99b76fc49-g2gbm\" is forbidden: exceeded quota: memory-quota, requested: requests.memory=300Mi, used: requests.memory=3000Mi, limited: requests.memory=3Gi\n118s Warning FailedCreate replicaset/adservice-99b76fc49 Error creating: pods \"adservice-99b76fc49-b5c6n\" is forbidden: exceeded quota: memory-quota, requested: requests.memory=300Mi, used: requests.memory=3000Mi, limited: requests.memory=3Gi\n118s Warning FailedCreate replicaset/adservice-99b76fc49 Error creating: pods \"adservice-99b76fc49-rkhwl\" is forbidden: exceeded quota: memory-quota, requested: requests.memory=300Mi, used: requests.memory=3000Mi, limited: requests.memory=3Gi\n117s Warning FailedCreate replicaset/adservice-99b76fc49 Error creating: pods \"adservice-99b76fc49-sh4r7\" is forbidden: exceeded quota: memory-quota, requested: requests.memory=300Mi, used: requests.memory=3000Mi, limited: requests.memory=3Gi\n37s Warning FailedCreate replicaset/adservice-99b76fc49 (combined from similar events): Error creating: pods \"adservice-99b76fc49-8rbvm\" is forbidden: exceeded quota: memory-quota, requested: requests.memory=300Mi, used: requests.memory=3000Mi, limited: requests.memory=3Gi\n"
34
+ },
35
+ {
36
+ "tool_name": "GetResources",
37
+ "calling": "tool_name='GetResources' arguments={namespace: 'boutique', resource_type: 'resourcequota', name: None, show_labels: False, output_wide: False, label_selector: None}",
38
+ "output": "NAME AGE REQUEST LIMIT\nmemory-quota 111s requests.memory: 3000Mi/3Gi \n"
39
+ },
40
+ {
41
+ "tool_name": "GetAppYAML",
42
+ "calling": "tool_name='GetAppYAML' arguments={app_name: 'adservice'}",
43
+ "output": "apiVersion: apps/v1\nkind: Deployment\nmetadata:\n name: adservice\n namespace: boutique \n labels:\n app: adservice\nspec:\n selector:\n matchLabels:\n app: adservice\n template:\n metadata:\n labels:\n app: adservice\n spec:\n serviceAccountName: adservice\n terminationGracePeriodSeconds: 5\n securityContext:\n fsGroup: 1000\n runAsGroup: 1000\n runAsNonRoot: true\n runAsUser: 1000\n containers:\n - name: server\n securityContext:\n allowPrivilegeEscalation: false\n capabilities:\n drop:\n - ALL\n privileged: false\n readOnlyRootFilesystem: true\n image: us-central1-docker.pkg.dev/google-samples/microservices-demo/adservice:v0.10.3\n ports:\n - containerPort: 9555\n env:\n - name: PORT\n value: \"9555\"\n resources:\n requests:\n cpu: 100m\n memory: 300Mi\n limits:\n cpu: 130m\n memory: 300Mi\n readinessProbe:\n initialDelaySeconds: 5\n grpc:\n port: 9555\n livenessProbe:\n initialDelaySeconds: 5\n grpc:\n port: 9555\n---\napiVersion: v1\nkind: Service\nmetadata:\n name: adservice\n namespace: boutique\n labels:\n app: adservice\nspec:\n type: ClusterIP\n selector:\n app: adservice\n ports:\n - name: grpc\n port: 9555\n targetPort: 9555\n---\napiVersion: v1\nkind: ServiceAccount\nmetadata:\n name: adservice\n namespace: boutique"
44
+ }
45
+ ]
46
+ }
golden-trajectory/boutique/admission/22/path2.json ADDED
@@ -0,0 +1,40 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "statistics": {
3
+ "valid_tool_call_count": 5,
4
+ "total_trace_steps": 5,
5
+ "history_called_tool_names": [
6
+ "GetResources",
7
+ "GetErrorLogs",
8
+ "GetResources",
9
+ "GetResources",
10
+ "GetResources"
11
+ ]
12
+ },
13
+ "diagnostic_trace": [
14
+ {
15
+ "tool_name": "GetResources",
16
+ "calling": "tool_name='GetResources' arguments={namespace: 'boutique', resource_type: 'pod', name: None, show_labels: False, output_wide: False, label_selector: None}",
17
+ "output": "NAME READY STATUS RESTARTS AGE\ncartservice-9b469fbc4-jwbkz 1/1 Running 0 94s\ncheckoutservice-6bcfb6486c-qrmjr 1/1 Running 0 94s\ncurrencyservice-5c9c9fdd9d-nbc68 1/1 Running 0 94s\nemailservice-69cb5ccf57-9957t 1/1 Running 0 94s\nfrontend-78fdd6f7d6-qfpnw 1/1 Running 0 93s\npaymentservice-f8b6c595c-pzt65 1/1 Running 0 93s\nproductcatalogservice-5f876f76c9-bn6lb 1/1 Running 0 93s\nrecommendationservice-6b4cdff567-n4c26 1/1 Running 0 93s\nredis-cart-5858bb886-4h98t 1/1 Running 0 92s\nshippingservice-696cc9d869-ktrvd 1/1 Running 0 92s\n"
18
+ },
19
+ {
20
+ "tool_name": "GetErrorLogs",
21
+ "calling": "tool_name='GetErrorLogs' arguments={namespace: 'boutique', service_name: 'frontend'}",
22
+ "output": "\"{\\n \\\"total_log_count\\\": 784,\\n \\\"total_errors\\\": 107,\\n \\\"total_error_ratio\\\": 0.1365,\\n \\\"patterns\\\": [\\n {\\n \\\"count\\\": 105,\\n \\\"ratio\\\": 0.1339,\\n \\\"sample\\\": \\\"{\\\\\\\"error\\\\\\\":\\\\\\\"failed to get ads: rpc error: code = Unavailable desc = connection error: desc = \\\\\\\\\\\\\\\"transport: Error while dialing: dial tcp 10.68.248.19:9555: connect: connection refused\\\\\\\\\\\\\\\"\\\\\\\",\\\\\\\"http.req.id\\\\\\\":\\\\\\\"442d6821-85bc-4279-bf7c-1a6f116ccea6\\\\\\\",\\\\\\\"http.req.method\\\\\\\":\\\\\\\"GET\\\\\\\",\\\\\\\"http.req.path\\\\\\\":\\\\\\\"/\\\\\\\",\\\\\\\"message\\\\\\\":\\\\\\\"failed to retrieve ads\\\\\\\",\\\\\\\"session\\\\\\\":\\\\\\\"810708d5-a6e1-414a-8ebb-06d73bef912d\\\\\\\",\\\\\\\"severity\\\\\\\":\\\\\\\"warning\\\\\\\",\\\\\\\"timestamp\\\\\\\":\\\\\\\"2025-12-01T02:40:06.937477021Z\\\\\\\"}\\\"\\n },\\n {\\n \\\"count\\\": 1,\\n \\\"ratio\\\": 0.0013,\\n \\\"sample\\\": \\\"{\\\\\\\"message\\\\\\\":\\\\\\\"Failed to fetch the name of the cluster in which the pod is runningmetadata: GCE metadata \\\\\\\\\\\\\\\"instance/attributes/cluster-name\\\\\\\\\\\\\\\" not defined\\\\\\\",\\\\\\\"severity\\\\\\\":\\\\\\\"error\\\\\\\",\\\\\\\"timestamp\\\\\\\":\\\\\\\"2025-12-01T02:38:44.907933058Z\\\\\\\"}\\\"\\n },\\n {\\n \\\"count\\\": 1,\\n \\\"ratio\\\": 0.0013,\\n \\\"sample\\\": \\\"{\\\\\\\"message\\\\\\\":\\\\\\\"Failed to fetch the Zone of the node where the pod is scheduledmetadata: GCE metadata \\\\\\\\\\\\\\\"instance/zone\\\\\\\\\\\\\\\" not defined\\\\\\\",\\\\\\\"severity\\\\\\\":\\\\\\\"error\\\\\\\",\\\\\\\"timestamp\\\\\\\":\\\\\\\"2025-12-01T02:38:44.994680354Z\\\\\\\"}\\\"\\n }\\n ]\\n}\""
23
+ },
24
+ {
25
+ "tool_name": "GetResources",
26
+ "calling": "tool_name='GetResources' arguments={namespace: 'boutique', resource_type: 'ep', name: None, show_labels: False, output_wide: False, label_selector: None}",
27
+ "output": "NAME ENDPOINTS AGE\nadservice <none> 108s\ncartservice 172.20.2.114:7070 110s\ncheckoutservice 172.20.1.25:5050 110s\ncurrencyservice 172.20.2.115:7000 110s\nemailservice 172.20.1.26:8080 110s\nfrontend 172.20.2.116:8080 109s\nfrontend-external 172.20.2.116:8080 109s\npaymentservice 172.20.1.27:50051 109s\nproductcatalogservice 172.20.1.28:3550 109s\nrecommendationservice 172.20.2.117:8080 109s\nredis-cart 172.20.1.29:6379 109s\nshippingservice 172.20.2.118:50051 108s\n"
28
+ },
29
+ {
30
+ "tool_name": "GetResources",
31
+ "calling": "tool_name='GetResources' arguments={namespace: 'boutique', resource_type: 'deploy', name: None, show_labels: False, output_wide: False, label_selector: None}",
32
+ "output": "NAME READY UP-TO-DATE AVAILABLE AGE\nadservice 0/1 0 0 97s\ncartservice 1/1 1 1 99s\ncheckoutservice 1/1 1 1 99s\ncurrencyservice 1/1 1 1 99s\nemailservice 1/1 1 1 99s\nfrontend 1/1 1 1 98s\npaymentservice 1/1 1 1 98s\nproductcatalogservice 1/1 1 1 98s\nrecommendationservice 1/1 1 1 98s\nredis-cart 1/1 1 1 98s\nshippingservice 1/1 1 1 97s\n"
33
+ },
34
+ {
35
+ "tool_name": "GetResources",
36
+ "calling": "tool_name='GetResources' arguments={namespace: 'boutique', resource_type: 'event', name: None, show_labels: False, output_wide: False, label_selector: None}",
37
+ "output": "119s Warning FailedCreate replicaset/adservice-99b76fc49 Error creating: pods \"adservice-99b76fc49-cd2tl\" is forbidden: exceeded quota: memory-quota, requested: requests.memory=300Mi, used: requests.memory=3000Mi, limited: requests.memory=3Gi\n119s Warning FailedCreate replicaset/adservice-99b76fc49 Error creating: pods \"adservice-99b76fc49-r7q2s\" is forbidden: exceeded quota: memory-quota, requested: requests.memory=300Mi, used: requests.memory=3000Mi, limited: requests.memory=3Gi\n119s Normal ScalingReplicaSet deployment/shippingservice Scaled up replica set shippingservice-696cc9d869 to 1\n119s Normal Started pod/paymentservice-f8b6c595c-pzt65 Started container server\n119s Normal Pulled pod/productcatalogservice-5f876f76c9-bn6lb Container image \"us-central1-docker.pkg.dev/google-samples/microservices-demo/productcatalogservice:v0.10.3\" already present on machine\n119s Normal Started pod/productcatalogservice-5f876f76c9-bn6lb Started container server\n119s Normal Pulled pod/recommendationservice-6b4cdff567-n4c26 Container image \"us-central1-docker.pkg.dev/google-samples/microservices-demo/recommendationservice:v0.10.3\" already present on machine\n119s Normal Created pod/recommendationservice-6b4cdff567-n4c26 Created container server\n119s Normal ScalingReplicaSet deployment/adservice Scaled up replica set adservice-99b76fc49 to 1\n119s Normal SuccessfulCreate replicaset/redis-cart-5858bb886 Created pod: redis-cart-5858bb886-4h98t\n119s Normal Started pod/redis-cart-5858bb886-4h98t Started container redis\n119s Normal Created pod/redis-cart-5858bb886-4h98t Created container redis\n119s Warning FailedCreate replicaset/adservice-99b76fc49 Error creating: pods \"adservice-99b76fc49-pfv8p\" is forbidden: exceeded quota: memory-quota, requested: requests.memory=300Mi, used: requests.memory=3000Mi, limited: requests.memory=3Gi\n119s Normal Started pod/recommendationservice-6b4cdff567-n4c26 Started container server\n118s Warning FailedCreate replicaset/adservice-99b76fc49 Error creating: pods \"adservice-99b76fc49-x6csx\" is forbidden: exceeded quota: memory-quota, requested: requests.memory=300Mi, used: requests.memory=3000Mi, limited: requests.memory=3Gi\n118s Warning FailedCreate replicaset/adservice-99b76fc49 Error creating: pods \"adservice-99b76fc49-g2gbm\" is forbidden: exceeded quota: memory-quota, requested: requests.memory=300Mi, used: requests.memory=3000Mi, limited: requests.memory=3Gi\n118s Warning FailedCreate replicaset/adservice-99b76fc49 Error creating: pods \"adservice-99b76fc49-b5c6n\" is forbidden: exceeded quota: memory-quota, requested: requests.memory=300Mi, used: requests.memory=3000Mi, limited: requests.memory=3Gi\n118s Warning FailedCreate replicaset/adservice-99b76fc49 Error creating: pods \"adservice-99b76fc49-rkhwl\" is forbidden: exceeded quota: memory-quota, requested: requests.memory=300Mi, used: requests.memory=3000Mi, limited: requests.memory=3Gi\n117s Warning FailedCreate replicaset/adservice-99b76fc49 Error creating: pods \"adservice-99b76fc49-sh4r7\" is forbidden: exceeded quota: memory-quota, requested: requests.memory=300Mi, used: requests.memory=3000Mi, limited: requests.memory=3Gi\n37s Warning FailedCreate replicaset/adservice-99b76fc49 (combined from similar events): Error creating: pods \"adservice-99b76fc49-8rbvm\" is forbidden: exceeded quota: memory-quota, requested: requests.memory=300Mi, used: requests.memory=3000Mi, limited: requests.memory=3Gi\n"
38
+ }
39
+ ]
40
+ }
golden-trajectory/boutique/admission/23/path1.json ADDED
@@ -0,0 +1,58 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "statistics": {
3
+ "valid_tool_call_count": 8,
4
+ "total_trace_steps": 8,
5
+ "history_called_tool_names": [
6
+ "GetResources",
7
+ "GetErrorLogs",
8
+ "GetResources",
9
+ "GetResources",
10
+ "DescribeResource",
11
+ "GetResources",
12
+ "GetResources",
13
+ "GetAppYAML"
14
+ ]
15
+ },
16
+ "diagnostic_trace": [
17
+ {
18
+ "tool_name": "GetResources",
19
+ "calling": "tool_name='GetResources' arguments={namespace: 'boutique', resource_type: 'pod', name: None, show_labels: False, output_wide: False, label_selector: None}",
20
+ "output": "NAME READY STATUS RESTARTS AGE\nadservice-99b76fc49-4v7zm 1/1 Running 0 94s\ncheckoutservice-6bcfb6486c-mjncn 1/1 Running 0 94s\ncurrencyservice-5c9c9fdd9d-4c8s9 1/1 Running 0 94s\nemailservice-69cb5ccf57-mtd9g 1/1 Running 0 94s\nfrontend-78fdd6f7d6-lwpnk 1/1 Running 0 93s\npaymentservice-f8b6c595c-t5nwp 1/1 Running 0 93s\nproductcatalogservice-5f876f76c9-pplbg 1/1 Running 0 93s\nrecommendationservice-6b4cdff567-l5nj6 1/1 Running 0 93s\nredis-cart-5858bb886-24zbs 1/1 Running 0 92s\nshippingservice-696cc9d869-5jdz8 1/1 Running 0 92s\n"
21
+ },
22
+ {
23
+ "tool_name": "GetErrorLogs",
24
+ "calling": "tool_name='GetErrorLogs' arguments={namespace: 'boutique', service_name: 'frontend'}",
25
+ "output": "\"{\\n \\\"total_log_count\\\": 912,\\n \\\"total_errors\\\": 198,\\n \\\"total_error_ratio\\\": 0.2171,\\n \\\"patterns\\\": [\\n {\\n \\\"count\\\": 163,\\n \\\"ratio\\\": 0.1787,\\n \\\"sample\\\": \\\"{\\\\\\\"error\\\\\\\":\\\\\\\"could not retrieve cart: rpc error: code = Unavailable desc = connection error: desc = \\\\\\\\\\\\\\\"transport: Error while dialing: dial tcp 10.68.118.132:7070: connect: connection refused\\\\\\\\\\\\\\\"\\\\\\\",\\\\\\\"http.req.id\\\\\\\":\\\\\\\"898ce1f3-5c0e-4794-9788-ec4f182296b7\\\\\\\",\\\\\\\"http.req.method\\\\\\\":\\\\\\\"GET\\\\\\\",\\\\\\\"http.req.path\\\\\\\":\\\\\\\"/\\\\\\\",\\\\\\\"message\\\\\\\":\\\\\\\"request error\\\\\\\",\\\\\\\"session\\\\\\\":\\\\\\\"5014a651-408f-4746-b0f0-d8d06ee85b87\\\\\\\",\\\\\\\"severity\\\\\\\":\\\\\\\"error\\\\\\\",\\\\\\\"timestamp\\\\\\\":\\\\\\\"2025-12-01T03:32:38.905431406Z\\\\\\\"}\\\"\\n },\\n {\\n \\\"count\\\": 21,\\n \\\"ratio\\\": 0.023,\\n \\\"sample\\\": \\\"{\\\\\\\"error\\\\\\\":\\\\\\\"failed to add to cart: rpc error: code = Unavailable desc = connection error: desc = \\\\\\\\\\\\\\\"transport: Error while dialing: dial tcp 10.68.118.132:7070: connect: connection refused\\\\\\\\\\\\\\\"\\\\\\\",\\\\\\\"http.req.id\\\\\\\":\\\\\\\"642ba0b4-9acd-4ead-be30-47b7ea968566\\\\\\\",\\\\\\\"http.req.method\\\\\\\":\\\\\\\"POST\\\\\\\",\\\\\\\"http.req.path\\\\\\\":\\\\\\\"/cart\\\\\\\",\\\\\\\"message\\\\\\\":\\\\\\\"request error\\\\\\\",\\\\\\\"session\\\\\\\":\\\\\\\"c0bb06fb-03e5-4a3c-af07-c4617e32a9e4\\\\\\\",\\\\\\\"severity\\\\\\\":\\\\\\\"error\\\\\\\",\\\\\\\"timestamp\\\\\\\":\\\\\\\"2025-12-01T03:32:38.492591355Z\\\\\\\"}\\\"\\n },\\n {\\n \\\"count\\\": 12,\\n \\\"ratio\\\": 0.0132,\\n \\\"sample\\\": \\\"{\\\\\\\"error\\\\\\\":\\\\\\\"failed to complete the order: rpc error: code = Internal desc = cart failure: failed to get user cart during checkout: rpc error: code = Unavailable desc = connection error: desc = \\\\\\\\\\\\\\\"transport: Error while dialing: dial tcp 10.68.118.132:7070: connect: connection refused\\\\\\\\\\\\\\\"\\\\\\\",\\\\\\\"http.req.id\\\\\\\":\\\\\\\"874302eb-dd5e-4836-9fde-4563f81be8f7\\\\\\\",\\\\\\\"http.req.method\\\\\\\":\\\\\\\"POST\\\\\\\",\\\\\\\"http.req.path\\\\\\\":\\\\\\\"/cart/checkout\\\\\\\",\\\\\\\"message\\\\\\\":\\\\\\\"request error\\\\\\\",\\\\\\\"session\\\\\\\":\\\\\\\"4e98f6d8-a592-4b0d-b5b7-db58ab06e1e2\\\\\\\",\\\\\\\"severity\\\\\\\":\\\\\\\"error\\\\\\\",\\\\\\\"timestamp\\\\\\\":\\\\\\\"2025-12-01T03:32:31.247320675Z\\\\\\\"}\\\"\\n },\\n {\\n \\\"count\\\": 1,\\n \\\"ratio\\\": 0.0011,\\n \\\"sample\\\": \\\"{\\\\\\\"message\\\\\\\":\\\\\\\"Failed to fetch the name of the cluster in which the pod is runningmetadata: GCE metadata \\\\\\\\\\\\\\\"instance/attributes/cluster-name\\\\\\\\\\\\\\\" not defined\\\\\\\",\\\\\\\"severity\\\\\\\":\\\\\\\"error\\\\\\\",\\\\\\\"timestamp\\\\\\\":\\\\\\\"2025-12-01T03:31:17.09046832Z\\\\\\\"}\\\"\\n },\\n {\\n \\\"count\\\": 1,\\n \\\"ratio\\\": 0.0011,\\n \\\"sample\\\": \\\"{\\\\\\\"message\\\\\\\":\\\\\\\"Failed to fetch the Zone of the node where the pod is scheduledmetadata: GCE metadata \\\\\\\\\\\\\\\"instance/zone\\\\\\\\\\\\\\\" not defined\\\\\\\",\\\\\\\"severity\\\\\\\":\\\\\\\"error\\\\\\\",\\\\\\\"timestamp\\\\\\\":\\\\\\\"2025-12-01T03:31:17.18911274Z\\\\\\\"}\\\"\\n }\\n ]\\n}\""
26
+ },
27
+ {
28
+ "tool_name": "GetResources",
29
+ "calling": "tool_name='GetResources' arguments={namespace: 'boutique', resource_type: 'svc', name: None, show_labels: False, output_wide: False, label_selector: None}",
30
+ "output": "NAME TYPE CLUSTER-IP EXTERNAL-IP PORT(S) AGE\nadservice ClusterIP 10.68.224.94 <none> 9555/TCP 96s\ncartservice ClusterIP 10.68.118.132 <none> 7070/TCP 94s\ncheckoutservice ClusterIP 10.68.206.72 <none> 5050/TCP 96s\ncurrencyservice ClusterIP 10.68.154.183 <none> 7000/TCP 96s\nemailservice ClusterIP 10.68.98.93 <none> 5000/TCP 96s\nfrontend ClusterIP 10.68.245.112 <none> 80/TCP 95s\nfrontend-external NodePort 10.68.58.0 <none> 80:30080/TCP 95s\npaymentservice ClusterIP 10.68.29.120 <none> 50051/TCP 95s\nproductcatalogservice ClusterIP 10.68.69.41 <none> 3550/TCP 95s\nrecommendationservice ClusterIP 10.68.193.100 <none> 8080/TCP 95s\nredis-cart ClusterIP 10.68.23.60 <none> 6379/TCP 95s\nshippingservice ClusterIP 10.68.223.44 <none> 50051/TCP 94s\n"
31
+ },
32
+ {
33
+ "tool_name": "GetResources",
34
+ "calling": "tool_name='GetResources' arguments={namespace: 'boutique', resource_type: 'ep', name: None, show_labels: False, output_wide: False, label_selector: None}",
35
+ "output": "NAME ENDPOINTS AGE\nadservice 172.20.2.174:9555 110s\ncartservice <none> 108s\ncheckoutservice 172.20.1.82:5050 110s\ncurrencyservice 172.20.1.83:7000 110s\nemailservice 172.20.2.175:8080 110s\nfrontend 172.20.2.176:8080 109s\nfrontend-external 172.20.2.176:8080 109s\npaymentservice 172.20.1.84:50051 109s\nproductcatalogservice 172.20.1.85:3550 109s\nrecommendationservice 172.20.2.177:8080 109s\nredis-cart 172.20.1.86:6379 109s\nshippingservice 172.20.2.178:50051 108s\n"
36
+ },
37
+ {
38
+ "tool_name": "DescribeResource",
39
+ "calling": "tool_name='DescribeResource' arguments={namespace: 'boutique', resource_type: 'deploy', name: 'cartservice'}",
40
+ "output": "Name: cartservice\nNamespace: boutique\nCreationTimestamp: Mon, 01 Dec 2025 11:31:17 +0800\nLabels: app=cartservice\nAnnotations: deployment.kubernetes.io/revision: 1\nSelector: app=cartservice\nReplicas: 1 desired | 0 updated | 0 total | 0 available | 1 unavailable\nStrategyType: RollingUpdate\nMinReadySeconds: 0\nRollingUpdateStrategy: 25% max unavailable, 25% max surge\nPod Template:\n Labels: app=cartservice\n Service Account: cartservice\n Containers:\n server:\n Image: us-central1-docker.pkg.dev/google-samples/microservices-demo/cartservice:v0.10.3\n Port: 7070/TCP\n Host Port: 0/TCP\n Limits:\n cpu: 130m\n memory: 300Mi\n Requests:\n cpu: 100m\n memory: 300Mi\n Environment:\n REDIS_ADDR: redis-cart:6379\n Mounts: <none>\n Volumes: <none>\n Node-Selectors: <none>\n Tolerations: <none>\nConditions:\n Type Status Reason\n ---- ------ ------\n Progressing True NewReplicaSetCreated\n Available False MinimumReplicasUnavailable\n ReplicaFailure True FailedCreate\nOldReplicaSets: <none>\nNewReplicaSet: cartservice-9b469fbc4 (0/1 replicas created)\nEvents:\n Type Reason Age From Message\n ---- ------ ---- ---- -------\n Normal ScalingReplicaSet 97s deployment-controller Scaled up replica set cartservice-9b469fbc4 to 1\n"
41
+ },
42
+ {
43
+ "tool_name": "GetResources",
44
+ "calling": "tool_name='GetResources' arguments={namespace: 'boutique', resource_type: 'event', name: None, show_labels: False, output_wide: False, label_selector: None}",
45
+ "output": "119s Normal ScalingReplicaSet deployment/cartservice Scaled up replica set cartservice-9b469fbc4 to 1\n119s Warning FailedCreate replicaset/cartservice-9b469fbc4 Error creating: pods \"cartservice-9b469fbc4-psxff\" is forbidden: exceeded quota: boutique-quota, requested: requests.memory=300Mi, used: requests.memory=3000Mi, limited: requests.memory=3Gi\n119s Normal Started pod/paymentservice-f8b6c595c-t5nwp Started container server\n119s Normal Pulled pod/productcatalogservice-5f876f76c9-pplbg Container image \"us-central1-docker.pkg.dev/google-samples/microservices-demo/productcatalogservice:v0.10.3\" already present on machine\n119s Normal Created pod/shippingservice-696cc9d869-5jdz8 Created container server\n119s Normal Created pod/recommendationservice-6b4cdff567-l5nj6 Created container server\n119s Warning FailedCreate replicaset/cartservice-9b469fbc4 Error creating: pods \"cartservice-9b469fbc4-8zfct\" is forbidden: exceeded quota: boutique-quota, requested: requests.memory=300Mi, used: requests.memory=3000Mi, limited: requests.memory=3Gi\n119s Normal Started pod/productcatalogservice-5f876f76c9-pplbg Started container server\n118s Warning FailedCreate replicaset/cartservice-9b469fbc4 Error creating: pods \"cartservice-9b469fbc4-r5rcs\" is forbidden: exceeded quota: boutique-quota, requested: requests.memory=300Mi, used: requests.memory=3000Mi, limited: requests.memory=3Gi\n118s Warning FailedCreate replicaset/cartservice-9b469fbc4 Error creating: pods \"cartservice-9b469fbc4-hh855\" is forbidden: exceeded quota: boutique-quota, requested: requests.memory=300Mi, used: requests.memory=3000Mi, limited: requests.memory=3Gi\n118s Warning FailedCreate replicaset/cartservice-9b469fbc4 Error creating: pods \"cartservice-9b469fbc4-58pd6\" is forbidden: exceeded quota: boutique-quota, requested: requests.memory=300Mi, used: requests.memory=3000Mi, limited: requests.memory=3Gi\n118s Warning FailedCreate replicaset/cartservice-9b469fbc4 Error creating: pods \"cartservice-9b469fbc4-spwrq\" is forbidden: exceeded quota: boutique-quota, requested: requests.memory=300Mi, used: requests.memory=3000Mi, limited: requests.memory=3Gi\n118s Warning FailedCreate replicaset/cartservice-9b469fbc4 Error creating: pods \"cartservice-9b469fbc4-vvxg4\" is forbidden: exceeded quota: boutique-quota, requested: requests.memory=300Mi, used: requests.memory=3000Mi, limited: requests.memory=3Gi\n118s Warning FailedCreate replicaset/cartservice-9b469fbc4 Error creating: pods \"cartservice-9b469fbc4-4rb2r\" is forbidden: exceeded quota: boutique-quota, requested: requests.memory=300Mi, used: requests.memory=3000Mi, limited: requests.memory=3Gi\n117s Warning FailedCreate replicaset/cartservice-9b469fbc4 Error creating: pods \"cartservice-9b469fbc4-mf25c\" is forbidden: exceeded quota: boutique-quota, requested: requests.memory=300Mi, used: requests.memory=3000Mi, limited: requests.memory=3Gi\n110s Warning Unhealthy pod/adservice-99b76fc49-4v7zm Liveness probe failed: timeout: failed to connect service \"172.20.2.174:9555\" within 1s: context deadline exceeded\n110s Warning Unhealthy pod/adservice-99b76fc49-4v7zm Readiness probe failed: timeout: failed to connect service \"172.20.2.174:9555\" within 1s: context deadline exceeded\n100s Warning Unhealthy pod/adservice-99b76fc49-4v7zm Liveness probe failed: timeout: health rpc did not complete within 1s\n100s Warning Unhealthy pod/adservice-99b76fc49-4v7zm Readiness probe failed: timeout: health rpc did not complete within 1s\n37s Warning FailedCreate replicaset/cartservice-9b469fbc4 (combined from similar events): Error creating: pods \"cartservice-9b469fbc4-78rrw\" is forbidden: exceeded quota: boutique-quota, requested: requests.memory=300Mi, used: requests.memory=3000Mi, limited: requests.memory=3Gi\n"
46
+ },
47
+ {
48
+ "tool_name": "GetResources",
49
+ "calling": "tool_name='GetResources' arguments={namespace: 'boutique', resource_type: 'resourcequota', name: None, show_labels: False, output_wide: False, label_selector: None}",
50
+ "output": "NAME AGE REQUEST LIMIT\nboutique-quota 111s requests.memory: 3000Mi/3Gi \n"
51
+ },
52
+ {
53
+ "tool_name": "GetAppYAML",
54
+ "calling": "tool_name='GetAppYAML' arguments={app_name: 'cartservice'}",
55
+ "output": "apiVersion: apps/v1\nkind: Deployment\nmetadata:\n name: cartservice\n namespace: boutique\n labels:\n app: cartservice\nspec:\n selector:\n matchLabels:\n app: cartservice\n template:\n metadata:\n labels:\n app: cartservice\n spec:\n serviceAccountName: cartservice\n terminationGracePeriodSeconds: 5\n securityContext:\n fsGroup: 1000\n runAsGroup: 1000\n runAsNonRoot: true\n runAsUser: 1000\n containers:\n - name: server\n securityContext:\n allowPrivilegeEscalation: false\n capabilities:\n drop:\n - ALL\n privileged: false\n readOnlyRootFilesystem: true\n image: us-central1-docker.pkg.dev/google-samples/microservices-demo/cartservice:v0.10.3\n ports:\n - containerPort: 7070\n env:\n - name: REDIS_ADDR\n value: \"redis-cart:6379\"\n resources:\n requests:\n cpu: 100m\n memory: 300Mi\n limits:\n cpu: 130m\n memory: 300Mi\n \n---\napiVersion: v1\nkind: Service\nmetadata:\n name: cartservice\n namespace: boutique\n labels:\n app: cartservice\nspec:\n type: ClusterIP\n selector:\n app: cartservice\n ports:\n - name: grpc\n port: 7070\n targetPort: 7070\n---\napiVersion: v1\nkind: ServiceAccount\nmetadata:\n name: cartservice\n namespace: boutique"
56
+ }
57
+ ]
58
+ }
golden-trajectory/boutique/admission/23/path2.json ADDED
@@ -0,0 +1,76 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "statistics": {
3
+ "valid_tool_call_count": 11,
4
+ "total_trace_steps": 11,
5
+ "history_called_tool_names": [
6
+ "GetResources",
7
+ "GetErrorLogs",
8
+ "GetResources",
9
+ "CheckServiceConnectivity",
10
+ "DescribeResource",
11
+ "GetResources",
12
+ "DescribeResource",
13
+ "DescribeResource",
14
+ "GetResources",
15
+ "DescribeResource",
16
+ "GetAppYAML"
17
+ ]
18
+ },
19
+ "diagnostic_trace": [
20
+ {
21
+ "tool_name": "GetResources",
22
+ "calling": "tool_name='GetResources' arguments={namespace: 'boutique', resource_type: 'pod', name: None, show_labels: False, output_wide: False, label_selector: None}",
23
+ "output": "NAME READY STATUS RESTARTS AGE\nadservice-99b76fc49-4v7zm 1/1 Running 0 94s\ncheckoutservice-6bcfb6486c-mjncn 1/1 Running 0 94s\ncurrencyservice-5c9c9fdd9d-4c8s9 1/1 Running 0 94s\nemailservice-69cb5ccf57-mtd9g 1/1 Running 0 94s\nfrontend-78fdd6f7d6-lwpnk 1/1 Running 0 93s\npaymentservice-f8b6c595c-t5nwp 1/1 Running 0 93s\nproductcatalogservice-5f876f76c9-pplbg 1/1 Running 0 93s\nrecommendationservice-6b4cdff567-l5nj6 1/1 Running 0 93s\nredis-cart-5858bb886-24zbs 1/1 Running 0 92s\nshippingservice-696cc9d869-5jdz8 1/1 Running 0 92s\n"
24
+ },
25
+ {
26
+ "tool_name": "GetErrorLogs",
27
+ "calling": "tool_name='GetErrorLogs' arguments={namespace: 'boutique', service_name: 'frontend'}",
28
+ "output": "\"{\\n \\\"total_log_count\\\": 912,\\n \\\"total_errors\\\": 198,\\n \\\"total_error_ratio\\\": 0.2171,\\n \\\"patterns\\\": [\\n {\\n \\\"count\\\": 163,\\n \\\"ratio\\\": 0.1787,\\n \\\"sample\\\": \\\"{\\\\\\\"error\\\\\\\":\\\\\\\"could not retrieve cart: rpc error: code = Unavailable desc = connection error: desc = \\\\\\\\\\\\\\\"transport: Error while dialing: dial tcp 10.68.118.132:7070: connect: connection refused\\\\\\\\\\\\\\\"\\\\\\\",\\\\\\\"http.req.id\\\\\\\":\\\\\\\"898ce1f3-5c0e-4794-9788-ec4f182296b7\\\\\\\",\\\\\\\"http.req.method\\\\\\\":\\\\\\\"GET\\\\\\\",\\\\\\\"http.req.path\\\\\\\":\\\\\\\"/\\\\\\\",\\\\\\\"message\\\\\\\":\\\\\\\"request error\\\\\\\",\\\\\\\"session\\\\\\\":\\\\\\\"5014a651-408f-4746-b0f0-d8d06ee85b87\\\\\\\",\\\\\\\"severity\\\\\\\":\\\\\\\"error\\\\\\\",\\\\\\\"timestamp\\\\\\\":\\\\\\\"2025-12-01T03:32:38.905431406Z\\\\\\\"}\\\"\\n },\\n {\\n \\\"count\\\": 21,\\n \\\"ratio\\\": 0.023,\\n \\\"sample\\\": \\\"{\\\\\\\"error\\\\\\\":\\\\\\\"failed to add to cart: rpc error: code = Unavailable desc = connection error: desc = \\\\\\\\\\\\\\\"transport: Error while dialing: dial tcp 10.68.118.132:7070: connect: connection refused\\\\\\\\\\\\\\\"\\\\\\\",\\\\\\\"http.req.id\\\\\\\":\\\\\\\"642ba0b4-9acd-4ead-be30-47b7ea968566\\\\\\\",\\\\\\\"http.req.method\\\\\\\":\\\\\\\"POST\\\\\\\",\\\\\\\"http.req.path\\\\\\\":\\\\\\\"/cart\\\\\\\",\\\\\\\"message\\\\\\\":\\\\\\\"request error\\\\\\\",\\\\\\\"session\\\\\\\":\\\\\\\"c0bb06fb-03e5-4a3c-af07-c4617e32a9e4\\\\\\\",\\\\\\\"severity\\\\\\\":\\\\\\\"error\\\\\\\",\\\\\\\"timestamp\\\\\\\":\\\\\\\"2025-12-01T03:32:38.492591355Z\\\\\\\"}\\\"\\n },\\n {\\n \\\"count\\\": 12,\\n \\\"ratio\\\": 0.0132,\\n \\\"sample\\\": \\\"{\\\\\\\"error\\\\\\\":\\\\\\\"failed to complete the order: rpc error: code = Internal desc = cart failure: failed to get user cart during checkout: rpc error: code = Unavailable desc = connection error: desc = \\\\\\\\\\\\\\\"transport: Error while dialing: dial tcp 10.68.118.132:7070: connect: connection refused\\\\\\\\\\\\\\\"\\\\\\\",\\\\\\\"http.req.id\\\\\\\":\\\\\\\"874302eb-dd5e-4836-9fde-4563f81be8f7\\\\\\\",\\\\\\\"http.req.method\\\\\\\":\\\\\\\"POST\\\\\\\",\\\\\\\"http.req.path\\\\\\\":\\\\\\\"/cart/checkout\\\\\\\",\\\\\\\"message\\\\\\\":\\\\\\\"request error\\\\\\\",\\\\\\\"session\\\\\\\":\\\\\\\"4e98f6d8-a592-4b0d-b5b7-db58ab06e1e2\\\\\\\",\\\\\\\"severity\\\\\\\":\\\\\\\"error\\\\\\\",\\\\\\\"timestamp\\\\\\\":\\\\\\\"2025-12-01T03:32:31.247320675Z\\\\\\\"}\\\"\\n },\\n {\\n \\\"count\\\": 1,\\n \\\"ratio\\\": 0.0011,\\n \\\"sample\\\": \\\"{\\\\\\\"message\\\\\\\":\\\\\\\"Failed to fetch the name of the cluster in which the pod is runningmetadata: GCE metadata \\\\\\\\\\\\\\\"instance/attributes/cluster-name\\\\\\\\\\\\\\\" not defined\\\\\\\",\\\\\\\"severity\\\\\\\":\\\\\\\"error\\\\\\\",\\\\\\\"timestamp\\\\\\\":\\\\\\\"2025-12-01T03:31:17.09046832Z\\\\\\\"}\\\"\\n },\\n {\\n \\\"count\\\": 1,\\n \\\"ratio\\\": 0.0011,\\n \\\"sample\\\": \\\"{\\\\\\\"message\\\\\\\":\\\\\\\"Failed to fetch the Zone of the node where the pod is scheduledmetadata: GCE metadata \\\\\\\\\\\\\\\"instance/zone\\\\\\\\\\\\\\\" not defined\\\\\\\",\\\\\\\"severity\\\\\\\":\\\\\\\"error\\\\\\\",\\\\\\\"timestamp\\\\\\\":\\\\\\\"2025-12-01T03:31:17.18911274Z\\\\\\\"}\\\"\\n }\\n ]\\n}\""
29
+ },
30
+ {
31
+ "tool_name": "GetResources",
32
+ "calling": "tool_name='GetResources' arguments={namespace: 'boutique', resource_type: 'svc', name: None, show_labels: False, output_wide: False, label_selector: None}",
33
+ "output": "NAME TYPE CLUSTER-IP EXTERNAL-IP PORT(S) AGE\nadservice ClusterIP 10.68.224.94 <none> 9555/TCP 96s\ncartservice ClusterIP 10.68.118.132 <none> 7070/TCP 94s\ncheckoutservice ClusterIP 10.68.206.72 <none> 5050/TCP 96s\ncurrencyservice ClusterIP 10.68.154.183 <none> 7000/TCP 96s\nemailservice ClusterIP 10.68.98.93 <none> 5000/TCP 96s\nfrontend ClusterIP 10.68.245.112 <none> 80/TCP 95s\nfrontend-external NodePort 10.68.58.0 <none> 80:30080/TCP 95s\npaymentservice ClusterIP 10.68.29.120 <none> 50051/TCP 95s\nproductcatalogservice ClusterIP 10.68.69.41 <none> 3550/TCP 95s\nrecommendationservice ClusterIP 10.68.193.100 <none> 8080/TCP 95s\nredis-cart ClusterIP 10.68.23.60 <none> 6379/TCP 95s\nshippingservice ClusterIP 10.68.223.44 <none> 50051/TCP 94s\n"
34
+ },
35
+ {
36
+ "tool_name": "CheckServiceConnectivity",
37
+ "calling": "tool_name='CheckServiceConnectivity' arguments={namespace: 'boutique', service_name: 'cartservice', port: 7070}",
38
+ "output": "Connection Failed"
39
+ },
40
+ {
41
+ "tool_name": "DescribeResource",
42
+ "calling": "tool_name='DescribeResource' arguments={namespace: 'boutique', resource_type: 'svc', name: 'cartservice'}",
43
+ "output": "Name: cartservice\nNamespace: boutique\nLabels: app=cartservice\nAnnotations: <none>\nSelector: app=cartservice\nType: ClusterIP\nIP Family Policy: SingleStack\nIP Families: IPv4\nIP: 10.68.118.132\nIPs: 10.68.118.132\nPort: grpc 7070/TCP\nTargetPort: 7070/TCP\nEndpoints: \nSession Affinity: None\nInternal Traffic Policy: Cluster\nEvents: <none>\n"
44
+ },
45
+ {
46
+ "tool_name": "GetResources",
47
+ "calling": "tool_name='GetResources' arguments={namespace: 'boutique', resource_type: 'deploy', name: None, show_labels: False, output_wide: False, label_selector: None}",
48
+ "output": "NAME READY UP-TO-DATE AVAILABLE AGE\nadservice 1/1 1 1 99s\ncartservice 0/1 0 0 97s\ncheckoutservice 1/1 1 1 99s\ncurrencyservice 1/1 1 1 99s\nemailservice 1/1 1 1 99s\nfrontend 1/1 1 1 98s\npaymentservice 1/1 1 1 98s\nproductcatalogservice 1/1 1 1 98s\nrecommendationservice 1/1 1 1 98s\nredis-cart 1/1 1 1 98s\nshippingservice 1/1 1 1 97s\n"
49
+ },
50
+ {
51
+ "tool_name": "DescribeResource",
52
+ "calling": "tool_name='DescribeResource' arguments={namespace: 'boutique', resource_type: 'deploy', name: 'cartservice'}",
53
+ "output": "Name: cartservice\nNamespace: boutique\nCreationTimestamp: Mon, 01 Dec 2025 11:31:17 +0800\nLabels: app=cartservice\nAnnotations: deployment.kubernetes.io/revision: 1\nSelector: app=cartservice\nReplicas: 1 desired | 0 updated | 0 total | 0 available | 1 unavailable\nStrategyType: RollingUpdate\nMinReadySeconds: 0\nRollingUpdateStrategy: 25% max unavailable, 25% max surge\nPod Template:\n Labels: app=cartservice\n Service Account: cartservice\n Containers:\n server:\n Image: us-central1-docker.pkg.dev/google-samples/microservices-demo/cartservice:v0.10.3\n Port: 7070/TCP\n Host Port: 0/TCP\n Limits:\n cpu: 130m\n memory: 300Mi\n Requests:\n cpu: 100m\n memory: 300Mi\n Environment:\n REDIS_ADDR: redis-cart:6379\n Mounts: <none>\n Volumes: <none>\n Node-Selectors: <none>\n Tolerations: <none>\nConditions:\n Type Status Reason\n ---- ------ ------\n Progressing True NewReplicaSetCreated\n Available False MinimumReplicasUnavailable\n ReplicaFailure True FailedCreate\nOldReplicaSets: <none>\nNewReplicaSet: cartservice-9b469fbc4 (0/1 replicas created)\nEvents:\n Type Reason Age From Message\n ---- ------ ---- ---- -------\n Normal ScalingReplicaSet 97s deployment-controller Scaled up replica set cartservice-9b469fbc4 to 1\n"
54
+ },
55
+ {
56
+ "tool_name": "DescribeResource",
57
+ "calling": "tool_name='DescribeResource' arguments={namespace: 'boutique', resource_type: 'replicaset', name: 'cartservice-9b469fbc4'}",
58
+ "output": "Name: cartservice-9b469fbc4\nNamespace: boutique\nSelector: app=cartservice,pod-template-hash=9b469fbc4\nLabels: app=cartservice\n pod-template-hash=9b469fbc4\nAnnotations: deployment.kubernetes.io/desired-replicas: 1\n deployment.kubernetes.io/max-replicas: 2\n deployment.kubernetes.io/revision: 1\nControlled By: Deployment/cartservice\nReplicas: 0 current / 1 desired\nPods Status: 0 Running / 0 Waiting / 0 Succeeded / 0 Failed\nPod Template:\n Labels: app=cartservice\n pod-template-hash=9b469fbc4\n Service Account: cartservice\n Containers:\n server:\n Image: us-central1-docker.pkg.dev/google-samples/microservices-demo/cartservice:v0.10.3\n Port: 7070/TCP\n Host Port: 0/TCP\n Limits:\n cpu: 130m\n memory: 300Mi\n Requests:\n cpu: 100m\n memory: 300Mi\n Environment:\n REDIS_ADDR: redis-cart:6379\n Mounts: <none>\n Volumes: <none>\n Node-Selectors: <none>\n Tolerations: <none>\nConditions:\n Type Status Reason\n ---- ------ ------\n ReplicaFailure True FailedCreate\nEvents:\n Type Reason Age From Message\n ---- ------ ---- ---- -------\n Warning FailedCreate 102s replicaset-controller Error creating: pods \"cartservice-9b469fbc4-8zfct\" is forbidden: exceeded quota: boutique-quota, requested: requests.memory=300Mi, used: requests.memory=3000Mi, limited: requests.memory=3Gi\n Warning FailedCreate 102s replicaset-controller Error creating: pods \"cartservice-9b469fbc4-psxff\" is forbidden: exceeded quota: boutique-quota, requested: requests.memory=300Mi, used: requests.memory=3000Mi, limited: requests.memory=3Gi\n Warning FailedCreate 101s replicaset-controller Error creating: pods \"cartservice-9b469fbc4-58pd6\" is forbidden: exceeded quota: boutique-quota, requested: requests.memory=300Mi, used: requests.memory=3000Mi, limited: requests.memory=3Gi\n Warning FailedCreate 101s replicaset-controller Error creating: pods \"cartservice-9b469fbc4-spwrq\" is forbidden: exceeded quota: boutique-quota, requested: requests.memory=300Mi, used: requests.memory=3000Mi, limited: requests.memory=3Gi\n Warning FailedCreate 101s replicaset-controller Error creating: pods \"cartservice-9b469fbc4-vvxg4\" is forbidden: exceeded quota: boutique-quota, requested: requests.memory=300Mi, used: requests.memory=3000Mi, limited: requests.memory=3Gi\n Warning FailedCreate 101s replicaset-controller Error creating: pods \"cartservice-9b469fbc4-4rb2r\" is forbidden: exceeded quota: boutique-quota, requested: requests.memory=300Mi, used: requests.memory=3000Mi, limited: requests.memory=3Gi\n Warning FailedCreate 101s replicaset-controller Error creating: pods \"cartservice-9b469fbc4-hh855\" is forbidden: exceeded quota: boutique-quota, requested: requests.memory=300Mi, used: requests.memory=3000Mi, limited: requests.memory=3Gi\n Warning FailedCreate 101s replicaset-controller Error creating: pods \"cartservice-9b469fbc4-r5rcs\" is forbidden: exceeded quota: boutique-quota, requested: requests.memory=300Mi, used: requests.memory=3000Mi, limited: requests.memory=3Gi\n Warning FailedCreate 100s replicaset-controller Error creating: pods \"cartservice-9b469fbc4-mf25c\" is forbidden: exceeded quota: boutique-quota, requested: requests.memory=300Mi, used: requests.memory=3000Mi, limited: requests.memory=3Gi\n Warning FailedCreate 20s (x6 over 99s) replicaset-controller (combined from similar events): Error creating: pods \"cartservice-9b469fbc4-78rrw\" is forbidden: exceeded quota: boutique-quota, requested: requests.memory=300Mi, used: requests.memory=3000Mi, limited: requests.memory=3Gi\n"
59
+ },
60
+ {
61
+ "tool_name": "GetResources",
62
+ "calling": "tool_name='GetResources' arguments={namespace: 'boutique', resource_type: 'resourcequota', name: None, show_labels: False, output_wide: False, label_selector: None}",
63
+ "output": "NAME AGE REQUEST LIMIT\nboutique-quota 111s requests.memory: 3000Mi/3Gi \n"
64
+ },
65
+ {
66
+ "tool_name": "DescribeResource",
67
+ "calling": "tool_name='DescribeResource' arguments={namespace: 'boutique', resource_type: 'resourcequota', name: 'boutique-quota'}",
68
+ "output": "Name: boutique-quota\nNamespace: boutique\nResource Used Hard\n-------- ---- ----\nrequests.memory 3000Mi 3Gi\n"
69
+ },
70
+ {
71
+ "tool_name": "GetAppYAML",
72
+ "calling": "tool_name='GetAppYAML' arguments={app_name: 'cartservice'}",
73
+ "output": "apiVersion: apps/v1\nkind: Deployment\nmetadata:\n name: cartservice\n namespace: boutique\n labels:\n app: cartservice\nspec:\n selector:\n matchLabels:\n app: cartservice\n template:\n metadata:\n labels:\n app: cartservice\n spec:\n serviceAccountName: cartservice\n terminationGracePeriodSeconds: 5\n securityContext:\n fsGroup: 1000\n runAsGroup: 1000\n runAsNonRoot: true\n runAsUser: 1000\n containers:\n - name: server\n securityContext:\n allowPrivilegeEscalation: false\n capabilities:\n drop:\n - ALL\n privileged: false\n readOnlyRootFilesystem: true\n image: us-central1-docker.pkg.dev/google-samples/microservices-demo/cartservice:v0.10.3\n ports:\n - containerPort: 7070\n env:\n - name: REDIS_ADDR\n value: \"redis-cart:6379\"\n resources:\n requests:\n cpu: 100m\n memory: 300Mi\n limits:\n cpu: 130m\n memory: 300Mi\n \n---\napiVersion: v1\nkind: Service\nmetadata:\n name: cartservice\n namespace: boutique\n labels:\n app: cartservice\nspec:\n type: ClusterIP\n selector:\n app: cartservice\n ports:\n - name: grpc\n port: 7070\n targetPort: 7070\n---\napiVersion: v1\nkind: ServiceAccount\nmetadata:\n name: cartservice\n namespace: boutique"
74
+ }
75
+ ]
76
+ }
golden-trajectory/boutique/admission/24/path1.json ADDED
@@ -0,0 +1,58 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "statistics": {
3
+ "valid_tool_call_count": 8,
4
+ "total_trace_steps": 8,
5
+ "history_called_tool_names": [
6
+ "GetResources",
7
+ "GetErrorLogs",
8
+ "GetResources",
9
+ "GetResources",
10
+ "DescribeResource",
11
+ "DescribeResource",
12
+ "GetResources",
13
+ "GetAppYAML"
14
+ ]
15
+ },
16
+ "diagnostic_trace": [
17
+ {
18
+ "tool_name": "GetResources",
19
+ "calling": "tool_name='GetResources' arguments={namespace: 'boutique', resource_type: 'pod', name: None, show_labels: False, output_wide: False, label_selector: None}",
20
+ "output": "NAME READY STATUS RESTARTS AGE\nadservice-99b76fc49-nlpc8 1/1 Running 0 94s\ncartservice-9b469fbc4-88kjp 1/1 Running 0 93s\ncurrencyservice-5c9c9fdd9d-bqsvt 1/1 Running 0 93s\nemailservice-69cb5ccf57-44hsd 1/1 Running 0 93s\nfrontend-78fdd6f7d6-l4j7s 1/1 Running 0 93s\npaymentservice-f8b6c595c-4zl9w 1/1 Running 0 93s\nproductcatalogservice-5f876f76c9-km4zp 1/1 Running 0 92s\nrecommendationservice-6b4cdff567-skb4b 1/1 Running 0 92s\nredis-cart-5858bb886-nmrsn 1/1 Running 0 92s\nshippingservice-696cc9d869-v7p5b 1/1 Running 0 92s\n"
21
+ },
22
+ {
23
+ "tool_name": "GetErrorLogs",
24
+ "calling": "tool_name='GetErrorLogs' arguments={namespace: 'boutique', service_name: 'frontend'}",
25
+ "output": "\"{\\n \\\"total_log_count\\\": 779,\\n \\\"total_errors\\\": 34,\\n \\\"total_error_ratio\\\": 0.0436,\\n \\\"patterns\\\": [\\n {\\n \\\"count\\\": 24,\\n \\\"ratio\\\": 0.0308,\\n \\\"sample\\\": \\\"{\\\\\\\"error\\\\\\\":\\\\\\\"failed to get ads: rpc error: code = DeadlineExceeded desc = context deadline exceeded\\\\\\\",\\\\\\\"http.req.id\\\\\\\":\\\\\\\"47dfa38b-b90b-4c7e-99cd-b30e7b6dbedc\\\\\\\",\\\\\\\"http.req.method\\\\\\\":\\\\\\\"GET\\\\\\\",\\\\\\\"http.req.path\\\\\\\":\\\\\\\"/\\\\\\\",\\\\\\\"message\\\\\\\":\\\\\\\"failed to retrieve ads\\\\\\\",\\\\\\\"session\\\\\\\":\\\\\\\"ee0d51a3-47c3-4b4b-a8ee-abb04e5a88e8\\\\\\\",\\\\\\\"severity\\\\\\\":\\\\\\\"warning\\\\\\\",\\\\\\\"timestamp\\\\\\\":\\\\\\\"2025-12-01T02:47:19.497966622Z\\\\\\\"}\\\"\\n },\\n {\\n \\\"count\\\": 8,\\n \\\"ratio\\\": 0.0103,\\n \\\"sample\\\": \\\"{\\\\\\\"error\\\\\\\":\\\\\\\"failed to complete the order: rpc error: code = Unavailable desc = connection error: desc = \\\\\\\\\\\\\\\"transport: Error while dialing: dial tcp 10.68.232.185:5050: connect: connection refused\\\\\\\\\\\\\\\"\\\\\\\",\\\\\\\"http.req.id\\\\\\\":\\\\\\\"5938936e-a21b-45fc-83c3-6cc3843cd2c4\\\\\\\",\\\\\\\"http.req.method\\\\\\\":\\\\\\\"POST\\\\\\\",\\\\\\\"http.req.path\\\\\\\":\\\\\\\"/cart/checkout\\\\\\\",\\\\\\\"message\\\\\\\":\\\\\\\"request error\\\\\\\",\\\\\\\"session\\\\\\\":\\\\\\\"ee0d51a3-47c3-4b4b-a8ee-abb04e5a88e8\\\\\\\",\\\\\\\"severity\\\\\\\":\\\\\\\"error\\\\\\\",\\\\\\\"timestamp\\\\\\\":\\\\\\\"2025-12-01T02:47:40.053195217Z\\\\\\\"}\\\"\\n },\\n {\\n \\\"count\\\": 1,\\n \\\"ratio\\\": 0.0013,\\n \\\"sample\\\": \\\"{\\\\\\\"message\\\\\\\":\\\\\\\"Failed to fetch the name of the cluster in which the pod is runningmetadata: GCE metadata \\\\\\\\\\\\\\\"instance/attributes/cluster-name\\\\\\\\\\\\\\\" not defined\\\\\\\",\\\\\\\"severity\\\\\\\":\\\\\\\"error\\\\\\\",\\\\\\\"timestamp\\\\\\\":\\\\\\\"2025-12-01T02:46:21.589660514Z\\\\\\\"}\\\"\\n },\\n {\\n \\\"count\\\": 1,\\n \\\"ratio\\\": 0.0013,\\n \\\"sample\\\": \\\"{\\\\\\\"message\\\\\\\":\\\\\\\"Failed to fetch the Zone of the node where the pod is scheduledmetadata: GCE metadata \\\\\\\\\\\\\\\"instance/zone\\\\\\\\\\\\\\\" not defined\\\\\\\",\\\\\\\"severity\\\\\\\":\\\\\\\"error\\\\\\\",\\\\\\\"timestamp\\\\\\\":\\\\\\\"2025-12-01T02:46:21.689066538Z\\\\\\\"}\\\"\\n }\\n ]\\n}\""
26
+ },
27
+ {
28
+ "tool_name": "GetResources",
29
+ "calling": "tool_name='GetResources' arguments={namespace: 'boutique', resource_type: 'svc', name: None, show_labels: False, output_wide: False, label_selector: None}",
30
+ "output": "NAME TYPE CLUSTER-IP EXTERNAL-IP PORT(S) AGE\nadservice ClusterIP 10.68.50.185 <none> 9555/TCP 97s\ncartservice ClusterIP 10.68.36.55 <none> 7070/TCP 96s\ncheckoutservice ClusterIP 10.68.232.185 <none> 5050/TCP 95s\ncurrencyservice ClusterIP 10.68.6.130 <none> 7000/TCP 96s\nemailservice ClusterIP 10.68.190.110 <none> 5000/TCP 96s\nfrontend ClusterIP 10.68.228.255 <none> 80/TCP 96s\nfrontend-external NodePort 10.68.90.64 <none> 80:30080/TCP 96s\npaymentservice ClusterIP 10.68.209.239 <none> 50051/TCP 96s\nproductcatalogservice ClusterIP 10.68.254.5 <none> 3550/TCP 96s\nrecommendationservice ClusterIP 10.68.148.116 <none> 8080/TCP 95s\nredis-cart ClusterIP 10.68.210.24 <none> 6379/TCP 95s\nshippingservice ClusterIP 10.68.119.38 <none> 50051/TCP 95s\n"
31
+ },
32
+ {
33
+ "tool_name": "GetResources",
34
+ "calling": "tool_name='GetResources' arguments={namespace: 'boutique', resource_type: 'ep', name: None, show_labels: False, output_wide: False, label_selector: None}",
35
+ "output": "NAME ENDPOINTS AGE\nadservice 172.20.1.39:9555 110s\ncartservice 172.20.2.130:7070 109s\ncheckoutservice <none> 108s\ncurrencyservice 172.20.2.131:7000 109s\nemailservice 172.20.1.40:8080 109s\nfrontend 172.20.2.132:8080 109s\nfrontend-external 172.20.2.132:8080 109s\npaymentservice 172.20.1.41:50051 109s\nproductcatalogservice 172.20.2.133:3550 109s\nrecommendationservice 172.20.1.42:8080 108s\nredis-cart 172.20.1.43:6379 108s\nshippingservice 172.20.2.134:50051 108s\n"
36
+ },
37
+ {
38
+ "tool_name": "DescribeResource",
39
+ "calling": "tool_name='DescribeResource' arguments={namespace: 'boutique', resource_type: 'deploy', name: 'checkoutservice'}",
40
+ "output": "Name: checkoutservice\nNamespace: boutique\nCreationTimestamp: Mon, 01 Dec 2025 10:46:21 +0800\nLabels: app=checkoutservice\nAnnotations: deployment.kubernetes.io/revision: 1\nSelector: app=checkoutservice\nReplicas: 1 desired | 0 updated | 0 total | 0 available | 1 unavailable\nStrategyType: RollingUpdate\nMinReadySeconds: 0\nRollingUpdateStrategy: 25% max unavailable, 25% max surge\nPod Template:\n Labels: app=checkoutservice\n Service Account: checkoutservice\n Containers:\n server:\n Image: us-central1-docker.pkg.dev/google-samples/microservices-demo/checkoutservice:v0.10.3\n Port: 5050/TCP\n Host Port: 0/TCP\n Limits:\n cpu: 120m\n memory: 300Mi\n Requests:\n cpu: 100m\n memory: 300Mi\n Liveness: grpc <pod>:5050 delay=5s timeout=1s period=10s #success=1 #failure=3\n Readiness: grpc <pod>:5050 delay=5s timeout=1s period=10s #success=1 #failure=3\n Environment:\n PORT: 5050\n PRODUCT_CATALOG_SERVICE_ADDR: productcatalogservice:3550\n SHIPPING_SERVICE_ADDR: shippingservice:50051\n PAYMENT_SERVICE_ADDR: paymentservice:50051\n EMAIL_SERVICE_ADDR: emailservice:5000\n CURRENCY_SERVICE_ADDR: currencyservice:7000\n CART_SERVICE_ADDR: cartservice:7070\n Mounts: <none>\n Volumes: <none>\n Node-Selectors: <none>\n Tolerations: <none>\nConditions:\n Type Status Reason\n ---- ------ ------\n Progressing True NewReplicaSetCreated\n Available False MinimumReplicasUnavailable\n ReplicaFailure True FailedCreate\nOldReplicaSets: <none>\nNewReplicaSet: checkoutservice-6bcfb6486c (0/1 replicas created)\nEvents:\n Type Reason Age From Message\n ---- ------ ---- ---- -------\n Normal ScalingReplicaSet 98s deployment-controller Scaled up replica set checkoutservice-6bcfb6486c to 1\n"
41
+ },
42
+ {
43
+ "tool_name": "DescribeResource",
44
+ "calling": "tool_name='DescribeResource' arguments={namespace: 'boutique', resource_type: 'replicaset', name: 'checkoutservice-6bcfb6486c'}",
45
+ "output": "Name: checkoutservice-6bcfb6486c\nNamespace: boutique\nSelector: app=checkoutservice,pod-template-hash=6bcfb6486c\nLabels: app=checkoutservice\n pod-template-hash=6bcfb6486c\nAnnotations: deployment.kubernetes.io/desired-replicas: 1\n deployment.kubernetes.io/max-replicas: 2\n deployment.kubernetes.io/revision: 1\nControlled By: Deployment/checkoutservice\nReplicas: 0 current / 1 desired\nPods Status: 0 Running / 0 Waiting / 0 Succeeded / 0 Failed\nPod Template:\n Labels: app=checkoutservice\n pod-template-hash=6bcfb6486c\n Service Account: checkoutservice\n Containers:\n server:\n Image: us-central1-docker.pkg.dev/google-samples/microservices-demo/checkoutservice:v0.10.3\n Port: 5050/TCP\n Host Port: 0/TCP\n Limits:\n cpu: 120m\n memory: 300Mi\n Requests:\n cpu: 100m\n memory: 300Mi\n Liveness: grpc <pod>:5050 delay=5s timeout=1s period=10s #success=1 #failure=3\n Readiness: grpc <pod>:5050 delay=5s timeout=1s period=10s #success=1 #failure=3\n Environment:\n PORT: 5050\n PRODUCT_CATALOG_SERVICE_ADDR: productcatalogservice:3550\n SHIPPING_SERVICE_ADDR: shippingservice:50051\n PAYMENT_SERVICE_ADDR: paymentservice:50051\n EMAIL_SERVICE_ADDR: emailservice:5000\n CURRENCY_SERVICE_ADDR: currencyservice:7000\n CART_SERVICE_ADDR: cartservice:7070\n Mounts: <none>\n Volumes: <none>\n Node-Selectors: <none>\n Tolerations: <none>\nConditions:\n Type Status Reason\n ---- ------ ------\n ReplicaFailure True FailedCreate\nEvents:\n Type Reason Age From Message\n ---- ------ ---- ---- -------\n Warning FailedCreate 102s replicaset-controller Error creating: pods \"checkoutservice-6bcfb6486c-g8h4r\" is forbidden: exceeded quota: memory-request-quota, requested: requests.memory=300Mi, used: requests.memory=3000Mi, limited: requests.memory=3Gi\n Warning FailedCreate 102s replicaset-controller Error creating: pods \"checkoutservice-6bcfb6486c-7b947\" is forbidden: exceeded quota: memory-request-quota, requested: requests.memory=300Mi, used: requests.memory=3000Mi, limited: requests.memory=3Gi\n Warning FailedCreate 102s replicaset-controller Error creating: pods \"checkoutservice-6bcfb6486c-fp8kb\" is forbidden: exceeded quota: memory-request-quota, requested: requests.memory=300Mi, used: requests.memory=3000Mi, limited: requests.memory=3Gi\n Warning FailedCreate 102s replicaset-controller Error creating: pods \"checkoutservice-6bcfb6486c-k96r5\" is forbidden: exceeded quota: memory-request-quota, requested: requests.memory=300Mi, used: requests.memory=3000Mi, limited: requests.memory=3Gi\n Warning FailedCreate 102s replicaset-controller Error creating: pods \"checkoutservice-6bcfb6486c-cjq46\" is forbidden: exceeded quota: memory-request-quota, requested: requests.memory=300Mi, used: requests.memory=3000Mi, limited: requests.memory=3Gi\n Warning FailedCreate 102s replicaset-controller Error creating: pods \"checkoutservice-6bcfb6486c-2pm45\" is forbidden: exceeded quota: memory-request-quota, requested: requests.memory=300Mi, used: requests.memory=3000Mi, limited: requests.memory=3Gi\n Warning FailedCreate 102s replicaset-controller Error creating: pods \"checkoutservice-6bcfb6486c-wbjs7\" is forbidden: exceeded quota: memory-request-quota, requested: requests.memory=300Mi, used: requests.memory=3000Mi, limited: requests.memory=3Gi\n Warning FailedCreate 101s replicaset-controller Error creating: pods \"checkoutservice-6bcfb6486c-gttb5\" is forbidden: exceeded quota: memory-request-quota, requested: requests.memory=300Mi, used: requests.memory=3000Mi, limited: requests.memory=3Gi\n Warning FailedCreate 101s replicaset-controller Error creating: pods \"checkoutservice-6bcfb6486c-9jsdx\" is forbidden: exceeded quota: memory-request-quota, requested: requests.memory=300Mi, used: requests.memory=3000Mi, limited: requests.memory=3Gi\n Warning FailedCreate 20s (x6 over 100s) replicaset-controller (combined from similar events): Error creating: pods \"checkoutservice-6bcfb6486c-t6f7c\" is forbidden: exceeded quota: memory-request-quota, requested: requests.memory=300Mi, used: requests.memory=3000Mi, limited: requests.memory=3Gi\n"
46
+ },
47
+ {
48
+ "tool_name": "GetResources",
49
+ "calling": "tool_name='GetResources' arguments={namespace: 'boutique', resource_type: 'resourcequota', name: None, show_labels: False, output_wide: False, label_selector: None}",
50
+ "output": "NAME AGE REQUEST LIMIT\nmemory-request-quota 112s requests.memory: 3000Mi/3Gi \n"
51
+ },
52
+ {
53
+ "tool_name": "GetAppYAML",
54
+ "calling": "tool_name='GetAppYAML' arguments={app_name: 'checkoutservice'}",
55
+ "output": "apiVersion: apps/v1\nkind: Deployment\nmetadata:\n name: checkoutservice\n namespace: boutique\n labels:\n app: checkoutservice\nspec:\n selector:\n matchLabels:\n app: checkoutservice\n template:\n metadata:\n labels:\n app: checkoutservice\n spec:\n serviceAccountName: checkoutservice\n securityContext:\n fsGroup: 1000\n runAsGroup: 1000\n runAsNonRoot: true\n runAsUser: 1000\n containers:\n - name: server\n securityContext:\n allowPrivilegeEscalation: false\n capabilities:\n drop:\n - ALL\n privileged: false\n readOnlyRootFilesystem: true\n image: us-central1-docker.pkg.dev/google-samples/microservices-demo/checkoutservice:v0.10.3\n ports:\n - containerPort: 5050\n readinessProbe:\n initialDelaySeconds: 5\n grpc:\n port: 5050\n livenessProbe:\n initialDelaySeconds: 5\n grpc:\n port: 5050\n env:\n - name: PORT\n value: \"5050\"\n - name: PRODUCT_CATALOG_SERVICE_ADDR\n value: \"productcatalogservice:3550\"\n - name: SHIPPING_SERVICE_ADDR\n value: \"shippingservice:50051\"\n - name: PAYMENT_SERVICE_ADDR\n value: \"paymentservice:50051\"\n - name: EMAIL_SERVICE_ADDR\n value: \"emailservice:5000\"\n - name: CURRENCY_SERVICE_ADDR\n value: \"currencyservice:7000\"\n - name: CART_SERVICE_ADDR\n value: \"cartservice:7070\"\n resources:\n requests:\n cpu: 100m\n memory: 300Mi\n limits:\n cpu: 120m\n memory: 300Mi\n---\napiVersion: v1\nkind: Service\nmetadata:\n name: checkoutservice\n namespace: boutique\n labels:\n app: checkoutservice\nspec:\n type: ClusterIP\n selector:\n app: checkoutservice\n ports:\n - name: grpc\n port: 5050\n targetPort: 5050\n---\napiVersion: v1\nkind: ServiceAccount\nmetadata:\n name: checkoutservice\n namespace: boutique"
56
+ }
57
+ ]
58
+ }
golden-trajectory/boutique/admission/24/path2.json ADDED
@@ -0,0 +1,64 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "statistics": {
3
+ "valid_tool_call_count": 9,
4
+ "total_trace_steps": 9,
5
+ "history_called_tool_names": [
6
+ "GetResources",
7
+ "GetErrorLogs",
8
+ "GetResources",
9
+ "GetResources",
10
+ "GetResources",
11
+ "DescribeResource",
12
+ "DescribeResource",
13
+ "GetResources",
14
+ "GetAppYAML"
15
+ ]
16
+ },
17
+ "diagnostic_trace": [
18
+ {
19
+ "tool_name": "GetResources",
20
+ "calling": "tool_name='GetResources' arguments={namespace: 'boutique', resource_type: 'pod', name: None, show_labels: False, output_wide: False, label_selector: None}",
21
+ "output": "NAME READY STATUS RESTARTS AGE\nadservice-99b76fc49-nlpc8 1/1 Running 0 94s\ncartservice-9b469fbc4-88kjp 1/1 Running 0 93s\ncurrencyservice-5c9c9fdd9d-bqsvt 1/1 Running 0 93s\nemailservice-69cb5ccf57-44hsd 1/1 Running 0 93s\nfrontend-78fdd6f7d6-l4j7s 1/1 Running 0 93s\npaymentservice-f8b6c595c-4zl9w 1/1 Running 0 93s\nproductcatalogservice-5f876f76c9-km4zp 1/1 Running 0 92s\nrecommendationservice-6b4cdff567-skb4b 1/1 Running 0 92s\nredis-cart-5858bb886-nmrsn 1/1 Running 0 92s\nshippingservice-696cc9d869-v7p5b 1/1 Running 0 92s\n"
22
+ },
23
+ {
24
+ "tool_name": "GetErrorLogs",
25
+ "calling": "tool_name='GetErrorLogs' arguments={namespace: 'boutique', service_name: 'frontend'}",
26
+ "output": "\"{\\n \\\"total_log_count\\\": 779,\\n \\\"total_errors\\\": 34,\\n \\\"total_error_ratio\\\": 0.0436,\\n \\\"patterns\\\": [\\n {\\n \\\"count\\\": 24,\\n \\\"ratio\\\": 0.0308,\\n \\\"sample\\\": \\\"{\\\\\\\"error\\\\\\\":\\\\\\\"failed to get ads: rpc error: code = DeadlineExceeded desc = context deadline exceeded\\\\\\\",\\\\\\\"http.req.id\\\\\\\":\\\\\\\"47dfa38b-b90b-4c7e-99cd-b30e7b6dbedc\\\\\\\",\\\\\\\"http.req.method\\\\\\\":\\\\\\\"GET\\\\\\\",\\\\\\\"http.req.path\\\\\\\":\\\\\\\"/\\\\\\\",\\\\\\\"message\\\\\\\":\\\\\\\"failed to retrieve ads\\\\\\\",\\\\\\\"session\\\\\\\":\\\\\\\"ee0d51a3-47c3-4b4b-a8ee-abb04e5a88e8\\\\\\\",\\\\\\\"severity\\\\\\\":\\\\\\\"warning\\\\\\\",\\\\\\\"timestamp\\\\\\\":\\\\\\\"2025-12-01T02:47:19.497966622Z\\\\\\\"}\\\"\\n },\\n {\\n \\\"count\\\": 8,\\n \\\"ratio\\\": 0.0103,\\n \\\"sample\\\": \\\"{\\\\\\\"error\\\\\\\":\\\\\\\"failed to complete the order: rpc error: code = Unavailable desc = connection error: desc = \\\\\\\\\\\\\\\"transport: Error while dialing: dial tcp 10.68.232.185:5050: connect: connection refused\\\\\\\\\\\\\\\"\\\\\\\",\\\\\\\"http.req.id\\\\\\\":\\\\\\\"5938936e-a21b-45fc-83c3-6cc3843cd2c4\\\\\\\",\\\\\\\"http.req.method\\\\\\\":\\\\\\\"POST\\\\\\\",\\\\\\\"http.req.path\\\\\\\":\\\\\\\"/cart/checkout\\\\\\\",\\\\\\\"message\\\\\\\":\\\\\\\"request error\\\\\\\",\\\\\\\"session\\\\\\\":\\\\\\\"ee0d51a3-47c3-4b4b-a8ee-abb04e5a88e8\\\\\\\",\\\\\\\"severity\\\\\\\":\\\\\\\"error\\\\\\\",\\\\\\\"timestamp\\\\\\\":\\\\\\\"2025-12-01T02:47:40.053195217Z\\\\\\\"}\\\"\\n },\\n {\\n \\\"count\\\": 1,\\n \\\"ratio\\\": 0.0013,\\n \\\"sample\\\": \\\"{\\\\\\\"message\\\\\\\":\\\\\\\"Failed to fetch the name of the cluster in which the pod is runningmetadata: GCE metadata \\\\\\\\\\\\\\\"instance/attributes/cluster-name\\\\\\\\\\\\\\\" not defined\\\\\\\",\\\\\\\"severity\\\\\\\":\\\\\\\"error\\\\\\\",\\\\\\\"timestamp\\\\\\\":\\\\\\\"2025-12-01T02:46:21.589660514Z\\\\\\\"}\\\"\\n },\\n {\\n \\\"count\\\": 1,\\n \\\"ratio\\\": 0.0013,\\n \\\"sample\\\": \\\"{\\\\\\\"message\\\\\\\":\\\\\\\"Failed to fetch the Zone of the node where the pod is scheduledmetadata: GCE metadata \\\\\\\\\\\\\\\"instance/zone\\\\\\\\\\\\\\\" not defined\\\\\\\",\\\\\\\"severity\\\\\\\":\\\\\\\"error\\\\\\\",\\\\\\\"timestamp\\\\\\\":\\\\\\\"2025-12-01T02:46:21.689066538Z\\\\\\\"}\\\"\\n }\\n ]\\n}\""
27
+ },
28
+ {
29
+ "tool_name": "GetResources",
30
+ "calling": "tool_name='GetResources' arguments={namespace: 'boutique', resource_type: 'svc', name: None, show_labels: False, output_wide: False, label_selector: None}",
31
+ "output": "NAME TYPE CLUSTER-IP EXTERNAL-IP PORT(S) AGE\nadservice ClusterIP 10.68.50.185 <none> 9555/TCP 97s\ncartservice ClusterIP 10.68.36.55 <none> 7070/TCP 96s\ncheckoutservice ClusterIP 10.68.232.185 <none> 5050/TCP 95s\ncurrencyservice ClusterIP 10.68.6.130 <none> 7000/TCP 96s\nemailservice ClusterIP 10.68.190.110 <none> 5000/TCP 96s\nfrontend ClusterIP 10.68.228.255 <none> 80/TCP 96s\nfrontend-external NodePort 10.68.90.64 <none> 80:30080/TCP 96s\npaymentservice ClusterIP 10.68.209.239 <none> 50051/TCP 96s\nproductcatalogservice ClusterIP 10.68.254.5 <none> 3550/TCP 96s\nrecommendationservice ClusterIP 10.68.148.116 <none> 8080/TCP 95s\nredis-cart ClusterIP 10.68.210.24 <none> 6379/TCP 95s\nshippingservice ClusterIP 10.68.119.38 <none> 50051/TCP 95s\n"
32
+ },
33
+ {
34
+ "tool_name": "GetResources",
35
+ "calling": "tool_name='GetResources' arguments={namespace: 'boutique', resource_type: 'ep', name: None, show_labels: False, output_wide: False, label_selector: None}",
36
+ "output": "NAME ENDPOINTS AGE\nadservice 172.20.1.39:9555 110s\ncartservice 172.20.2.130:7070 109s\ncheckoutservice <none> 108s\ncurrencyservice 172.20.2.131:7000 109s\nemailservice 172.20.1.40:8080 109s\nfrontend 172.20.2.132:8080 109s\nfrontend-external 172.20.2.132:8080 109s\npaymentservice 172.20.1.41:50051 109s\nproductcatalogservice 172.20.2.133:3550 109s\nrecommendationservice 172.20.1.42:8080 108s\nredis-cart 172.20.1.43:6379 108s\nshippingservice 172.20.2.134:50051 108s\n"
37
+ },
38
+ {
39
+ "tool_name": "GetResources",
40
+ "calling": "tool_name='GetResources' arguments={namespace: 'boutique', resource_type: 'deploy', name: None, show_labels: False, output_wide: False, label_selector: None}",
41
+ "output": "NAME READY UP-TO-DATE AVAILABLE AGE\nadservice 1/1 1 1 100s\ncartservice 1/1 1 1 99s\ncheckoutservice 0/1 0 0 98s\ncurrencyservice 1/1 1 1 99s\nemailservice 1/1 1 1 99s\nfrontend 1/1 1 1 99s\npaymentservice 1/1 1 1 99s\nproductcatalogservice 1/1 1 1 99s\nrecommendationservice 1/1 1 1 98s\nredis-cart 1/1 1 1 98s\nshippingservice 1/1 1 1 98s\n"
42
+ },
43
+ {
44
+ "tool_name": "DescribeResource",
45
+ "calling": "tool_name='DescribeResource' arguments={namespace: 'boutique', resource_type: 'deploy', name: 'checkoutservice'}",
46
+ "output": "Name: checkoutservice\nNamespace: boutique\nCreationTimestamp: Mon, 01 Dec 2025 10:46:21 +0800\nLabels: app=checkoutservice\nAnnotations: deployment.kubernetes.io/revision: 1\nSelector: app=checkoutservice\nReplicas: 1 desired | 0 updated | 0 total | 0 available | 1 unavailable\nStrategyType: RollingUpdate\nMinReadySeconds: 0\nRollingUpdateStrategy: 25% max unavailable, 25% max surge\nPod Template:\n Labels: app=checkoutservice\n Service Account: checkoutservice\n Containers:\n server:\n Image: us-central1-docker.pkg.dev/google-samples/microservices-demo/checkoutservice:v0.10.3\n Port: 5050/TCP\n Host Port: 0/TCP\n Limits:\n cpu: 120m\n memory: 300Mi\n Requests:\n cpu: 100m\n memory: 300Mi\n Liveness: grpc <pod>:5050 delay=5s timeout=1s period=10s #success=1 #failure=3\n Readiness: grpc <pod>:5050 delay=5s timeout=1s period=10s #success=1 #failure=3\n Environment:\n PORT: 5050\n PRODUCT_CATALOG_SERVICE_ADDR: productcatalogservice:3550\n SHIPPING_SERVICE_ADDR: shippingservice:50051\n PAYMENT_SERVICE_ADDR: paymentservice:50051\n EMAIL_SERVICE_ADDR: emailservice:5000\n CURRENCY_SERVICE_ADDR: currencyservice:7000\n CART_SERVICE_ADDR: cartservice:7070\n Mounts: <none>\n Volumes: <none>\n Node-Selectors: <none>\n Tolerations: <none>\nConditions:\n Type Status Reason\n ---- ------ ------\n Progressing True NewReplicaSetCreated\n Available False MinimumReplicasUnavailable\n ReplicaFailure True FailedCreate\nOldReplicaSets: <none>\nNewReplicaSet: checkoutservice-6bcfb6486c (0/1 replicas created)\nEvents:\n Type Reason Age From Message\n ---- ------ ---- ---- -------\n Normal ScalingReplicaSet 98s deployment-controller Scaled up replica set checkoutservice-6bcfb6486c to 1\n"
47
+ },
48
+ {
49
+ "tool_name": "DescribeResource",
50
+ "calling": "tool_name='DescribeResource' arguments={namespace: 'boutique', resource_type: 'replicaset', name: 'checkoutservice-6bcfb6486c'}",
51
+ "output": "Name: checkoutservice-6bcfb6486c\nNamespace: boutique\nSelector: app=checkoutservice,pod-template-hash=6bcfb6486c\nLabels: app=checkoutservice\n pod-template-hash=6bcfb6486c\nAnnotations: deployment.kubernetes.io/desired-replicas: 1\n deployment.kubernetes.io/max-replicas: 2\n deployment.kubernetes.io/revision: 1\nControlled By: Deployment/checkoutservice\nReplicas: 0 current / 1 desired\nPods Status: 0 Running / 0 Waiting / 0 Succeeded / 0 Failed\nPod Template:\n Labels: app=checkoutservice\n pod-template-hash=6bcfb6486c\n Service Account: checkoutservice\n Containers:\n server:\n Image: us-central1-docker.pkg.dev/google-samples/microservices-demo/checkoutservice:v0.10.3\n Port: 5050/TCP\n Host Port: 0/TCP\n Limits:\n cpu: 120m\n memory: 300Mi\n Requests:\n cpu: 100m\n memory: 300Mi\n Liveness: grpc <pod>:5050 delay=5s timeout=1s period=10s #success=1 #failure=3\n Readiness: grpc <pod>:5050 delay=5s timeout=1s period=10s #success=1 #failure=3\n Environment:\n PORT: 5050\n PRODUCT_CATALOG_SERVICE_ADDR: productcatalogservice:3550\n SHIPPING_SERVICE_ADDR: shippingservice:50051\n PAYMENT_SERVICE_ADDR: paymentservice:50051\n EMAIL_SERVICE_ADDR: emailservice:5000\n CURRENCY_SERVICE_ADDR: currencyservice:7000\n CART_SERVICE_ADDR: cartservice:7070\n Mounts: <none>\n Volumes: <none>\n Node-Selectors: <none>\n Tolerations: <none>\nConditions:\n Type Status Reason\n ---- ------ ------\n ReplicaFailure True FailedCreate\nEvents:\n Type Reason Age From Message\n ---- ------ ---- ---- -------\n Warning FailedCreate 102s replicaset-controller Error creating: pods \"checkoutservice-6bcfb6486c-g8h4r\" is forbidden: exceeded quota: memory-request-quota, requested: requests.memory=300Mi, used: requests.memory=3000Mi, limited: requests.memory=3Gi\n Warning FailedCreate 102s replicaset-controller Error creating: pods \"checkoutservice-6bcfb6486c-7b947\" is forbidden: exceeded quota: memory-request-quota, requested: requests.memory=300Mi, used: requests.memory=3000Mi, limited: requests.memory=3Gi\n Warning FailedCreate 102s replicaset-controller Error creating: pods \"checkoutservice-6bcfb6486c-fp8kb\" is forbidden: exceeded quota: memory-request-quota, requested: requests.memory=300Mi, used: requests.memory=3000Mi, limited: requests.memory=3Gi\n Warning FailedCreate 102s replicaset-controller Error creating: pods \"checkoutservice-6bcfb6486c-k96r5\" is forbidden: exceeded quota: memory-request-quota, requested: requests.memory=300Mi, used: requests.memory=3000Mi, limited: requests.memory=3Gi\n Warning FailedCreate 102s replicaset-controller Error creating: pods \"checkoutservice-6bcfb6486c-cjq46\" is forbidden: exceeded quota: memory-request-quota, requested: requests.memory=300Mi, used: requests.memory=3000Mi, limited: requests.memory=3Gi\n Warning FailedCreate 102s replicaset-controller Error creating: pods \"checkoutservice-6bcfb6486c-2pm45\" is forbidden: exceeded quota: memory-request-quota, requested: requests.memory=300Mi, used: requests.memory=3000Mi, limited: requests.memory=3Gi\n Warning FailedCreate 102s replicaset-controller Error creating: pods \"checkoutservice-6bcfb6486c-wbjs7\" is forbidden: exceeded quota: memory-request-quota, requested: requests.memory=300Mi, used: requests.memory=3000Mi, limited: requests.memory=3Gi\n Warning FailedCreate 101s replicaset-controller Error creating: pods \"checkoutservice-6bcfb6486c-gttb5\" is forbidden: exceeded quota: memory-request-quota, requested: requests.memory=300Mi, used: requests.memory=3000Mi, limited: requests.memory=3Gi\n Warning FailedCreate 101s replicaset-controller Error creating: pods \"checkoutservice-6bcfb6486c-9jsdx\" is forbidden: exceeded quota: memory-request-quota, requested: requests.memory=300Mi, used: requests.memory=3000Mi, limited: requests.memory=3Gi\n Warning FailedCreate 20s (x6 over 100s) replicaset-controller (combined from similar events): Error creating: pods \"checkoutservice-6bcfb6486c-t6f7c\" is forbidden: exceeded quota: memory-request-quota, requested: requests.memory=300Mi, used: requests.memory=3000Mi, limited: requests.memory=3Gi\n"
52
+ },
53
+ {
54
+ "tool_name": "GetResources",
55
+ "calling": "tool_name='GetResources' arguments={namespace: 'boutique', resource_type: 'resourcequota', name: None, show_labels: False, output_wide: False, label_selector: None}",
56
+ "output": "NAME AGE REQUEST LIMIT\nmemory-request-quota 112s requests.memory: 3000Mi/3Gi \n"
57
+ },
58
+ {
59
+ "tool_name": "GetAppYAML",
60
+ "calling": "tool_name='GetAppYAML' arguments={app_name: 'checkoutservice'}",
61
+ "output": "apiVersion: apps/v1\nkind: Deployment\nmetadata:\n name: checkoutservice\n namespace: boutique\n labels:\n app: checkoutservice\nspec:\n selector:\n matchLabels:\n app: checkoutservice\n template:\n metadata:\n labels:\n app: checkoutservice\n spec:\n serviceAccountName: checkoutservice\n securityContext:\n fsGroup: 1000\n runAsGroup: 1000\n runAsNonRoot: true\n runAsUser: 1000\n containers:\n - name: server\n securityContext:\n allowPrivilegeEscalation: false\n capabilities:\n drop:\n - ALL\n privileged: false\n readOnlyRootFilesystem: true\n image: us-central1-docker.pkg.dev/google-samples/microservices-demo/checkoutservice:v0.10.3\n ports:\n - containerPort: 5050\n readinessProbe:\n initialDelaySeconds: 5\n grpc:\n port: 5050\n livenessProbe:\n initialDelaySeconds: 5\n grpc:\n port: 5050\n env:\n - name: PORT\n value: \"5050\"\n - name: PRODUCT_CATALOG_SERVICE_ADDR\n value: \"productcatalogservice:3550\"\n - name: SHIPPING_SERVICE_ADDR\n value: \"shippingservice:50051\"\n - name: PAYMENT_SERVICE_ADDR\n value: \"paymentservice:50051\"\n - name: EMAIL_SERVICE_ADDR\n value: \"emailservice:5000\"\n - name: CURRENCY_SERVICE_ADDR\n value: \"currencyservice:7000\"\n - name: CART_SERVICE_ADDR\n value: \"cartservice:7070\"\n resources:\n requests:\n cpu: 100m\n memory: 300Mi\n limits:\n cpu: 120m\n memory: 300Mi\n---\napiVersion: v1\nkind: Service\nmetadata:\n name: checkoutservice\n namespace: boutique\n labels:\n app: checkoutservice\nspec:\n type: ClusterIP\n selector:\n app: checkoutservice\n ports:\n - name: grpc\n port: 5050\n targetPort: 5050\n---\napiVersion: v1\nkind: ServiceAccount\nmetadata:\n name: checkoutservice\n namespace: boutique"
62
+ }
63
+ ]
64
+ }
golden-trajectory/boutique/admission/25/path1.json ADDED
@@ -0,0 +1,52 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "statistics": {
3
+ "valid_tool_call_count": 7,
4
+ "total_trace_steps": 7,
5
+ "history_called_tool_names": [
6
+ "GetResources",
7
+ "GetErrorLogs",
8
+ "GetResources",
9
+ "CheckServiceConnectivity",
10
+ "GetResources",
11
+ "GetResources",
12
+ "GetResources"
13
+ ]
14
+ },
15
+ "diagnostic_trace": [
16
+ {
17
+ "tool_name": "GetResources",
18
+ "calling": "tool_name='GetResources' arguments={namespace: 'boutique', resource_type: 'pod', name: None, show_labels: False, output_wide: False, label_selector: None}",
19
+ "output": "NAME READY STATUS RESTARTS AGE\nadservice-99b76fc49-h646w 1/1 Running 0 94s\ncartservice-9b469fbc4-8lhsc 1/1 Running 0 94s\ncheckoutservice-6bcfb6486c-bk6w8 1/1 Running 0 94s\nemailservice-69cb5ccf57-mbb2w 1/1 Running 0 94s\nfrontend-78fdd6f7d6-64wnz 1/1 Running 0 93s\npaymentservice-f8b6c595c-jnjzb 1/1 Running 0 93s\nproductcatalogservice-5f876f76c9-9c6mh 1/1 Running 0 93s\nrecommendationservice-6b4cdff567-m9kzb 1/1 Running 0 93s\nredis-cart-5858bb886-d2ww9 1/1 Running 0 92s\nshippingservice-696cc9d869-n294c 1/1 Running 0 92s\n"
20
+ },
21
+ {
22
+ "tool_name": "GetErrorLogs",
23
+ "calling": "tool_name='GetErrorLogs' arguments={namespace: 'boutique', service_name: 'frontend'}",
24
+ "output": "\"{\\n \\\"total_log_count\\\": 961,\\n \\\"total_errors\\\": 193,\\n \\\"total_error_ratio\\\": 0.2008,\\n \\\"patterns\\\": [\\n {\\n \\\"count\\\": 183,\\n \\\"ratio\\\": 0.1904,\\n \\\"sample\\\": \\\"{\\\\\\\"error\\\\\\\":\\\\\\\"could not retrieve currencies: rpc error: code = Unavailable desc = connection error: desc = \\\\\\\\\\\\\\\"transport: Error while dialing: dial tcp 10.68.182.150:7000: connect: connection refused\\\\\\\\\\\\\\\"\\\\\\\",\\\\\\\"http.req.id\\\\\\\":\\\\\\\"39233705-f05b-4625-8898-90a78f4e0e49\\\\\\\",\\\\\\\"http.req.method\\\\\\\":\\\\\\\"GET\\\\\\\",\\\\\\\"http.req.path\\\\\\\":\\\\\\\"/cart\\\\\\\",\\\\\\\"message\\\\\\\":\\\\\\\"request error\\\\\\\",\\\\\\\"session\\\\\\\":\\\\\\\"ae1ca9dc-0fa1-4267-a02b-3bb09a871631\\\\\\\",\\\\\\\"severity\\\\\\\":\\\\\\\"error\\\\\\\",\\\\\\\"timestamp\\\\\\\":\\\\\\\"2025-12-01T02:50:47.013798243Z\\\\\\\"}\\\"\\n },\\n {\\n \\\"count\\\": 5,\\n \\\"ratio\\\": 0.0052,\\n \\\"sample\\\": \\\"{\\\\\\\"error\\\\\\\":\\\\\\\"failed to complete the order: rpc error: code = Internal desc = failed to convert shipping cost to currency: failed to convert currency: rpc error: code = Unavailable desc = connection error: desc = \\\\\\\\\\\\\\\"transport: Error while dialing: dial tcp 10.68.182.150:7000: connect: connection refused\\\\\\\\\\\\\\\"\\\\\\\",\\\\\\\"http.req.id\\\\\\\":\\\\\\\"41e7312f-c2e0-4a13-b029-d4348e34430b\\\\\\\",\\\\\\\"http.req.method\\\\\\\":\\\\\\\"POST\\\\\\\",\\\\\\\"http.req.path\\\\\\\":\\\\\\\"/cart/checkout\\\\\\\",\\\\\\\"message\\\\\\\":\\\\\\\"request error\\\\\\\",\\\\\\\"session\\\\\\\":\\\\\\\"96462e2a-e838-4a58-9843-0d0bb0c9584c\\\\\\\",\\\\\\\"severity\\\\\\\":\\\\\\\"error\\\\\\\",\\\\\\\"timestamp\\\\\\\":\\\\\\\"2025-12-01T02:50:41.218434486Z\\\\\\\"}\\\"\\n },\\n {\\n \\\"count\\\": 3,\\n \\\"ratio\\\": 0.0031,\\n \\\"sample\\\": \\\"{\\\\\\\"error\\\\\\\":\\\\\\\"failed to complete the order: rpc error: code = Internal desc = failed to prepare order: failed to convert price of \\\\\\\\\\\\\\\"2ZYFJ3GM2N\\\\\\\\\\\\\\\" to JPY\\\\\\\",\\\\\\\"http.req.id\\\\\\\":\\\\\\\"697512f9-a78b-4c38-b320-198352ecd823\\\\\\\",\\\\\\\"http.req.method\\\\\\\":\\\\\\\"POST\\\\\\\",\\\\\\\"http.req.path\\\\\\\":\\\\\\\"/cart/checkout\\\\\\\",\\\\\\\"message\\\\\\\":\\\\\\\"request error\\\\\\\",\\\\\\\"session\\\\\\\":\\\\\\\"36a3f241-1d63-4051-a522-849babc2eecd\\\\\\\",\\\\\\\"severity\\\\\\\":\\\\\\\"error\\\\\\\",\\\\\\\"timestamp\\\\\\\":\\\\\\\"2025-12-01T02:50:45.247756999Z\\\\\\\"}\\\"\\n },\\n {\\n \\\"count\\\": 1,\\n \\\"ratio\\\": 0.001,\\n \\\"sample\\\": \\\"{\\\\\\\"message\\\\\\\":\\\\\\\"Failed to fetch the name of the cluster in which the pod is runningmetadata: GCE metadata \\\\\\\\\\\\\\\"instance/attributes/cluster-name\\\\\\\\\\\\\\\" not defined\\\\\\\",\\\\\\\"severity\\\\\\\":\\\\\\\"error\\\\\\\",\\\\\\\"timestamp\\\\\\\":\\\\\\\"2025-12-01T02:49:25.189085131Z\\\\\\\"}\\\"\\n },\\n {\\n \\\"count\\\": 1,\\n \\\"ratio\\\": 0.001,\\n \\\"sample\\\": \\\"{\\\\\\\"message\\\\\\\":\\\\\\\"Failed to fetch the Zone of the node where the pod is scheduledmetadata: GCE metadata \\\\\\\\\\\\\\\"instance/zone\\\\\\\\\\\\\\\" not defined\\\\\\\",\\\\\\\"severity\\\\\\\":\\\\\\\"error\\\\\\\",\\\\\\\"timestamp\\\\\\\":\\\\\\\"2025-12-01T02:49:25.202655924Z\\\\\\\"}\\\"\\n }\\n ]\\n}\""
25
+ },
26
+ {
27
+ "tool_name": "GetResources",
28
+ "calling": "tool_name='GetResources' arguments={namespace: 'boutique', resource_type: 'svc', name: None, show_labels: False, output_wide: False, label_selector: None}",
29
+ "output": "NAME TYPE CLUSTER-IP EXTERNAL-IP PORT(S) AGE\nadservice ClusterIP 10.68.130.147 <none> 9555/TCP 96s\ncartservice ClusterIP 10.68.132.102 <none> 7070/TCP 96s\ncheckoutservice ClusterIP 10.68.156.253 <none> 5050/TCP 96s\ncurrencyservice ClusterIP 10.68.182.150 <none> 7000/TCP 94s\nemailservice ClusterIP 10.68.185.187 <none> 5000/TCP 96s\nfrontend ClusterIP 10.68.231.10 <none> 80/TCP 95s\nfrontend-external NodePort 10.68.189.172 <none> 80:30080/TCP 95s\npaymentservice ClusterIP 10.68.78.144 <none> 50051/TCP 95s\nproductcatalogservice ClusterIP 10.68.25.3 <none> 3550/TCP 95s\nrecommendationservice ClusterIP 10.68.40.38 <none> 8080/TCP 95s\nredis-cart ClusterIP 10.68.251.151 <none> 6379/TCP 95s\nshippingservice ClusterIP 10.68.127.224 <none> 50051/TCP 94s\n"
30
+ },
31
+ {
32
+ "tool_name": "CheckServiceConnectivity",
33
+ "calling": "tool_name='CheckServiceConnectivity' arguments={namespace: 'boutique', service_name: 'currencyservice', port: 7000}",
34
+ "output": "Connection Failed"
35
+ },
36
+ {
37
+ "tool_name": "GetResources",
38
+ "calling": "tool_name='GetResources' arguments={namespace: 'boutique', resource_type: 'ep', name: None, show_labels: False, output_wide: False, label_selector: None}",
39
+ "output": "NAME ENDPOINTS AGE\nadservice 172.20.1.44:9555 110s\ncartservice 172.20.2.136:7070 110s\ncheckoutservice 172.20.2.135:5050 110s\ncurrencyservice <none> 108s\nemailservice 172.20.1.45:8080 110s\nfrontend 172.20.2.137:8080 109s\nfrontend-external 172.20.2.137:8080 109s\npaymentservice 172.20.1.46:50051 109s\nproductcatalogservice 172.20.2.138:3550 109s\nrecommendationservice 172.20.1.47:8080 109s\nredis-cart 172.20.1.48:6379 109s\nshippingservice 172.20.2.139:50051 108s\n"
40
+ },
41
+ {
42
+ "tool_name": "GetResources",
43
+ "calling": "tool_name='GetResources' arguments={namespace: 'boutique', resource_type: 'deploy', name: None, show_labels: False, output_wide: False, label_selector: None}",
44
+ "output": "NAME READY UP-TO-DATE AVAILABLE AGE\nadservice 1/1 1 1 99s\ncartservice 1/1 1 1 99s\ncheckoutservice 1/1 1 1 99s\ncurrencyservice 0/1 0 0 97s\nemailservice 1/1 1 1 99s\nfrontend 1/1 1 1 98s\npaymentservice 1/1 1 1 98s\nproductcatalogservice 1/1 1 1 98s\nrecommendationservice 1/1 1 1 98s\nredis-cart 1/1 1 1 98s\nshippingservice 1/1 1 1 97s\n"
45
+ },
46
+ {
47
+ "tool_name": "GetResources",
48
+ "calling": "tool_name='GetResources' arguments={namespace: 'boutique', resource_type: 'event', name: None, show_labels: False, output_wide: False, label_selector: None}",
49
+ "output": "119s Normal Created pod/recommendationservice-6b4cdff567-m9kzb Created container server\n119s Normal Started pod/productcatalogservice-5f876f76c9-9c6mh Started container server\n119s Normal Started pod/frontend-78fdd6f7d6-64wnz Started container server\n119s Normal Pulled pod/redis-cart-5858bb886-d2ww9 Container image \"redis:alpine\" already present on machine\n119s Normal Started pod/recommendationservice-6b4cdff567-m9kzb Started container server\n119s Normal Created pod/shippingservice-696cc9d869-n294c Created container server\n118s Warning FailedCreate replicaset/currencyservice-5c9c9fdd9d Error creating: pods \"currencyservice-5c9c9fdd9d-9d96j\" is forbidden: exceeded quota: memory-request-quota, requested: requests.memory=300Mi, used: requests.memory=3000Mi, limited: requests.memory=3Gi\n118s Warning FailedCreate replicaset/currencyservice-5c9c9fdd9d Error creating: pods \"currencyservice-5c9c9fdd9d-rp976\" is forbidden: exceeded quota: memory-request-quota, requested: requests.memory=300Mi, used: requests.memory=3000Mi, limited: requests.memory=3Gi\n118s Warning FailedCreate replicaset/currencyservice-5c9c9fdd9d Error creating: pods \"currencyservice-5c9c9fdd9d-kkk5s\" is forbidden: exceeded quota: memory-request-quota, requested: requests.memory=300Mi, used: requests.memory=3000Mi, limited: requests.memory=3Gi\n118s Warning FailedCreate replicaset/currencyservice-5c9c9fdd9d Error creating: pods \"currencyservice-5c9c9fdd9d-ld57q\" is forbidden: exceeded quota: memory-request-quota, requested: requests.memory=300Mi, used: requests.memory=3000Mi, limited: requests.memory=3Gi\n118s Warning FailedCreate replicaset/currencyservice-5c9c9fdd9d Error creating: pods \"currencyservice-5c9c9fdd9d-fvs5s\" is forbidden: exceeded quota: memory-request-quota, requested: requests.memory=300Mi, used: requests.memory=3000Mi, limited: requests.memory=3Gi\n118s Warning FailedCreate replicaset/currencyservice-5c9c9fdd9d Error creating: pods \"currencyservice-5c9c9fdd9d-dhjxj\" is forbidden: exceeded quota: memory-request-quota, requested: requests.memory=300Mi, used: requests.memory=3000Mi, limited: requests.memory=3Gi\n118s Warning FailedCreate replicaset/currencyservice-5c9c9fdd9d Error creating: pods \"currencyservice-5c9c9fdd9d-6qxpl\" is forbidden: exceeded quota: memory-request-quota, requested: requests.memory=300Mi, used: requests.memory=3000Mi, limited: requests.memory=3Gi\n118s Normal Started pod/shippingservice-696cc9d869-n294c Started container server\n117s Warning FailedCreate replicaset/currencyservice-5c9c9fdd9d Error creating: pods \"currencyservice-5c9c9fdd9d-jghl2\" is forbidden: exceeded quota: memory-request-quota, requested: requests.memory=300Mi, used: requests.memory=3000Mi, limited: requests.memory=3Gi\n110s Warning Unhealthy pod/adservice-99b76fc49-h646w Readiness probe failed: timeout: failed to connect service \"172.20.1.44:9555\" within 1s: context deadline exceeded\n110s Warning Unhealthy pod/adservice-99b76fc49-h646w Liveness probe failed: timeout: failed to connect service \"172.20.1.44:9555\" within 1s: context deadline exceeded\n100s Warning Unhealthy pod/adservice-99b76fc49-h646w Readiness probe failed: timeout: health rpc did not complete within 1s\n100s Warning Unhealthy pod/adservice-99b76fc49-h646w Liveness probe failed: timeout: health rpc did not complete within 1s\n36s Warning FailedCreate replicaset/currencyservice-5c9c9fdd9d (combined from similar events): Error creating: pods \"currencyservice-5c9c9fdd9d-qnpw9\" is forbidden: exceeded quota: memory-request-quota, requested: requests.memory=300Mi, used: requests.memory=3000Mi, limited: requests.memory=3Gi\n"
50
+ }
51
+ ]
52
+ }
golden-trajectory/boutique/admission/25/path2.json ADDED
@@ -0,0 +1,70 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "statistics": {
3
+ "valid_tool_call_count": 10,
4
+ "total_trace_steps": 10,
5
+ "history_called_tool_names": [
6
+ "GetResources",
7
+ "GetErrorLogs",
8
+ "GetResources",
9
+ "CheckServiceConnectivity",
10
+ "GetResources",
11
+ "DescribeResource",
12
+ "DescribeResource",
13
+ "GetResources",
14
+ "DescribeResource",
15
+ "GetAppYAML"
16
+ ]
17
+ },
18
+ "diagnostic_trace": [
19
+ {
20
+ "tool_name": "GetResources",
21
+ "calling": "tool_name='GetResources' arguments={namespace: 'boutique', resource_type: 'pod', name: None, show_labels: False, output_wide: False, label_selector: None}",
22
+ "output": "NAME READY STATUS RESTARTS AGE\nadservice-99b76fc49-h646w 1/1 Running 0 94s\ncartservice-9b469fbc4-8lhsc 1/1 Running 0 94s\ncheckoutservice-6bcfb6486c-bk6w8 1/1 Running 0 94s\nemailservice-69cb5ccf57-mbb2w 1/1 Running 0 94s\nfrontend-78fdd6f7d6-64wnz 1/1 Running 0 93s\npaymentservice-f8b6c595c-jnjzb 1/1 Running 0 93s\nproductcatalogservice-5f876f76c9-9c6mh 1/1 Running 0 93s\nrecommendationservice-6b4cdff567-m9kzb 1/1 Running 0 93s\nredis-cart-5858bb886-d2ww9 1/1 Running 0 92s\nshippingservice-696cc9d869-n294c 1/1 Running 0 92s\n"
23
+ },
24
+ {
25
+ "tool_name": "GetErrorLogs",
26
+ "calling": "tool_name='GetErrorLogs' arguments={namespace: 'boutique', service_name: 'frontend'}",
27
+ "output": "\"{\\n \\\"total_log_count\\\": 961,\\n \\\"total_errors\\\": 193,\\n \\\"total_error_ratio\\\": 0.2008,\\n \\\"patterns\\\": [\\n {\\n \\\"count\\\": 183,\\n \\\"ratio\\\": 0.1904,\\n \\\"sample\\\": \\\"{\\\\\\\"error\\\\\\\":\\\\\\\"could not retrieve currencies: rpc error: code = Unavailable desc = connection error: desc = \\\\\\\\\\\\\\\"transport: Error while dialing: dial tcp 10.68.182.150:7000: connect: connection refused\\\\\\\\\\\\\\\"\\\\\\\",\\\\\\\"http.req.id\\\\\\\":\\\\\\\"39233705-f05b-4625-8898-90a78f4e0e49\\\\\\\",\\\\\\\"http.req.method\\\\\\\":\\\\\\\"GET\\\\\\\",\\\\\\\"http.req.path\\\\\\\":\\\\\\\"/cart\\\\\\\",\\\\\\\"message\\\\\\\":\\\\\\\"request error\\\\\\\",\\\\\\\"session\\\\\\\":\\\\\\\"ae1ca9dc-0fa1-4267-a02b-3bb09a871631\\\\\\\",\\\\\\\"severity\\\\\\\":\\\\\\\"error\\\\\\\",\\\\\\\"timestamp\\\\\\\":\\\\\\\"2025-12-01T02:50:47.013798243Z\\\\\\\"}\\\"\\n },\\n {\\n \\\"count\\\": 5,\\n \\\"ratio\\\": 0.0052,\\n \\\"sample\\\": \\\"{\\\\\\\"error\\\\\\\":\\\\\\\"failed to complete the order: rpc error: code = Internal desc = failed to convert shipping cost to currency: failed to convert currency: rpc error: code = Unavailable desc = connection error: desc = \\\\\\\\\\\\\\\"transport: Error while dialing: dial tcp 10.68.182.150:7000: connect: connection refused\\\\\\\\\\\\\\\"\\\\\\\",\\\\\\\"http.req.id\\\\\\\":\\\\\\\"41e7312f-c2e0-4a13-b029-d4348e34430b\\\\\\\",\\\\\\\"http.req.method\\\\\\\":\\\\\\\"POST\\\\\\\",\\\\\\\"http.req.path\\\\\\\":\\\\\\\"/cart/checkout\\\\\\\",\\\\\\\"message\\\\\\\":\\\\\\\"request error\\\\\\\",\\\\\\\"session\\\\\\\":\\\\\\\"96462e2a-e838-4a58-9843-0d0bb0c9584c\\\\\\\",\\\\\\\"severity\\\\\\\":\\\\\\\"error\\\\\\\",\\\\\\\"timestamp\\\\\\\":\\\\\\\"2025-12-01T02:50:41.218434486Z\\\\\\\"}\\\"\\n },\\n {\\n \\\"count\\\": 3,\\n \\\"ratio\\\": 0.0031,\\n \\\"sample\\\": \\\"{\\\\\\\"error\\\\\\\":\\\\\\\"failed to complete the order: rpc error: code = Internal desc = failed to prepare order: failed to convert price of \\\\\\\\\\\\\\\"2ZYFJ3GM2N\\\\\\\\\\\\\\\" to JPY\\\\\\\",\\\\\\\"http.req.id\\\\\\\":\\\\\\\"697512f9-a78b-4c38-b320-198352ecd823\\\\\\\",\\\\\\\"http.req.method\\\\\\\":\\\\\\\"POST\\\\\\\",\\\\\\\"http.req.path\\\\\\\":\\\\\\\"/cart/checkout\\\\\\\",\\\\\\\"message\\\\\\\":\\\\\\\"request error\\\\\\\",\\\\\\\"session\\\\\\\":\\\\\\\"36a3f241-1d63-4051-a522-849babc2eecd\\\\\\\",\\\\\\\"severity\\\\\\\":\\\\\\\"error\\\\\\\",\\\\\\\"timestamp\\\\\\\":\\\\\\\"2025-12-01T02:50:45.247756999Z\\\\\\\"}\\\"\\n },\\n {\\n \\\"count\\\": 1,\\n \\\"ratio\\\": 0.001,\\n \\\"sample\\\": \\\"{\\\\\\\"message\\\\\\\":\\\\\\\"Failed to fetch the name of the cluster in which the pod is runningmetadata: GCE metadata \\\\\\\\\\\\\\\"instance/attributes/cluster-name\\\\\\\\\\\\\\\" not defined\\\\\\\",\\\\\\\"severity\\\\\\\":\\\\\\\"error\\\\\\\",\\\\\\\"timestamp\\\\\\\":\\\\\\\"2025-12-01T02:49:25.189085131Z\\\\\\\"}\\\"\\n },\\n {\\n \\\"count\\\": 1,\\n \\\"ratio\\\": 0.001,\\n \\\"sample\\\": \\\"{\\\\\\\"message\\\\\\\":\\\\\\\"Failed to fetch the Zone of the node where the pod is scheduledmetadata: GCE metadata \\\\\\\\\\\\\\\"instance/zone\\\\\\\\\\\\\\\" not defined\\\\\\\",\\\\\\\"severity\\\\\\\":\\\\\\\"error\\\\\\\",\\\\\\\"timestamp\\\\\\\":\\\\\\\"2025-12-01T02:49:25.202655924Z\\\\\\\"}\\\"\\n }\\n ]\\n}\""
28
+ },
29
+ {
30
+ "tool_name": "GetResources",
31
+ "calling": "tool_name='GetResources' arguments={namespace: 'boutique', resource_type: 'svc', name: None, show_labels: False, output_wide: False, label_selector: None}",
32
+ "output": "NAME TYPE CLUSTER-IP EXTERNAL-IP PORT(S) AGE\nadservice ClusterIP 10.68.130.147 <none> 9555/TCP 96s\ncartservice ClusterIP 10.68.132.102 <none> 7070/TCP 96s\ncheckoutservice ClusterIP 10.68.156.253 <none> 5050/TCP 96s\ncurrencyservice ClusterIP 10.68.182.150 <none> 7000/TCP 94s\nemailservice ClusterIP 10.68.185.187 <none> 5000/TCP 96s\nfrontend ClusterIP 10.68.231.10 <none> 80/TCP 95s\nfrontend-external NodePort 10.68.189.172 <none> 80:30080/TCP 95s\npaymentservice ClusterIP 10.68.78.144 <none> 50051/TCP 95s\nproductcatalogservice ClusterIP 10.68.25.3 <none> 3550/TCP 95s\nrecommendationservice ClusterIP 10.68.40.38 <none> 8080/TCP 95s\nredis-cart ClusterIP 10.68.251.151 <none> 6379/TCP 95s\nshippingservice ClusterIP 10.68.127.224 <none> 50051/TCP 94s\n"
33
+ },
34
+ {
35
+ "tool_name": "CheckServiceConnectivity",
36
+ "calling": "tool_name='CheckServiceConnectivity' arguments={namespace: 'boutique', service_name: 'currencyservice', port: 7000}",
37
+ "output": "Connection Failed"
38
+ },
39
+ {
40
+ "tool_name": "GetResources",
41
+ "calling": "tool_name='GetResources' arguments={namespace: 'boutique', resource_type: 'deploy', name: None, show_labels: False, output_wide: False, label_selector: None}",
42
+ "output": "NAME READY UP-TO-DATE AVAILABLE AGE\nadservice 1/1 1 1 99s\ncartservice 1/1 1 1 99s\ncheckoutservice 1/1 1 1 99s\ncurrencyservice 0/1 0 0 97s\nemailservice 1/1 1 1 99s\nfrontend 1/1 1 1 98s\npaymentservice 1/1 1 1 98s\nproductcatalogservice 1/1 1 1 98s\nrecommendationservice 1/1 1 1 98s\nredis-cart 1/1 1 1 98s\nshippingservice 1/1 1 1 97s\n"
43
+ },
44
+ {
45
+ "tool_name": "DescribeResource",
46
+ "calling": "tool_name='DescribeResource' arguments={namespace: 'boutique', resource_type: 'deploy', name: 'currencyservice'}",
47
+ "output": "Name: currencyservice\nNamespace: boutique\nCreationTimestamp: Mon, 01 Dec 2025 10:49:25 +0800\nLabels: app=currencyservice\nAnnotations: deployment.kubernetes.io/revision: 1\nSelector: app=currencyservice\nReplicas: 1 desired | 0 updated | 0 total | 0 available | 1 unavailable\nStrategyType: RollingUpdate\nMinReadySeconds: 0\nRollingUpdateStrategy: 25% max unavailable, 25% max surge\nPod Template:\n Labels: app=currencyservice\n Service Account: currencyservice\n Containers:\n server:\n Image: us-central1-docker.pkg.dev/google-samples/microservices-demo/currencyservice:v0.10.3\n Port: 7000/TCP\n Host Port: 0/TCP\n Limits:\n cpu: 120m\n memory: 3000Mi\n Requests:\n cpu: 100m\n memory: 300Mi\n Liveness: grpc <pod>:7000 delay=5s timeout=1s period=10s #success=1 #failure=3\n Readiness: grpc <pod>:7000 delay=5s timeout=1s period=10s #success=1 #failure=3\n Environment:\n PORT: 7000\n DISABLE_PROFILER: 1\n Mounts: <none>\n Volumes: <none>\n Node-Selectors: <none>\n Tolerations: <none>\nConditions:\n Type Status Reason\n ---- ------ ------\n Progressing True NewReplicaSetCreated\n Available False MinimumReplicasUnavailable\n ReplicaFailure True FailedCreate\nOldReplicaSets: <none>\nNewReplicaSet: currencyservice-5c9c9fdd9d (0/1 replicas created)\nEvents:\n Type Reason Age From Message\n ---- ------ ---- ---- -------\n Normal ScalingReplicaSet 98s deployment-controller Scaled up replica set currencyservice-5c9c9fdd9d to 1\n"
48
+ },
49
+ {
50
+ "tool_name": "DescribeResource",
51
+ "calling": "tool_name='DescribeResource' arguments={namespace: 'boutique', resource_type: 'replicaset', name: 'currencyservice-5c9c9fdd9d'}",
52
+ "output": "Name: currencyservice-5c9c9fdd9d\nNamespace: boutique\nSelector: app=currencyservice,pod-template-hash=5c9c9fdd9d\nLabels: app=currencyservice\n pod-template-hash=5c9c9fdd9d\nAnnotations: deployment.kubernetes.io/desired-replicas: 1\n deployment.kubernetes.io/max-replicas: 2\n deployment.kubernetes.io/revision: 1\nControlled By: Deployment/currencyservice\nReplicas: 0 current / 1 desired\nPods Status: 0 Running / 0 Waiting / 0 Succeeded / 0 Failed\nPod Template:\n Labels: app=currencyservice\n pod-template-hash=5c9c9fdd9d\n Service Account: currencyservice\n Containers:\n server:\n Image: us-central1-docker.pkg.dev/google-samples/microservices-demo/currencyservice:v0.10.3\n Port: 7000/TCP\n Host Port: 0/TCP\n Limits:\n cpu: 120m\n memory: 3000Mi\n Requests:\n cpu: 100m\n memory: 300Mi\n Liveness: grpc <pod>:7000 delay=5s timeout=1s period=10s #success=1 #failure=3\n Readiness: grpc <pod>:7000 delay=5s timeout=1s period=10s #success=1 #failure=3\n Environment:\n PORT: 7000\n DISABLE_PROFILER: 1\n Mounts: <none>\n Volumes: <none>\n Node-Selectors: <none>\n Tolerations: <none>\nConditions:\n Type Status Reason\n ---- ------ ------\n ReplicaFailure True FailedCreate\nEvents:\n Type Reason Age From Message\n ---- ------ ---- ---- -------\n Warning FailedCreate 103s replicaset-controller Error creating: pods \"currencyservice-5c9c9fdd9d-plb8v\" is forbidden: exceeded quota: memory-request-quota, requested: requests.memory=300Mi, used: requests.memory=3000Mi, limited: requests.memory=3Gi\n Warning FailedCreate 102s replicaset-controller Error creating: pods \"currencyservice-5c9c9fdd9d-rp976\" is forbidden: exceeded quota: memory-request-quota, requested: requests.memory=300Mi, used: requests.memory=3000Mi, limited: requests.memory=3Gi\n Warning FailedCreate 102s replicaset-controller Error creating: pods \"currencyservice-5c9c9fdd9d-6qxpl\" is forbidden: exceeded quota: memory-request-quota, requested: requests.memory=300Mi, used: requests.memory=3000Mi, limited: requests.memory=3Gi\n Warning FailedCreate 102s replicaset-controller Error creating: pods \"currencyservice-5c9c9fdd9d-kkk5s\" is forbidden: exceeded quota: memory-request-quota, requested: requests.memory=300Mi, used: requests.memory=3000Mi, limited: requests.memory=3Gi\n Warning FailedCreate 102s replicaset-controller Error creating: pods \"currencyservice-5c9c9fdd9d-ld57q\" is forbidden: exceeded quota: memory-request-quota, requested: requests.memory=300Mi, used: requests.memory=3000Mi, limited: requests.memory=3Gi\n Warning FailedCreate 102s replicaset-controller Error creating: pods \"currencyservice-5c9c9fdd9d-fvs5s\" is forbidden: exceeded quota: memory-request-quota, requested: requests.memory=300Mi, used: requests.memory=3000Mi, limited: requests.memory=3Gi\n Warning FailedCreate 102s replicaset-controller Error creating: pods \"currencyservice-5c9c9fdd9d-dhjxj\" is forbidden: exceeded quota: memory-request-quota, requested: requests.memory=300Mi, used: requests.memory=3000Mi, limited: requests.memory=3Gi\n Warning FailedCreate 102s replicaset-controller Error creating: pods \"currencyservice-5c9c9fdd9d-9d96j\" is forbidden: exceeded quota: memory-request-quota, requested: requests.memory=300Mi, used: requests.memory=3000Mi, limited: requests.memory=3Gi\n Warning FailedCreate 101s replicaset-controller Error creating: pods \"currencyservice-5c9c9fdd9d-jghl2\" is forbidden: exceeded quota: memory-request-quota, requested: requests.memory=300Mi, used: requests.memory=3000Mi, limited: requests.memory=3Gi\n Warning FailedCreate 20s (x6 over 100s) replicaset-controller (combined from similar events): Error creating: pods \"currencyservice-5c9c9fdd9d-qnpw9\" is forbidden: exceeded quota: memory-request-quota, requested: requests.memory=300Mi, used: requests.memory=3000Mi, limited: requests.memory=3Gi\n"
53
+ },
54
+ {
55
+ "tool_name": "GetResources",
56
+ "calling": "tool_name='GetResources' arguments={namespace: 'boutique', resource_type: 'resourcequota', name: None, show_labels: False, output_wide: False, label_selector: None}",
57
+ "output": "NAME AGE REQUEST LIMIT\nmemory-request-quota 111s requests.memory: 3000Mi/3Gi \n"
58
+ },
59
+ {
60
+ "tool_name": "DescribeResource",
61
+ "calling": "tool_name='DescribeResource' arguments={namespace: 'boutique', resource_type: 'resourcequota', name: 'memory-request-quota'}",
62
+ "output": "Name: memory-request-quota\nNamespace: boutique\nResource Used Hard\n-------- ---- ----\nrequests.memory 3000Mi 3Gi\n"
63
+ },
64
+ {
65
+ "tool_name": "GetAppYAML",
66
+ "calling": "tool_name='GetAppYAML' arguments={app_name: 'currencyservice'}",
67
+ "output": "apiVersion: apps/v1\nkind: Deployment\nmetadata:\n name: currencyservice\n namespace: boutique\n labels:\n app: currencyservice\nspec:\n selector:\n matchLabels:\n app: currencyservice\n template:\n metadata:\n labels:\n app: currencyservice\n spec:\n serviceAccountName: currencyservice\n terminationGracePeriodSeconds: 5\n securityContext:\n fsGroup: 1000\n runAsGroup: 1000\n runAsNonRoot: true\n runAsUser: 1000\n containers:\n - name: server\n securityContext:\n allowPrivilegeEscalation: false\n capabilities:\n drop:\n - ALL\n privileged: false\n readOnlyRootFilesystem: true\n image: us-central1-docker.pkg.dev/google-samples/microservices-demo/currencyservice:v0.10.3\n ports:\n - name: grpc\n containerPort: 7000\n env:\n - name: PORT\n value: \"7000\"\n - name: DISABLE_PROFILER\n value: \"1\"\n readinessProbe:\n initialDelaySeconds: 5\n grpc:\n port: 7000\n livenessProbe:\n initialDelaySeconds: 5\n grpc:\n port: 7000\n resources:\n requests:\n cpu: 100m\n memory: 300Mi\n limits:\n cpu: 120m\n memory: 3000Mi\n---\napiVersion: v1\nkind: Service\nmetadata:\n name: currencyservice\n namespace: boutique\n labels:\n app: currencyservice\nspec:\n type: ClusterIP\n selector:\n app: currencyservice\n ports:\n - name: grpc\n port: 7000\n targetPort: 7000\n---\napiVersion: v1\nkind: ServiceAccount\nmetadata:\n name: currencyservice\n namespace: boutique"
68
+ }
69
+ ]
70
+ }
golden-trajectory/boutique/admission/26/path1.json ADDED
@@ -0,0 +1,46 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "statistics": {
3
+ "valid_tool_call_count": 6,
4
+ "total_trace_steps": 6,
5
+ "history_called_tool_names": [
6
+ "GetResources",
7
+ "GetErrorLogs",
8
+ "GetResources",
9
+ "DescribeResource",
10
+ "DescribeResource",
11
+ "GetResources"
12
+ ]
13
+ },
14
+ "diagnostic_trace": [
15
+ {
16
+ "tool_name": "GetResources",
17
+ "calling": "tool_name='GetResources' arguments={namespace: 'boutique', resource_type: 'pod', name: None, show_labels: False, output_wide: False, label_selector: None}",
18
+ "output": "NAME READY STATUS RESTARTS AGE\nadservice-99b76fc49-d8ht6 1/1 Running 0 94s\ncartservice-9b469fbc4-qnjnh 1/1 Running 0 93s\ncheckoutservice-6bcfb6486c-55jc7 1/1 Running 0 93s\ncurrencyservice-5c9c9fdd9d-h29g5 1/1 Running 0 93s\nfrontend-78fdd6f7d6-frk9v 1/1 Running 0 93s\npaymentservice-f8b6c595c-rbf2r 1/1 Running 0 93s\nproductcatalogservice-5f876f76c9-4psx9 1/1 Running 0 92s\nrecommendationservice-6b4cdff567-rpj4x 1/1 Running 0 92s\nredis-cart-5858bb886-zvbkc 1/1 Running 0 92s\nshippingservice-696cc9d869-5q5r7 1/1 Running 0 92s\n"
19
+ },
20
+ {
21
+ "tool_name": "GetErrorLogs",
22
+ "calling": "tool_name='GetErrorLogs' arguments={namespace: 'boutique', service_name: 'frontend'}",
23
+ "output": "\"{\\n \\\"total_log_count\\\": 738,\\n \\\"total_errors\\\": 5,\\n \\\"total_error_ratio\\\": 0.0068,\\n \\\"patterns\\\": [\\n {\\n \\\"count\\\": 3,\\n \\\"ratio\\\": 0.0041,\\n \\\"sample\\\": \\\"{\\\\\\\"error\\\\\\\":\\\\\\\"failed to get ads: rpc error: code = DeadlineExceeded desc = context deadline exceeded\\\\\\\",\\\\\\\"http.req.id\\\\\\\":\\\\\\\"644bca2e-7ada-49fb-917f-d786b04a13b2\\\\\\\",\\\\\\\"http.req.method\\\\\\\":\\\\\\\"GET\\\\\\\",\\\\\\\"http.req.path\\\\\\\":\\\\\\\"/product/1YMWWN1N4O\\\\\\\",\\\\\\\"message\\\\\\\":\\\\\\\"failed to retrieve ads\\\\\\\",\\\\\\\"session\\\\\\\":\\\\\\\"fc463fa8-6402-4519-bdad-5d17f5bcd835\\\\\\\",\\\\\\\"severity\\\\\\\":\\\\\\\"warning\\\\\\\",\\\\\\\"timestamp\\\\\\\":\\\\\\\"2025-12-01T02:53:23.090984899Z\\\\\\\"}\\\"\\n },\\n {\\n \\\"count\\\": 1,\\n \\\"ratio\\\": 0.0014,\\n \\\"sample\\\": \\\"{\\\\\\\"message\\\\\\\":\\\\\\\"Failed to fetch the name of the cluster in which the pod is runningmetadata: GCE metadata \\\\\\\\\\\\\\\"instance/attributes/cluster-name\\\\\\\\\\\\\\\" not defined\\\\\\\",\\\\\\\"severity\\\\\\\":\\\\\\\"error\\\\\\\",\\\\\\\"timestamp\\\\\\\":\\\\\\\"2025-12-01T02:52:25.589841055Z\\\\\\\"}\\\"\\n },\\n {\\n \\\"count\\\": 1,\\n \\\"ratio\\\": 0.0014,\\n \\\"sample\\\": \\\"{\\\\\\\"message\\\\\\\":\\\\\\\"Failed to fetch the Zone of the node where the pod is scheduledmetadata: GCE metadata \\\\\\\\\\\\\\\"instance/zone\\\\\\\\\\\\\\\" not defined\\\\\\\",\\\\\\\"severity\\\\\\\":\\\\\\\"error\\\\\\\",\\\\\\\"timestamp\\\\\\\":\\\\\\\"2025-12-01T02:52:25.689036133Z\\\\\\\"}\\\"\\n }\\n ]\\n}\""
24
+ },
25
+ {
26
+ "tool_name": "GetResources",
27
+ "calling": "tool_name='GetResources' arguments={namespace: 'boutique', resource_type: 'deploy', name: None, show_labels: False, output_wide: False, label_selector: None}",
28
+ "output": "NAME READY UP-TO-DATE AVAILABLE AGE\nadservice 1/1 1 1 100s\ncartservice 1/1 1 1 99s\ncheckoutservice 1/1 1 1 99s\ncurrencyservice 1/1 1 1 99s\nemailservice 0/1 0 0 98s\nfrontend 1/1 1 1 99s\npaymentservice 1/1 1 1 99s\nproductcatalogservice 1/1 1 1 99s\nrecommendationservice 1/1 1 1 98s\nredis-cart 1/1 1 1 98s\nshippingservice 1/1 1 1 98s\n"
29
+ },
30
+ {
31
+ "tool_name": "DescribeResource",
32
+ "calling": "tool_name='DescribeResource' arguments={namespace: 'boutique', resource_type: 'deploy', name: 'emailservice'}",
33
+ "output": "Name: emailservice\nNamespace: boutique\nCreationTimestamp: Mon, 01 Dec 2025 10:52:25 +0800\nLabels: app=emailservice\nAnnotations: deployment.kubernetes.io/revision: 1\nSelector: app=emailservice\nReplicas: 1 desired | 0 updated | 0 total | 0 available | 1 unavailable\nStrategyType: RollingUpdate\nMinReadySeconds: 0\nRollingUpdateStrategy: 25% max unavailable, 25% max surge\nPod Template:\n Labels: app=emailservice\n Service Account: emailservice\n Containers:\n server:\n Image: us-central1-docker.pkg.dev/google-samples/microservices-demo/emailservice:v0.10.3\n Port: 8080/TCP\n Host Port: 0/TCP\n Limits:\n cpu: 120m\n memory: 500Mi\n Requests:\n cpu: 100m\n memory: 500Mi\n Liveness: grpc <pod>:8080 delay=5s timeout=1s period=10s #success=1 #failure=3\n Readiness: grpc <pod>:8080 delay=5s timeout=1s period=10s #success=1 #failure=3\n Environment:\n PORT: 8080\n DISABLE_PROFILER: 1\n Mounts: <none>\n Volumes: <none>\n Node-Selectors: <none>\n Tolerations: <none>\nConditions:\n Type Status Reason\n ---- ------ ------\n Progressing True NewReplicaSetCreated\n Available False MinimumReplicasUnavailable\n ReplicaFailure True FailedCreate\nOldReplicaSets: <none>\nNewReplicaSet: emailservice-6d4d7cd4dc (0/1 replicas created)\nEvents:\n Type Reason Age From Message\n ---- ------ ---- ---- -------\n Normal ScalingReplicaSet 99s deployment-controller Scaled up replica set emailservice-6d4d7cd4dc to 1\n"
34
+ },
35
+ {
36
+ "tool_name": "DescribeResource",
37
+ "calling": "tool_name='DescribeResource' arguments={namespace: 'boutique', resource_type: 'replicaset', name: 'emailservice-6d4d7cd4dc'}",
38
+ "output": "Name: emailservice-6d4d7cd4dc\nNamespace: boutique\nSelector: app=emailservice,pod-template-hash=6d4d7cd4dc\nLabels: app=emailservice\n pod-template-hash=6d4d7cd4dc\nAnnotations: deployment.kubernetes.io/desired-replicas: 1\n deployment.kubernetes.io/max-replicas: 2\n deployment.kubernetes.io/revision: 1\nControlled By: Deployment/emailservice\nReplicas: 0 current / 1 desired\nPods Status: 0 Running / 0 Waiting / 0 Succeeded / 0 Failed\nPod Template:\n Labels: app=emailservice\n pod-template-hash=6d4d7cd4dc\n Service Account: emailservice\n Containers:\n server:\n Image: us-central1-docker.pkg.dev/google-samples/microservices-demo/emailservice:v0.10.3\n Port: 8080/TCP\n Host Port: 0/TCP\n Limits:\n cpu: 120m\n memory: 500Mi\n Requests:\n cpu: 100m\n memory: 500Mi\n Liveness: grpc <pod>:8080 delay=5s timeout=1s period=10s #success=1 #failure=3\n Readiness: grpc <pod>:8080 delay=5s timeout=1s period=10s #success=1 #failure=3\n Environment:\n PORT: 8080\n DISABLE_PROFILER: 1\n Mounts: <none>\n Volumes: <none>\n Node-Selectors: <none>\n Tolerations: <none>\nConditions:\n Type Status Reason\n ---- ------ ------\n ReplicaFailure True FailedCreate\nEvents:\n Type Reason Age From Message\n ---- ------ ---- ---- -------\n Warning FailedCreate 103s replicaset-controller Error creating: pods \"emailservice-6d4d7cd4dc-cgc6h\" is forbidden: exceeded quota: memory-request-quota, requested: requests.memory=500Mi, used: requests.memory=3000Mi, limited: requests.memory=3Gi\n Warning FailedCreate 102s replicaset-controller Error creating: pods \"emailservice-6d4d7cd4dc-f49tj\" is forbidden: exceeded quota: memory-request-quota, requested: requests.memory=500Mi, used: requests.memory=3000Mi, limited: requests.memory=3Gi\n Warning FailedCreate 102s replicaset-controller Error creating: pods \"emailservice-6d4d7cd4dc-56zl6\" is forbidden: exceeded quota: memory-request-quota, requested: requests.memory=500Mi, used: requests.memory=3000Mi, limited: requests.memory=3Gi\n Warning FailedCreate 102s replicaset-controller Error creating: pods \"emailservice-6d4d7cd4dc-2rchv\" is forbidden: exceeded quota: memory-request-quota, requested: requests.memory=500Mi, used: requests.memory=3000Mi, limited: requests.memory=3Gi\n Warning FailedCreate 102s replicaset-controller Error creating: pods \"emailservice-6d4d7cd4dc-8p955\" is forbidden: exceeded quota: memory-request-quota, requested: requests.memory=500Mi, used: requests.memory=3000Mi, limited: requests.memory=3Gi\n Warning FailedCreate 102s replicaset-controller Error creating: pods \"emailservice-6d4d7cd4dc-2szzb\" is forbidden: exceeded quota: memory-request-quota, requested: requests.memory=500Mi, used: requests.memory=3000Mi, limited: requests.memory=3Gi\n Warning FailedCreate 102s replicaset-controller Error creating: pods \"emailservice-6d4d7cd4dc-zv5ds\" is forbidden: exceeded quota: memory-request-quota, requested: requests.memory=500Mi, used: requests.memory=3000Mi, limited: requests.memory=3Gi\n Warning FailedCreate 102s replicaset-controller Error creating: pods \"emailservice-6d4d7cd4dc-k9762\" is forbidden: exceeded quota: memory-request-quota, requested: requests.memory=500Mi, used: requests.memory=3000Mi, limited: requests.memory=3Gi\n Warning FailedCreate 101s replicaset-controller Error creating: pods \"emailservice-6d4d7cd4dc-96q9l\" is forbidden: exceeded quota: memory-request-quota, requested: requests.memory=500Mi, used: requests.memory=3000Mi, limited: requests.memory=3Gi\n Warning FailedCreate 20s (x6 over 100s) replicaset-controller (combined from similar events): Error creating: pods \"emailservice-6d4d7cd4dc-gk2bv\" is forbidden: exceeded quota: memory-request-quota, requested: requests.memory=500Mi, used: requests.memory=3000Mi, limited: requests.memory=3Gi\n"
39
+ },
40
+ {
41
+ "tool_name": "GetResources",
42
+ "calling": "tool_name='GetResources' arguments={namespace: 'boutique', resource_type: 'resourcequota', name: None, show_labels: False, output_wide: False, label_selector: None}",
43
+ "output": "NAME AGE REQUEST LIMIT\nmemory-request-quota 112s requests.memory: 3000Mi/3Gi \n"
44
+ }
45
+ ]
46
+ }
golden-trajectory/boutique/admission/26/path2.json ADDED
@@ -0,0 +1,87 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "statistics": {
3
+ "valid_tool_call_count": 11,
4
+ "total_trace_steps": 11,
5
+ "history_called_tool_names": [
6
+ "GetResources",
7
+ "GetErrorLogs",
8
+ "GetResources",
9
+ "GetRecentLogs",
10
+ "GetResources",
11
+ "GetResources",
12
+ "GetResources",
13
+ "DescribeResource",
14
+ "DescribeResource",
15
+ "GetResources",
16
+ "GetAppYAML"
17
+ ]
18
+ },
19
+ "diagnostic_trace": [
20
+ {
21
+ "tool_name": "GetResources",
22
+ "calling": "tool_name='GetResources' arguments={namespace: 'boutique', resource_type: 'pod', name: None, show_labels: False, output_wide: False, label_selector: None}",
23
+ "output": "NAME READY STATUS RESTARTS AGE\nadservice-99b76fc49-d8ht6 1/1 Running 0 94s\ncartservice-9b469fbc4-qnjnh 1/1 Running 0 93s\ncheckoutservice-6bcfb6486c-55jc7 1/1 Running 0 93s\ncurrencyservice-5c9c9fdd9d-h29g5 1/1 Running 0 93s\nfrontend-78fdd6f7d6-frk9v 1/1 Running 0 93s\npaymentservice-f8b6c595c-rbf2r 1/1 Running 0 93s\nproductcatalogservice-5f876f76c9-4psx9 1/1 Running 0 92s\nrecommendationservice-6b4cdff567-rpj4x 1/1 Running 0 92s\nredis-cart-5858bb886-zvbkc 1/1 Running 0 92s\nshippingservice-696cc9d869-5q5r7 1/1 Running 0 92s\n"
24
+ },
25
+ {
26
+ "tool_name": "GetErrorLogs",
27
+ "calling": "tool_name='GetErrorLogs' arguments={namespace: 'boutique', service_name: 'frontend'}",
28
+ "output": "\"{\\n \\\"total_log_count\\\": 738,\\n \\\"total_errors\\\": 5,\\n \\\"total_error_ratio\\\": 0.0068,\\n \\\"patterns\\\": [\\n {\\n \\\"count\\\": 3,\\n \\\"ratio\\\": 0.0041,\\n \\\"sample\\\": \\\"{\\\\\\\"error\\\\\\\":\\\\\\\"failed to get ads: rpc error: code = DeadlineExceeded desc = context deadline exceeded\\\\\\\",\\\\\\\"http.req.id\\\\\\\":\\\\\\\"644bca2e-7ada-49fb-917f-d786b04a13b2\\\\\\\",\\\\\\\"http.req.method\\\\\\\":\\\\\\\"GET\\\\\\\",\\\\\\\"http.req.path\\\\\\\":\\\\\\\"/product/1YMWWN1N4O\\\\\\\",\\\\\\\"message\\\\\\\":\\\\\\\"failed to retrieve ads\\\\\\\",\\\\\\\"session\\\\\\\":\\\\\\\"fc463fa8-6402-4519-bdad-5d17f5bcd835\\\\\\\",\\\\\\\"severity\\\\\\\":\\\\\\\"warning\\\\\\\",\\\\\\\"timestamp\\\\\\\":\\\\\\\"2025-12-01T02:53:23.090984899Z\\\\\\\"}\\\"\\n },\\n {\\n \\\"count\\\": 1,\\n \\\"ratio\\\": 0.0014,\\n \\\"sample\\\": \\\"{\\\\\\\"message\\\\\\\":\\\\\\\"Failed to fetch the name of the cluster in which the pod is runningmetadata: GCE metadata \\\\\\\\\\\\\\\"instance/attributes/cluster-name\\\\\\\\\\\\\\\" not defined\\\\\\\",\\\\\\\"severity\\\\\\\":\\\\\\\"error\\\\\\\",\\\\\\\"timestamp\\\\\\\":\\\\\\\"2025-12-01T02:52:25.589841055Z\\\\\\\"}\\\"\\n },\\n {\\n \\\"count\\\": 1,\\n \\\"ratio\\\": 0.0014,\\n \\\"sample\\\": \\\"{\\\\\\\"message\\\\\\\":\\\\\\\"Failed to fetch the Zone of the node where the pod is scheduledmetadata: GCE metadata \\\\\\\\\\\\\\\"instance/zone\\\\\\\\\\\\\\\" not defined\\\\\\\",\\\\\\\"severity\\\\\\\":\\\\\\\"error\\\\\\\",\\\\\\\"timestamp\\\\\\\":\\\\\\\"2025-12-01T02:52:25.689036133Z\\\\\\\"}\\\"\\n }\\n ]\\n}\""
29
+ },
30
+ {
31
+ "tool_name": "GetResources",
32
+ "calling": "tool_name='GetResources' arguments={namespace: 'boutique', resource_type: 'svc', name: None, show_labels: False, output_wide: False, label_selector: None}",
33
+ "output": "NAME TYPE CLUSTER-IP EXTERNAL-IP PORT(S) AGE\nadservice ClusterIP 10.68.206.198 <none> 9555/TCP 97s\ncartservice ClusterIP 10.68.108.135 <none> 7070/TCP 96s\ncheckoutservice ClusterIP 10.68.155.215 <none> 5050/TCP 96s\ncurrencyservice ClusterIP 10.68.44.2 <none> 7000/TCP 96s\nemailservice ClusterIP 10.68.161.240 <none> 5000/TCP 95s\nfrontend ClusterIP 10.68.146.201 <none> 80/TCP 96s\nfrontend-external NodePort 10.68.197.110 <none> 80:30080/TCP 96s\npaymentservice ClusterIP 10.68.6.151 <none> 50051/TCP 96s\nproductcatalogservice ClusterIP 10.68.31.13 <none> 3550/TCP 95s\nrecommendationservice ClusterIP 10.68.119.146 <none> 8080/TCP 95s\nredis-cart ClusterIP 10.68.83.183 <none> 6379/TCP 95s\nshippingservice ClusterIP 10.68.230.236 <none> 50051/TCP 95s\n"
34
+ },
35
+ {
36
+ "tool_name": "GetRecentLogs",
37
+ "calling": "tool_name='GetRecentLogs' arguments={namespace: 'boutique', service_name: 'frontend', lines: 10}",
38
+ "output": [
39
+ "{\"http.req.id\":\"b94f6ac2-58db-4dbc-8a01-71c1b4bdaef2\",\"http.req.method\":\"GET\",\"http.req.path\":\"/_healthz\",\"http.resp.bytes\":2,\"http.resp.status\":200,\"http.resp.took_ms\":0,\"message\":\"request complete\",\"session\":\"x-readiness-probe\",\"severity\":\"debug\",\"timestamp\":\"2025-12-01T02:54:15.010293965Z\"}",
40
+ "{\"http.req.id\":\"0e3f87c7-8891-43fc-b2b6-90df599f2acd\",\"http.req.method\":\"GET\",\"http.req.path\":\"/\",\"message\":\"request started\",\"session\":\"de56a2cd-6bb8-4b4f-88eb-3f0b43a37e49\",\"severity\":\"debug\",\"timestamp\":\"2025-12-01T02:54:17.173651475Z\"}",
41
+ "{\"currency\":\"USD\",\"http.req.id\":\"0e3f87c7-8891-43fc-b2b6-90df599f2acd\",\"http.req.method\":\"GET\",\"http.req.path\":\"/\",\"message\":\"home\",\"session\":\"de56a2cd-6bb8-4b4f-88eb-3f0b43a37e49\",\"severity\":\"info\",\"timestamp\":\"2025-12-01T02:54:17.173685996Z\"}",
42
+ "env platform is either empty or invalid",
43
+ "{\"http.req.id\":\"0e3f87c7-8891-43fc-b2b6-90df599f2acd\",\"http.req.method\":\"GET\",\"http.req.path\":\"/\",\"message\":\"ENV_PLATFORM is: local\",\"session\":\"de56a2cd-6bb8-4b4f-88eb-3f0b43a37e49\",\"severity\":\"debug\",\"timestamp\":\"2025-12-01T02:54:17.185325372Z\"}",
44
+ "{\"http.req.id\":\"0e3f87c7-8891-43fc-b2b6-90df599f2acd\",\"http.req.method\":\"GET\",\"http.req.path\":\"/\",\"http.resp.bytes\":10499,\"http.resp.status\":200,\"http.resp.took_ms\":14,\"message\":\"request complete\",\"session\":\"de56a2cd-6bb8-4b4f-88eb-3f0b43a37e49\",\"severity\":\"debug\",\"timestamp\":\"2025-12-01T02:54:17.187803877Z\"}",
45
+ "{\"http.req.id\":\"d045a573-bd54-445f-a95e-6da388222bd2\",\"http.req.method\":\"PRI\",\"http.req.path\":\"*\",\"message\":\"request started\",\"session\":\"8712bea3-6d76-4ac6-a7f9-8f9d58147c07\",\"severity\":\"debug\",\"timestamp\":\"2025-12-01T02:54:19.780608881Z\"}",
46
+ "{\"http.req.id\":\"d045a573-bd54-445f-a95e-6da388222bd2\",\"http.req.method\":\"PRI\",\"http.req.path\":\"*\",\"http.resp.bytes\":0,\"http.resp.status\":301,\"http.resp.took_ms\":0,\"message\":\"request complete\",\"session\":\"8712bea3-6d76-4ac6-a7f9-8f9d58147c07\",\"severity\":\"debug\",\"timestamp\":\"2025-12-01T02:54:19.780645404Z\"}",
47
+ "{\"http.req.id\":\"65c777bf-05ac-4148-8299-5507028b6855\",\"http.req.method\":\"GET\",\"http.req.path\":\"/static/favicon.ico\",\"message\":\"request started\",\"session\":\"d02d5f42-6425-456e-bfb7-b9182b54a598\",\"severity\":\"debug\",\"timestamp\":\"2025-12-01T02:54:22.158625633Z\"}",
48
+ "{\"http.req.id\":\"65c777bf-05ac-4148-8299-5507028b6855\",\"http.req.method\":\"GET\",\"http.req.path\":\"/static/favicon.ico\",\"http.resp.bytes\":4286,\"http.resp.status\":200,\"http.resp.took_ms\":1,\"message\":\"request complete\",\"session\":\"d02d5f42-6425-456e-bfb7-b9182b54a598\",\"severity\":\"debug\",\"timestamp\":\"2025-12-01T02:54:22.160104287Z\"}"
49
+ ]
50
+ },
51
+ {
52
+ "tool_name": "GetResources",
53
+ "calling": "tool_name='GetResources' arguments={namespace: 'boutique', resource_type: 'svc', name: None, show_labels: False, output_wide: False, label_selector: None}",
54
+ "output": "NAME TYPE CLUSTER-IP EXTERNAL-IP PORT(S) AGE\nadservice ClusterIP 10.68.206.198 <none> 9555/TCP 97s\ncartservice ClusterIP 10.68.108.135 <none> 7070/TCP 96s\ncheckoutservice ClusterIP 10.68.155.215 <none> 5050/TCP 96s\ncurrencyservice ClusterIP 10.68.44.2 <none> 7000/TCP 96s\nemailservice ClusterIP 10.68.161.240 <none> 5000/TCP 95s\nfrontend ClusterIP 10.68.146.201 <none> 80/TCP 96s\nfrontend-external NodePort 10.68.197.110 <none> 80:30080/TCP 96s\npaymentservice ClusterIP 10.68.6.151 <none> 50051/TCP 96s\nproductcatalogservice ClusterIP 10.68.31.13 <none> 3550/TCP 95s\nrecommendationservice ClusterIP 10.68.119.146 <none> 8080/TCP 95s\nredis-cart ClusterIP 10.68.83.183 <none> 6379/TCP 95s\nshippingservice ClusterIP 10.68.230.236 <none> 50051/TCP 95s\n"
55
+ },
56
+ {
57
+ "tool_name": "GetResources",
58
+ "calling": "tool_name='GetResources' arguments={namespace: 'boutique', resource_type: 'ep', name: None, show_labels: False, output_wide: False, label_selector: None}",
59
+ "output": "NAME ENDPOINTS AGE\nadservice 172.20.2.140:9555 110s\ncartservice 172.20.1.49:7070 109s\ncheckoutservice 172.20.1.50:5050 109s\ncurrencyservice 172.20.2.141:7000 109s\nemailservice <none> 108s\nfrontend 172.20.2.142:8080 109s\nfrontend-external 172.20.2.142:8080 109s\npaymentservice 172.20.1.51:50051 109s\nproductcatalogservice 172.20.2.143:3550 108s\nrecommendationservice 172.20.1.52:8080 108s\nredis-cart 172.20.2.144:6379 108s\nshippingservice 172.20.1.53:50051 108s\n"
60
+ },
61
+ {
62
+ "tool_name": "GetResources",
63
+ "calling": "tool_name='GetResources' arguments={namespace: 'boutique', resource_type: 'deploy', name: None, show_labels: False, output_wide: False, label_selector: None}",
64
+ "output": "NAME READY UP-TO-DATE AVAILABLE AGE\nadservice 1/1 1 1 100s\ncartservice 1/1 1 1 99s\ncheckoutservice 1/1 1 1 99s\ncurrencyservice 1/1 1 1 99s\nemailservice 0/1 0 0 98s\nfrontend 1/1 1 1 99s\npaymentservice 1/1 1 1 99s\nproductcatalogservice 1/1 1 1 99s\nrecommendationservice 1/1 1 1 98s\nredis-cart 1/1 1 1 98s\nshippingservice 1/1 1 1 98s\n"
65
+ },
66
+ {
67
+ "tool_name": "DescribeResource",
68
+ "calling": "tool_name='DescribeResource' arguments={namespace: 'boutique', resource_type: 'deploy', name: 'emailservice'}",
69
+ "output": "Name: emailservice\nNamespace: boutique\nCreationTimestamp: Mon, 01 Dec 2025 10:52:25 +0800\nLabels: app=emailservice\nAnnotations: deployment.kubernetes.io/revision: 1\nSelector: app=emailservice\nReplicas: 1 desired | 0 updated | 0 total | 0 available | 1 unavailable\nStrategyType: RollingUpdate\nMinReadySeconds: 0\nRollingUpdateStrategy: 25% max unavailable, 25% max surge\nPod Template:\n Labels: app=emailservice\n Service Account: emailservice\n Containers:\n server:\n Image: us-central1-docker.pkg.dev/google-samples/microservices-demo/emailservice:v0.10.3\n Port: 8080/TCP\n Host Port: 0/TCP\n Limits:\n cpu: 120m\n memory: 500Mi\n Requests:\n cpu: 100m\n memory: 500Mi\n Liveness: grpc <pod>:8080 delay=5s timeout=1s period=10s #success=1 #failure=3\n Readiness: grpc <pod>:8080 delay=5s timeout=1s period=10s #success=1 #failure=3\n Environment:\n PORT: 8080\n DISABLE_PROFILER: 1\n Mounts: <none>\n Volumes: <none>\n Node-Selectors: <none>\n Tolerations: <none>\nConditions:\n Type Status Reason\n ---- ------ ------\n Progressing True NewReplicaSetCreated\n Available False MinimumReplicasUnavailable\n ReplicaFailure True FailedCreate\nOldReplicaSets: <none>\nNewReplicaSet: emailservice-6d4d7cd4dc (0/1 replicas created)\nEvents:\n Type Reason Age From Message\n ---- ------ ---- ---- -------\n Normal ScalingReplicaSet 99s deployment-controller Scaled up replica set emailservice-6d4d7cd4dc to 1\n"
70
+ },
71
+ {
72
+ "tool_name": "DescribeResource",
73
+ "calling": "tool_name='DescribeResource' arguments={namespace: 'boutique', resource_type: 'replicaset', name: 'emailservice-6d4d7cd4dc'}",
74
+ "output": "Name: emailservice-6d4d7cd4dc\nNamespace: boutique\nSelector: app=emailservice,pod-template-hash=6d4d7cd4dc\nLabels: app=emailservice\n pod-template-hash=6d4d7cd4dc\nAnnotations: deployment.kubernetes.io/desired-replicas: 1\n deployment.kubernetes.io/max-replicas: 2\n deployment.kubernetes.io/revision: 1\nControlled By: Deployment/emailservice\nReplicas: 0 current / 1 desired\nPods Status: 0 Running / 0 Waiting / 0 Succeeded / 0 Failed\nPod Template:\n Labels: app=emailservice\n pod-template-hash=6d4d7cd4dc\n Service Account: emailservice\n Containers:\n server:\n Image: us-central1-docker.pkg.dev/google-samples/microservices-demo/emailservice:v0.10.3\n Port: 8080/TCP\n Host Port: 0/TCP\n Limits:\n cpu: 120m\n memory: 500Mi\n Requests:\n cpu: 100m\n memory: 500Mi\n Liveness: grpc <pod>:8080 delay=5s timeout=1s period=10s #success=1 #failure=3\n Readiness: grpc <pod>:8080 delay=5s timeout=1s period=10s #success=1 #failure=3\n Environment:\n PORT: 8080\n DISABLE_PROFILER: 1\n Mounts: <none>\n Volumes: <none>\n Node-Selectors: <none>\n Tolerations: <none>\nConditions:\n Type Status Reason\n ---- ------ ------\n ReplicaFailure True FailedCreate\nEvents:\n Type Reason Age From Message\n ---- ------ ---- ---- -------\n Warning FailedCreate 103s replicaset-controller Error creating: pods \"emailservice-6d4d7cd4dc-cgc6h\" is forbidden: exceeded quota: memory-request-quota, requested: requests.memory=500Mi, used: requests.memory=3000Mi, limited: requests.memory=3Gi\n Warning FailedCreate 102s replicaset-controller Error creating: pods \"emailservice-6d4d7cd4dc-f49tj\" is forbidden: exceeded quota: memory-request-quota, requested: requests.memory=500Mi, used: requests.memory=3000Mi, limited: requests.memory=3Gi\n Warning FailedCreate 102s replicaset-controller Error creating: pods \"emailservice-6d4d7cd4dc-56zl6\" is forbidden: exceeded quota: memory-request-quota, requested: requests.memory=500Mi, used: requests.memory=3000Mi, limited: requests.memory=3Gi\n Warning FailedCreate 102s replicaset-controller Error creating: pods \"emailservice-6d4d7cd4dc-2rchv\" is forbidden: exceeded quota: memory-request-quota, requested: requests.memory=500Mi, used: requests.memory=3000Mi, limited: requests.memory=3Gi\n Warning FailedCreate 102s replicaset-controller Error creating: pods \"emailservice-6d4d7cd4dc-8p955\" is forbidden: exceeded quota: memory-request-quota, requested: requests.memory=500Mi, used: requests.memory=3000Mi, limited: requests.memory=3Gi\n Warning FailedCreate 102s replicaset-controller Error creating: pods \"emailservice-6d4d7cd4dc-2szzb\" is forbidden: exceeded quota: memory-request-quota, requested: requests.memory=500Mi, used: requests.memory=3000Mi, limited: requests.memory=3Gi\n Warning FailedCreate 102s replicaset-controller Error creating: pods \"emailservice-6d4d7cd4dc-zv5ds\" is forbidden: exceeded quota: memory-request-quota, requested: requests.memory=500Mi, used: requests.memory=3000Mi, limited: requests.memory=3Gi\n Warning FailedCreate 102s replicaset-controller Error creating: pods \"emailservice-6d4d7cd4dc-k9762\" is forbidden: exceeded quota: memory-request-quota, requested: requests.memory=500Mi, used: requests.memory=3000Mi, limited: requests.memory=3Gi\n Warning FailedCreate 101s replicaset-controller Error creating: pods \"emailservice-6d4d7cd4dc-96q9l\" is forbidden: exceeded quota: memory-request-quota, requested: requests.memory=500Mi, used: requests.memory=3000Mi, limited: requests.memory=3Gi\n Warning FailedCreate 20s (x6 over 100s) replicaset-controller (combined from similar events): Error creating: pods \"emailservice-6d4d7cd4dc-gk2bv\" is forbidden: exceeded quota: memory-request-quota, requested: requests.memory=500Mi, used: requests.memory=3000Mi, limited: requests.memory=3Gi\n"
75
+ },
76
+ {
77
+ "tool_name": "GetResources",
78
+ "calling": "tool_name='GetResources' arguments={namespace: 'boutique', resource_type: 'resourcequota', name: None, show_labels: False, output_wide: False, label_selector: None}",
79
+ "output": "NAME AGE REQUEST LIMIT\nmemory-request-quota 112s requests.memory: 3000Mi/3Gi \n"
80
+ },
81
+ {
82
+ "tool_name": "GetAppYAML",
83
+ "calling": "tool_name='GetAppYAML' arguments={app_name: 'emailservice'}",
84
+ "output": "apiVersion: apps/v1\nkind: Deployment\nmetadata:\n name: emailservice\n namespace: boutique\n labels:\n app: emailservice\nspec:\n selector:\n matchLabels:\n app: emailservice\n template:\n metadata:\n labels:\n app: emailservice\n spec:\n serviceAccountName: emailservice\n terminationGracePeriodSeconds: 5\n securityContext:\n fsGroup: 1000\n runAsGroup: 1000\n runAsNonRoot: true\n runAsUser: 1000\n containers:\n - name: server\n securityContext:\n allowPrivilegeEscalation: false\n capabilities:\n drop:\n - ALL\n privileged: false\n readOnlyRootFilesystem: true\n image: us-central1-docker.pkg.dev/google-samples/microservices-demo/emailservice:v0.10.3\n ports:\n - containerPort: 8080\n env:\n - name: PORT\n value: \"8080\"\n - name: DISABLE_PROFILER\n value: \"1\"\n readinessProbe:\n initialDelaySeconds: 5\n grpc:\n port: 8080\n livenessProbe:\n initialDelaySeconds: 5\n grpc:\n port: 8080\n resources:\n requests:\n cpu: 100m\n memory: 500Mi\n limits:\n cpu: 120m\n memory: 500Mi\n---\napiVersion: v1\nkind: Service\nmetadata:\n name: emailservice\n namespace: boutique\n labels:\n app: emailservice\nspec:\n type: ClusterIP\n selector:\n app: emailservice\n ports:\n - name: grpc\n port: 5000\n targetPort: 8080\n---\napiVersion: v1\nkind: ServiceAccount\nmetadata:\n name: emailservice\n namespace: boutique"
85
+ }
86
+ ]
87
+ }
golden-trajectory/boutique/admission/27/path1.json ADDED
@@ -0,0 +1,40 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "statistics": {
3
+ "valid_tool_call_count": 5,
4
+ "total_trace_steps": 5,
5
+ "history_called_tool_names": [
6
+ "GetResources",
7
+ "GetResources",
8
+ "GetResources",
9
+ "DescribeResource",
10
+ "DescribeResource"
11
+ ]
12
+ },
13
+ "diagnostic_trace": [
14
+ {
15
+ "tool_name": "GetResources",
16
+ "calling": "tool_name='GetResources' arguments={namespace: 'boutique', resource_type: 'pod', name: None, show_labels: False, output_wide: False, label_selector: None}",
17
+ "output": "NAME READY STATUS RESTARTS AGE\nadservice-99b76fc49-k6svh 1/1 Running 0 94s\ncartservice-9b469fbc4-fsnqr 1/1 Running 0 94s\ncheckoutservice-6bcfb6486c-dcmxf 1/1 Running 0 94s\ncurrencyservice-5c9c9fdd9d-s9qpd 1/1 Running 0 94s\nemailservice-69cb5ccf57-fq5qr 1/1 Running 0 93s\npaymentservice-f8b6c595c-cf8bn 1/1 Running 0 93s\nproductcatalogservice-5f876f76c9-nfm7n 1/1 Running 0 93s\nrecommendationservice-6b4cdff567-5w7wt 1/1 Running 0 93s\nredis-cart-5858bb886-p2dr6 1/1 Running 0 93s\nshippingservice-696cc9d869-ffprb 1/1 Running 0 92s\n"
18
+ },
19
+ {
20
+ "tool_name": "GetResources",
21
+ "calling": "tool_name='GetResources' arguments={namespace: 'boutique', resource_type: 'ep', name: None, show_labels: False, output_wide: False, label_selector: None}",
22
+ "output": "NAME ENDPOINTS AGE\nadservice 172.20.2.145:9555 110s\ncartservice 172.20.1.54:7070 110s\ncheckoutservice 172.20.2.146:5050 110s\ncurrencyservice 172.20.1.55:7000 110s\nemailservice 172.20.2.147:8080 110s\nfrontend <none> 108s\nfrontend-external <none> 108s\npaymentservice 172.20.1.56:50051 109s\nproductcatalogservice 172.20.2.148:3550 109s\nrecommendationservice 172.20.1.57:8080 109s\nredis-cart 172.20.1.58:6379 109s\nshippingservice 172.20.2.149:50051 109s\n"
23
+ },
24
+ {
25
+ "tool_name": "GetResources",
26
+ "calling": "tool_name='GetResources' arguments={namespace: 'boutique', resource_type: 'deploy', name: None, show_labels: False, output_wide: False, label_selector: None}",
27
+ "output": "NAME READY UP-TO-DATE AVAILABLE AGE\nadservice 1/1 1 1 99s\ncartservice 1/1 1 1 99s\ncheckoutservice 1/1 1 1 99s\ncurrencyservice 1/1 1 1 99s\nemailservice 1/1 1 1 99s\nfrontend 0/1 0 0 97s\npaymentservice 1/1 1 1 98s\nproductcatalogservice 1/1 1 1 98s\nrecommendationservice 1/1 1 1 98s\nredis-cart 1/1 1 1 98s\nshippingservice 1/1 1 1 98s\n"
28
+ },
29
+ {
30
+ "tool_name": "DescribeResource",
31
+ "calling": "tool_name='DescribeResource' arguments={namespace: 'boutique', resource_type: 'deploy', name: 'frontend'}",
32
+ "output": "Name: frontend\nNamespace: boutique\nCreationTimestamp: Mon, 01 Dec 2025 10:55:33 +0800\nLabels: app=frontend\nAnnotations: deployment.kubernetes.io/revision: 1\nSelector: app=frontend\nReplicas: 1 desired | 0 updated | 0 total | 0 available | 1 unavailable\nStrategyType: RollingUpdate\nMinReadySeconds: 0\nRollingUpdateStrategy: 25% max unavailable, 25% max surge\nPod Template:\n Labels: app=frontend\n Annotations: sidecar.istio.io/rewriteAppHTTPProbers: true\n Service Account: frontend\n Containers:\n server:\n Image: us-central1-docker.pkg.dev/google-samples/microservices-demo/frontend:v0.10.3\n Port: 8080/TCP\n Host Port: 0/TCP\n Limits:\n cpu: 120m\n memory: 300Mi\n Requests:\n cpu: 100m\n memory: 300Mi\n Liveness: http-get http://:8080/_healthz delay=5s timeout=1s period=10s #success=1 #failure=3\n Readiness: http-get http://:8080/_healthz delay=5s timeout=1s period=10s #success=1 #failure=3\n Environment:\n PORT: 8080\n PRODUCT_CATALOG_SERVICE_ADDR: productcatalogservice:3550\n CURRENCY_SERVICE_ADDR: currencyservice:7000\n CART_SERVICE_ADDR: cartservice:7070\n RECOMMENDATION_SERVICE_ADDR: recommendationservice:8080\n SHIPPING_SERVICE_ADDR: shippingservice:50051\n CHECKOUT_SERVICE_ADDR: checkoutservice:5050\n AD_SERVICE_ADDR: adservice:9555\n SHOPPING_ASSISTANT_SERVICE_ADDR: shoppingassistantservice:80\n ENABLE_PROFILER: 0\n Mounts: <none>\n Volumes: <none>\n Node-Selectors: <none>\n Tolerations: <none>\nConditions:\n Type Status Reason\n ---- ------ ------\n Progressing True NewReplicaSetCreated\n Available False MinimumReplicasUnavailable\n ReplicaFailure True FailedCreate\nOldReplicaSets: <none>\nNewReplicaSet: frontend-78fdd6f7d6 (0/1 replicas created)\nEvents:\n Type Reason Age From Message\n ---- ------ ---- ---- -------\n Normal ScalingReplicaSet 99s deployment-controller Scaled up replica set frontend-78fdd6f7d6 to 1\n"
33
+ },
34
+ {
35
+ "tool_name": "DescribeResource",
36
+ "calling": "tool_name='DescribeResource' arguments={namespace: 'boutique', resource_type: 'replicaset', name: 'frontend-78fdd6f7d6'}",
37
+ "output": "Name: frontend-78fdd6f7d6\nNamespace: boutique\nSelector: app=frontend,pod-template-hash=78fdd6f7d6\nLabels: app=frontend\n pod-template-hash=78fdd6f7d6\nAnnotations: deployment.kubernetes.io/desired-replicas: 1\n deployment.kubernetes.io/max-replicas: 2\n deployment.kubernetes.io/revision: 1\nControlled By: Deployment/frontend\nReplicas: 0 current / 1 desired\nPods Status: 0 Running / 0 Waiting / 0 Succeeded / 0 Failed\nPod Template:\n Labels: app=frontend\n pod-template-hash=78fdd6f7d6\n Annotations: sidecar.istio.io/rewriteAppHTTPProbers: true\n Service Account: frontend\n Containers:\n server:\n Image: us-central1-docker.pkg.dev/google-samples/microservices-demo/frontend:v0.10.3\n Port: 8080/TCP\n Host Port: 0/TCP\n Limits:\n cpu: 120m\n memory: 300Mi\n Requests:\n cpu: 100m\n memory: 300Mi\n Liveness: http-get http://:8080/_healthz delay=5s timeout=1s period=10s #success=1 #failure=3\n Readiness: http-get http://:8080/_healthz delay=5s timeout=1s period=10s #success=1 #failure=3\n Environment:\n PORT: 8080\n PRODUCT_CATALOG_SERVICE_ADDR: productcatalogservice:3550\n CURRENCY_SERVICE_ADDR: currencyservice:7000\n CART_SERVICE_ADDR: cartservice:7070\n RECOMMENDATION_SERVICE_ADDR: recommendationservice:8080\n SHIPPING_SERVICE_ADDR: shippingservice:50051\n CHECKOUT_SERVICE_ADDR: checkoutservice:5050\n AD_SERVICE_ADDR: adservice:9555\n SHOPPING_ASSISTANT_SERVICE_ADDR: shoppingassistantservice:80\n ENABLE_PROFILER: 0\n Mounts: <none>\n Volumes: <none>\n Node-Selectors: <none>\n Tolerations: <none>\nConditions:\n Type Status Reason\n ---- ------ ------\n ReplicaFailure True FailedCreate\nEvents:\n Type Reason Age From Message\n ---- ------ ---- ---- -------\n Warning FailedCreate 103s replicaset-controller Error creating: pods \"frontend-78fdd6f7d6-7hclt\" is forbidden: exceeded quota: memory-request-quota, requested: requests.memory=300Mi, used: requests.memory=3000Mi, limited: requests.memory=3Gi\n Warning FailedCreate 103s replicaset-controller Error creating: pods \"frontend-78fdd6f7d6-6x5ms\" is forbidden: exceeded quota: memory-request-quota, requested: requests.memory=300Mi, used: requests.memory=3000Mi, limited: requests.memory=3Gi\n Warning FailedCreate 103s replicaset-controller Error creating: pods \"frontend-78fdd6f7d6-n6pcz\" is forbidden: exceeded quota: memory-request-quota, requested: requests.memory=300Mi, used: requests.memory=3000Mi, limited: requests.memory=3Gi\n Warning FailedCreate 103s replicaset-controller Error creating: pods \"frontend-78fdd6f7d6-bgdvl\" is forbidden: exceeded quota: memory-request-quota, requested: requests.memory=300Mi, used: requests.memory=3000Mi, limited: requests.memory=3Gi\n Warning FailedCreate 102s replicaset-controller Error creating: pods \"frontend-78fdd6f7d6-w2xpd\" is forbidden: exceeded quota: memory-request-quota, requested: requests.memory=300Mi, used: requests.memory=3000Mi, limited: requests.memory=3Gi\n Warning FailedCreate 102s replicaset-controller Error creating: pods \"frontend-78fdd6f7d6-td2qf\" is forbidden: exceeded quota: memory-request-quota, requested: requests.memory=300Mi, used: requests.memory=3000Mi, limited: requests.memory=3Gi\n Warning FailedCreate 102s replicaset-controller Error creating: pods \"frontend-78fdd6f7d6-pxldx\" is forbidden: exceeded quota: memory-request-quota, requested: requests.memory=300Mi, used: requests.memory=3000Mi, limited: requests.memory=3Gi\n Warning FailedCreate 102s replicaset-controller Error creating: pods \"frontend-78fdd6f7d6-n2j7n\" is forbidden: exceeded quota: memory-request-quota, requested: requests.memory=300Mi, used: requests.memory=3000Mi, limited: requests.memory=3Gi\n Warning FailedCreate 101s replicaset-controller Error creating: pods \"frontend-78fdd6f7d6-4bxxb\" is forbidden: exceeded quota: memory-request-quota, requested: requests.memory=300Mi, used: requests.memory=3000Mi, limited: requests.memory=3Gi\n Warning FailedCreate 21s (x6 over 100s) replicaset-controller (combined from similar events): Error creating: pods \"frontend-78fdd6f7d6-mvqsk\" is forbidden: exceeded quota: memory-request-quota, requested: requests.memory=300Mi, used: requests.memory=3000Mi, limited: requests.memory=3Gi\n"
38
+ }
39
+ ]
40
+ }
golden-trajectory/boutique/admission/27/path2.json ADDED
@@ -0,0 +1,46 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "statistics": {
3
+ "valid_tool_call_count": 6,
4
+ "total_trace_steps": 6,
5
+ "history_called_tool_names": [
6
+ "GetResources",
7
+ "GetErrorLogs",
8
+ "GetResources",
9
+ "CheckServiceConnectivity",
10
+ "GetResources",
11
+ "GetResources"
12
+ ]
13
+ },
14
+ "diagnostic_trace": [
15
+ {
16
+ "tool_name": "GetResources",
17
+ "calling": "tool_name='GetResources' arguments={namespace: 'boutique', resource_type: 'pod', name: None, show_labels: False, output_wide: False, label_selector: None}",
18
+ "output": "NAME READY STATUS RESTARTS AGE\nadservice-99b76fc49-k6svh 1/1 Running 0 94s\ncartservice-9b469fbc4-fsnqr 1/1 Running 0 94s\ncheckoutservice-6bcfb6486c-dcmxf 1/1 Running 0 94s\ncurrencyservice-5c9c9fdd9d-s9qpd 1/1 Running 0 94s\nemailservice-69cb5ccf57-fq5qr 1/1 Running 0 93s\npaymentservice-f8b6c595c-cf8bn 1/1 Running 0 93s\nproductcatalogservice-5f876f76c9-nfm7n 1/1 Running 0 93s\nrecommendationservice-6b4cdff567-5w7wt 1/1 Running 0 93s\nredis-cart-5858bb886-p2dr6 1/1 Running 0 93s\nshippingservice-696cc9d869-ffprb 1/1 Running 0 92s\n"
19
+ },
20
+ {
21
+ "tool_name": "GetErrorLogs",
22
+ "calling": "tool_name='GetErrorLogs' arguments={namespace: 'boutique', service_name: 'frontend'}",
23
+ "output": "\"\""
24
+ },
25
+ {
26
+ "tool_name": "GetResources",
27
+ "calling": "tool_name='GetResources' arguments={namespace: 'boutique', resource_type: 'svc', name: None, show_labels: False, output_wide: False, label_selector: None}",
28
+ "output": "NAME TYPE CLUSTER-IP EXTERNAL-IP PORT(S) AGE\nadservice ClusterIP 10.68.70.159 <none> 9555/TCP 96s\ncartservice ClusterIP 10.68.78.161 <none> 7070/TCP 96s\ncheckoutservice ClusterIP 10.68.19.1 <none> 5050/TCP 96s\ncurrencyservice ClusterIP 10.68.116.102 <none> 7000/TCP 96s\nemailservice ClusterIP 10.68.177.47 <none> 5000/TCP 96s\nfrontend ClusterIP 10.68.157.190 <none> 80/TCP 94s\nfrontend-external NodePort 10.68.9.160 <none> 80:30080/TCP 94s\npaymentservice ClusterIP 10.68.64.112 <none> 50051/TCP 95s\nproductcatalogservice ClusterIP 10.68.32.237 <none> 3550/TCP 95s\nrecommendationservice ClusterIP 10.68.199.56 <none> 8080/TCP 95s\nredis-cart ClusterIP 10.68.16.230 <none> 6379/TCP 95s\nshippingservice ClusterIP 10.68.230.50 <none> 50051/TCP 95s\n"
29
+ },
30
+ {
31
+ "tool_name": "CheckServiceConnectivity",
32
+ "calling": "tool_name='CheckServiceConnectivity' arguments={namespace: 'boutique', service_name: 'frontend', port: 80}",
33
+ "output": "Connection Failed"
34
+ },
35
+ {
36
+ "tool_name": "GetResources",
37
+ "calling": "tool_name='GetResources' arguments={namespace: 'boutique', resource_type: 'deploy', name: None, show_labels: False, output_wide: False, label_selector: None}",
38
+ "output": "NAME READY UP-TO-DATE AVAILABLE AGE\nadservice 1/1 1 1 99s\ncartservice 1/1 1 1 99s\ncheckoutservice 1/1 1 1 99s\ncurrencyservice 1/1 1 1 99s\nemailservice 1/1 1 1 99s\nfrontend 0/1 0 0 97s\npaymentservice 1/1 1 1 98s\nproductcatalogservice 1/1 1 1 98s\nrecommendationservice 1/1 1 1 98s\nredis-cart 1/1 1 1 98s\nshippingservice 1/1 1 1 98s\n"
39
+ },
40
+ {
41
+ "tool_name": "GetResources",
42
+ "calling": "tool_name='GetResources' arguments={namespace: 'boutique', resource_type: 'event', name: None, show_labels: False, output_wide: False, label_selector: None}",
43
+ "output": "2m Normal Created pod/redis-cart-5858bb886-p2dr6 Created container redis\n2m Normal Created pod/recommendationservice-6b4cdff567-5w7wt Created container server\n2m Normal Started pod/recommendationservice-6b4cdff567-5w7wt Started container server\n2m Normal Pulled pod/recommendationservice-6b4cdff567-5w7wt Container image \"us-central1-docker.pkg.dev/google-samples/microservices-demo/recommendationservice:v0.10.3\" already present on machine\n2m Warning FailedCreate replicaset/frontend-78fdd6f7d6 Error creating: pods \"frontend-78fdd6f7d6-n6pcz\" is forbidden: exceeded quota: memory-request-quota, requested: requests.memory=300Mi, used: requests.memory=3000Mi, limited: requests.memory=3Gi\n2m Normal Pulled pod/productcatalogservice-5f876f76c9-nfm7n Container image \"us-central1-docker.pkg.dev/google-samples/microservices-demo/productcatalogservice:v0.10.3\" already present on machine\n2m Normal SuccessfulCreate replicaset/shippingservice-696cc9d869 Created pod: shippingservice-696cc9d869-ffprb\n2m Normal Created pod/shippingservice-696cc9d869-ffprb Created container server\n2m Normal Pulled pod/shippingservice-696cc9d869-ffprb Container image \"us-central1-docker.pkg.dev/google-samples/microservices-demo/shippingservice:v0.10.3\" already present on machine\n2m Warning FailedCreate replicaset/frontend-78fdd6f7d6 Error creating: pods \"frontend-78fdd6f7d6-bgdvl\" is forbidden: exceeded quota: memory-request-quota, requested: requests.memory=300Mi, used: requests.memory=3000Mi, limited: requests.memory=3Gi\n2m Warning FailedCreate replicaset/frontend-78fdd6f7d6 Error creating: pods \"frontend-78fdd6f7d6-7hclt\" is forbidden: exceeded quota: memory-request-quota, requested: requests.memory=300Mi, used: requests.memory=3000Mi, limited: requests.memory=3Gi\n2m Normal Started pod/shippingservice-696cc9d869-ffprb Started container server\n119s Warning FailedCreate replicaset/frontend-78fdd6f7d6 Error creating: pods \"frontend-78fdd6f7d6-w2xpd\" is forbidden: exceeded quota: memory-request-quota, requested: requests.memory=300Mi, used: requests.memory=3000Mi, limited: requests.memory=3Gi\n119s Warning FailedCreate replicaset/frontend-78fdd6f7d6 Error creating: pods \"frontend-78fdd6f7d6-n2j7n\" is forbidden: exceeded quota: memory-request-quota, requested: requests.memory=300Mi, used: requests.memory=3000Mi, limited: requests.memory=3Gi\n119s Warning FailedCreate replicaset/frontend-78fdd6f7d6 Error creating: pods \"frontend-78fdd6f7d6-pxldx\" is forbidden: exceeded quota: memory-request-quota, requested: requests.memory=300Mi, used: requests.memory=3000Mi, limited: requests.memory=3Gi\n119s Warning FailedCreate replicaset/frontend-78fdd6f7d6 Error creating: pods \"frontend-78fdd6f7d6-td2qf\" is forbidden: exceeded quota: memory-request-quota, requested: requests.memory=300Mi, used: requests.memory=3000Mi, limited: requests.memory=3Gi\n118s Warning FailedCreate replicaset/frontend-78fdd6f7d6 Error creating: pods \"frontend-78fdd6f7d6-4bxxb\" is forbidden: exceeded quota: memory-request-quota, requested: requests.memory=300Mi, used: requests.memory=3000Mi, limited: requests.memory=3Gi\n101s Warning Unhealthy pod/adservice-99b76fc49-k6svh Liveness probe failed: timeout: failed to connect service \"172.20.2.145:9555\" within 1s: context deadline exceeded\n101s Warning Unhealthy pod/adservice-99b76fc49-k6svh Readiness probe failed: timeout: failed to connect service \"172.20.2.145:9555\" within 1s: context deadline exceeded\n38s Warning FailedCreate replicaset/frontend-78fdd6f7d6 (combined from similar events): Error creating: pods \"frontend-78fdd6f7d6-mvqsk\" is forbidden: exceeded quota: memory-request-quota, requested: requests.memory=300Mi, used: requests.memory=3000Mi, limited: requests.memory=3Gi\n"
44
+ }
45
+ ]
46
+ }
golden-trajectory/boutique/admission/28/path1.json ADDED
@@ -0,0 +1,40 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "statistics": {
3
+ "valid_tool_call_count": 5,
4
+ "total_trace_steps": 5,
5
+ "history_called_tool_names": [
6
+ "GetResources",
7
+ "GetErrorLogs",
8
+ "GetResources",
9
+ "DescribeResource",
10
+ "DescribeResource"
11
+ ]
12
+ },
13
+ "diagnostic_trace": [
14
+ {
15
+ "tool_name": "GetResources",
16
+ "calling": "tool_name='GetResources' arguments={namespace: 'boutique', resource_type: 'pod', name: None, show_labels: False, output_wide: False, label_selector: None}",
17
+ "output": "NAME READY STATUS RESTARTS AGE\nadservice-99b76fc49-9vsbx 1/1 Running 0 94s\ncartservice-9b469fbc4-mnr4s 1/1 Running 0 94s\ncheckoutservice-6bcfb6486c-qx6s5 1/1 Running 0 94s\ncurrencyservice-5c9c9fdd9d-btdwj 1/1 Running 0 94s\nemailservice-69cb5ccf57-l7655 1/1 Running 0 93s\nfrontend-78fdd6f7d6-wjp2w 1/1 Running 0 93s\nproductcatalogservice-5f876f76c9-8bb6g 1/1 Running 0 93s\nrecommendationservice-6b4cdff567-rbsfz 1/1 Running 0 93s\nredis-cart-5858bb886-g9rhh 1/1 Running 0 93s\nshippingservice-696cc9d869-pj4vg 1/1 Running 0 92s\n"
18
+ },
19
+ {
20
+ "tool_name": "GetErrorLogs",
21
+ "calling": "tool_name='GetErrorLogs' arguments={namespace: 'boutique', service_name: 'frontend'}",
22
+ "output": "\"{\\n \\\"total_log_count\\\": 773,\\n \\\"total_errors\\\": 33,\\n \\\"total_error_ratio\\\": 0.0427,\\n \\\"patterns\\\": [\\n {\\n \\\"count\\\": 19,\\n \\\"ratio\\\": 0.0246,\\n \\\"sample\\\": \\\"{\\\\\\\"error\\\\\\\":\\\\\\\"failed to get ads: rpc error: code = DeadlineExceeded desc = context deadline exceeded\\\\\\\",\\\\\\\"http.req.id\\\\\\\":\\\\\\\"ed1e9fc0-23fe-4713-8ac8-fef7ab706f8c\\\\\\\",\\\\\\\"http.req.method\\\\\\\":\\\\\\\"GET\\\\\\\",\\\\\\\"http.req.path\\\\\\\":\\\\\\\"/\\\\\\\",\\\\\\\"message\\\\\\\":\\\\\\\"failed to retrieve ads\\\\\\\",\\\\\\\"session\\\\\\\":\\\\\\\"969008c1-da6e-4ba1-a3b2-96e6da6c9252\\\\\\\",\\\\\\\"severity\\\\\\\":\\\\\\\"warning\\\\\\\",\\\\\\\"timestamp\\\\\\\":\\\\\\\"2025-12-01T03:35:14.016359779Z\\\\\\\"}\\\"\\n },\\n {\\n \\\"count\\\": 12,\\n \\\"ratio\\\": 0.0155,\\n \\\"sample\\\": \\\"{\\\\\\\"error\\\\\\\":\\\\\\\"failed to complete the order: rpc error: code = Internal desc = failed to charge card: could not charge the card: rpc error: code = Unavailable desc = connection error: desc = \\\\\\\\\\\\\\\"transport: Error while dialing: dial tcp 10.68.64.227:50051: connect: connection refused\\\\\\\\\\\\\\\"\\\\\\\",\\\\\\\"http.req.id\\\\\\\":\\\\\\\"4c475d88-c2a5-4ea5-a38b-9284a6ec451f\\\\\\\",\\\\\\\"http.req.method\\\\\\\":\\\\\\\"POST\\\\\\\",\\\\\\\"http.req.path\\\\\\\":\\\\\\\"/cart/checkout\\\\\\\",\\\\\\\"message\\\\\\\":\\\\\\\"request error\\\\\\\",\\\\\\\"session\\\\\\\":\\\\\\\"672a1290-4225-4327-a40e-3bede3f72d72\\\\\\\",\\\\\\\"severity\\\\\\\":\\\\\\\"error\\\\\\\",\\\\\\\"timestamp\\\\\\\":\\\\\\\"2025-12-01T03:35:34.10613397Z\\\\\\\"}\\\"\\n },\\n {\\n \\\"count\\\": 1,\\n \\\"ratio\\\": 0.0013,\\n \\\"sample\\\": \\\"{\\\\\\\"message\\\\\\\":\\\\\\\"Failed to fetch the name of the cluster in which the pod is runningmetadata: GCE metadata \\\\\\\\\\\\\\\"instance/attributes/cluster-name\\\\\\\\\\\\\\\" not defined\\\\\\\",\\\\\\\"severity\\\\\\\":\\\\\\\"error\\\\\\\",\\\\\\\"timestamp\\\\\\\":\\\\\\\"2025-12-01T03:34:16.306215691Z\\\\\\\"}\\\"\\n },\\n {\\n \\\"count\\\": 1,\\n \\\"ratio\\\": 0.0013,\\n \\\"sample\\\": \\\"{\\\\\\\"message\\\\\\\":\\\\\\\"Failed to fetch the Zone of the node where the pod is scheduledmetadata: GCE metadata \\\\\\\\\\\\\\\"instance/zone\\\\\\\\\\\\\\\" not defined\\\\\\\",\\\\\\\"severity\\\\\\\":\\\\\\\"error\\\\\\\",\\\\\\\"timestamp\\\\\\\":\\\\\\\"2025-12-01T03:34:16.321822163Z\\\\\\\"}\\\"\\n }\\n ]\\n}\""
23
+ },
24
+ {
25
+ "tool_name": "GetResources",
26
+ "calling": "tool_name='GetResources' arguments={namespace: 'boutique', resource_type: 'deploy', name: None, show_labels: False, output_wide: False, label_selector: None}",
27
+ "output": "NAME READY UP-TO-DATE AVAILABLE AGE\nadservice 1/1 1 1 99s\ncartservice 1/1 1 1 99s\ncheckoutservice 1/1 1 1 99s\ncurrencyservice 1/1 1 1 99s\nemailservice 1/1 1 1 98s\nfrontend 1/1 1 1 98s\npaymentservice 0/1 0 0 97s\nproductcatalogservice 1/1 1 1 98s\nrecommendationservice 1/1 1 1 98s\nredis-cart 1/1 1 1 98s\nshippingservice 1/1 1 1 97s\n"
28
+ },
29
+ {
30
+ "tool_name": "DescribeResource",
31
+ "calling": "tool_name='DescribeResource' arguments={namespace: 'boutique', resource_type: 'deploy', name: 'paymentservice'}",
32
+ "output": "Name: paymentservice\nNamespace: boutique\nCreationTimestamp: Mon, 01 Dec 2025 11:34:16 +0800\nLabels: app=paymentservice\nAnnotations: deployment.kubernetes.io/revision: 1\nSelector: app=paymentservice\nReplicas: 1 desired | 0 updated | 0 total | 0 available | 1 unavailable\nStrategyType: RollingUpdate\nMinReadySeconds: 0\nRollingUpdateStrategy: 25% max unavailable, 25% max surge\nPod Template:\n Labels: app=paymentservice\n Service Account: paymentservice\n Containers:\n server:\n Image: us-central1-docker.pkg.dev/google-samples/microservices-demo/paymentservice:v0.10.3\n Port: 50051/TCP\n Host Port: 0/TCP\n Limits:\n cpu: 120m\n memory: 1Gi\n Requests:\n cpu: 100m\n memory: 1Gi\n Liveness: grpc <pod>:50051 delay=5s timeout=1s period=10s #success=1 #failure=3\n Readiness: grpc <pod>:50051 delay=5s timeout=1s period=10s #success=1 #failure=3\n Environment:\n PORT: 50051\n DISABLE_PROFILER: 1\n Mounts: <none>\n Volumes: <none>\n Node-Selectors: <none>\n Tolerations: <none>\nConditions:\n Type Status Reason\n ---- ------ ------\n Progressing True NewReplicaSetCreated\n Available False MinimumReplicasUnavailable\n ReplicaFailure True FailedCreate\nOldReplicaSets: <none>\nNewReplicaSet: paymentservice-9f5d9db95 (0/1 replicas created)\nEvents:\n Type Reason Age From Message\n ---- ------ ---- ---- -------\n Normal ScalingReplicaSet 99s deployment-controller Scaled up replica set paymentservice-9f5d9db95 to 1\n"
33
+ },
34
+ {
35
+ "tool_name": "DescribeResource",
36
+ "calling": "tool_name='DescribeResource' arguments={namespace: 'boutique', resource_type: 'replicaset', name: 'paymentservice-9f5d9db95'}",
37
+ "output": "Name: paymentservice-9f5d9db95\nNamespace: boutique\nSelector: app=paymentservice,pod-template-hash=9f5d9db95\nLabels: app=paymentservice\n pod-template-hash=9f5d9db95\nAnnotations: deployment.kubernetes.io/desired-replicas: 1\n deployment.kubernetes.io/max-replicas: 2\n deployment.kubernetes.io/revision: 1\nControlled By: Deployment/paymentservice\nReplicas: 0 current / 1 desired\nPods Status: 0 Running / 0 Waiting / 0 Succeeded / 0 Failed\nPod Template:\n Labels: app=paymentservice\n pod-template-hash=9f5d9db95\n Service Account: paymentservice\n Containers:\n server:\n Image: us-central1-docker.pkg.dev/google-samples/microservices-demo/paymentservice:v0.10.3\n Port: 50051/TCP\n Host Port: 0/TCP\n Limits:\n cpu: 120m\n memory: 1Gi\n Requests:\n cpu: 100m\n memory: 1Gi\n Liveness: grpc <pod>:50051 delay=5s timeout=1s period=10s #success=1 #failure=3\n Readiness: grpc <pod>:50051 delay=5s timeout=1s period=10s #success=1 #failure=3\n Environment:\n PORT: 50051\n DISABLE_PROFILER: 1\n Mounts: <none>\n Volumes: <none>\n Node-Selectors: <none>\n Tolerations: <none>\nConditions:\n Type Status Reason\n ---- ------ ------\n ReplicaFailure True FailedCreate\nEvents:\n Type Reason Age From Message\n ---- ------ ---- ---- -------\n Warning FailedCreate 103s replicaset-controller Error creating: pods \"paymentservice-9f5d9db95-9q4gh\" is forbidden: exceeded quota: memory-quota, requested: requests.memory=1Gi, used: requests.memory=3000Mi, limited: requests.memory=3Gi\n Warning FailedCreate 103s replicaset-controller Error creating: pods \"paymentservice-9f5d9db95-8992f\" is forbidden: exceeded quota: memory-quota, requested: requests.memory=1Gi, used: requests.memory=3000Mi, limited: requests.memory=3Gi\n Warning FailedCreate 103s replicaset-controller Error creating: pods \"paymentservice-9f5d9db95-klbc7\" is forbidden: exceeded quota: memory-quota, requested: requests.memory=1Gi, used: requests.memory=3000Mi, limited: requests.memory=3Gi\n Warning FailedCreate 103s replicaset-controller Error creating: pods \"paymentservice-9f5d9db95-dtj8g\" is forbidden: exceeded quota: memory-quota, requested: requests.memory=1Gi, used: requests.memory=3000Mi, limited: requests.memory=3Gi\n Warning FailedCreate 102s replicaset-controller Error creating: pods \"paymentservice-9f5d9db95-tjnbb\" is forbidden: exceeded quota: memory-quota, requested: requests.memory=1Gi, used: requests.memory=3000Mi, limited: requests.memory=3Gi\n Warning FailedCreate 102s replicaset-controller Error creating: pods \"paymentservice-9f5d9db95-hxf6f\" is forbidden: exceeded quota: memory-quota, requested: requests.memory=1Gi, used: requests.memory=3000Mi, limited: requests.memory=3Gi\n Warning FailedCreate 102s replicaset-controller Error creating: pods \"paymentservice-9f5d9db95-74dqf\" is forbidden: exceeded quota: memory-quota, requested: requests.memory=1Gi, used: requests.memory=3000Mi, limited: requests.memory=3Gi\n Warning FailedCreate 102s replicaset-controller Error creating: pods \"paymentservice-9f5d9db95-hkppn\" is forbidden: exceeded quota: memory-quota, requested: requests.memory=1Gi, used: requests.memory=3000Mi, limited: requests.memory=3Gi\n Warning FailedCreate 102s replicaset-controller Error creating: pods \"paymentservice-9f5d9db95-wbmzs\" is forbidden: exceeded quota: memory-quota, requested: requests.memory=1Gi, used: requests.memory=3000Mi, limited: requests.memory=3Gi\n Warning FailedCreate 21s (x6 over 100s) replicaset-controller (combined from similar events): Error creating: pods \"paymentservice-9f5d9db95-dsdwv\" is forbidden: exceeded quota: memory-quota, requested: requests.memory=1Gi, used: requests.memory=3000Mi, limited: requests.memory=3Gi\n"
38
+ }
39
+ ]
40
+ }
golden-trajectory/boutique/admission/28/path2.json ADDED
@@ -0,0 +1,76 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "statistics": {
3
+ "valid_tool_call_count": 11,
4
+ "total_trace_steps": 11,
5
+ "history_called_tool_names": [
6
+ "GetResources",
7
+ "GetResources",
8
+ "CheckServiceConnectivity",
9
+ "GetErrorLogs",
10
+ "GetResources",
11
+ "GetResources",
12
+ "GetResources",
13
+ "DescribeResource",
14
+ "DescribeResource",
15
+ "GetResources",
16
+ "GetAppYAML"
17
+ ]
18
+ },
19
+ "diagnostic_trace": [
20
+ {
21
+ "tool_name": "GetResources",
22
+ "calling": "tool_name='GetResources' arguments={namespace: 'boutique', resource_type: 'pod', name: None, show_labels: False, output_wide: False, label_selector: None}",
23
+ "output": "NAME READY STATUS RESTARTS AGE\nadservice-99b76fc49-9vsbx 1/1 Running 0 94s\ncartservice-9b469fbc4-mnr4s 1/1 Running 0 94s\ncheckoutservice-6bcfb6486c-qx6s5 1/1 Running 0 94s\ncurrencyservice-5c9c9fdd9d-btdwj 1/1 Running 0 94s\nemailservice-69cb5ccf57-l7655 1/1 Running 0 93s\nfrontend-78fdd6f7d6-wjp2w 1/1 Running 0 93s\nproductcatalogservice-5f876f76c9-8bb6g 1/1 Running 0 93s\nrecommendationservice-6b4cdff567-rbsfz 1/1 Running 0 93s\nredis-cart-5858bb886-g9rhh 1/1 Running 0 93s\nshippingservice-696cc9d869-pj4vg 1/1 Running 0 92s\n"
24
+ },
25
+ {
26
+ "tool_name": "GetResources",
27
+ "calling": "tool_name='GetResources' arguments={namespace: 'boutique', resource_type: 'svc', name: None, show_labels: False, output_wide: False, label_selector: None}",
28
+ "output": "NAME TYPE CLUSTER-IP EXTERNAL-IP PORT(S) AGE\nadservice ClusterIP 10.68.4.34 <none> 9555/TCP 96s\ncartservice ClusterIP 10.68.236.207 <none> 7070/TCP 96s\ncheckoutservice ClusterIP 10.68.116.201 <none> 5050/TCP 96s\ncurrencyservice ClusterIP 10.68.127.169 <none> 7000/TCP 96s\nemailservice ClusterIP 10.68.115.127 <none> 5000/TCP 95s\nfrontend ClusterIP 10.68.177.151 <none> 80/TCP 95s\nfrontend-external NodePort 10.68.216.164 <none> 80:30080/TCP 95s\npaymentservice ClusterIP 10.68.64.227 <none> 50051/TCP 94s\nproductcatalogservice ClusterIP 10.68.124.212 <none> 3550/TCP 95s\nrecommendationservice ClusterIP 10.68.27.131 <none> 8080/TCP 95s\nredis-cart ClusterIP 10.68.138.91 <none> 6379/TCP 95s\nshippingservice ClusterIP 10.68.151.251 <none> 50051/TCP 94s\n"
29
+ },
30
+ {
31
+ "tool_name": "CheckServiceConnectivity",
32
+ "calling": "tool_name='CheckServiceConnectivity' arguments={namespace: 'boutique', service_name: 'frontend', port: 80}",
33
+ "output": "frontend (172.20.1.89:80) open\nConnection Succeeded"
34
+ },
35
+ {
36
+ "tool_name": "GetErrorLogs",
37
+ "calling": "tool_name='GetErrorLogs' arguments={namespace: 'boutique', service_name: 'frontend'}",
38
+ "output": "\"{\\n \\\"total_log_count\\\": 773,\\n \\\"total_errors\\\": 33,\\n \\\"total_error_ratio\\\": 0.0427,\\n \\\"patterns\\\": [\\n {\\n \\\"count\\\": 19,\\n \\\"ratio\\\": 0.0246,\\n \\\"sample\\\": \\\"{\\\\\\\"error\\\\\\\":\\\\\\\"failed to get ads: rpc error: code = DeadlineExceeded desc = context deadline exceeded\\\\\\\",\\\\\\\"http.req.id\\\\\\\":\\\\\\\"ed1e9fc0-23fe-4713-8ac8-fef7ab706f8c\\\\\\\",\\\\\\\"http.req.method\\\\\\\":\\\\\\\"GET\\\\\\\",\\\\\\\"http.req.path\\\\\\\":\\\\\\\"/\\\\\\\",\\\\\\\"message\\\\\\\":\\\\\\\"failed to retrieve ads\\\\\\\",\\\\\\\"session\\\\\\\":\\\\\\\"969008c1-da6e-4ba1-a3b2-96e6da6c9252\\\\\\\",\\\\\\\"severity\\\\\\\":\\\\\\\"warning\\\\\\\",\\\\\\\"timestamp\\\\\\\":\\\\\\\"2025-12-01T03:35:14.016359779Z\\\\\\\"}\\\"\\n },\\n {\\n \\\"count\\\": 12,\\n \\\"ratio\\\": 0.0155,\\n \\\"sample\\\": \\\"{\\\\\\\"error\\\\\\\":\\\\\\\"failed to complete the order: rpc error: code = Internal desc = failed to charge card: could not charge the card: rpc error: code = Unavailable desc = connection error: desc = \\\\\\\\\\\\\\\"transport: Error while dialing: dial tcp 10.68.64.227:50051: connect: connection refused\\\\\\\\\\\\\\\"\\\\\\\",\\\\\\\"http.req.id\\\\\\\":\\\\\\\"4c475d88-c2a5-4ea5-a38b-9284a6ec451f\\\\\\\",\\\\\\\"http.req.method\\\\\\\":\\\\\\\"POST\\\\\\\",\\\\\\\"http.req.path\\\\\\\":\\\\\\\"/cart/checkout\\\\\\\",\\\\\\\"message\\\\\\\":\\\\\\\"request error\\\\\\\",\\\\\\\"session\\\\\\\":\\\\\\\"672a1290-4225-4327-a40e-3bede3f72d72\\\\\\\",\\\\\\\"severity\\\\\\\":\\\\\\\"error\\\\\\\",\\\\\\\"timestamp\\\\\\\":\\\\\\\"2025-12-01T03:35:34.10613397Z\\\\\\\"}\\\"\\n },\\n {\\n \\\"count\\\": 1,\\n \\\"ratio\\\": 0.0013,\\n \\\"sample\\\": \\\"{\\\\\\\"message\\\\\\\":\\\\\\\"Failed to fetch the name of the cluster in which the pod is runningmetadata: GCE metadata \\\\\\\\\\\\\\\"instance/attributes/cluster-name\\\\\\\\\\\\\\\" not defined\\\\\\\",\\\\\\\"severity\\\\\\\":\\\\\\\"error\\\\\\\",\\\\\\\"timestamp\\\\\\\":\\\\\\\"2025-12-01T03:34:16.306215691Z\\\\\\\"}\\\"\\n },\\n {\\n \\\"count\\\": 1,\\n \\\"ratio\\\": 0.0013,\\n \\\"sample\\\": \\\"{\\\\\\\"message\\\\\\\":\\\\\\\"Failed to fetch the Zone of the node where the pod is scheduledmetadata: GCE metadata \\\\\\\\\\\\\\\"instance/zone\\\\\\\\\\\\\\\" not defined\\\\\\\",\\\\\\\"severity\\\\\\\":\\\\\\\"error\\\\\\\",\\\\\\\"timestamp\\\\\\\":\\\\\\\"2025-12-01T03:34:16.321822163Z\\\\\\\"}\\\"\\n }\\n ]\\n}\""
39
+ },
40
+ {
41
+ "tool_name": "GetResources",
42
+ "calling": "tool_name='GetResources' arguments={namespace: 'boutique', resource_type: 'svc', name: None, show_labels: False, output_wide: False, label_selector: None}",
43
+ "output": "NAME TYPE CLUSTER-IP EXTERNAL-IP PORT(S) AGE\nadservice ClusterIP 10.68.4.34 <none> 9555/TCP 96s\ncartservice ClusterIP 10.68.236.207 <none> 7070/TCP 96s\ncheckoutservice ClusterIP 10.68.116.201 <none> 5050/TCP 96s\ncurrencyservice ClusterIP 10.68.127.169 <none> 7000/TCP 96s\nemailservice ClusterIP 10.68.115.127 <none> 5000/TCP 95s\nfrontend ClusterIP 10.68.177.151 <none> 80/TCP 95s\nfrontend-external NodePort 10.68.216.164 <none> 80:30080/TCP 95s\npaymentservice ClusterIP 10.68.64.227 <none> 50051/TCP 94s\nproductcatalogservice ClusterIP 10.68.124.212 <none> 3550/TCP 95s\nrecommendationservice ClusterIP 10.68.27.131 <none> 8080/TCP 95s\nredis-cart ClusterIP 10.68.138.91 <none> 6379/TCP 95s\nshippingservice ClusterIP 10.68.151.251 <none> 50051/TCP 94s\n"
44
+ },
45
+ {
46
+ "tool_name": "GetResources",
47
+ "calling": "tool_name='GetResources' arguments={namespace: 'boutique', resource_type: 'ep', name: None, show_labels: False, output_wide: False, label_selector: None}",
48
+ "output": "NAME ENDPOINTS AGE\nadservice 172.20.2.179:9555 110s\ncartservice 172.20.1.87:7070 110s\ncheckoutservice 172.20.2.180:5050 110s\ncurrencyservice 172.20.1.88:7000 110s\nemailservice 172.20.2.181:8080 109s\nfrontend 172.20.1.89:8080 109s\nfrontend-external 172.20.1.89:8080 109s\npaymentservice <none> 108s\nproductcatalogservice 172.20.1.90:3550 109s\nrecommendationservice 172.20.2.182:8080 109s\nredis-cart 172.20.1.91:6379 109s\nshippingservice 172.20.2.183:50051 108s\n"
49
+ },
50
+ {
51
+ "tool_name": "GetResources",
52
+ "calling": "tool_name='GetResources' arguments={namespace: 'boutique', resource_type: 'deploy', name: None, show_labels: False, output_wide: False, label_selector: None}",
53
+ "output": "NAME READY UP-TO-DATE AVAILABLE AGE\nadservice 1/1 1 1 99s\ncartservice 1/1 1 1 99s\ncheckoutservice 1/1 1 1 99s\ncurrencyservice 1/1 1 1 99s\nemailservice 1/1 1 1 98s\nfrontend 1/1 1 1 98s\npaymentservice 0/1 0 0 97s\nproductcatalogservice 1/1 1 1 98s\nrecommendationservice 1/1 1 1 98s\nredis-cart 1/1 1 1 98s\nshippingservice 1/1 1 1 97s\n"
54
+ },
55
+ {
56
+ "tool_name": "DescribeResource",
57
+ "calling": "tool_name='DescribeResource' arguments={namespace: 'boutique', resource_type: 'deploy', name: 'paymentservice'}",
58
+ "output": "Name: paymentservice\nNamespace: boutique\nCreationTimestamp: Mon, 01 Dec 2025 11:34:16 +0800\nLabels: app=paymentservice\nAnnotations: deployment.kubernetes.io/revision: 1\nSelector: app=paymentservice\nReplicas: 1 desired | 0 updated | 0 total | 0 available | 1 unavailable\nStrategyType: RollingUpdate\nMinReadySeconds: 0\nRollingUpdateStrategy: 25% max unavailable, 25% max surge\nPod Template:\n Labels: app=paymentservice\n Service Account: paymentservice\n Containers:\n server:\n Image: us-central1-docker.pkg.dev/google-samples/microservices-demo/paymentservice:v0.10.3\n Port: 50051/TCP\n Host Port: 0/TCP\n Limits:\n cpu: 120m\n memory: 1Gi\n Requests:\n cpu: 100m\n memory: 1Gi\n Liveness: grpc <pod>:50051 delay=5s timeout=1s period=10s #success=1 #failure=3\n Readiness: grpc <pod>:50051 delay=5s timeout=1s period=10s #success=1 #failure=3\n Environment:\n PORT: 50051\n DISABLE_PROFILER: 1\n Mounts: <none>\n Volumes: <none>\n Node-Selectors: <none>\n Tolerations: <none>\nConditions:\n Type Status Reason\n ---- ------ ------\n Progressing True NewReplicaSetCreated\n Available False MinimumReplicasUnavailable\n ReplicaFailure True FailedCreate\nOldReplicaSets: <none>\nNewReplicaSet: paymentservice-9f5d9db95 (0/1 replicas created)\nEvents:\n Type Reason Age From Message\n ---- ------ ---- ---- -------\n Normal ScalingReplicaSet 99s deployment-controller Scaled up replica set paymentservice-9f5d9db95 to 1\n"
59
+ },
60
+ {
61
+ "tool_name": "DescribeResource",
62
+ "calling": "tool_name='DescribeResource' arguments={namespace: 'boutique', resource_type: 'replicaset', name: 'paymentservice-9f5d9db95'}",
63
+ "output": "Name: paymentservice-9f5d9db95\nNamespace: boutique\nSelector: app=paymentservice,pod-template-hash=9f5d9db95\nLabels: app=paymentservice\n pod-template-hash=9f5d9db95\nAnnotations: deployment.kubernetes.io/desired-replicas: 1\n deployment.kubernetes.io/max-replicas: 2\n deployment.kubernetes.io/revision: 1\nControlled By: Deployment/paymentservice\nReplicas: 0 current / 1 desired\nPods Status: 0 Running / 0 Waiting / 0 Succeeded / 0 Failed\nPod Template:\n Labels: app=paymentservice\n pod-template-hash=9f5d9db95\n Service Account: paymentservice\n Containers:\n server:\n Image: us-central1-docker.pkg.dev/google-samples/microservices-demo/paymentservice:v0.10.3\n Port: 50051/TCP\n Host Port: 0/TCP\n Limits:\n cpu: 120m\n memory: 1Gi\n Requests:\n cpu: 100m\n memory: 1Gi\n Liveness: grpc <pod>:50051 delay=5s timeout=1s period=10s #success=1 #failure=3\n Readiness: grpc <pod>:50051 delay=5s timeout=1s period=10s #success=1 #failure=3\n Environment:\n PORT: 50051\n DISABLE_PROFILER: 1\n Mounts: <none>\n Volumes: <none>\n Node-Selectors: <none>\n Tolerations: <none>\nConditions:\n Type Status Reason\n ---- ------ ------\n ReplicaFailure True FailedCreate\nEvents:\n Type Reason Age From Message\n ---- ------ ---- ---- -------\n Warning FailedCreate 103s replicaset-controller Error creating: pods \"paymentservice-9f5d9db95-9q4gh\" is forbidden: exceeded quota: memory-quota, requested: requests.memory=1Gi, used: requests.memory=3000Mi, limited: requests.memory=3Gi\n Warning FailedCreate 103s replicaset-controller Error creating: pods \"paymentservice-9f5d9db95-8992f\" is forbidden: exceeded quota: memory-quota, requested: requests.memory=1Gi, used: requests.memory=3000Mi, limited: requests.memory=3Gi\n Warning FailedCreate 103s replicaset-controller Error creating: pods \"paymentservice-9f5d9db95-klbc7\" is forbidden: exceeded quota: memory-quota, requested: requests.memory=1Gi, used: requests.memory=3000Mi, limited: requests.memory=3Gi\n Warning FailedCreate 103s replicaset-controller Error creating: pods \"paymentservice-9f5d9db95-dtj8g\" is forbidden: exceeded quota: memory-quota, requested: requests.memory=1Gi, used: requests.memory=3000Mi, limited: requests.memory=3Gi\n Warning FailedCreate 102s replicaset-controller Error creating: pods \"paymentservice-9f5d9db95-tjnbb\" is forbidden: exceeded quota: memory-quota, requested: requests.memory=1Gi, used: requests.memory=3000Mi, limited: requests.memory=3Gi\n Warning FailedCreate 102s replicaset-controller Error creating: pods \"paymentservice-9f5d9db95-hxf6f\" is forbidden: exceeded quota: memory-quota, requested: requests.memory=1Gi, used: requests.memory=3000Mi, limited: requests.memory=3Gi\n Warning FailedCreate 102s replicaset-controller Error creating: pods \"paymentservice-9f5d9db95-74dqf\" is forbidden: exceeded quota: memory-quota, requested: requests.memory=1Gi, used: requests.memory=3000Mi, limited: requests.memory=3Gi\n Warning FailedCreate 102s replicaset-controller Error creating: pods \"paymentservice-9f5d9db95-hkppn\" is forbidden: exceeded quota: memory-quota, requested: requests.memory=1Gi, used: requests.memory=3000Mi, limited: requests.memory=3Gi\n Warning FailedCreate 102s replicaset-controller Error creating: pods \"paymentservice-9f5d9db95-wbmzs\" is forbidden: exceeded quota: memory-quota, requested: requests.memory=1Gi, used: requests.memory=3000Mi, limited: requests.memory=3Gi\n Warning FailedCreate 21s (x6 over 100s) replicaset-controller (combined from similar events): Error creating: pods \"paymentservice-9f5d9db95-dsdwv\" is forbidden: exceeded quota: memory-quota, requested: requests.memory=1Gi, used: requests.memory=3000Mi, limited: requests.memory=3Gi\n"
64
+ },
65
+ {
66
+ "tool_name": "GetResources",
67
+ "calling": "tool_name='GetResources' arguments={namespace: 'boutique', resource_type: 'resourcequota', name: None, show_labels: False, output_wide: False, label_selector: None}",
68
+ "output": "NAME AGE REQUEST LIMIT\nmemory-quota 111s requests.memory: 3000Mi/3Gi \n"
69
+ },
70
+ {
71
+ "tool_name": "GetAppYAML",
72
+ "calling": "tool_name='GetAppYAML' arguments={app_name: 'paymentservice'}",
73
+ "output": "apiVersion: apps/v1\nkind: Deployment\nmetadata:\n name: paymentservice\n namespace: boutique\n labels:\n app: paymentservice\nspec:\n selector:\n matchLabels:\n app: paymentservice\n template:\n metadata:\n labels:\n app: paymentservice\n spec:\n serviceAccountName: paymentservice\n terminationGracePeriodSeconds: 5\n securityContext:\n fsGroup: 1000\n runAsGroup: 1000\n runAsNonRoot: true\n runAsUser: 1000\n containers:\n - name: server\n securityContext:\n allowPrivilegeEscalation: false\n capabilities:\n drop:\n - ALL\n privileged: false\n readOnlyRootFilesystem: true\n image: us-central1-docker.pkg.dev/google-samples/microservices-demo/paymentservice:v0.10.3\n ports:\n - containerPort: 50051\n env:\n - name: PORT\n value: \"50051\"\n - name: DISABLE_PROFILER\n value: \"1\"\n readinessProbe:\n initialDelaySeconds: 5\n grpc:\n port: 50051\n livenessProbe:\n initialDelaySeconds: 5\n grpc:\n port: 50051\n resources:\n requests:\n cpu: 100m\n memory: 1Gi\n limits:\n cpu: 120m\n memory: 1Gi\n---\napiVersion: v1\nkind: Service\nmetadata:\n name: paymentservice\n namespace: boutique\n labels:\n app: paymentservice\nspec:\n type: ClusterIP\n selector:\n app: paymentservice\n ports:\n - name: grpc\n port: 50051\n targetPort: 50051\n---\napiVersion: v1\nkind: ServiceAccount\nmetadata:\n name: paymentservice\n namespace: boutique"
74
+ }
75
+ ]
76
+ }
golden-trajectory/boutique/admission/29/path1.json ADDED
@@ -0,0 +1,58 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "statistics": {
3
+ "valid_tool_call_count": 8,
4
+ "total_trace_steps": 8,
5
+ "history_called_tool_names": [
6
+ "GetResources",
7
+ "GetErrorLogs",
8
+ "GetResources",
9
+ "DescribeResource",
10
+ "DescribeResource",
11
+ "GetResources",
12
+ "DescribeResource",
13
+ "GetAppYAML"
14
+ ]
15
+ },
16
+ "diagnostic_trace": [
17
+ {
18
+ "tool_name": "GetResources",
19
+ "calling": "tool_name='GetResources' arguments={namespace: 'boutique', resource_type: 'pod', name: None, show_labels: False, output_wide: False, label_selector: None}",
20
+ "output": "NAME READY STATUS RESTARTS AGE\nadservice-99b76fc49-54vcn 1/1 Running 0 93s\ncartservice-9b469fbc4-r97ml 1/1 Running 0 93s\ncheckoutservice-6bcfb6486c-lzkq6 1/1 Running 0 93s\ncurrencyservice-5c9c9fdd9d-7pqw9 1/1 Running 0 93s\nemailservice-69cb5ccf57-nk9f5 1/1 Running 0 93s\nfrontend-78fdd6f7d6-9dfm5 1/1 Running 0 92s\npaymentservice-f8b6c595c-hnwz4 1/1 Running 0 92s\nrecommendationservice-6b4cdff567-qrzmk 1/1 Running 0 92s\nredis-cart-5858bb886-kl66f 1/1 Running 0 92s\nshippingservice-696cc9d869-j2qqw 1/1 Running 0 92s\n"
21
+ },
22
+ {
23
+ "tool_name": "GetErrorLogs",
24
+ "calling": "tool_name='GetErrorLogs' arguments={namespace: 'boutique', service_name: 'frontend'}",
25
+ "output": "\"{\\n \\\"total_log_count\\\": 853,\\n \\\"total_errors\\\": 181,\\n \\\"total_error_ratio\\\": 0.2122,\\n \\\"patterns\\\": [\\n {\\n \\\"count\\\": 99,\\n \\\"ratio\\\": 0.1161,\\n \\\"sample\\\": \\\"{\\\\\\\"error\\\\\\\":\\\\\\\"could not retrieve product: rpc error: code = Unavailable desc = connection error: desc = \\\\\\\\\\\\\\\"transport: Error while dialing: dial tcp 10.68.163.223:3550: connect: connection refused\\\\\\\\\\\\\\\"\\\\\\\",\\\\\\\"http.req.id\\\\\\\":\\\\\\\"bdeed065-895a-4953-a3c0-8ba655c7b434\\\\\\\",\\\\\\\"http.req.method\\\\\\\":\\\\\\\"GET\\\\\\\",\\\\\\\"http.req.path\\\\\\\":\\\\\\\"/product/6E92ZMYYFZ\\\\\\\",\\\\\\\"message\\\\\\\":\\\\\\\"request error\\\\\\\",\\\\\\\"session\\\\\\\":\\\\\\\"bdc178b7-725c-4818-b934-265e36ca01f5\\\\\\\",\\\\\\\"severity\\\\\\\":\\\\\\\"error\\\\\\\",\\\\\\\"timestamp\\\\\\\":\\\\\\\"2025-12-01T03:02:54.4248809Z\\\\\\\"}\\\"\\n },\\n {\\n \\\"count\\\": 43,\\n \\\"ratio\\\": 0.0504,\\n \\\"sample\\\": \\\"{\\\\\\\"error\\\\\\\":\\\\\\\"could not retrieve products: rpc error: code = Unavailable desc = connection error: desc = \\\\\\\\\\\\\\\"transport: Error while dialing: dial tcp 10.68.163.223:3550: connect: connection refused\\\\\\\\\\\\\\\"\\\\\\\",\\\\\\\"http.req.id\\\\\\\":\\\\\\\"bff58dc1-6ae2-4257-a531-c37fb3fa292f\\\\\\\",\\\\\\\"http.req.method\\\\\\\":\\\\\\\"GET\\\\\\\",\\\\\\\"http.req.path\\\\\\\":\\\\\\\"/\\\\\\\",\\\\\\\"message\\\\\\\":\\\\\\\"request error\\\\\\\",\\\\\\\"session\\\\\\\":\\\\\\\"7fc91850-4d6d-465d-b3ef-bbe6cdff3594\\\\\\\",\\\\\\\"severity\\\\\\\":\\\\\\\"error\\\\\\\",\\\\\\\"timestamp\\\\\\\":\\\\\\\"2025-12-01T03:02:55.305279421Z\\\\\\\"}\\\"\\n },\\n {\\n \\\"count\\\": 37,\\n \\\"ratio\\\": 0.0434,\\n \\\"sample\\\": \\\"{\\\\\\\"error\\\\\\\":\\\\\\\"rpc error: code = Unknown desc = Exception calling application: \\\\\\\\u003c_InactiveRpcError of RPC that terminated with:\\\\\\\\n\\\\\\\\tstatus = StatusCode.UNAVAILABLE\\\\\\\\n\\\\\\\\tdetails = \\\\\\\\\\\\\\\"failed to connect to all addresses; last error: UNKNOWN: ipv4:10.68.163.223:3550: Failed to connect to remote host: Connection refused\\\\\\\\\\\\\\\"\\\\\\\\n\\\\\\\\tdebug_error_string = \\\\\\\\\\\\\\\"UNKNOWN:failed to connect to all addresses; last error: UNKNOWN: ipv4:10.68.163.223:3550: Failed to connect to remote host: Connection refused {created_time:\\\\\\\\\\\\\\\"2025-12-01T03:02:55.091693501+00:00\\\\\\\\\\\\\\\", grpc_status:14}\\\\\\\\\\\\\\\"\\\\\\\\n\\\\\\\\u003e\\\\\\\",\\\\\\\"http.req.id\\\\\\\":\\\\\\\"53ab294b-336c-4452-85cf-a11fd5779471\\\\\\\",\\\\\\\"http.req.method\\\\\\\":\\\\\\\"GET\\\\\\\",\\\\\\\"http.req.path\\\\\\\":\\\\\\\"/cart\\\\\\\",\\\\\\\"message\\\\\\\":\\\\\\\"failed to get product recommendations\\\\\\\",\\\\\\\"session\\\\\\\":\\\\\\\"cf72f0ac-2760-4bc0-82a9-0d68e36da167\\\\\\\",\\\\\\\"severity\\\\\\\":\\\\\\\"warning\\\\\\\",\\\\\\\"timestamp\\\\\\\":\\\\\\\"2025-12-01T03:02:55.09289335Z\\\\\\\"}\\\"\\n },\\n {\\n \\\"count\\\": 1,\\n \\\"ratio\\\": 0.0012,\\n \\\"sample\\\": \\\"{\\\\\\\"message\\\\\\\":\\\\\\\"Failed to fetch the name of the cluster in which the pod is runningmetadata: GCE metadata \\\\\\\\\\\\\\\"instance/attributes/cluster-name\\\\\\\\\\\\\\\" not defined\\\\\\\",\\\\\\\"severity\\\\\\\":\\\\\\\"error\\\\\\\",\\\\\\\"timestamp\\\\\\\":\\\\\\\"2025-12-01T03:01:34.08913696Z\\\\\\\"}\\\"\\n },\\n {\\n \\\"count\\\": 1,\\n \\\"ratio\\\": 0.0012,\\n \\\"sample\\\": \\\"{\\\\\\\"message\\\\\\\":\\\\\\\"Failed to fetch the Zone of the node where the pod is scheduledmetadata: GCE metadata \\\\\\\\\\\\\\\"instance/zone\\\\\\\\\\\\\\\" not defined\\\\\\\",\\\\\\\"severity\\\\\\\":\\\\\\\"error\\\\\\\",\\\\\\\"timestamp\\\\\\\":\\\\\\\"2025-12-01T03:01:34.09964962Z\\\\\\\"}\\\"\\n }\\n ]\\n}\""
26
+ },
27
+ {
28
+ "tool_name": "GetResources",
29
+ "calling": "tool_name='GetResources' arguments={namespace: 'boutique', resource_type: 'deploy', name: None, show_labels: False, output_wide: False, label_selector: None}",
30
+ "output": "NAME READY UP-TO-DATE AVAILABLE AGE\nadservice 1/1 1 1 99s\ncartservice 1/1 1 1 99s\ncheckoutservice 1/1 1 1 99s\ncurrencyservice 1/1 1 1 99s\nemailservice 1/1 1 1 99s\nfrontend 1/1 1 1 99s\npaymentservice 1/1 1 1 98s\nproductcatalogservice 0/1 0 0 97s\nrecommendationservice 1/1 1 1 98s\nredis-cart 1/1 1 1 98s\nshippingservice 1/1 1 1 98s\n"
31
+ },
32
+ {
33
+ "tool_name": "DescribeResource",
34
+ "calling": "tool_name='DescribeResource' arguments={namespace: 'boutique', resource_type: 'deploy', name: 'productcatalogservice'}",
35
+ "output": "Name: productcatalogservice\nNamespace: boutique\nCreationTimestamp: Mon, 01 Dec 2025 11:01:34 +0800\nLabels: app=productcatalogservice\nAnnotations: deployment.kubernetes.io/revision: 1\nSelector: app=productcatalogservice\nReplicas: 1 desired | 0 updated | 0 total | 0 available | 1 unavailable\nStrategyType: RollingUpdate\nMinReadySeconds: 0\nRollingUpdateStrategy: 25% max unavailable, 25% max surge\nPod Template:\n Labels: app=productcatalogservice\n Service Account: productcatalogservice\n Containers:\n server:\n Image: us-central1-docker.pkg.dev/google-samples/microservices-demo/productcatalogservice:v0.10.3\n Port: 3550/TCP\n Host Port: 0/TCP\n Limits:\n cpu: 120m\n memory: 300Mi\n Requests:\n cpu: 100m\n memory: 300Mi\n Liveness: grpc <pod>:3550 delay=5s timeout=1s period=10s #success=1 #failure=3\n Readiness: grpc <pod>:3550 delay=5s timeout=1s period=10s #success=1 #failure=3\n Environment:\n PORT: 3550\n DISABLE_PROFILER: 1\n Mounts: <none>\n Volumes: <none>\n Node-Selectors: <none>\n Tolerations: <none>\nConditions:\n Type Status Reason\n ---- ------ ------\n Progressing True NewReplicaSetCreated\n Available False MinimumReplicasUnavailable\n ReplicaFailure True FailedCreate\nOldReplicaSets: <none>\nNewReplicaSet: productcatalogservice-5f876f76c9 (0/1 replicas created)\nEvents:\n Type Reason Age From Message\n ---- ------ ---- ---- -------\n Normal ScalingReplicaSet 98s deployment-controller Scaled up replica set productcatalogservice-5f876f76c9 to 1\n"
36
+ },
37
+ {
38
+ "tool_name": "DescribeResource",
39
+ "calling": "tool_name='DescribeResource' arguments={namespace: 'boutique', resource_type: 'replicaset', name: 'productcatalogservice-5f876f76c9'}",
40
+ "output": "Name: productcatalogservice-5f876f76c9\nNamespace: boutique\nSelector: app=productcatalogservice,pod-template-hash=5f876f76c9\nLabels: app=productcatalogservice\n pod-template-hash=5f876f76c9\nAnnotations: deployment.kubernetes.io/desired-replicas: 1\n deployment.kubernetes.io/max-replicas: 2\n deployment.kubernetes.io/revision: 1\nControlled By: Deployment/productcatalogservice\nReplicas: 0 current / 1 desired\nPods Status: 0 Running / 0 Waiting / 0 Succeeded / 0 Failed\nPod Template:\n Labels: app=productcatalogservice\n pod-template-hash=5f876f76c9\n Service Account: productcatalogservice\n Containers:\n server:\n Image: us-central1-docker.pkg.dev/google-samples/microservices-demo/productcatalogservice:v0.10.3\n Port: 3550/TCP\n Host Port: 0/TCP\n Limits:\n cpu: 120m\n memory: 300Mi\n Requests:\n cpu: 100m\n memory: 300Mi\n Liveness: grpc <pod>:3550 delay=5s timeout=1s period=10s #success=1 #failure=3\n Readiness: grpc <pod>:3550 delay=5s timeout=1s period=10s #success=1 #failure=3\n Environment:\n PORT: 3550\n DISABLE_PROFILER: 1\n Mounts: <none>\n Volumes: <none>\n Node-Selectors: <none>\n Tolerations: <none>\nConditions:\n Type Status Reason\n ---- ------ ------\n ReplicaFailure True FailedCreate\nEvents:\n Type Reason Age From Message\n ---- ------ ---- ---- -------\n Warning FailedCreate 103s replicaset-controller Error creating: pods \"productcatalogservice-5f876f76c9-2dtmb\" is forbidden: exceeded quota: memory-request-quota, requested: requests.memory=300Mi, used: requests.memory=3000Mi, limited: requests.memory=3Gi\n Warning FailedCreate 103s replicaset-controller Error creating: pods \"productcatalogservice-5f876f76c9-l6kxv\" is forbidden: exceeded quota: memory-request-quota, requested: requests.memory=300Mi, used: requests.memory=3000Mi, limited: requests.memory=3Gi\n Warning FailedCreate 103s replicaset-controller Error creating: pods \"productcatalogservice-5f876f76c9-nlsw9\" is forbidden: exceeded quota: memory-request-quota, requested: requests.memory=300Mi, used: requests.memory=3000Mi, limited: requests.memory=3Gi\n Warning FailedCreate 103s replicaset-controller Error creating: pods \"productcatalogservice-5f876f76c9-2v8v7\" is forbidden: exceeded quota: memory-request-quota, requested: requests.memory=300Mi, used: requests.memory=3000Mi, limited: requests.memory=3Gi\n Warning FailedCreate 103s replicaset-controller Error creating: pods \"productcatalogservice-5f876f76c9-wm7j5\" is forbidden: exceeded quota: memory-request-quota, requested: requests.memory=300Mi, used: requests.memory=3000Mi, limited: requests.memory=3Gi\n Warning FailedCreate 103s replicaset-controller Error creating: pods \"productcatalogservice-5f876f76c9-vj7dl\" is forbidden: exceeded quota: memory-request-quota, requested: requests.memory=300Mi, used: requests.memory=3000Mi, limited: requests.memory=3Gi\n Warning FailedCreate 103s replicaset-controller Error creating: pods \"productcatalogservice-5f876f76c9-4h2z7\" is forbidden: exceeded quota: memory-request-quota, requested: requests.memory=300Mi, used: requests.memory=3000Mi, limited: requests.memory=3Gi\n Warning FailedCreate 102s replicaset-controller Error creating: pods \"productcatalogservice-5f876f76c9-n5lcs\" is forbidden: exceeded quota: memory-request-quota, requested: requests.memory=300Mi, used: requests.memory=3000Mi, limited: requests.memory=3Gi\n Warning FailedCreate 102s replicaset-controller Error creating: pods \"productcatalogservice-5f876f76c9-7pjdb\" is forbidden: exceeded quota: memory-request-quota, requested: requests.memory=300Mi, used: requests.memory=3000Mi, limited: requests.memory=3Gi\n Warning FailedCreate 21s (x6 over 101s) replicaset-controller (combined from similar events): Error creating: pods \"productcatalogservice-5f876f76c9-fb8jl\" is forbidden: exceeded quota: memory-request-quota, requested: requests.memory=300Mi, used: requests.memory=3000Mi, limited: requests.memory=3Gi\n"
41
+ },
42
+ {
43
+ "tool_name": "GetResources",
44
+ "calling": "tool_name='GetResources' arguments={namespace: 'boutique', resource_type: 'resourcequota', name: None, show_labels: False, output_wide: False, label_selector: None}",
45
+ "output": "NAME AGE REQUEST LIMIT\nmemory-request-quota 112s requests.memory: 3000Mi/3Gi \n"
46
+ },
47
+ {
48
+ "tool_name": "DescribeResource",
49
+ "calling": "tool_name='DescribeResource' arguments={namespace: 'boutique', resource_type: 'resourcequota', name: 'memory-request-quota'}",
50
+ "output": "Name: memory-request-quota\nNamespace: boutique\nResource Used Hard\n-------- ---- ----\nrequests.memory 3000Mi 3Gi\n"
51
+ },
52
+ {
53
+ "tool_name": "GetAppYAML",
54
+ "calling": "tool_name='GetAppYAML' arguments={app_name: 'productcatalogservice'}",
55
+ "output": "apiVersion: apps/v1\nkind: Deployment\nmetadata:\n name: productcatalogservice\n namespace: boutique\n labels:\n app: productcatalogservice\nspec:\n selector:\n matchLabels:\n app: productcatalogservice\n template:\n metadata:\n labels:\n app: productcatalogservice\n spec:\n serviceAccountName: productcatalogservice\n terminationGracePeriodSeconds: 5\n securityContext:\n fsGroup: 1000\n runAsGroup: 1000\n runAsNonRoot: true\n runAsUser: 1000\n containers:\n - name: server\n securityContext:\n allowPrivilegeEscalation: false\n capabilities:\n drop:\n - ALL\n privileged: false\n readOnlyRootFilesystem: true\n image: us-central1-docker.pkg.dev/google-samples/microservices-demo/productcatalogservice:v0.10.3\n ports:\n - containerPort: 3550\n env:\n - name: PORT\n value: \"3550\"\n - name: DISABLE_PROFILER\n value: \"1\"\n readinessProbe:\n initialDelaySeconds: 5\n grpc:\n port: 3550\n livenessProbe:\n initialDelaySeconds: 5\n grpc:\n port: 3550\n resources:\n requests:\n cpu: 100m\n memory: 300Mi\n limits:\n cpu: 120m\n memory: 300Mi\n---\napiVersion: v1\nkind: Service\nmetadata:\n name: productcatalogservice\n namespace: boutique\n labels:\n app: productcatalogservice\nspec:\n type: ClusterIP\n selector:\n app: productcatalogservice\n ports:\n - name: grpc\n port: 3550\n targetPort: 3550\n---\napiVersion: v1\nkind: ServiceAccount\nmetadata:\n name: productcatalogservice\n namespace: boutique"
56
+ }
57
+ ]
58
+ }
golden-trajectory/boutique/admission/29/path2.json ADDED
@@ -0,0 +1,52 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "statistics": {
3
+ "valid_tool_call_count": 7,
4
+ "total_trace_steps": 7,
5
+ "history_called_tool_names": [
6
+ "GetResources",
7
+ "GetErrorLogs",
8
+ "GetResources",
9
+ "DescribeResource",
10
+ "DescribeResource",
11
+ "GetResources",
12
+ "GetAppYAML"
13
+ ]
14
+ },
15
+ "diagnostic_trace": [
16
+ {
17
+ "tool_name": "GetResources",
18
+ "calling": "tool_name='GetResources' arguments={namespace: 'boutique', resource_type: 'pod', name: None, show_labels: False, output_wide: False, label_selector: None}",
19
+ "output": "NAME READY STATUS RESTARTS AGE\nadservice-99b76fc49-54vcn 1/1 Running 0 93s\ncartservice-9b469fbc4-r97ml 1/1 Running 0 93s\ncheckoutservice-6bcfb6486c-lzkq6 1/1 Running 0 93s\ncurrencyservice-5c9c9fdd9d-7pqw9 1/1 Running 0 93s\nemailservice-69cb5ccf57-nk9f5 1/1 Running 0 93s\nfrontend-78fdd6f7d6-9dfm5 1/1 Running 0 92s\npaymentservice-f8b6c595c-hnwz4 1/1 Running 0 92s\nrecommendationservice-6b4cdff567-qrzmk 1/1 Running 0 92s\nredis-cart-5858bb886-kl66f 1/1 Running 0 92s\nshippingservice-696cc9d869-j2qqw 1/1 Running 0 92s\n"
20
+ },
21
+ {
22
+ "tool_name": "GetErrorLogs",
23
+ "calling": "tool_name='GetErrorLogs' arguments={namespace: 'boutique', service_name: 'frontend'}",
24
+ "output": "\"{\\n \\\"total_log_count\\\": 853,\\n \\\"total_errors\\\": 181,\\n \\\"total_error_ratio\\\": 0.2122,\\n \\\"patterns\\\": [\\n {\\n \\\"count\\\": 99,\\n \\\"ratio\\\": 0.1161,\\n \\\"sample\\\": \\\"{\\\\\\\"error\\\\\\\":\\\\\\\"could not retrieve product: rpc error: code = Unavailable desc = connection error: desc = \\\\\\\\\\\\\\\"transport: Error while dialing: dial tcp 10.68.163.223:3550: connect: connection refused\\\\\\\\\\\\\\\"\\\\\\\",\\\\\\\"http.req.id\\\\\\\":\\\\\\\"bdeed065-895a-4953-a3c0-8ba655c7b434\\\\\\\",\\\\\\\"http.req.method\\\\\\\":\\\\\\\"GET\\\\\\\",\\\\\\\"http.req.path\\\\\\\":\\\\\\\"/product/6E92ZMYYFZ\\\\\\\",\\\\\\\"message\\\\\\\":\\\\\\\"request error\\\\\\\",\\\\\\\"session\\\\\\\":\\\\\\\"bdc178b7-725c-4818-b934-265e36ca01f5\\\\\\\",\\\\\\\"severity\\\\\\\":\\\\\\\"error\\\\\\\",\\\\\\\"timestamp\\\\\\\":\\\\\\\"2025-12-01T03:02:54.4248809Z\\\\\\\"}\\\"\\n },\\n {\\n \\\"count\\\": 43,\\n \\\"ratio\\\": 0.0504,\\n \\\"sample\\\": \\\"{\\\\\\\"error\\\\\\\":\\\\\\\"could not retrieve products: rpc error: code = Unavailable desc = connection error: desc = \\\\\\\\\\\\\\\"transport: Error while dialing: dial tcp 10.68.163.223:3550: connect: connection refused\\\\\\\\\\\\\\\"\\\\\\\",\\\\\\\"http.req.id\\\\\\\":\\\\\\\"bff58dc1-6ae2-4257-a531-c37fb3fa292f\\\\\\\",\\\\\\\"http.req.method\\\\\\\":\\\\\\\"GET\\\\\\\",\\\\\\\"http.req.path\\\\\\\":\\\\\\\"/\\\\\\\",\\\\\\\"message\\\\\\\":\\\\\\\"request error\\\\\\\",\\\\\\\"session\\\\\\\":\\\\\\\"7fc91850-4d6d-465d-b3ef-bbe6cdff3594\\\\\\\",\\\\\\\"severity\\\\\\\":\\\\\\\"error\\\\\\\",\\\\\\\"timestamp\\\\\\\":\\\\\\\"2025-12-01T03:02:55.305279421Z\\\\\\\"}\\\"\\n },\\n {\\n \\\"count\\\": 37,\\n \\\"ratio\\\": 0.0434,\\n \\\"sample\\\": \\\"{\\\\\\\"error\\\\\\\":\\\\\\\"rpc error: code = Unknown desc = Exception calling application: \\\\\\\\u003c_InactiveRpcError of RPC that terminated with:\\\\\\\\n\\\\\\\\tstatus = StatusCode.UNAVAILABLE\\\\\\\\n\\\\\\\\tdetails = \\\\\\\\\\\\\\\"failed to connect to all addresses; last error: UNKNOWN: ipv4:10.68.163.223:3550: Failed to connect to remote host: Connection refused\\\\\\\\\\\\\\\"\\\\\\\\n\\\\\\\\tdebug_error_string = \\\\\\\\\\\\\\\"UNKNOWN:failed to connect to all addresses; last error: UNKNOWN: ipv4:10.68.163.223:3550: Failed to connect to remote host: Connection refused {created_time:\\\\\\\\\\\\\\\"2025-12-01T03:02:55.091693501+00:00\\\\\\\\\\\\\\\", grpc_status:14}\\\\\\\\\\\\\\\"\\\\\\\\n\\\\\\\\u003e\\\\\\\",\\\\\\\"http.req.id\\\\\\\":\\\\\\\"53ab294b-336c-4452-85cf-a11fd5779471\\\\\\\",\\\\\\\"http.req.method\\\\\\\":\\\\\\\"GET\\\\\\\",\\\\\\\"http.req.path\\\\\\\":\\\\\\\"/cart\\\\\\\",\\\\\\\"message\\\\\\\":\\\\\\\"failed to get product recommendations\\\\\\\",\\\\\\\"session\\\\\\\":\\\\\\\"cf72f0ac-2760-4bc0-82a9-0d68e36da167\\\\\\\",\\\\\\\"severity\\\\\\\":\\\\\\\"warning\\\\\\\",\\\\\\\"timestamp\\\\\\\":\\\\\\\"2025-12-01T03:02:55.09289335Z\\\\\\\"}\\\"\\n },\\n {\\n \\\"count\\\": 1,\\n \\\"ratio\\\": 0.0012,\\n \\\"sample\\\": \\\"{\\\\\\\"message\\\\\\\":\\\\\\\"Failed to fetch the name of the cluster in which the pod is runningmetadata: GCE metadata \\\\\\\\\\\\\\\"instance/attributes/cluster-name\\\\\\\\\\\\\\\" not defined\\\\\\\",\\\\\\\"severity\\\\\\\":\\\\\\\"error\\\\\\\",\\\\\\\"timestamp\\\\\\\":\\\\\\\"2025-12-01T03:01:34.08913696Z\\\\\\\"}\\\"\\n },\\n {\\n \\\"count\\\": 1,\\n \\\"ratio\\\": 0.0012,\\n \\\"sample\\\": \\\"{\\\\\\\"message\\\\\\\":\\\\\\\"Failed to fetch the Zone of the node where the pod is scheduledmetadata: GCE metadata \\\\\\\\\\\\\\\"instance/zone\\\\\\\\\\\\\\\" not defined\\\\\\\",\\\\\\\"severity\\\\\\\":\\\\\\\"error\\\\\\\",\\\\\\\"timestamp\\\\\\\":\\\\\\\"2025-12-01T03:01:34.09964962Z\\\\\\\"}\\\"\\n }\\n ]\\n}\""
25
+ },
26
+ {
27
+ "tool_name": "GetResources",
28
+ "calling": "tool_name='GetResources' arguments={namespace: 'boutique', resource_type: 'deploy', name: None, show_labels: False, output_wide: False, label_selector: None}",
29
+ "output": "NAME READY UP-TO-DATE AVAILABLE AGE\nadservice 1/1 1 1 99s\ncartservice 1/1 1 1 99s\ncheckoutservice 1/1 1 1 99s\ncurrencyservice 1/1 1 1 99s\nemailservice 1/1 1 1 99s\nfrontend 1/1 1 1 99s\npaymentservice 1/1 1 1 98s\nproductcatalogservice 0/1 0 0 97s\nrecommendationservice 1/1 1 1 98s\nredis-cart 1/1 1 1 98s\nshippingservice 1/1 1 1 98s\n"
30
+ },
31
+ {
32
+ "tool_name": "DescribeResource",
33
+ "calling": "tool_name='DescribeResource' arguments={namespace: 'boutique', resource_type: 'deploy', name: 'productcatalogservice'}",
34
+ "output": "Name: productcatalogservice\nNamespace: boutique\nCreationTimestamp: Mon, 01 Dec 2025 11:01:34 +0800\nLabels: app=productcatalogservice\nAnnotations: deployment.kubernetes.io/revision: 1\nSelector: app=productcatalogservice\nReplicas: 1 desired | 0 updated | 0 total | 0 available | 1 unavailable\nStrategyType: RollingUpdate\nMinReadySeconds: 0\nRollingUpdateStrategy: 25% max unavailable, 25% max surge\nPod Template:\n Labels: app=productcatalogservice\n Service Account: productcatalogservice\n Containers:\n server:\n Image: us-central1-docker.pkg.dev/google-samples/microservices-demo/productcatalogservice:v0.10.3\n Port: 3550/TCP\n Host Port: 0/TCP\n Limits:\n cpu: 120m\n memory: 300Mi\n Requests:\n cpu: 100m\n memory: 300Mi\n Liveness: grpc <pod>:3550 delay=5s timeout=1s period=10s #success=1 #failure=3\n Readiness: grpc <pod>:3550 delay=5s timeout=1s period=10s #success=1 #failure=3\n Environment:\n PORT: 3550\n DISABLE_PROFILER: 1\n Mounts: <none>\n Volumes: <none>\n Node-Selectors: <none>\n Tolerations: <none>\nConditions:\n Type Status Reason\n ---- ------ ------\n Progressing True NewReplicaSetCreated\n Available False MinimumReplicasUnavailable\n ReplicaFailure True FailedCreate\nOldReplicaSets: <none>\nNewReplicaSet: productcatalogservice-5f876f76c9 (0/1 replicas created)\nEvents:\n Type Reason Age From Message\n ---- ------ ---- ---- -------\n Normal ScalingReplicaSet 98s deployment-controller Scaled up replica set productcatalogservice-5f876f76c9 to 1\n"
35
+ },
36
+ {
37
+ "tool_name": "DescribeResource",
38
+ "calling": "tool_name='DescribeResource' arguments={namespace: 'boutique', resource_type: 'replicaset', name: 'productcatalogservice-5f876f76c9'}",
39
+ "output": "Name: productcatalogservice-5f876f76c9\nNamespace: boutique\nSelector: app=productcatalogservice,pod-template-hash=5f876f76c9\nLabels: app=productcatalogservice\n pod-template-hash=5f876f76c9\nAnnotations: deployment.kubernetes.io/desired-replicas: 1\n deployment.kubernetes.io/max-replicas: 2\n deployment.kubernetes.io/revision: 1\nControlled By: Deployment/productcatalogservice\nReplicas: 0 current / 1 desired\nPods Status: 0 Running / 0 Waiting / 0 Succeeded / 0 Failed\nPod Template:\n Labels: app=productcatalogservice\n pod-template-hash=5f876f76c9\n Service Account: productcatalogservice\n Containers:\n server:\n Image: us-central1-docker.pkg.dev/google-samples/microservices-demo/productcatalogservice:v0.10.3\n Port: 3550/TCP\n Host Port: 0/TCP\n Limits:\n cpu: 120m\n memory: 300Mi\n Requests:\n cpu: 100m\n memory: 300Mi\n Liveness: grpc <pod>:3550 delay=5s timeout=1s period=10s #success=1 #failure=3\n Readiness: grpc <pod>:3550 delay=5s timeout=1s period=10s #success=1 #failure=3\n Environment:\n PORT: 3550\n DISABLE_PROFILER: 1\n Mounts: <none>\n Volumes: <none>\n Node-Selectors: <none>\n Tolerations: <none>\nConditions:\n Type Status Reason\n ---- ------ ------\n ReplicaFailure True FailedCreate\nEvents:\n Type Reason Age From Message\n ---- ------ ---- ---- -------\n Warning FailedCreate 103s replicaset-controller Error creating: pods \"productcatalogservice-5f876f76c9-2dtmb\" is forbidden: exceeded quota: memory-request-quota, requested: requests.memory=300Mi, used: requests.memory=3000Mi, limited: requests.memory=3Gi\n Warning FailedCreate 103s replicaset-controller Error creating: pods \"productcatalogservice-5f876f76c9-l6kxv\" is forbidden: exceeded quota: memory-request-quota, requested: requests.memory=300Mi, used: requests.memory=3000Mi, limited: requests.memory=3Gi\n Warning FailedCreate 103s replicaset-controller Error creating: pods \"productcatalogservice-5f876f76c9-nlsw9\" is forbidden: exceeded quota: memory-request-quota, requested: requests.memory=300Mi, used: requests.memory=3000Mi, limited: requests.memory=3Gi\n Warning FailedCreate 103s replicaset-controller Error creating: pods \"productcatalogservice-5f876f76c9-2v8v7\" is forbidden: exceeded quota: memory-request-quota, requested: requests.memory=300Mi, used: requests.memory=3000Mi, limited: requests.memory=3Gi\n Warning FailedCreate 103s replicaset-controller Error creating: pods \"productcatalogservice-5f876f76c9-wm7j5\" is forbidden: exceeded quota: memory-request-quota, requested: requests.memory=300Mi, used: requests.memory=3000Mi, limited: requests.memory=3Gi\n Warning FailedCreate 103s replicaset-controller Error creating: pods \"productcatalogservice-5f876f76c9-vj7dl\" is forbidden: exceeded quota: memory-request-quota, requested: requests.memory=300Mi, used: requests.memory=3000Mi, limited: requests.memory=3Gi\n Warning FailedCreate 103s replicaset-controller Error creating: pods \"productcatalogservice-5f876f76c9-4h2z7\" is forbidden: exceeded quota: memory-request-quota, requested: requests.memory=300Mi, used: requests.memory=3000Mi, limited: requests.memory=3Gi\n Warning FailedCreate 102s replicaset-controller Error creating: pods \"productcatalogservice-5f876f76c9-n5lcs\" is forbidden: exceeded quota: memory-request-quota, requested: requests.memory=300Mi, used: requests.memory=3000Mi, limited: requests.memory=3Gi\n Warning FailedCreate 102s replicaset-controller Error creating: pods \"productcatalogservice-5f876f76c9-7pjdb\" is forbidden: exceeded quota: memory-request-quota, requested: requests.memory=300Mi, used: requests.memory=3000Mi, limited: requests.memory=3Gi\n Warning FailedCreate 21s (x6 over 101s) replicaset-controller (combined from similar events): Error creating: pods \"productcatalogservice-5f876f76c9-fb8jl\" is forbidden: exceeded quota: memory-request-quota, requested: requests.memory=300Mi, used: requests.memory=3000Mi, limited: requests.memory=3Gi\n"
40
+ },
41
+ {
42
+ "tool_name": "GetResources",
43
+ "calling": "tool_name='GetResources' arguments={namespace: 'boutique', resource_type: 'resourcequota', name: None, show_labels: False, output_wide: False, label_selector: None}",
44
+ "output": "NAME AGE REQUEST LIMIT\nmemory-request-quota 112s requests.memory: 3000Mi/3Gi \n"
45
+ },
46
+ {
47
+ "tool_name": "GetAppYAML",
48
+ "calling": "tool_name='GetAppYAML' arguments={app_name: 'productcatalogservice'}",
49
+ "output": "apiVersion: apps/v1\nkind: Deployment\nmetadata:\n name: productcatalogservice\n namespace: boutique\n labels:\n app: productcatalogservice\nspec:\n selector:\n matchLabels:\n app: productcatalogservice\n template:\n metadata:\n labels:\n app: productcatalogservice\n spec:\n serviceAccountName: productcatalogservice\n terminationGracePeriodSeconds: 5\n securityContext:\n fsGroup: 1000\n runAsGroup: 1000\n runAsNonRoot: true\n runAsUser: 1000\n containers:\n - name: server\n securityContext:\n allowPrivilegeEscalation: false\n capabilities:\n drop:\n - ALL\n privileged: false\n readOnlyRootFilesystem: true\n image: us-central1-docker.pkg.dev/google-samples/microservices-demo/productcatalogservice:v0.10.3\n ports:\n - containerPort: 3550\n env:\n - name: PORT\n value: \"3550\"\n - name: DISABLE_PROFILER\n value: \"1\"\n readinessProbe:\n initialDelaySeconds: 5\n grpc:\n port: 3550\n livenessProbe:\n initialDelaySeconds: 5\n grpc:\n port: 3550\n resources:\n requests:\n cpu: 100m\n memory: 300Mi\n limits:\n cpu: 120m\n memory: 300Mi\n---\napiVersion: v1\nkind: Service\nmetadata:\n name: productcatalogservice\n namespace: boutique\n labels:\n app: productcatalogservice\nspec:\n type: ClusterIP\n selector:\n app: productcatalogservice\n ports:\n - name: grpc\n port: 3550\n targetPort: 3550\n---\napiVersion: v1\nkind: ServiceAccount\nmetadata:\n name: productcatalogservice\n namespace: boutique"
50
+ }
51
+ ]
52
+ }
golden-trajectory/boutique/admission/3/path1.json ADDED
@@ -0,0 +1,28 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "statistics": {
3
+ "valid_tool_call_count": 3,
4
+ "total_trace_steps": 3,
5
+ "history_called_tool_names": [
6
+ "GetResources",
7
+ "GetResources",
8
+ "GetResources"
9
+ ]
10
+ },
11
+ "diagnostic_trace": [
12
+ {
13
+ "tool_name": "GetResources",
14
+ "calling": "tool_name='GetResources' arguments={namespace: 'boutique', resource_type: 'pod', name: None, show_labels: False, output_wide: False, label_selector: None}",
15
+ "output": "NAME READY STATUS RESTARTS AGE\nadservice-64ddc5c766-vn4qn 1/1 Running 0 93s\ncartservice-79b49f5555-rv2rx 1/1 Running 0 93s\ncurrencyservice-75686c9564-xxq4r 1/1 Running 0 93s\nemailservice-c86b9b8f6-p7hzj 1/1 Running 0 93s\nfrontend-657dd795f-7nhcw 1/1 Running 0 92s\npaymentservice-78c5996648-pc4gj 1/1 Running 0 92s\nproductcatalogservice-ddb46fc86-8fg2z 1/1 Running 0 92s\nrecommendationservice-7bf5b7d9b8-mzjjs 1/1 Running 0 92s\nredis-cart-6f966d9cc9-vs5d9 1/1 Running 0 91s\nshippingservice-7ff54bf6b6-v5w7g 1/1 Running 0 91s\n"
16
+ },
17
+ {
18
+ "tool_name": "GetResources",
19
+ "calling": "tool_name='GetResources' arguments={namespace: 'boutique', resource_type: 'deploy', name: None, show_labels: False, output_wide: False, label_selector: None}",
20
+ "output": "NAME READY UP-TO-DATE AVAILABLE AGE\nadservice 1/1 1 1 98s\ncartservice 1/1 1 1 98s\ncheckoutservice 0/1 0 0 96s\ncurrencyservice 1/1 1 1 98s\nemailservice 1/1 1 1 98s\nfrontend 1/1 1 1 97s\npaymentservice 1/1 1 1 97s\nproductcatalogservice 1/1 1 1 97s\nrecommendationservice 1/1 1 1 97s\nredis-cart 1/1 1 1 97s\nshippingservice 1/1 1 1 96s\n"
21
+ },
22
+ {
23
+ "tool_name": "GetResources",
24
+ "calling": "tool_name='GetResources' arguments={namespace: 'boutique', resource_type: 'event', name: None, show_labels: False, output_wide: False, label_selector: None}",
25
+ "output": "119s Normal Pulled pod/frontend-657dd795f-7nhcw Container image \"us-central1-docker.pkg.dev/google-samples/microservices-demo/frontend:v0.10.3\" already present on machine\n118s Normal SuccessfulCreate replicaset/redis-cart-6f966d9cc9 Created pod: redis-cart-6f966d9cc9-vs5d9\n118s Normal Scheduled pod/redis-cart-6f966d9cc9-vs5d9 Successfully assigned boutique/redis-cart-6f966d9cc9-vs5d9 to worker-01\n118s Normal Created pod/productcatalogservice-ddb46fc86-8fg2z Created container server\n118s Normal Pulled pod/shippingservice-7ff54bf6b6-v5w7g Container image \"us-central1-docker.pkg.dev/google-samples/microservices-demo/shippingservice:v0.10.3\" already present on machine\n118s Normal Created pod/shippingservice-7ff54bf6b6-v5w7g Created container server\n118s Normal Started pod/redis-cart-6f966d9cc9-vs5d9 Started container redis\n118s Normal Started pod/productcatalogservice-ddb46fc86-8fg2z Started container server\n118s Normal Pulled pod/recommendationservice-7bf5b7d9b8-mzjjs Container image \"us-central1-docker.pkg.dev/google-samples/microservices-demo/recommendationservice:v0.10.3\" already present on machine\n118s Normal Scheduled pod/shippingservice-7ff54bf6b6-v5w7g Successfully assigned boutique/shippingservice-7ff54bf6b6-v5w7g to worker-02\n118s Normal ScalingReplicaSet deployment/shippingservice Scaled up replica set shippingservice-7ff54bf6b6 to 1\n118s Normal Created pod/redis-cart-6f966d9cc9-vs5d9 Created container redis\n118s Normal Created pod/recommendationservice-7bf5b7d9b8-mzjjs Created container server\n118s Normal Pulled pod/redis-cart-6f966d9cc9-vs5d9 Container image \"redis:alpine\" already present on machine\n118s Normal Pulled pod/productcatalogservice-ddb46fc86-8fg2z Container image \"us-central1-docker.pkg.dev/google-samples/microservices-demo/productcatalogservice:v0.10.3\" already present on machine\n118s Normal SuccessfulCreate replicaset/shippingservice-7ff54bf6b6 Created pod: shippingservice-7ff54bf6b6-v5w7g\n118s Normal ScalingReplicaSet deployment/checkoutservice Scaled up replica set checkoutservice-d4d5bb7d8 to 1\n118s Normal Started pod/recommendationservice-7bf5b7d9b8-mzjjs Started container server\n117s Normal Started pod/shippingservice-7ff54bf6b6-v5w7g Started container server\n36s Warning FailedCreate replicaset/checkoutservice-d4d5bb7d8 Error creating: pods \"checkoutservice-d4d5bb7d8-\" is forbidden: error looking up service account boutique/checkoutservices: serviceaccount \"checkoutservices\" not found\n"
26
+ }
27
+ ]
28
+ }
golden-trajectory/boutique/admission/3/path2.json ADDED
@@ -0,0 +1,40 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "statistics": {
3
+ "valid_tool_call_count": 5,
4
+ "total_trace_steps": 5,
5
+ "history_called_tool_names": [
6
+ "GetResources",
7
+ "GetResources",
8
+ "DescribeResource",
9
+ "GetResources",
10
+ "GetAppYAML"
11
+ ]
12
+ },
13
+ "diagnostic_trace": [
14
+ {
15
+ "tool_name": "GetResources",
16
+ "calling": "tool_name='GetResources' arguments={namespace: 'boutique', resource_type: 'pod', name: None, show_labels: False, output_wide: False, label_selector: None}",
17
+ "output": "NAME READY STATUS RESTARTS AGE\nadservice-64ddc5c766-vn4qn 1/1 Running 0 93s\ncartservice-79b49f5555-rv2rx 1/1 Running 0 93s\ncurrencyservice-75686c9564-xxq4r 1/1 Running 0 93s\nemailservice-c86b9b8f6-p7hzj 1/1 Running 0 93s\nfrontend-657dd795f-7nhcw 1/1 Running 0 92s\npaymentservice-78c5996648-pc4gj 1/1 Running 0 92s\nproductcatalogservice-ddb46fc86-8fg2z 1/1 Running 0 92s\nrecommendationservice-7bf5b7d9b8-mzjjs 1/1 Running 0 92s\nredis-cart-6f966d9cc9-vs5d9 1/1 Running 0 91s\nshippingservice-7ff54bf6b6-v5w7g 1/1 Running 0 91s\n"
18
+ },
19
+ {
20
+ "tool_name": "GetResources",
21
+ "calling": "tool_name='GetResources' arguments={namespace: 'boutique', resource_type: 'deploy', name: None, show_labels: False, output_wide: False, label_selector: None}",
22
+ "output": "NAME READY UP-TO-DATE AVAILABLE AGE\nadservice 1/1 1 1 98s\ncartservice 1/1 1 1 98s\ncheckoutservice 0/1 0 0 96s\ncurrencyservice 1/1 1 1 98s\nemailservice 1/1 1 1 98s\nfrontend 1/1 1 1 97s\npaymentservice 1/1 1 1 97s\nproductcatalogservice 1/1 1 1 97s\nrecommendationservice 1/1 1 1 97s\nredis-cart 1/1 1 1 97s\nshippingservice 1/1 1 1 96s\n"
23
+ },
24
+ {
25
+ "tool_name": "DescribeResource",
26
+ "calling": "tool_name='DescribeResource' arguments={namespace: 'boutique', resource_type: 'deploy', name: 'checkoutservice'}",
27
+ "output": "Name: checkoutservice\nNamespace: boutique\nCreationTimestamp: Fri, 28 Nov 2025 15:37:39 +0800\nLabels: app=checkoutservice\nAnnotations: deployment.kubernetes.io/revision: 1\nSelector: app=checkoutservice\nReplicas: 1 desired | 0 updated | 0 total | 0 available | 1 unavailable\nStrategyType: RollingUpdate\nMinReadySeconds: 0\nRollingUpdateStrategy: 25% max unavailable, 25% max surge\nPod Template:\n Labels: app=checkoutservice\n Service Account: checkoutservices\n Containers:\n server:\n Image: us-central1-docker.pkg.dev/google-samples/microservices-demo/checkoutservice:v0.10.3\n Port: 5050/TCP\n Host Port: 0/TCP\n Limits:\n cpu: 200m\n memory: 128Mi\n Requests:\n cpu: 100m\n memory: 64Mi\n Liveness: grpc <pod>:5050 delay=5s timeout=1s period=10s #success=1 #failure=3\n Readiness: grpc <pod>:5050 delay=5s timeout=1s period=10s #success=1 #failure=3\n Environment:\n PORT: 5050\n PRODUCT_CATALOG_SERVICE_ADDR: productcatalogservice:3550\n SHIPPING_SERVICE_ADDR: shippingservice:50051\n PAYMENT_SERVICE_ADDR: paymentservice:50051\n EMAIL_SERVICE_ADDR: emailservice:5000\n CURRENCY_SERVICE_ADDR: currencyservice:7000\n CART_SERVICE_ADDR: cartservice:7070\n Mounts: <none>\n Volumes: <none>\n Node-Selectors: <none>\n Tolerations: <none>\nConditions:\n Type Status Reason\n ---- ------ ------\n Progressing True NewReplicaSetCreated\n Available False MinimumReplicasUnavailable\n ReplicaFailure True FailedCreate\nOldReplicaSets: <none>\nNewReplicaSet: checkoutservice-d4d5bb7d8 (0/1 replicas created)\nEvents:\n Type Reason Age From Message\n ---- ------ ---- ---- -------\n Normal ScalingReplicaSet 97s deployment-controller Scaled up replica set checkoutservice-d4d5bb7d8 to 1\n"
28
+ },
29
+ {
30
+ "tool_name": "GetResources",
31
+ "calling": "tool_name='GetResources' arguments={namespace: 'boutique', resource_type: 'event', name: None, show_labels: False, output_wide: False, label_selector: None}",
32
+ "output": "119s Normal Pulled pod/frontend-657dd795f-7nhcw Container image \"us-central1-docker.pkg.dev/google-samples/microservices-demo/frontend:v0.10.3\" already present on machine\n118s Normal SuccessfulCreate replicaset/redis-cart-6f966d9cc9 Created pod: redis-cart-6f966d9cc9-vs5d9\n118s Normal Scheduled pod/redis-cart-6f966d9cc9-vs5d9 Successfully assigned boutique/redis-cart-6f966d9cc9-vs5d9 to worker-01\n118s Normal Created pod/productcatalogservice-ddb46fc86-8fg2z Created container server\n118s Normal Pulled pod/shippingservice-7ff54bf6b6-v5w7g Container image \"us-central1-docker.pkg.dev/google-samples/microservices-demo/shippingservice:v0.10.3\" already present on machine\n118s Normal Created pod/shippingservice-7ff54bf6b6-v5w7g Created container server\n118s Normal Started pod/redis-cart-6f966d9cc9-vs5d9 Started container redis\n118s Normal Started pod/productcatalogservice-ddb46fc86-8fg2z Started container server\n118s Normal Pulled pod/recommendationservice-7bf5b7d9b8-mzjjs Container image \"us-central1-docker.pkg.dev/google-samples/microservices-demo/recommendationservice:v0.10.3\" already present on machine\n118s Normal Scheduled pod/shippingservice-7ff54bf6b6-v5w7g Successfully assigned boutique/shippingservice-7ff54bf6b6-v5w7g to worker-02\n118s Normal ScalingReplicaSet deployment/shippingservice Scaled up replica set shippingservice-7ff54bf6b6 to 1\n118s Normal Created pod/redis-cart-6f966d9cc9-vs5d9 Created container redis\n118s Normal Created pod/recommendationservice-7bf5b7d9b8-mzjjs Created container server\n118s Normal Pulled pod/redis-cart-6f966d9cc9-vs5d9 Container image \"redis:alpine\" already present on machine\n118s Normal Pulled pod/productcatalogservice-ddb46fc86-8fg2z Container image \"us-central1-docker.pkg.dev/google-samples/microservices-demo/productcatalogservice:v0.10.3\" already present on machine\n118s Normal SuccessfulCreate replicaset/shippingservice-7ff54bf6b6 Created pod: shippingservice-7ff54bf6b6-v5w7g\n118s Normal ScalingReplicaSet deployment/checkoutservice Scaled up replica set checkoutservice-d4d5bb7d8 to 1\n118s Normal Started pod/recommendationservice-7bf5b7d9b8-mzjjs Started container server\n117s Normal Started pod/shippingservice-7ff54bf6b6-v5w7g Started container server\n36s Warning FailedCreate replicaset/checkoutservice-d4d5bb7d8 Error creating: pods \"checkoutservice-d4d5bb7d8-\" is forbidden: error looking up service account boutique/checkoutservices: serviceaccount \"checkoutservices\" not found\n"
33
+ },
34
+ {
35
+ "tool_name": "GetAppYAML",
36
+ "calling": "tool_name='GetAppYAML' arguments={app_name: 'checkoutservice'}",
37
+ "output": "apiVersion: apps/v1\nkind: Deployment\nmetadata:\n name: checkoutservice\n namespace: boutique\n labels:\n app: checkoutservice\nspec:\n selector:\n matchLabels:\n app: checkoutservice\n template:\n metadata:\n labels:\n app: checkoutservice\n spec:\n serviceAccountName: checkoutservices\n securityContext:\n fsGroup: 1000\n runAsGroup: 1000\n runAsNonRoot: true\n runAsUser: 1000\n containers:\n - name: server\n securityContext:\n allowPrivilegeEscalation: false\n capabilities:\n drop:\n - ALL\n privileged: false\n readOnlyRootFilesystem: true\n image: us-central1-docker.pkg.dev/google-samples/microservices-demo/checkoutservice:v0.10.3\n ports:\n - containerPort: 5050\n readinessProbe:\n initialDelaySeconds: 5\n grpc:\n port: 5050\n livenessProbe:\n initialDelaySeconds: 5\n grpc:\n port: 5050\n env:\n - name: PORT\n value: \"5050\"\n - name: PRODUCT_CATALOG_SERVICE_ADDR\n value: \"productcatalogservice:3550\"\n - name: SHIPPING_SERVICE_ADDR\n value: \"shippingservice:50051\"\n - name: PAYMENT_SERVICE_ADDR\n value: \"paymentservice:50051\"\n - name: EMAIL_SERVICE_ADDR\n value: \"emailservice:5000\"\n - name: CURRENCY_SERVICE_ADDR\n value: \"currencyservice:7000\"\n - name: CART_SERVICE_ADDR\n value: \"cartservice:7070\"\n resources:\n requests:\n cpu: 100m\n memory: 64Mi\n limits:\n cpu: 200m\n memory: 128Mi\n---\napiVersion: v1\nkind: Service\nmetadata:\n name: checkoutservice\n namespace: boutique\n labels:\n app: checkoutservice\nspec:\n type: ClusterIP\n selector:\n app: checkoutservice\n ports:\n - name: grpc\n port: 5050\n targetPort: 5050\n---\napiVersion: v1\nkind: ServiceAccount\nmetadata:\n name: checkoutservice\n namespace: boutique"
38
+ }
39
+ ]
40
+ }
golden-trajectory/boutique/admission/30/path1.json ADDED
@@ -0,0 +1,28 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "statistics": {
3
+ "valid_tool_call_count": 3,
4
+ "total_trace_steps": 3,
5
+ "history_called_tool_names": [
6
+ "GetResources",
7
+ "GetResources",
8
+ "GetResources"
9
+ ]
10
+ },
11
+ "diagnostic_trace": [
12
+ {
13
+ "tool_name": "GetResources",
14
+ "calling": "tool_name='GetResources' arguments={namespace: 'boutique', resource_type: 'pod', name: None, show_labels: False, output_wide: False, label_selector: None}",
15
+ "output": "NAME READY STATUS RESTARTS AGE\nadservice-99b76fc49-rbs9f 1/1 Running 0 93s\ncartservice-9b469fbc4-xj4pc 1/1 Running 0 93s\ncheckoutservice-6bcfb6486c-vskm9 1/1 Running 0 93s\ncurrencyservice-5c9c9fdd9d-rbnrp 1/1 Running 0 93s\nemailservice-69cb5ccf57-hs5jw 1/1 Running 0 93s\nfrontend-78fdd6f7d6-wjqzz 1/1 Running 0 92s\npaymentservice-f8b6c595c-2ltxr 1/1 Running 0 92s\nproductcatalogservice-5f876f76c9-ksrr5 1/1 Running 0 92s\nredis-cart-5858bb886-cdkn8 1/1 Running 0 92s\nshippingservice-696cc9d869-kg52m 1/1 Running 0 91s\n"
16
+ },
17
+ {
18
+ "tool_name": "GetResources",
19
+ "calling": "tool_name='GetResources' arguments={namespace: 'boutique', resource_type: 'event', name: None, show_labels: False, output_wide: False, label_selector: None}",
20
+ "output": "118s Normal SuccessfulCreate replicaset/shippingservice-696cc9d869 Created pod: shippingservice-696cc9d869-kg52m\n118s Normal Started pod/paymentservice-f8b6c595c-2ltxr Started container server\n118s Normal ScalingReplicaSet deployment/recommendationservice Scaled up replica set recommendationservice-5d769775f7 to 1\n118s Warning FailedCreate replicaset/recommendationservice-5d769775f7 Error creating: pods \"recommendationservice-5d769775f7-hlvh7\" is forbidden: exceeded quota: memory-request-quota, requested: requests.memory=1Gi, used: requests.memory=3000Mi, limited: requests.memory=3Gi\n118s Normal Started pod/redis-cart-5858bb886-cdkn8 Started container redis\n118s Normal Started pod/productcatalogservice-5f876f76c9-ksrr5 Started container server\n118s Normal Created pod/productcatalogservice-5f876f76c9-ksrr5 Created container server\n118s Normal Started pod/shippingservice-696cc9d869-kg52m Started container server\n118s Normal Created pod/redis-cart-5858bb886-cdkn8 Created container redis\n118s Normal Pulled pod/redis-cart-5858bb886-cdkn8 Container image \"redis:alpine\" already present on machine\n118s Warning FailedCreate replicaset/recommendationservice-5d769775f7 Error creating: pods \"recommendationservice-5d769775f7-ppmcg\" is forbidden: exceeded quota: memory-request-quota, requested: requests.memory=1Gi, used: requests.memory=3000Mi, limited: requests.memory=3Gi\n118s Warning FailedCreate replicaset/recommendationservice-5d769775f7 Error creating: pods \"recommendationservice-5d769775f7-7ww8t\" is forbidden: exceeded quota: memory-request-quota, requested: requests.memory=1Gi, used: requests.memory=3000Mi, limited: requests.memory=3Gi\n118s Warning FailedCreate replicaset/recommendationservice-5d769775f7 Error creating: pods \"recommendationservice-5d769775f7-v4v2l\" is forbidden: exceeded quota: memory-request-quota, requested: requests.memory=1Gi, used: requests.memory=3000Mi, limited: requests.memory=3Gi\n118s Warning FailedCreate replicaset/recommendationservice-5d769775f7 Error creating: pods \"recommendationservice-5d769775f7-4jv7h\" is forbidden: exceeded quota: memory-request-quota, requested: requests.memory=1Gi, used: requests.memory=3000Mi, limited: requests.memory=3Gi\n118s Warning FailedCreate replicaset/recommendationservice-5d769775f7 Error creating: pods \"recommendationservice-5d769775f7-lxkc8\" is forbidden: exceeded quota: memory-request-quota, requested: requests.memory=1Gi, used: requests.memory=3000Mi, limited: requests.memory=3Gi\n117s Warning FailedCreate replicaset/recommendationservice-5d769775f7 Error creating: pods \"recommendationservice-5d769775f7-gfnmh\" is forbidden: exceeded quota: memory-request-quota, requested: requests.memory=1Gi, used: requests.memory=3000Mi, limited: requests.memory=3Gi\n117s Warning FailedCreate replicaset/recommendationservice-5d769775f7 Error creating: pods \"recommendationservice-5d769775f7-h7rm4\" is forbidden: exceeded quota: memory-request-quota, requested: requests.memory=1Gi, used: requests.memory=3000Mi, limited: requests.memory=3Gi\n99s Warning Unhealthy pod/adservice-99b76fc49-rbs9f Liveness probe failed: timeout: failed to connect service \"172.20.2.203:9555\" within 1s: context deadline exceeded\n99s Warning Unhealthy pod/adservice-99b76fc49-rbs9f Readiness probe failed: timeout: failed to connect service \"172.20.2.203:9555\" within 1s: context deadline exceeded\n36s Warning FailedCreate replicaset/recommendationservice-5d769775f7 (combined from similar events): Error creating: pods \"recommendationservice-5d769775f7-p4b6x\" is forbidden: exceeded quota: memory-request-quota, requested: requests.memory=1Gi, used: requests.memory=3000Mi, limited: requests.memory=3Gi\n"
21
+ },
22
+ {
23
+ "tool_name": "GetResources",
24
+ "calling": "tool_name='GetResources' arguments={namespace: 'boutique', resource_type: 'deploy', name: None, show_labels: False, output_wide: False, label_selector: None}",
25
+ "output": "NAME READY UP-TO-DATE AVAILABLE AGE\nadservice 1/1 1 1 99s\ncartservice 1/1 1 1 99s\ncheckoutservice 1/1 1 1 99s\ncurrencyservice 1/1 1 1 99s\nemailservice 1/1 1 1 99s\nfrontend 1/1 1 1 98s\npaymentservice 1/1 1 1 98s\nproductcatalogservice 1/1 1 1 98s\nrecommendationservice 0/1 0 0 97s\nredis-cart 1/1 1 1 98s\nshippingservice 1/1 1 1 98s\n"
26
+ }
27
+ ]
28
+ }
golden-trajectory/boutique/admission/30/path2.json ADDED
@@ -0,0 +1,64 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "statistics": {
3
+ "valid_tool_call_count": 9,
4
+ "total_trace_steps": 9,
5
+ "history_called_tool_names": [
6
+ "GetResources",
7
+ "GetErrorLogs",
8
+ "GetResources",
9
+ "CheckServiceConnectivity",
10
+ "GetResources",
11
+ "GetResources",
12
+ "GetResources",
13
+ "GetResources",
14
+ "GetAppYAML"
15
+ ]
16
+ },
17
+ "diagnostic_trace": [
18
+ {
19
+ "tool_name": "GetResources",
20
+ "calling": "tool_name='GetResources' arguments={namespace: 'boutique', resource_type: 'pod', name: None, show_labels: False, output_wide: False, label_selector: None}",
21
+ "output": "NAME READY STATUS RESTARTS AGE\nadservice-99b76fc49-rbs9f 1/1 Running 0 93s\ncartservice-9b469fbc4-xj4pc 1/1 Running 0 93s\ncheckoutservice-6bcfb6486c-vskm9 1/1 Running 0 93s\ncurrencyservice-5c9c9fdd9d-rbnrp 1/1 Running 0 93s\nemailservice-69cb5ccf57-hs5jw 1/1 Running 0 93s\nfrontend-78fdd6f7d6-wjqzz 1/1 Running 0 92s\npaymentservice-f8b6c595c-2ltxr 1/1 Running 0 92s\nproductcatalogservice-5f876f76c9-ksrr5 1/1 Running 0 92s\nredis-cart-5858bb886-cdkn8 1/1 Running 0 92s\nshippingservice-696cc9d869-kg52m 1/1 Running 0 91s\n"
22
+ },
23
+ {
24
+ "tool_name": "GetErrorLogs",
25
+ "calling": "tool_name='GetErrorLogs' arguments={namespace: 'boutique', service_name: 'frontend'}",
26
+ "output": "\"{\\n \\\"total_log_count\\\": 867,\\n \\\"total_errors\\\": 127,\\n \\\"total_error_ratio\\\": 0.1465,\\n \\\"patterns\\\": [\\n {\\n \\\"count\\\": 103,\\n \\\"ratio\\\": 0.1188,\\n \\\"sample\\\": \\\"{\\\\\\\"error\\\\\\\":\\\\\\\"rpc error: code = Unavailable desc = connection error: desc = \\\\\\\\\\\\\\\"transport: Error while dialing: dial tcp 10.68.104.223:8080: connect: connection refused\\\\\\\\\\\\\\\"\\\\\\\",\\\\\\\"http.req.id\\\\\\\":\\\\\\\"43fd8649-699a-47dd-bfa4-1828dabf3905\\\\\\\",\\\\\\\"http.req.method\\\\\\\":\\\\\\\"GET\\\\\\\",\\\\\\\"http.req.path\\\\\\\":\\\\\\\"/product/0PUK6V6EV0\\\\\\\",\\\\\\\"message\\\\\\\":\\\\\\\"failed to get product recommendations\\\\\\\",\\\\\\\"session\\\\\\\":\\\\\\\"4df1e296-6714-41ee-91ef-fbf80d2f6d4c\\\\\\\",\\\\\\\"severity\\\\\\\":\\\\\\\"warning\\\\\\\",\\\\\\\"timestamp\\\\\\\":\\\\\\\"2025-12-01T04:42:33.648953298Z\\\\\\\"}\\\"\\n },\\n {\\n \\\"count\\\": 22,\\n \\\"ratio\\\": 0.0254,\\n \\\"sample\\\": \\\"{\\\\\\\"error\\\\\\\":\\\\\\\"failed to get ads: rpc error: code = DeadlineExceeded desc = context deadline exceeded\\\\\\\",\\\\\\\"http.req.id\\\\\\\":\\\\\\\"927940ec-60c7-45b9-9df9-fc164c51c035\\\\\\\",\\\\\\\"http.req.method\\\\\\\":\\\\\\\"GET\\\\\\\",\\\\\\\"http.req.path\\\\\\\":\\\\\\\"/\\\\\\\",\\\\\\\"message\\\\\\\":\\\\\\\"failed to retrieve ads\\\\\\\",\\\\\\\"session\\\\\\\":\\\\\\\"98bf70fc-af5d-4403-8189-f536207bf26c\\\\\\\",\\\\\\\"severity\\\\\\\":\\\\\\\"warning\\\\\\\",\\\\\\\"timestamp\\\\\\\":\\\\\\\"2025-12-01T04:42:10.216144719Z\\\\\\\"}\\\"\\n },\\n {\\n \\\"count\\\": 1,\\n \\\"ratio\\\": 0.0012,\\n \\\"sample\\\": \\\"{\\\\\\\"message\\\\\\\":\\\\\\\"Failed to fetch the name of the cluster in which the pod is runningmetadata: GCE metadata \\\\\\\\\\\\\\\"instance/attributes/cluster-name\\\\\\\\\\\\\\\" not defined\\\\\\\",\\\\\\\"severity\\\\\\\":\\\\\\\"error\\\\\\\",\\\\\\\"timestamp\\\\\\\":\\\\\\\"2025-12-01T04:41:12.090296384Z\\\\\\\"}\\\"\\n },\\n {\\n \\\"count\\\": 1,\\n \\\"ratio\\\": 0.0012,\\n \\\"sample\\\": \\\"{\\\\\\\"message\\\\\\\":\\\\\\\"Failed to fetch the Zone of the node where the pod is scheduledmetadata: GCE metadata \\\\\\\\\\\\\\\"instance/zone\\\\\\\\\\\\\\\" not defined\\\\\\\",\\\\\\\"severity\\\\\\\":\\\\\\\"error\\\\\\\",\\\\\\\"timestamp\\\\\\\":\\\\\\\"2025-12-01T04:41:12.189341024Z\\\\\\\"}\\\"\\n }\\n ]\\n}\""
27
+ },
28
+ {
29
+ "tool_name": "GetResources",
30
+ "calling": "tool_name='GetResources' arguments={namespace: 'boutique', resource_type: 'svc', name: None, show_labels: False, output_wide: False, label_selector: None}",
31
+ "output": "NAME TYPE CLUSTER-IP EXTERNAL-IP PORT(S) AGE\nadservice ClusterIP 10.68.8.243 <none> 9555/TCP 96s\ncartservice ClusterIP 10.68.138.180 <none> 7070/TCP 96s\ncheckoutservice ClusterIP 10.68.107.237 <none> 5050/TCP 96s\ncurrencyservice ClusterIP 10.68.218.11 <none> 7000/TCP 96s\nemailservice ClusterIP 10.68.19.135 <none> 5000/TCP 96s\nfrontend ClusterIP 10.68.253.187 <none> 80/TCP 95s\nfrontend-external NodePort 10.68.203.105 <none> 80:30080/TCP 95s\npaymentservice ClusterIP 10.68.230.18 <none> 50051/TCP 95s\nproductcatalogservice ClusterIP 10.68.66.176 <none> 3550/TCP 95s\nrecommendationservice ClusterIP 10.68.104.223 <none> 8080/TCP 94s\nredis-cart ClusterIP 10.68.171.0 <none> 6379/TCP 95s\nshippingservice ClusterIP 10.68.157.181 <none> 50051/TCP 95s\n"
32
+ },
33
+ {
34
+ "tool_name": "CheckServiceConnectivity",
35
+ "calling": "tool_name='CheckServiceConnectivity' arguments={namespace: 'boutique', service_name: 'recommendationservice', port: 8080}",
36
+ "output": "Connection Failed"
37
+ },
38
+ {
39
+ "tool_name": "GetResources",
40
+ "calling": "tool_name='GetResources' arguments={namespace: 'boutique', resource_type: 'ep', name: None, show_labels: False, output_wide: False, label_selector: None}",
41
+ "output": "NAME ENDPOINTS AGE\nadservice 172.20.2.203:9555 109s\ncartservice 172.20.1.110:7070 109s\ncheckoutservice 172.20.2.204:5050 109s\ncurrencyservice 172.20.1.111:7000 109s\nemailservice 172.20.1.112:8080 109s\nfrontend 172.20.2.205:8080 108s\nfrontend-external 172.20.2.205:8080 108s\npaymentservice 172.20.1.113:50051 108s\nproductcatalogservice 172.20.2.206:3550 108s\nrecommendationservice <none> 107s\nredis-cart 172.20.1.114:6379 108s\nshippingservice 172.20.2.207:50051 108s\n"
42
+ },
43
+ {
44
+ "tool_name": "GetResources",
45
+ "calling": "tool_name='GetResources' arguments={namespace: 'boutique', resource_type: 'deploy', name: None, show_labels: False, output_wide: False, label_selector: None}",
46
+ "output": "NAME READY UP-TO-DATE AVAILABLE AGE\nadservice 1/1 1 1 99s\ncartservice 1/1 1 1 99s\ncheckoutservice 1/1 1 1 99s\ncurrencyservice 1/1 1 1 99s\nemailservice 1/1 1 1 99s\nfrontend 1/1 1 1 98s\npaymentservice 1/1 1 1 98s\nproductcatalogservice 1/1 1 1 98s\nrecommendationservice 0/1 0 0 97s\nredis-cart 1/1 1 1 98s\nshippingservice 1/1 1 1 98s\n"
47
+ },
48
+ {
49
+ "tool_name": "GetResources",
50
+ "calling": "tool_name='GetResources' arguments={namespace: 'boutique', resource_type: 'event', name: None, show_labels: False, output_wide: False, label_selector: None}",
51
+ "output": "118s Normal SuccessfulCreate replicaset/shippingservice-696cc9d869 Created pod: shippingservice-696cc9d869-kg52m\n118s Normal Started pod/paymentservice-f8b6c595c-2ltxr Started container server\n118s Normal ScalingReplicaSet deployment/recommendationservice Scaled up replica set recommendationservice-5d769775f7 to 1\n118s Warning FailedCreate replicaset/recommendationservice-5d769775f7 Error creating: pods \"recommendationservice-5d769775f7-hlvh7\" is forbidden: exceeded quota: memory-request-quota, requested: requests.memory=1Gi, used: requests.memory=3000Mi, limited: requests.memory=3Gi\n118s Normal Started pod/redis-cart-5858bb886-cdkn8 Started container redis\n118s Normal Started pod/productcatalogservice-5f876f76c9-ksrr5 Started container server\n118s Normal Created pod/productcatalogservice-5f876f76c9-ksrr5 Created container server\n118s Normal Started pod/shippingservice-696cc9d869-kg52m Started container server\n118s Normal Created pod/redis-cart-5858bb886-cdkn8 Created container redis\n118s Normal Pulled pod/redis-cart-5858bb886-cdkn8 Container image \"redis:alpine\" already present on machine\n118s Warning FailedCreate replicaset/recommendationservice-5d769775f7 Error creating: pods \"recommendationservice-5d769775f7-ppmcg\" is forbidden: exceeded quota: memory-request-quota, requested: requests.memory=1Gi, used: requests.memory=3000Mi, limited: requests.memory=3Gi\n118s Warning FailedCreate replicaset/recommendationservice-5d769775f7 Error creating: pods \"recommendationservice-5d769775f7-7ww8t\" is forbidden: exceeded quota: memory-request-quota, requested: requests.memory=1Gi, used: requests.memory=3000Mi, limited: requests.memory=3Gi\n118s Warning FailedCreate replicaset/recommendationservice-5d769775f7 Error creating: pods \"recommendationservice-5d769775f7-v4v2l\" is forbidden: exceeded quota: memory-request-quota, requested: requests.memory=1Gi, used: requests.memory=3000Mi, limited: requests.memory=3Gi\n118s Warning FailedCreate replicaset/recommendationservice-5d769775f7 Error creating: pods \"recommendationservice-5d769775f7-4jv7h\" is forbidden: exceeded quota: memory-request-quota, requested: requests.memory=1Gi, used: requests.memory=3000Mi, limited: requests.memory=3Gi\n118s Warning FailedCreate replicaset/recommendationservice-5d769775f7 Error creating: pods \"recommendationservice-5d769775f7-lxkc8\" is forbidden: exceeded quota: memory-request-quota, requested: requests.memory=1Gi, used: requests.memory=3000Mi, limited: requests.memory=3Gi\n117s Warning FailedCreate replicaset/recommendationservice-5d769775f7 Error creating: pods \"recommendationservice-5d769775f7-gfnmh\" is forbidden: exceeded quota: memory-request-quota, requested: requests.memory=1Gi, used: requests.memory=3000Mi, limited: requests.memory=3Gi\n117s Warning FailedCreate replicaset/recommendationservice-5d769775f7 Error creating: pods \"recommendationservice-5d769775f7-h7rm4\" is forbidden: exceeded quota: memory-request-quota, requested: requests.memory=1Gi, used: requests.memory=3000Mi, limited: requests.memory=3Gi\n99s Warning Unhealthy pod/adservice-99b76fc49-rbs9f Liveness probe failed: timeout: failed to connect service \"172.20.2.203:9555\" within 1s: context deadline exceeded\n99s Warning Unhealthy pod/adservice-99b76fc49-rbs9f Readiness probe failed: timeout: failed to connect service \"172.20.2.203:9555\" within 1s: context deadline exceeded\n36s Warning FailedCreate replicaset/recommendationservice-5d769775f7 (combined from similar events): Error creating: pods \"recommendationservice-5d769775f7-p4b6x\" is forbidden: exceeded quota: memory-request-quota, requested: requests.memory=1Gi, used: requests.memory=3000Mi, limited: requests.memory=3Gi\n"
52
+ },
53
+ {
54
+ "tool_name": "GetResources",
55
+ "calling": "tool_name='GetResources' arguments={namespace: 'boutique', resource_type: 'resourcequota', name: None, show_labels: False, output_wide: False, label_selector: None}",
56
+ "output": "NAME AGE REQUEST LIMIT\nmemory-request-quota 110s requests.memory: 3000Mi/3Gi \n"
57
+ },
58
+ {
59
+ "tool_name": "GetAppYAML",
60
+ "calling": "tool_name='GetAppYAML' arguments={app_name: 'recommendationservice'}",
61
+ "output": "apiVersion: apps/v1\nkind: Deployment\nmetadata:\n name: recommendationservice\n namespace: boutique\n labels:\n app: recommendationservice\nspec:\n selector:\n matchLabels:\n app: recommendationservice\n template:\n metadata:\n labels:\n app: recommendationservice\n spec:\n serviceAccountName: recommendationservice\n terminationGracePeriodSeconds: 5\n securityContext:\n fsGroup: 1000\n runAsGroup: 1000\n runAsNonRoot: true\n runAsUser: 1000\n containers:\n - name: server\n securityContext:\n allowPrivilegeEscalation: false\n capabilities:\n drop:\n - ALL\n privileged: false\n readOnlyRootFilesystem: true\n image: us-central1-docker.pkg.dev/google-samples/microservices-demo/recommendationservice:v0.10.3\n ports:\n - containerPort: 8080\n readinessProbe:\n initialDelaySeconds: 5\n grpc:\n port: 8080\n livenessProbe:\n initialDelaySeconds: 5\n grpc:\n port: 8080\n env:\n - name: PORT\n value: \"8080\"\n - name: PRODUCT_CATALOG_SERVICE_ADDR\n value: \"productcatalogservice:3550\"\n - name: DISABLE_PROFILER\n value: \"1\"\n resources:\n requests:\n cpu: 100m\n memory: 1Gi\n limits:\n cpu: 120m\n memory: 1Gi\n---\napiVersion: v1\nkind: Service\nmetadata:\n name: recommendationservice\n namespace: boutique\n labels:\n app: recommendationservice\nspec:\n type: ClusterIP\n selector:\n app: recommendationservice\n ports:\n - name: grpc\n port: 8080\n targetPort: 8080\n---\napiVersion: v1\nkind: ServiceAccount\nmetadata:\n name: recommendationservice\n namespace: boutique"
62
+ }
63
+ ]
64
+ }
golden-trajectory/boutique/admission/31/path1.json ADDED
@@ -0,0 +1,46 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "statistics": {
3
+ "valid_tool_call_count": 6,
4
+ "total_trace_steps": 6,
5
+ "history_called_tool_names": [
6
+ "GetResources",
7
+ "GetErrorLogs",
8
+ "GetResources",
9
+ "DescribeResource",
10
+ "DescribeResource",
11
+ "GetResources"
12
+ ]
13
+ },
14
+ "diagnostic_trace": [
15
+ {
16
+ "tool_name": "GetResources",
17
+ "calling": "tool_name='GetResources' arguments={namespace: 'boutique', resource_type: 'pod', name: None, show_labels: False, output_wide: False, label_selector: None}",
18
+ "output": "NAME READY STATUS RESTARTS AGE\nadservice-99b76fc49-7kqps 1/1 Running 0 94s\ncartservice-9b469fbc4-vn4cx 1/1 Running 0 93s\ncheckoutservice-6bcfb6486c-hp69r 1/1 Running 0 93s\ncurrencyservice-5c9c9fdd9d-q7grn 1/1 Running 0 93s\nemailservice-69cb5ccf57-cgcnv 1/1 Running 0 93s\nfrontend-78fdd6f7d6-px24q 1/1 Running 0 93s\npaymentservice-f8b6c595c-5jfmx 1/1 Running 0 92s\nproductcatalogservice-5f876f76c9-xlhhv 1/1 Running 0 92s\nrecommendationservice-6b4cdff567-b7zbj 1/1 Running 0 92s\nshippingservice-696cc9d869-v4kmt 1/1 Running 0 92s\n"
19
+ },
20
+ {
21
+ "tool_name": "GetErrorLogs",
22
+ "calling": "tool_name='GetErrorLogs' arguments={namespace: 'boutique', service_name: 'frontend'}",
23
+ "output": "\"{\\n \\\"total_log_count\\\": 408,\\n \\\"total_errors\\\": 87,\\n \\\"total_error_ratio\\\": 0.2132,\\n \\\"patterns\\\": [\\n {\\n \\\"count\\\": 59,\\n \\\"ratio\\\": 0.1446,\\n \\\"sample\\\": \\\"{\\\\\\\"error\\\\\\\":\\\\\\\"could not retrieve cart: rpc error: code = FailedPrecondition desc = Can't access cart storage. StackExchange.Redis.RedisConnectionException: The message timed out in the backlog attempting to send because no connection became available (5000ms) - Last Connection Exception: UnableToConnect on redis-cart:6379/Interactive, Initializing/NotStarted, last: NONE, origin: BeginConnectAsync, outstanding: 0, last-read: 0s ago, last-write: 0s ago, keep-alive: 60s, state: Connecting, mgr: 10 of 10 available, last-heartbeat: never, global: 1s ago, v: 2.7.27.49176, command=HMGET, timeout: 5000, inst: 0, qu: 12, qs: 0, aw: False, bw: CheckingForTimeout, last-in: 0, cur-in: 0, sync-ops: 0, async-ops: 80, serverEndpoint: redis-cart:6379, conn-sec: n/a, aoc: 0, mc: 1/1/0, mgr: 10 of 10 available, clientName: cartservice-9b469fbc4-vn4cx(SE.Redis-v2.7.27.49176), IOCP: (Busy=0,Free=1000,Min=1,Max=1000), WORKER: (Busy=3,Free=32764,Min=1,Max=32767), POOL: (Threads=12,QueuedItems=1,CompletedItems=740,Timers=8), v: 2.7.27.49176 (Please take a look at this article for some common client-side issues that can cause timeouts: https://stackexchange.github.io/StackExchange.Redis/Timeouts)\\\\\\\\n ---\\\\\\\\u003e StackExchange.Redis.RedisConnectionException: UnableToConnect on redis-cart:6379/Interactive, Initializing/NotStarted, last: NONE, origin: BeginConnectAsync, outstanding: 0, last-read: 0s ago, last-write: 0s ago, keep-alive: 60s, state: Connecting, mgr: 10 of 10 available, last-heartbeat: never, global: 1s ago, v: 2.7.27.49176\\\\\\\\n --- End of inner exception stack trace ---\\\\\\\\n at Microsoft.Extensions.Caching.StackExchangeRedis.RedisCache.GetAndRefreshAsync(String key, Boolean getData, CancellationToken token)\\\\\\\\n at Microsoft.Extensions.Caching.StackExchangeRedis.RedisCache.GetAsync(String key, CancellationToken token)\\\\\\\\n at cartservice.cartstore.RedisCartStore.GetCartAsync(String userId) in /app/cartstore/RedisCartStore.cs:line 90\\\\\\\",\\\\\\\"http.req.id\\\\\\\":\\\\\\\"bd2463e1-f1b5-4071-a573-37cf35ca1d51\\\\\\\",\\\\\\\"http.req.method\\\\\\\":\\\\\\\"GET\\\\\\\",\\\\\\\"http.req.path\\\\\\\":\\\\\\\"/product/66VCHSJNUP\\\\\\\",\\\\\\\"message\\\\\\\":\\\\\\\"request error\\\\\\\",\\\\\\\"session\\\\\\\":\\\\\\\"231575f0-b6fe-44e9-a578-79dbbeb2cf1f\\\\\\\",\\\\\\\"severity\\\\\\\":\\\\\\\"error\\\\\\\",\\\\\\\"timestamp\\\\\\\":\\\\\\\"2025-12-01T03:08:56.493742356Z\\\\\\\"}\\\"\\n },\\n {\\n \\\"count\\\": 9,\\n \\\"ratio\\\": 0.0221,\\n \\\"sample\\\": \\\"{\\\\\\\"error\\\\\\\":\\\\\\\"failed to add to cart: rpc error: code = FailedPrecondition desc = Can't access cart storage. StackExchange.Redis.RedisConnectionException: The message timed out in the backlog attempting to send because no connection became available (5000ms) - Last Connection Exception: UnableToConnect on redis-cart:6379/Interactive, Initializing/NotStarted, last: NONE, origin: BeginConnectAsync, outstanding: 0, last-read: 0s ago, last-write: 0s ago, keep-alive: 60s, state: Connecting, mgr: 10 of 10 available, last-heartbeat: never, global: 1s ago, v: 2.7.27.49176, command=HMGET, timeout: 5000, inst: 0, qu: 13, qs: 0, aw: False, bw: CheckingForTimeout, last-in: 0, cur-in: 0, sync-ops: 0, async-ops: 80, serverEndpoint: redis-cart:6379, conn-sec: n/a, aoc: 0, mc: 1/1/0, mgr: 10 of 10 available, clientName: cartservice-9b469fbc4-vn4cx(SE.Redis-v2.7.27.49176), IOCP: (Busy=0,Free=1000,Min=1,Max=1000), WORKER: (Busy=2,Free=32765,Min=1,Max=32767), POOL: (Threads=12,QueuedItems=1,CompletedItems=740,Timers=8), v: 2.7.27.49176 (Please take a look at this article for some common client-side issues that can cause timeouts: https://stackexchange.github.io/StackExchange.Redis/Timeouts)\\\\\\\\n ---\\\\\\\\u003e StackExchange.Redis.RedisConnectionException: UnableToConnect on redis-cart:6379/Interactive, Initializing/NotStarted, last: NONE, origin: BeginConnectAsync, outstanding: 0, last-read: 0s ago, last-write: 0s ago, keep-alive: 60s, state: Connecting, mgr: 10 of 10 available, last-heartbeat: never, global: 1s ago, v: 2.7.27.49176\\\\\\\\n --- End of inner exception stack trace ---\\\\\\\\n at Microsoft.Extensions.Caching.StackExchangeRedis.RedisCache.GetAndRefreshAsync(String key, Boolean getData, CancellationToken token)\\\\\\\\n at Microsoft.Extensions.Caching.StackExchangeRedis.RedisCache.GetAsync(String key, CancellationToken token)\\\\\\\\n at cartservice.cartstore.RedisCartStore.AddItemAsync(String userId, String productId, Int32 quantity) in /app/cartstore/RedisCartStore.cs:line 40\\\\\\\",\\\\\\\"http.req.id\\\\\\\":\\\\\\\"fe3ab9cf-8dbe-4ddd-b995-bdcb3eeb78ff\\\\\\\",\\\\\\\"http.req.method\\\\\\\":\\\\\\\"POST\\\\\\\",\\\\\\\"http.req.path\\\\\\\":\\\\\\\"/cart\\\\\\\",\\\\\\\"message\\\\\\\":\\\\\\\"request error\\\\\\\",\\\\\\\"session\\\\\\\":\\\\\\\"844c4b59-fe04-46c9-b4e0-35781df830c7\\\\\\\",\\\\\\\"severity\\\\\\\":\\\\\\\"error\\\\\\\",\\\\\\\"timestamp\\\\\\\":\\\\\\\"2025-12-01T03:08:56.493733879Z\\\\\\\"}\\\"\\n },\\n {\\n \\\"count\\\": 9,\\n \\\"ratio\\\": 0.0221,\\n \\\"sample\\\": \\\"{\\\\\\\"error\\\\\\\":\\\\\\\"could not retrieve cart: rpc error: code = Canceled desc = context canceled\\\\\\\",\\\\\\\"http.req.id\\\\\\\":\\\\\\\"cd3770b2-7cc5-480e-b277-a8c4cb11c269\\\\\\\",\\\\\\\"http.req.method\\\\\\\":\\\\\\\"GET\\\\\\\",\\\\\\\"http.req.path\\\\\\\":\\\\\\\"/product/2ZYFJ3GM2N\\\\\\\",\\\\\\\"message\\\\\\\":\\\\\\\"request error\\\\\\\",\\\\\\\"session\\\\\\\":\\\\\\\"34255156-46dc-40b9-82c5-c731b2b46bed\\\\\\\",\\\\\\\"severity\\\\\\\":\\\\\\\"error\\\\\\\",\\\\\\\"timestamp\\\\\\\":\\\\\\\"2025-12-01T03:08:57.538582961Z\\\\\\\"}\\\"\\n },\\n {\\n \\\"count\\\": 3,\\n \\\"ratio\\\": 0.0074,\\n \\\"sample\\\": \\\"{\\\\\\\"error\\\\\\\":\\\\\\\"failed to add to cart: rpc error: code = Canceled desc = context canceled\\\\\\\",\\\\\\\"http.req.id\\\\\\\":\\\\\\\"ceda5a35-8f58-4475-9195-a99022ea04d9\\\\\\\",\\\\\\\"http.req.method\\\\\\\":\\\\\\\"POST\\\\\\\",\\\\\\\"http.req.path\\\\\\\":\\\\\\\"/cart\\\\\\\",\\\\\\\"message\\\\\\\":\\\\\\\"request error\\\\\\\",\\\\\\\"session\\\\\\\":\\\\\\\"974c8533-9273-4c42-bc59-1a9742b00ca4\\\\\\\",\\\\\\\"severity\\\\\\\":\\\\\\\"error\\\\\\\",\\\\\\\"timestamp\\\\\\\":\\\\\\\"2025-12-01T03:08:57.538578053Z\\\\\\\"}\\\"\\n },\\n {\\n \\\"count\\\": 2,\\n \\\"ratio\\\": 0.0049,\\n \\\"sample\\\": \\\"{\\\\\\\"error\\\\\\\":\\\\\\\"failed to complete the order: rpc error: code = Internal desc = cart failure: failed to get user cart during checkout: rpc error: code = FailedPrecondition desc = Can't access cart storage. StackExchange.Redis.RedisConnectionException: The message timed out in the backlog attempting to send because no connection became available (5000ms) - Last Connection Exception: UnableToConnect on redis-cart:6379/Interactive, Initializing/NotStarted, last: NONE, origin: BeginConnectAsync, outstanding: 0, last-read: 0s ago, last-write: 0s ago, keep-alive: 60s, state: Connecting, mgr: 10 of 10 available, last-heartbeat: never, global: 1s ago, v: 2.7.27.49176, command=HMGET, timeout: 5000, inst: 0, qu: 19, qs: 0, aw: False, bw: CheckingForTimeout, rs: NotStarted, ws: Initializing, in: 0, last-in: 0, cur-in: 0, sync-ops: 0, async-ops: 70, serverEndpoint: redis-cart:6379, conn-sec: n/a, aoc: 0, mc: 1/1/0, mgr: 10 of 10 available, clientName: cartservice-9b469fbc4-vn4cx(SE.Redis-v2.7.27.49176), IOCP: (Busy=0,Free=1000,Min=1,Max=1000), WORKER: (Busy=3,Free=32764,Min=1,Max=32767), POOL: (Threads=12,QueuedItems=0,CompletedItems=637,Timers=7), v: 2.7.27.49176 (Please take a look at this article for some common client-side issues that can cause timeouts: https://stackexchange.github.io/StackExchange.Redis/Timeouts)\\\\\\\\n ---\\\\\\\\u003e StackExchange.Redis.RedisConnectionException: UnableToConnect on redis-cart:6379/Interactive, Initializing/NotStarted, last: NONE, origin: BeginConnectAsync, outstanding: 0, last-read: 0s ago, last-write: 0s ago, keep-alive: 60s, state: Connecting, mgr: 10 of 10 available, last-heartbeat: never, global: 1s ago, v: 2.7.27.49176\\\\\\\\n --- End of inner exception stack trace ---\\\\\\\\n at Microsoft.Extensions.Caching.StackExchangeRedis.RedisCache.GetAndRefreshAsync(String key, Boolean getData, CancellationToken token)\\\\\\\\n at Microsoft.Extensions.Caching.StackExchangeRedis.RedisCache.GetAsync(String key, CancellationToken token)\\\\\\\\n at cartservice.cartstore.RedisCartStore.GetCartAsync(String userId) in /app/cartstore/RedisCartStore.cs:line 90\\\\\\\",\\\\\\\"http.req.id\\\\\\\":\\\\\\\"ea7fd254-9fe1-467c-a52f-4b43aa314d39\\\\\\\",\\\\\\\"http.req.method\\\\\\\":\\\\\\\"POST\\\\\\\",\\\\\\\"http.req.path\\\\\\\":\\\\\\\"/cart/checkout\\\\\\\",\\\\\\\"message\\\\\\\":\\\\\\\"request error\\\\\\\",\\\\\\\"session\\\\\\\":\\\\\\\"12d5bded-0b68-401d-a359-65e217b4ed75\\\\\\\",\\\\\\\"severity\\\\\\\":\\\\\\\"error\\\\\\\",\\\\\\\"timestamp\\\\\\\":\\\\\\\"2025-12-01T03:08:52.497701403Z\\\\\\\"}\\\"\\n },\\n {\\n \\\"count\\\": 2,\\n \\\"ratio\\\": 0.0049,\\n \\\"sample\\\": \\\"{\\\\\\\"error\\\\\\\":\\\\\\\"failed to complete the order: rpc error: code = Canceled desc = context canceled\\\\\\\",\\\\\\\"http.req.id\\\\\\\":\\\\\\\"97695e8d-e8ef-4865-bb2c-33fb84d9866f\\\\\\\",\\\\\\\"http.req.method\\\\\\\":\\\\\\\"POST\\\\\\\",\\\\\\\"http.req.path\\\\\\\":\\\\\\\"/cart/checkout\\\\\\\",\\\\\\\"message\\\\\\\":\\\\\\\"request error\\\\\\\",\\\\\\\"session\\\\\\\":\\\\\\\"0508108a-625f-4194-98e1-82827acefd7f\\\\\\\",\\\\\\\"severity\\\\\\\":\\\\\\\"error\\\\\\\",\\\\\\\"timestamp\\\\\\\":\\\\\\\"2025-12-01T03:08:57.538617115Z\\\\\\\"}\\\"\\n },\\n {\\n \\\"count\\\": 1,\\n \\\"ratio\\\": 0.0025,\\n \\\"sample\\\": \\\"{\\\\\\\"message\\\\\\\":\\\\\\\"Failed to fetch the name of the cluster in which the pod is runningmetadata: GCE metadata \\\\\\\\\\\\\\\"instance/attributes/cluster-name\\\\\\\\\\\\\\\" not defined\\\\\\\",\\\\\\\"severity\\\\\\\":\\\\\\\"error\\\\\\\",\\\\\\\"timestamp\\\\\\\":\\\\\\\"2025-12-01T03:07:35.907370938Z\\\\\\\"}\\\"\\n },\\n {\\n \\\"count\\\": 1,\\n \\\"ratio\\\": 0.0025,\\n \\\"sample\\\": \\\"{\\\\\\\"message\\\\\\\":\\\\\\\"Failed to fetch the Zone of the node where the pod is scheduledmetadata: GCE metadata \\\\\\\\\\\\\\\"instance/zone\\\\\\\\\\\\\\\" not defined\\\\\\\",\\\\\\\"severity\\\\\\\":\\\\\\\"error\\\\\\\",\\\\\\\"timestamp\\\\\\\":\\\\\\\"2025-12-01T03:07:36.00620383Z\\\\\\\"}\\\"\\n },\\n {\\n \\\"count\\\": 1,\\n \\\"ratio\\\": 0.0025,\\n \\\"sample\\\": \\\"{\\\\\\\"error\\\\\\\":\\\\\\\"could not retrieve currencies: rpc error: code = Canceled desc = context canceled\\\\\\\",\\\\\\\"http.req.id\\\\\\\":\\\\\\\"8cc1efd4-9877-445e-9cd3-94cc61f7e9d9\\\\\\\",\\\\\\\"http.req.method\\\\\\\":\\\\\\\"GET\\\\\\\",\\\\\\\"http.req.path\\\\\\\":\\\\\\\"/product/2ZYFJ3GM2N\\\\\\\",\\\\\\\"message\\\\\\\":\\\\\\\"request error\\\\\\\",\\\\\\\"session\\\\\\\":\\\\\\\"cd5257c1-bf23-4dcc-a78a-9f00bcf35b23\\\\\\\",\\\\\\\"severity\\\\\\\":\\\\\\\"error\\\\\\\",\\\\\\\"timestamp\\\\\\\":\\\\\\\"2025-12-01T03:08:57.538553417Z\\\\\\\"}\\\"\\n }\\n ]\\n}\""
24
+ },
25
+ {
26
+ "tool_name": "GetResources",
27
+ "calling": "tool_name='GetResources' arguments={namespace: 'boutique', resource_type: 'deploy', name: None, show_labels: False, output_wide: False, label_selector: None}",
28
+ "output": "NAME READY UP-TO-DATE AVAILABLE AGE\nadservice 1/1 1 1 100s\ncartservice 1/1 1 1 99s\ncheckoutservice 1/1 1 1 99s\ncurrencyservice 1/1 1 1 99s\nemailservice 1/1 1 1 99s\nfrontend 1/1 1 1 99s\npaymentservice 1/1 1 1 98s\nproductcatalogservice 1/1 1 1 98s\nrecommendationservice 1/1 1 1 98s\nredis-cart 0/1 0 0 98s\nshippingservice 1/1 1 1 98s\n"
29
+ },
30
+ {
31
+ "tool_name": "DescribeResource",
32
+ "calling": "tool_name='DescribeResource' arguments={namespace: 'boutique', resource_type: 'deploy', name: 'redis-cart'}",
33
+ "output": "Name: redis-cart\nNamespace: boutique\nCreationTimestamp: Mon, 01 Dec 2025 11:07:35 +0800\nLabels: app=redis-cart\nAnnotations: deployment.kubernetes.io/revision: 1\nSelector: app=redis-cart\nReplicas: 1 desired | 0 updated | 0 total | 0 available | 1 unavailable\nStrategyType: RollingUpdate\nMinReadySeconds: 0\nRollingUpdateStrategy: 25% max unavailable, 25% max surge\nPod Template:\n Labels: app=redis-cart\n Containers:\n redis:\n Image: redis:alpine\n Port: 6379/TCP\n Host Port: 0/TCP\n Limits:\n cpu: 200m\n memory: 300Mi\n Requests:\n cpu: 100m\n memory: 300Mi\n Liveness: tcp-socket :6379 delay=5s timeout=1s period=10s #success=1 #failure=3\n Readiness: tcp-socket :6379 delay=5s timeout=1s period=10s #success=1 #failure=3\n Environment: <none>\n Mounts:\n /data from redis-data (rw)\n Volumes:\n redis-data:\n Type: PersistentVolumeClaim (a reference to a PersistentVolumeClaim in the same namespace)\n ClaimName: redis-cart-pvc\n ReadOnly: false\n Node-Selectors: <none>\n Tolerations: <none>\nConditions:\n Type Status Reason\n ---- ------ ------\n Progressing True NewReplicaSetCreated\n Available False MinimumReplicasUnavailable\n ReplicaFailure True FailedCreate\nOldReplicaSets: <none>\nNewReplicaSet: redis-cart-5858bb886 (0/1 replicas created)\nEvents:\n Type Reason Age From Message\n ---- ------ ---- ---- -------\n Normal ScalingReplicaSet 100s deployment-controller Scaled up replica set redis-cart-5858bb886 to 1\n"
34
+ },
35
+ {
36
+ "tool_name": "DescribeResource",
37
+ "calling": "tool_name='DescribeResource' arguments={namespace: 'boutique', resource_type: 'replicaset', name: 'redis-cart-5858bb886'}",
38
+ "output": "Name: redis-cart-5858bb886\nNamespace: boutique\nSelector: app=redis-cart,pod-template-hash=5858bb886\nLabels: app=redis-cart\n pod-template-hash=5858bb886\nAnnotations: deployment.kubernetes.io/desired-replicas: 1\n deployment.kubernetes.io/max-replicas: 2\n deployment.kubernetes.io/revision: 1\nControlled By: Deployment/redis-cart\nReplicas: 0 current / 1 desired\nPods Status: 0 Running / 0 Waiting / 0 Succeeded / 0 Failed\nPod Template:\n Labels: app=redis-cart\n pod-template-hash=5858bb886\n Containers:\n redis:\n Image: redis:alpine\n Port: 6379/TCP\n Host Port: 0/TCP\n Limits:\n cpu: 200m\n memory: 300Mi\n Requests:\n cpu: 100m\n memory: 300Mi\n Liveness: tcp-socket :6379 delay=5s timeout=1s period=10s #success=1 #failure=3\n Readiness: tcp-socket :6379 delay=5s timeout=1s period=10s #success=1 #failure=3\n Environment: <none>\n Mounts:\n /data from redis-data (rw)\n Volumes:\n redis-data:\n Type: PersistentVolumeClaim (a reference to a PersistentVolumeClaim in the same namespace)\n ClaimName: redis-cart-pvc\n ReadOnly: false\n Node-Selectors: <none>\n Tolerations: <none>\nConditions:\n Type Status Reason\n ---- ------ ------\n ReplicaFailure True FailedCreate\nEvents:\n Type Reason Age From Message\n ---- ------ ---- ---- -------\n Warning FailedCreate 104s replicaset-controller Error creating: pods \"redis-cart-5858bb886-9fcnf\" is forbidden: exceeded quota: memory-request-quota, requested: requests.memory=300Mi, used: requests.memory=3000Mi, limited: requests.memory=3Gi\n Warning FailedCreate 104s replicaset-controller Error creating: pods \"redis-cart-5858bb886-7h8ll\" is forbidden: exceeded quota: memory-request-quota, requested: requests.memory=300Mi, used: requests.memory=3000Mi, limited: requests.memory=3Gi\n Warning FailedCreate 104s replicaset-controller Error creating: pods \"redis-cart-5858bb886-nv9n2\" is forbidden: exceeded quota: memory-request-quota, requested: requests.memory=300Mi, used: requests.memory=3000Mi, limited: requests.memory=3Gi\n Warning FailedCreate 104s replicaset-controller Error creating: pods \"redis-cart-5858bb886-zws75\" is forbidden: exceeded quota: memory-request-quota, requested: requests.memory=300Mi, used: requests.memory=3000Mi, limited: requests.memory=3Gi\n Warning FailedCreate 104s replicaset-controller Error creating: pods \"redis-cart-5858bb886-5tkj4\" is forbidden: exceeded quota: memory-request-quota, requested: requests.memory=300Mi, used: requests.memory=3000Mi, limited: requests.memory=3Gi\n Warning FailedCreate 104s replicaset-controller Error creating: pods \"redis-cart-5858bb886-6lwdp\" is forbidden: exceeded quota: memory-request-quota, requested: requests.memory=300Mi, used: requests.memory=3000Mi, limited: requests.memory=3Gi\n Warning FailedCreate 104s replicaset-controller Error creating: pods \"redis-cart-5858bb886-bl4wz\" is forbidden: exceeded quota: memory-request-quota, requested: requests.memory=300Mi, used: requests.memory=3000Mi, limited: requests.memory=3Gi\n Warning FailedCreate 104s replicaset-controller Error creating: pods \"redis-cart-5858bb886-xc49f\" is forbidden: exceeded quota: memory-request-quota, requested: requests.memory=300Mi, used: requests.memory=3000Mi, limited: requests.memory=3Gi\n Warning FailedCreate 103s replicaset-controller Error creating: pods \"redis-cart-5858bb886-t6nxd\" is forbidden: exceeded quota: memory-request-quota, requested: requests.memory=300Mi, used: requests.memory=3000Mi, limited: requests.memory=3Gi\n Warning FailedCreate 22s (x6 over 102s) replicaset-controller (combined from similar events): Error creating: pods \"redis-cart-5858bb886-ttlbg\" is forbidden: exceeded quota: memory-request-quota, requested: requests.memory=300Mi, used: requests.memory=3000Mi, limited: requests.memory=3Gi\n"
39
+ },
40
+ {
41
+ "tool_name": "GetResources",
42
+ "calling": "tool_name='GetResources' arguments={namespace: 'boutique', resource_type: 'resourcequota', name: None, show_labels: False, output_wide: False, label_selector: None}",
43
+ "output": "NAME AGE REQUEST LIMIT\nmemory-request-quota 112s requests.memory: 3000Mi/3Gi \n"
44
+ }
45
+ ]
46
+ }
golden-trajectory/boutique/admission/31/path2.json ADDED
@@ -0,0 +1,52 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "statistics": {
3
+ "valid_tool_call_count": 7,
4
+ "total_trace_steps": 7,
5
+ "history_called_tool_names": [
6
+ "GetResources",
7
+ "GetErrorLogs",
8
+ "GetResources",
9
+ "GetResources",
10
+ "GetResources",
11
+ "GetResources",
12
+ "GetResources"
13
+ ]
14
+ },
15
+ "diagnostic_trace": [
16
+ {
17
+ "tool_name": "GetResources",
18
+ "calling": "tool_name='GetResources' arguments={namespace: 'boutique', resource_type: 'pod', name: None, show_labels: False, output_wide: False, label_selector: None}",
19
+ "output": "NAME READY STATUS RESTARTS AGE\nadservice-99b76fc49-7kqps 1/1 Running 0 94s\ncartservice-9b469fbc4-vn4cx 1/1 Running 0 93s\ncheckoutservice-6bcfb6486c-hp69r 1/1 Running 0 93s\ncurrencyservice-5c9c9fdd9d-q7grn 1/1 Running 0 93s\nemailservice-69cb5ccf57-cgcnv 1/1 Running 0 93s\nfrontend-78fdd6f7d6-px24q 1/1 Running 0 93s\npaymentservice-f8b6c595c-5jfmx 1/1 Running 0 92s\nproductcatalogservice-5f876f76c9-xlhhv 1/1 Running 0 92s\nrecommendationservice-6b4cdff567-b7zbj 1/1 Running 0 92s\nshippingservice-696cc9d869-v4kmt 1/1 Running 0 92s\n"
20
+ },
21
+ {
22
+ "tool_name": "GetErrorLogs",
23
+ "calling": "tool_name='GetErrorLogs' arguments={namespace: 'boutique', service_name: 'frontend'}",
24
+ "output": "\"{\\n \\\"total_log_count\\\": 408,\\n \\\"total_errors\\\": 87,\\n \\\"total_error_ratio\\\": 0.2132,\\n \\\"patterns\\\": [\\n {\\n \\\"count\\\": 59,\\n \\\"ratio\\\": 0.1446,\\n \\\"sample\\\": \\\"{\\\\\\\"error\\\\\\\":\\\\\\\"could not retrieve cart: rpc error: code = FailedPrecondition desc = Can't access cart storage. StackExchange.Redis.RedisConnectionException: The message timed out in the backlog attempting to send because no connection became available (5000ms) - Last Connection Exception: UnableToConnect on redis-cart:6379/Interactive, Initializing/NotStarted, last: NONE, origin: BeginConnectAsync, outstanding: 0, last-read: 0s ago, last-write: 0s ago, keep-alive: 60s, state: Connecting, mgr: 10 of 10 available, last-heartbeat: never, global: 1s ago, v: 2.7.27.49176, command=HMGET, timeout: 5000, inst: 0, qu: 12, qs: 0, aw: False, bw: CheckingForTimeout, last-in: 0, cur-in: 0, sync-ops: 0, async-ops: 80, serverEndpoint: redis-cart:6379, conn-sec: n/a, aoc: 0, mc: 1/1/0, mgr: 10 of 10 available, clientName: cartservice-9b469fbc4-vn4cx(SE.Redis-v2.7.27.49176), IOCP: (Busy=0,Free=1000,Min=1,Max=1000), WORKER: (Busy=3,Free=32764,Min=1,Max=32767), POOL: (Threads=12,QueuedItems=1,CompletedItems=740,Timers=8), v: 2.7.27.49176 (Please take a look at this article for some common client-side issues that can cause timeouts: https://stackexchange.github.io/StackExchange.Redis/Timeouts)\\\\\\\\n ---\\\\\\\\u003e StackExchange.Redis.RedisConnectionException: UnableToConnect on redis-cart:6379/Interactive, Initializing/NotStarted, last: NONE, origin: BeginConnectAsync, outstanding: 0, last-read: 0s ago, last-write: 0s ago, keep-alive: 60s, state: Connecting, mgr: 10 of 10 available, last-heartbeat: never, global: 1s ago, v: 2.7.27.49176\\\\\\\\n --- End of inner exception stack trace ---\\\\\\\\n at Microsoft.Extensions.Caching.StackExchangeRedis.RedisCache.GetAndRefreshAsync(String key, Boolean getData, CancellationToken token)\\\\\\\\n at Microsoft.Extensions.Caching.StackExchangeRedis.RedisCache.GetAsync(String key, CancellationToken token)\\\\\\\\n at cartservice.cartstore.RedisCartStore.GetCartAsync(String userId) in /app/cartstore/RedisCartStore.cs:line 90\\\\\\\",\\\\\\\"http.req.id\\\\\\\":\\\\\\\"bd2463e1-f1b5-4071-a573-37cf35ca1d51\\\\\\\",\\\\\\\"http.req.method\\\\\\\":\\\\\\\"GET\\\\\\\",\\\\\\\"http.req.path\\\\\\\":\\\\\\\"/product/66VCHSJNUP\\\\\\\",\\\\\\\"message\\\\\\\":\\\\\\\"request error\\\\\\\",\\\\\\\"session\\\\\\\":\\\\\\\"231575f0-b6fe-44e9-a578-79dbbeb2cf1f\\\\\\\",\\\\\\\"severity\\\\\\\":\\\\\\\"error\\\\\\\",\\\\\\\"timestamp\\\\\\\":\\\\\\\"2025-12-01T03:08:56.493742356Z\\\\\\\"}\\\"\\n },\\n {\\n \\\"count\\\": 9,\\n \\\"ratio\\\": 0.0221,\\n \\\"sample\\\": \\\"{\\\\\\\"error\\\\\\\":\\\\\\\"failed to add to cart: rpc error: code = FailedPrecondition desc = Can't access cart storage. StackExchange.Redis.RedisConnectionException: The message timed out in the backlog attempting to send because no connection became available (5000ms) - Last Connection Exception: UnableToConnect on redis-cart:6379/Interactive, Initializing/NotStarted, last: NONE, origin: BeginConnectAsync, outstanding: 0, last-read: 0s ago, last-write: 0s ago, keep-alive: 60s, state: Connecting, mgr: 10 of 10 available, last-heartbeat: never, global: 1s ago, v: 2.7.27.49176, command=HMGET, timeout: 5000, inst: 0, qu: 13, qs: 0, aw: False, bw: CheckingForTimeout, last-in: 0, cur-in: 0, sync-ops: 0, async-ops: 80, serverEndpoint: redis-cart:6379, conn-sec: n/a, aoc: 0, mc: 1/1/0, mgr: 10 of 10 available, clientName: cartservice-9b469fbc4-vn4cx(SE.Redis-v2.7.27.49176), IOCP: (Busy=0,Free=1000,Min=1,Max=1000), WORKER: (Busy=2,Free=32765,Min=1,Max=32767), POOL: (Threads=12,QueuedItems=1,CompletedItems=740,Timers=8), v: 2.7.27.49176 (Please take a look at this article for some common client-side issues that can cause timeouts: https://stackexchange.github.io/StackExchange.Redis/Timeouts)\\\\\\\\n ---\\\\\\\\u003e StackExchange.Redis.RedisConnectionException: UnableToConnect on redis-cart:6379/Interactive, Initializing/NotStarted, last: NONE, origin: BeginConnectAsync, outstanding: 0, last-read: 0s ago, last-write: 0s ago, keep-alive: 60s, state: Connecting, mgr: 10 of 10 available, last-heartbeat: never, global: 1s ago, v: 2.7.27.49176\\\\\\\\n --- End of inner exception stack trace ---\\\\\\\\n at Microsoft.Extensions.Caching.StackExchangeRedis.RedisCache.GetAndRefreshAsync(String key, Boolean getData, CancellationToken token)\\\\\\\\n at Microsoft.Extensions.Caching.StackExchangeRedis.RedisCache.GetAsync(String key, CancellationToken token)\\\\\\\\n at cartservice.cartstore.RedisCartStore.AddItemAsync(String userId, String productId, Int32 quantity) in /app/cartstore/RedisCartStore.cs:line 40\\\\\\\",\\\\\\\"http.req.id\\\\\\\":\\\\\\\"fe3ab9cf-8dbe-4ddd-b995-bdcb3eeb78ff\\\\\\\",\\\\\\\"http.req.method\\\\\\\":\\\\\\\"POST\\\\\\\",\\\\\\\"http.req.path\\\\\\\":\\\\\\\"/cart\\\\\\\",\\\\\\\"message\\\\\\\":\\\\\\\"request error\\\\\\\",\\\\\\\"session\\\\\\\":\\\\\\\"844c4b59-fe04-46c9-b4e0-35781df830c7\\\\\\\",\\\\\\\"severity\\\\\\\":\\\\\\\"error\\\\\\\",\\\\\\\"timestamp\\\\\\\":\\\\\\\"2025-12-01T03:08:56.493733879Z\\\\\\\"}\\\"\\n },\\n {\\n \\\"count\\\": 9,\\n \\\"ratio\\\": 0.0221,\\n \\\"sample\\\": \\\"{\\\\\\\"error\\\\\\\":\\\\\\\"could not retrieve cart: rpc error: code = Canceled desc = context canceled\\\\\\\",\\\\\\\"http.req.id\\\\\\\":\\\\\\\"cd3770b2-7cc5-480e-b277-a8c4cb11c269\\\\\\\",\\\\\\\"http.req.method\\\\\\\":\\\\\\\"GET\\\\\\\",\\\\\\\"http.req.path\\\\\\\":\\\\\\\"/product/2ZYFJ3GM2N\\\\\\\",\\\\\\\"message\\\\\\\":\\\\\\\"request error\\\\\\\",\\\\\\\"session\\\\\\\":\\\\\\\"34255156-46dc-40b9-82c5-c731b2b46bed\\\\\\\",\\\\\\\"severity\\\\\\\":\\\\\\\"error\\\\\\\",\\\\\\\"timestamp\\\\\\\":\\\\\\\"2025-12-01T03:08:57.538582961Z\\\\\\\"}\\\"\\n },\\n {\\n \\\"count\\\": 3,\\n \\\"ratio\\\": 0.0074,\\n \\\"sample\\\": \\\"{\\\\\\\"error\\\\\\\":\\\\\\\"failed to add to cart: rpc error: code = Canceled desc = context canceled\\\\\\\",\\\\\\\"http.req.id\\\\\\\":\\\\\\\"ceda5a35-8f58-4475-9195-a99022ea04d9\\\\\\\",\\\\\\\"http.req.method\\\\\\\":\\\\\\\"POST\\\\\\\",\\\\\\\"http.req.path\\\\\\\":\\\\\\\"/cart\\\\\\\",\\\\\\\"message\\\\\\\":\\\\\\\"request error\\\\\\\",\\\\\\\"session\\\\\\\":\\\\\\\"974c8533-9273-4c42-bc59-1a9742b00ca4\\\\\\\",\\\\\\\"severity\\\\\\\":\\\\\\\"error\\\\\\\",\\\\\\\"timestamp\\\\\\\":\\\\\\\"2025-12-01T03:08:57.538578053Z\\\\\\\"}\\\"\\n },\\n {\\n \\\"count\\\": 2,\\n \\\"ratio\\\": 0.0049,\\n \\\"sample\\\": \\\"{\\\\\\\"error\\\\\\\":\\\\\\\"failed to complete the order: rpc error: code = Internal desc = cart failure: failed to get user cart during checkout: rpc error: code = FailedPrecondition desc = Can't access cart storage. StackExchange.Redis.RedisConnectionException: The message timed out in the backlog attempting to send because no connection became available (5000ms) - Last Connection Exception: UnableToConnect on redis-cart:6379/Interactive, Initializing/NotStarted, last: NONE, origin: BeginConnectAsync, outstanding: 0, last-read: 0s ago, last-write: 0s ago, keep-alive: 60s, state: Connecting, mgr: 10 of 10 available, last-heartbeat: never, global: 1s ago, v: 2.7.27.49176, command=HMGET, timeout: 5000, inst: 0, qu: 19, qs: 0, aw: False, bw: CheckingForTimeout, rs: NotStarted, ws: Initializing, in: 0, last-in: 0, cur-in: 0, sync-ops: 0, async-ops: 70, serverEndpoint: redis-cart:6379, conn-sec: n/a, aoc: 0, mc: 1/1/0, mgr: 10 of 10 available, clientName: cartservice-9b469fbc4-vn4cx(SE.Redis-v2.7.27.49176), IOCP: (Busy=0,Free=1000,Min=1,Max=1000), WORKER: (Busy=3,Free=32764,Min=1,Max=32767), POOL: (Threads=12,QueuedItems=0,CompletedItems=637,Timers=7), v: 2.7.27.49176 (Please take a look at this article for some common client-side issues that can cause timeouts: https://stackexchange.github.io/StackExchange.Redis/Timeouts)\\\\\\\\n ---\\\\\\\\u003e StackExchange.Redis.RedisConnectionException: UnableToConnect on redis-cart:6379/Interactive, Initializing/NotStarted, last: NONE, origin: BeginConnectAsync, outstanding: 0, last-read: 0s ago, last-write: 0s ago, keep-alive: 60s, state: Connecting, mgr: 10 of 10 available, last-heartbeat: never, global: 1s ago, v: 2.7.27.49176\\\\\\\\n --- End of inner exception stack trace ---\\\\\\\\n at Microsoft.Extensions.Caching.StackExchangeRedis.RedisCache.GetAndRefreshAsync(String key, Boolean getData, CancellationToken token)\\\\\\\\n at Microsoft.Extensions.Caching.StackExchangeRedis.RedisCache.GetAsync(String key, CancellationToken token)\\\\\\\\n at cartservice.cartstore.RedisCartStore.GetCartAsync(String userId) in /app/cartstore/RedisCartStore.cs:line 90\\\\\\\",\\\\\\\"http.req.id\\\\\\\":\\\\\\\"ea7fd254-9fe1-467c-a52f-4b43aa314d39\\\\\\\",\\\\\\\"http.req.method\\\\\\\":\\\\\\\"POST\\\\\\\",\\\\\\\"http.req.path\\\\\\\":\\\\\\\"/cart/checkout\\\\\\\",\\\\\\\"message\\\\\\\":\\\\\\\"request error\\\\\\\",\\\\\\\"session\\\\\\\":\\\\\\\"12d5bded-0b68-401d-a359-65e217b4ed75\\\\\\\",\\\\\\\"severity\\\\\\\":\\\\\\\"error\\\\\\\",\\\\\\\"timestamp\\\\\\\":\\\\\\\"2025-12-01T03:08:52.497701403Z\\\\\\\"}\\\"\\n },\\n {\\n \\\"count\\\": 2,\\n \\\"ratio\\\": 0.0049,\\n \\\"sample\\\": \\\"{\\\\\\\"error\\\\\\\":\\\\\\\"failed to complete the order: rpc error: code = Canceled desc = context canceled\\\\\\\",\\\\\\\"http.req.id\\\\\\\":\\\\\\\"97695e8d-e8ef-4865-bb2c-33fb84d9866f\\\\\\\",\\\\\\\"http.req.method\\\\\\\":\\\\\\\"POST\\\\\\\",\\\\\\\"http.req.path\\\\\\\":\\\\\\\"/cart/checkout\\\\\\\",\\\\\\\"message\\\\\\\":\\\\\\\"request error\\\\\\\",\\\\\\\"session\\\\\\\":\\\\\\\"0508108a-625f-4194-98e1-82827acefd7f\\\\\\\",\\\\\\\"severity\\\\\\\":\\\\\\\"error\\\\\\\",\\\\\\\"timestamp\\\\\\\":\\\\\\\"2025-12-01T03:08:57.538617115Z\\\\\\\"}\\\"\\n },\\n {\\n \\\"count\\\": 1,\\n \\\"ratio\\\": 0.0025,\\n \\\"sample\\\": \\\"{\\\\\\\"message\\\\\\\":\\\\\\\"Failed to fetch the name of the cluster in which the pod is runningmetadata: GCE metadata \\\\\\\\\\\\\\\"instance/attributes/cluster-name\\\\\\\\\\\\\\\" not defined\\\\\\\",\\\\\\\"severity\\\\\\\":\\\\\\\"error\\\\\\\",\\\\\\\"timestamp\\\\\\\":\\\\\\\"2025-12-01T03:07:35.907370938Z\\\\\\\"}\\\"\\n },\\n {\\n \\\"count\\\": 1,\\n \\\"ratio\\\": 0.0025,\\n \\\"sample\\\": \\\"{\\\\\\\"message\\\\\\\":\\\\\\\"Failed to fetch the Zone of the node where the pod is scheduledmetadata: GCE metadata \\\\\\\\\\\\\\\"instance/zone\\\\\\\\\\\\\\\" not defined\\\\\\\",\\\\\\\"severity\\\\\\\":\\\\\\\"error\\\\\\\",\\\\\\\"timestamp\\\\\\\":\\\\\\\"2025-12-01T03:07:36.00620383Z\\\\\\\"}\\\"\\n },\\n {\\n \\\"count\\\": 1,\\n \\\"ratio\\\": 0.0025,\\n \\\"sample\\\": \\\"{\\\\\\\"error\\\\\\\":\\\\\\\"could not retrieve currencies: rpc error: code = Canceled desc = context canceled\\\\\\\",\\\\\\\"http.req.id\\\\\\\":\\\\\\\"8cc1efd4-9877-445e-9cd3-94cc61f7e9d9\\\\\\\",\\\\\\\"http.req.method\\\\\\\":\\\\\\\"GET\\\\\\\",\\\\\\\"http.req.path\\\\\\\":\\\\\\\"/product/2ZYFJ3GM2N\\\\\\\",\\\\\\\"message\\\\\\\":\\\\\\\"request error\\\\\\\",\\\\\\\"session\\\\\\\":\\\\\\\"cd5257c1-bf23-4dcc-a78a-9f00bcf35b23\\\\\\\",\\\\\\\"severity\\\\\\\":\\\\\\\"error\\\\\\\",\\\\\\\"timestamp\\\\\\\":\\\\\\\"2025-12-01T03:08:57.538553417Z\\\\\\\"}\\\"\\n }\\n ]\\n}\""
25
+ },
26
+ {
27
+ "tool_name": "GetResources",
28
+ "calling": "tool_name='GetResources' arguments={namespace: 'boutique', resource_type: 'svc', name: None, show_labels: False, output_wide: False, label_selector: None}",
29
+ "output": "NAME TYPE CLUSTER-IP EXTERNAL-IP PORT(S) AGE\nadservice ClusterIP 10.68.164.63 <none> 9555/TCP 97s\ncartservice ClusterIP 10.68.222.255 <none> 7070/TCP 96s\ncheckoutservice ClusterIP 10.68.205.98 <none> 5050/TCP 96s\ncurrencyservice ClusterIP 10.68.251.235 <none> 7000/TCP 96s\nemailservice ClusterIP 10.68.74.119 <none> 5000/TCP 96s\nfrontend ClusterIP 10.68.127.188 <none> 80/TCP 96s\nfrontend-external NodePort 10.68.98.32 <none> 80:30080/TCP 96s\npaymentservice ClusterIP 10.68.34.165 <none> 50051/TCP 95s\nproductcatalogservice ClusterIP 10.68.253.113 <none> 3550/TCP 95s\nrecommendationservice ClusterIP 10.68.236.51 <none> 8080/TCP 95s\nredis-cart ClusterIP 10.68.205.158 <none> 6379/TCP 95s\nshippingservice ClusterIP 10.68.96.196 <none> 50051/TCP 95s\n"
30
+ },
31
+ {
32
+ "tool_name": "GetResources",
33
+ "calling": "tool_name='GetResources' arguments={namespace: 'boutique', resource_type: 'ep', name: None, show_labels: False, output_wide: False, label_selector: None}",
34
+ "output": "NAME ENDPOINTS AGE\nadservice 172.20.1.73:9555 110s\ncartservice 172.20.2.164:7070 109s\ncheckoutservice 172.20.1.74:5050 109s\ncurrencyservice 172.20.2.165:7000 109s\nemailservice 172.20.2.166:8080 109s\nfrontend 172.20.1.75:8080 109s\nfrontend-external 172.20.1.75:8080 109s\npaymentservice 172.20.2.167:50051 108s\nproductcatalogservice 172.20.1.76:3550 108s\nrecommendationservice 172.20.1.77:8080 108s\nredis-cart <none> 108s\nshippingservice 172.20.2.168:50051 108s\n"
35
+ },
36
+ {
37
+ "tool_name": "GetResources",
38
+ "calling": "tool_name='GetResources' arguments={namespace: 'boutique', resource_type: 'deploy', name: None, show_labels: False, output_wide: False, label_selector: None}",
39
+ "output": "NAME READY UP-TO-DATE AVAILABLE AGE\nadservice 1/1 1 1 100s\ncartservice 1/1 1 1 99s\ncheckoutservice 1/1 1 1 99s\ncurrencyservice 1/1 1 1 99s\nemailservice 1/1 1 1 99s\nfrontend 1/1 1 1 99s\npaymentservice 1/1 1 1 98s\nproductcatalogservice 1/1 1 1 98s\nrecommendationservice 1/1 1 1 98s\nredis-cart 0/1 0 0 98s\nshippingservice 1/1 1 1 98s\n"
40
+ },
41
+ {
42
+ "tool_name": "GetResources",
43
+ "calling": "tool_name='GetResources' arguments={namespace: 'boutique', resource_type: 'event', name: None, show_labels: False, output_wide: False, label_selector: None}",
44
+ "output": "119s Normal Created pod/shippingservice-696cc9d869-v4kmt Created container server\n119s Warning FailedCreate replicaset/redis-cart-5858bb886 Error creating: pods \"redis-cart-5858bb886-7h8ll\" is forbidden: exceeded quota: memory-request-quota, requested: requests.memory=300Mi, used: requests.memory=3000Mi, limited: requests.memory=3Gi\n119s Warning FailedCreate replicaset/redis-cart-5858bb886 Error creating: pods \"redis-cart-5858bb886-nv9n2\" is forbidden: exceeded quota: memory-request-quota, requested: requests.memory=300Mi, used: requests.memory=3000Mi, limited: requests.memory=3Gi\n119s Normal Pulled pod/recommendationservice-6b4cdff567-b7zbj Container image \"us-central1-docker.pkg.dev/google-samples/microservices-demo/recommendationservice:v0.10.3\" already present on machine\n119s Normal Started pod/productcatalogservice-5f876f76c9-xlhhv Started container server\n119s Normal Created pod/recommendationservice-6b4cdff567-b7zbj Created container server\n119s Warning FailedCreate replicaset/redis-cart-5858bb886 Error creating: pods \"redis-cart-5858bb886-zws75\" is forbidden: exceeded quota: memory-request-quota, requested: requests.memory=300Mi, used: requests.memory=3000Mi, limited: requests.memory=3Gi\n119s Normal Started pod/recommendationservice-6b4cdff567-b7zbj Started container server\n119s Normal Created pod/productcatalogservice-5f876f76c9-xlhhv Created container server\n119s Normal Pulled pod/productcatalogservice-5f876f76c9-xlhhv Container image \"us-central1-docker.pkg.dev/google-samples/microservices-demo/productcatalogservice:v0.10.3\" already present on machine\n119s Normal Started pod/shippingservice-696cc9d869-v4kmt Started container server\n119s Warning FailedCreate replicaset/redis-cart-5858bb886 Error creating: pods \"redis-cart-5858bb886-5tkj4\" is forbidden: exceeded quota: memory-request-quota, requested: requests.memory=300Mi, used: requests.memory=3000Mi, limited: requests.memory=3Gi\n119s Warning FailedCreate replicaset/redis-cart-5858bb886 Error creating: pods \"redis-cart-5858bb886-6lwdp\" is forbidden: exceeded quota: memory-request-quota, requested: requests.memory=300Mi, used: requests.memory=3000Mi, limited: requests.memory=3Gi\n119s Warning FailedCreate replicaset/redis-cart-5858bb886 Error creating: pods \"redis-cart-5858bb886-9fcnf\" is forbidden: exceeded quota: memory-request-quota, requested: requests.memory=300Mi, used: requests.memory=3000Mi, limited: requests.memory=3Gi\n118s Warning FailedCreate replicaset/redis-cart-5858bb886 Error creating: pods \"redis-cart-5858bb886-t6nxd\" is forbidden: exceeded quota: memory-request-quota, requested: requests.memory=300Mi, used: requests.memory=3000Mi, limited: requests.memory=3Gi\n110s Warning Unhealthy pod/adservice-99b76fc49-7kqps Liveness probe failed: timeout: failed to connect service \"172.20.1.73:9555\" within 1s: context deadline exceeded\n110s Warning Unhealthy pod/adservice-99b76fc49-7kqps Readiness probe failed: timeout: failed to connect service \"172.20.1.73:9555\" within 1s: context deadline exceeded\n100s Warning Unhealthy pod/adservice-99b76fc49-7kqps Liveness probe failed: timeout: health rpc did not complete within 1s\n100s Warning Unhealthy pod/adservice-99b76fc49-7kqps Readiness probe failed: timeout: health rpc did not complete within 1s\n37s Warning FailedCreate replicaset/redis-cart-5858bb886 (combined from similar events): Error creating: pods \"redis-cart-5858bb886-ttlbg\" is forbidden: exceeded quota: memory-request-quota, requested: requests.memory=300Mi, used: requests.memory=3000Mi, limited: requests.memory=3Gi\n"
45
+ },
46
+ {
47
+ "tool_name": "GetResources",
48
+ "calling": "tool_name='GetResources' arguments={namespace: 'boutique', resource_type: 'resourcequota', name: None, show_labels: False, output_wide: False, label_selector: None}",
49
+ "output": "NAME AGE REQUEST LIMIT\nmemory-request-quota 112s requests.memory: 3000Mi/3Gi \n"
50
+ }
51
+ ]
52
+ }
golden-trajectory/boutique/admission/32/path1.json ADDED
@@ -0,0 +1,64 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "statistics": {
3
+ "valid_tool_call_count": 9,
4
+ "total_trace_steps": 9,
5
+ "history_called_tool_names": [
6
+ "GetResources",
7
+ "GetResources",
8
+ "CheckServiceConnectivity",
9
+ "GetErrorLogs",
10
+ "GetResources",
11
+ "GetResources",
12
+ "GetResources",
13
+ "DescribeResource",
14
+ "GetAppYAML"
15
+ ]
16
+ },
17
+ "diagnostic_trace": [
18
+ {
19
+ "tool_name": "GetResources",
20
+ "calling": "tool_name='GetResources' arguments={namespace: 'boutique', resource_type: 'pod', name: None, show_labels: False, output_wide: False, label_selector: None}",
21
+ "output": "NAME READY STATUS RESTARTS AGE\nadservice-99b76fc49-g6dwd 1/1 Running 0 94s\ncartservice-9b469fbc4-nt2cx 1/1 Running 0 94s\ncheckoutservice-6bcfb6486c-n476f 1/1 Running 0 94s\ncurrencyservice-5c9c9fdd9d-n572n 1/1 Running 0 93s\nemailservice-69cb5ccf57-2rlft 1/1 Running 0 93s\nfrontend-78fdd6f7d6-bglhr 1/1 Running 0 93s\npaymentservice-f8b6c595c-p98ng 1/1 Running 0 93s\nproductcatalogservice-5f876f76c9-ldfvq 1/1 Running 0 93s\nrecommendationservice-6b4cdff567-8cvjb 1/1 Running 0 92s\nredis-cart-5858bb886-8q87w 1/1 Running 0 92s\n"
22
+ },
23
+ {
24
+ "tool_name": "GetResources",
25
+ "calling": "tool_name='GetResources' arguments={namespace: 'boutique', resource_type: 'svc', name: None, show_labels: False, output_wide: False, label_selector: None}",
26
+ "output": "NAME TYPE CLUSTER-IP EXTERNAL-IP PORT(S) AGE\nadservice ClusterIP 10.68.69.88 <none> 9555/TCP 96s\ncartservice ClusterIP 10.68.151.102 <none> 7070/TCP 96s\ncheckoutservice ClusterIP 10.68.224.71 <none> 5050/TCP 96s\ncurrencyservice ClusterIP 10.68.118.172 <none> 7000/TCP 96s\nemailservice ClusterIP 10.68.178.110 <none> 5000/TCP 95s\nfrontend ClusterIP 10.68.225.63 <none> 80/TCP 95s\nfrontend-external NodePort 10.68.128.251 <none> 80:30080/TCP 95s\npaymentservice ClusterIP 10.68.190.111 <none> 50051/TCP 95s\nproductcatalogservice ClusterIP 10.68.217.63 <none> 3550/TCP 95s\nrecommendationservice ClusterIP 10.68.88.68 <none> 8080/TCP 95s\nredis-cart ClusterIP 10.68.42.48 <none> 6379/TCP 94s\nshippingservice ClusterIP 10.68.123.226 <none> 50051/TCP 94s\n"
27
+ },
28
+ {
29
+ "tool_name": "CheckServiceConnectivity",
30
+ "calling": "tool_name='CheckServiceConnectivity' arguments={namespace: 'boutique', service_name: 'frontend', port: 80}",
31
+ "output": "frontend (172.20.2.200:80) open\nConnection Succeeded"
32
+ },
33
+ {
34
+ "tool_name": "GetErrorLogs",
35
+ "calling": "tool_name='GetErrorLogs' arguments={namespace: 'boutique', service_name: 'frontend'}",
36
+ "output": "\"{\\n \\\"total_log_count\\\": 847,\\n \\\"total_errors\\\": 84,\\n \\\"total_error_ratio\\\": 0.0992,\\n \\\"patterns\\\": [\\n {\\n \\\"count\\\": 52,\\n \\\"ratio\\\": 0.0614,\\n \\\"sample\\\": \\\"{\\\\\\\"error\\\\\\\":\\\\\\\"failed to get shipping quote: rpc error: code = Unavailable desc = connection error: desc = \\\\\\\\\\\\\\\"transport: Error while dialing: dial tcp 10.68.123.226:50051: connect: connection refused\\\\\\\\\\\\\\\"\\\\\\\",\\\\\\\"http.req.id\\\\\\\":\\\\\\\"fd8c6935-19fc-4af3-aabf-bcc99d7ee768\\\\\\\",\\\\\\\"http.req.method\\\\\\\":\\\\\\\"GET\\\\\\\",\\\\\\\"http.req.path\\\\\\\":\\\\\\\"/cart\\\\\\\",\\\\\\\"message\\\\\\\":\\\\\\\"request error\\\\\\\",\\\\\\\"session\\\\\\\":\\\\\\\"c5fb8f53-a1ae-4a0f-a81f-f13fb980aa06\\\\\\\",\\\\\\\"severity\\\\\\\":\\\\\\\"error\\\\\\\",\\\\\\\"timestamp\\\\\\\":\\\\\\\"2025-12-01T04:38:14.433493397Z\\\\\\\"}\\\"\\n },\\n {\\n \\\"count\\\": 19,\\n \\\"ratio\\\": 0.0224,\\n \\\"sample\\\": \\\"{\\\\\\\"error\\\\\\\":\\\\\\\"failed to get ads: rpc error: code = DeadlineExceeded desc = context deadline exceeded\\\\\\\",\\\\\\\"http.req.id\\\\\\\":\\\\\\\"77b17ffc-d61c-4417-ab56-2b2488270aca\\\\\\\",\\\\\\\"http.req.method\\\\\\\":\\\\\\\"GET\\\\\\\",\\\\\\\"http.req.path\\\\\\\":\\\\\\\"/\\\\\\\",\\\\\\\"message\\\\\\\":\\\\\\\"failed to retrieve ads\\\\\\\",\\\\\\\"session\\\\\\\":\\\\\\\"37e96f9f-ef3f-4c35-baa9-439e88719cf2\\\\\\\",\\\\\\\"severity\\\\\\\":\\\\\\\"warning\\\\\\\",\\\\\\\"timestamp\\\\\\\":\\\\\\\"2025-12-01T04:37:51.090058555Z\\\\\\\"}\\\"\\n },\\n {\\n \\\"count\\\": 11,\\n \\\"ratio\\\": 0.013,\\n \\\"sample\\\": \\\"{\\\\\\\"error\\\\\\\":\\\\\\\"failed to complete the order: rpc error: code = Internal desc = shipping quote failure: failed to get shipping quote: rpc error: code = Unavailable desc = connection error: desc = \\\\\\\\\\\\\\\"transport: Error while dialing: dial tcp 10.68.123.226:50051: connect: connection refused\\\\\\\\\\\\\\\"\\\\\\\",\\\\\\\"http.req.id\\\\\\\":\\\\\\\"53361c22-aa3e-423c-b462-94e1625a53b7\\\\\\\",\\\\\\\"http.req.method\\\\\\\":\\\\\\\"POST\\\\\\\",\\\\\\\"http.req.path\\\\\\\":\\\\\\\"/cart/checkout\\\\\\\",\\\\\\\"message\\\\\\\":\\\\\\\"request error\\\\\\\",\\\\\\\"session\\\\\\\":\\\\\\\"43a465d6-88e6-4fd9-8235-3ff3fd6d15ca\\\\\\\",\\\\\\\"severity\\\\\\\":\\\\\\\"error\\\\\\\",\\\\\\\"timestamp\\\\\\\":\\\\\\\"2025-12-01T04:38:14.224392406Z\\\\\\\"}\\\"\\n },\\n {\\n \\\"count\\\": 1,\\n \\\"ratio\\\": 0.0012,\\n \\\"sample\\\": \\\"{\\\\\\\"message\\\\\\\":\\\\\\\"Failed to fetch the name of the cluster in which the pod is runningmetadata: GCE metadata \\\\\\\\\\\\\\\"instance/attributes/cluster-name\\\\\\\\\\\\\\\" not defined\\\\\\\",\\\\\\\"severity\\\\\\\":\\\\\\\"error\\\\\\\",\\\\\\\"timestamp\\\\\\\":\\\\\\\"2025-12-01T04:36:53.489659082Z\\\\\\\"}\\\"\\n },\\n {\\n \\\"count\\\": 1,\\n \\\"ratio\\\": 0.0012,\\n \\\"sample\\\": \\\"{\\\\\\\"message\\\\\\\":\\\\\\\"Failed to fetch the Zone of the node where the pod is scheduledmetadata: GCE metadata \\\\\\\\\\\\\\\"instance/zone\\\\\\\\\\\\\\\" not defined\\\\\\\",\\\\\\\"severity\\\\\\\":\\\\\\\"error\\\\\\\",\\\\\\\"timestamp\\\\\\\":\\\\\\\"2025-12-01T04:36:53.500304951Z\\\\\\\"}\\\"\\n }\\n ]\\n}\""
37
+ },
38
+ {
39
+ "tool_name": "GetResources",
40
+ "calling": "tool_name='GetResources' arguments={namespace: 'boutique', resource_type: 'deploy', name: None, show_labels: False, output_wide: False, label_selector: None}",
41
+ "output": "NAME READY UP-TO-DATE AVAILABLE AGE\nadservice 1/1 1 1 99s\ncartservice 1/1 1 1 99s\ncheckoutservice 1/1 1 1 99s\ncurrencyservice 1/1 1 1 99s\nemailservice 1/1 1 1 98s\nfrontend 1/1 1 1 98s\npaymentservice 1/1 1 1 98s\nproductcatalogservice 1/1 1 1 98s\nrecommendationservice 1/1 1 1 98s\nredis-cart 1/1 1 1 97s\nshippingservice 0/1 0 0 97s\n"
42
+ },
43
+ {
44
+ "tool_name": "GetResources",
45
+ "calling": "tool_name='GetResources' arguments={namespace: 'boutique', resource_type: 'event', name: None, show_labels: False, output_wide: False, label_selector: None}",
46
+ "output": "118s Normal Pulled pod/recommendationservice-6b4cdff567-8cvjb Container image \"us-central1-docker.pkg.dev/google-samples/microservices-demo/recommendationservice:v0.10.3\" already present on machine\n118s Normal Started pod/productcatalogservice-5f876f76c9-ldfvq Started container server\n118s Normal Created pod/productcatalogservice-5f876f76c9-ldfvq Created container server\n118s Normal Pulled pod/productcatalogservice-5f876f76c9-ldfvq Container image \"us-central1-docker.pkg.dev/google-samples/microservices-demo/productcatalogservice:v0.10.3\" already present on machine\n118s Normal Started pod/paymentservice-f8b6c595c-p98ng Started container server\n117s Normal Pulled pod/redis-cart-5858bb886-8q87w Container image \"redis:alpine\" already present on machine\n117s Warning FailedCreate replicaset/shippingservice-696cc9d869 Error creating: pods \"shippingservice-696cc9d869-jjvwt\" is forbidden: exceeded quota: memory-request-quota, requested: requests.memory=300Mi, used: requests.memory=3000Mi, limited: requests.memory=3Gi\n117s Normal Started pod/redis-cart-5858bb886-8q87w Started container redis\n117s Warning FailedCreate replicaset/shippingservice-696cc9d869 Error creating: pods \"shippingservice-696cc9d869-4tzz4\" is forbidden: exceeded quota: memory-request-quota, requested: requests.memory=300Mi, used: requests.memory=3000Mi, limited: requests.memory=3Gi\n117s Warning FailedCreate replicaset/shippingservice-696cc9d869 Error creating: pods \"shippingservice-696cc9d869-jf8vd\" is forbidden: exceeded quota: memory-request-quota, requested: requests.memory=300Mi, used: requests.memory=3000Mi, limited: requests.memory=3Gi\n117s Warning FailedCreate replicaset/shippingservice-696cc9d869 Error creating: pods \"shippingservice-696cc9d869-2q7tj\" is forbidden: exceeded quota: memory-request-quota, requested: requests.memory=300Mi, used: requests.memory=3000Mi, limited: requests.memory=3Gi\n117s Warning FailedCreate replicaset/shippingservice-696cc9d869 Error creating: pods \"shippingservice-696cc9d869-ccxnj\" is forbidden: exceeded quota: memory-request-quota, requested: requests.memory=300Mi, used: requests.memory=3000Mi, limited: requests.memory=3Gi\n117s Normal Created pod/redis-cart-5858bb886-8q87w Created container redis\n117s Warning FailedCreate replicaset/shippingservice-696cc9d869 Error creating: pods \"shippingservice-696cc9d869-n54dx\" is forbidden: exceeded quota: memory-request-quota, requested: requests.memory=300Mi, used: requests.memory=3000Mi, limited: requests.memory=3Gi\n116s Warning FailedCreate replicaset/shippingservice-696cc9d869 Error creating: pods \"shippingservice-696cc9d869-wj2r7\" is forbidden: exceeded quota: memory-request-quota, requested: requests.memory=300Mi, used: requests.memory=3000Mi, limited: requests.memory=3Gi\n109s Warning Unhealthy pod/adservice-99b76fc49-g6dwd Liveness probe failed: timeout: failed to connect service \"172.20.1.105:9555\" within 1s: context deadline exceeded\n109s Warning Unhealthy pod/adservice-99b76fc49-g6dwd Readiness probe failed: timeout: failed to connect service \"172.20.1.105:9555\" within 1s: context deadline exceeded\n99s Warning Unhealthy pod/adservice-99b76fc49-g6dwd Liveness probe failed: timeout: health rpc did not complete within 1s\n99s Warning Unhealthy pod/adservice-99b76fc49-g6dwd Readiness probe failed: timeout: health rpc did not complete within 1s\n36s Warning FailedCreate replicaset/shippingservice-696cc9d869 (combined from similar events): Error creating: pods \"shippingservice-696cc9d869-c8w6q\" is forbidden: exceeded quota: memory-request-quota, requested: requests.memory=300Mi, used: requests.memory=3000Mi, limited: requests.memory=3Gi\n"
47
+ },
48
+ {
49
+ "tool_name": "GetResources",
50
+ "calling": "tool_name='GetResources' arguments={namespace: 'boutique', resource_type: 'resourcequota', name: None, show_labels: False, output_wide: False, label_selector: None}",
51
+ "output": "NAME AGE REQUEST LIMIT\nmemory-request-quota 110s requests.memory: 3000Mi/3Gi \n"
52
+ },
53
+ {
54
+ "tool_name": "DescribeResource",
55
+ "calling": "tool_name='DescribeResource' arguments={namespace: 'boutique', resource_type: 'resourcequota', name: 'memory-request-quota'}",
56
+ "output": "Name: memory-request-quota\nNamespace: boutique\nResource Used Hard\n-------- ---- ----\nrequests.memory 3000Mi 3Gi\n"
57
+ },
58
+ {
59
+ "tool_name": "GetAppYAML",
60
+ "calling": "tool_name='GetAppYAML' arguments={app_name: 'shippingservice'}",
61
+ "output": "apiVersion: apps/v1\nkind: Deployment\nmetadata:\n name: shippingservice\n namespace: boutique\n labels:\n app: shippingservice\nspec:\n selector:\n matchLabels:\n app: shippingservice\n template:\n metadata:\n labels:\n app: shippingservice\n spec:\n serviceAccountName: shippingservice\n securityContext:\n fsGroup: 1000\n runAsGroup: 1000\n runAsNonRoot: true\n runAsUser: 1000\n containers:\n - name: server\n securityContext:\n allowPrivilegeEscalation: false\n capabilities:\n drop:\n - ALL\n privileged: false\n readOnlyRootFilesystem: true\n image: us-central1-docker.pkg.dev/google-samples/microservices-demo/shippingservice:v0.10.3\n ports:\n - containerPort: 50051\n env:\n - name: PORT\n value: \"50051\"\n - name: DISABLE_PROFILER\n value: \"1\"\n readinessProbe:\n initialDelaySeconds: 5\n grpc:\n port: 50051\n livenessProbe:\n initialDelaySeconds: 5\n grpc:\n port: 50051\n resources:\n requests:\n cpu: 100m\n memory: 300Mi\n limits:\n cpu: 120m\n memory: 300Mi\n---\napiVersion: v1\nkind: Service\nmetadata:\n name: shippingservice\n namespace: boutique\n labels:\n app: shippingservice\nspec:\n type: ClusterIP\n selector:\n app: shippingservice\n ports:\n - name: grpc\n port: 50051\n targetPort: 50051\n---\napiVersion: v1\nkind: ServiceAccount\nmetadata:\n name: shippingservice\n namespace: boutique"
62
+ }
63
+ ]
64
+ }
golden-trajectory/boutique/admission/32/path2.json ADDED
@@ -0,0 +1,52 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "statistics": {
3
+ "valid_tool_call_count": 7,
4
+ "total_trace_steps": 7,
5
+ "history_called_tool_names": [
6
+ "GetResources",
7
+ "GetErrorLogs",
8
+ "GetResources",
9
+ "GetResources",
10
+ "GetResources",
11
+ "GetResources",
12
+ "GetAppYAML"
13
+ ]
14
+ },
15
+ "diagnostic_trace": [
16
+ {
17
+ "tool_name": "GetResources",
18
+ "calling": "tool_name='GetResources' arguments={namespace: 'boutique', resource_type: 'pod', name: None, show_labels: False, output_wide: False, label_selector: None}",
19
+ "output": "NAME READY STATUS RESTARTS AGE\nadservice-99b76fc49-g6dwd 1/1 Running 0 94s\ncartservice-9b469fbc4-nt2cx 1/1 Running 0 94s\ncheckoutservice-6bcfb6486c-n476f 1/1 Running 0 94s\ncurrencyservice-5c9c9fdd9d-n572n 1/1 Running 0 93s\nemailservice-69cb5ccf57-2rlft 1/1 Running 0 93s\nfrontend-78fdd6f7d6-bglhr 1/1 Running 0 93s\npaymentservice-f8b6c595c-p98ng 1/1 Running 0 93s\nproductcatalogservice-5f876f76c9-ldfvq 1/1 Running 0 93s\nrecommendationservice-6b4cdff567-8cvjb 1/1 Running 0 92s\nredis-cart-5858bb886-8q87w 1/1 Running 0 92s\n"
20
+ },
21
+ {
22
+ "tool_name": "GetErrorLogs",
23
+ "calling": "tool_name='GetErrorLogs' arguments={namespace: 'boutique', service_name: 'frontend'}",
24
+ "output": "\"{\\n \\\"total_log_count\\\": 847,\\n \\\"total_errors\\\": 84,\\n \\\"total_error_ratio\\\": 0.0992,\\n \\\"patterns\\\": [\\n {\\n \\\"count\\\": 52,\\n \\\"ratio\\\": 0.0614,\\n \\\"sample\\\": \\\"{\\\\\\\"error\\\\\\\":\\\\\\\"failed to get shipping quote: rpc error: code = Unavailable desc = connection error: desc = \\\\\\\\\\\\\\\"transport: Error while dialing: dial tcp 10.68.123.226:50051: connect: connection refused\\\\\\\\\\\\\\\"\\\\\\\",\\\\\\\"http.req.id\\\\\\\":\\\\\\\"fd8c6935-19fc-4af3-aabf-bcc99d7ee768\\\\\\\",\\\\\\\"http.req.method\\\\\\\":\\\\\\\"GET\\\\\\\",\\\\\\\"http.req.path\\\\\\\":\\\\\\\"/cart\\\\\\\",\\\\\\\"message\\\\\\\":\\\\\\\"request error\\\\\\\",\\\\\\\"session\\\\\\\":\\\\\\\"c5fb8f53-a1ae-4a0f-a81f-f13fb980aa06\\\\\\\",\\\\\\\"severity\\\\\\\":\\\\\\\"error\\\\\\\",\\\\\\\"timestamp\\\\\\\":\\\\\\\"2025-12-01T04:38:14.433493397Z\\\\\\\"}\\\"\\n },\\n {\\n \\\"count\\\": 19,\\n \\\"ratio\\\": 0.0224,\\n \\\"sample\\\": \\\"{\\\\\\\"error\\\\\\\":\\\\\\\"failed to get ads: rpc error: code = DeadlineExceeded desc = context deadline exceeded\\\\\\\",\\\\\\\"http.req.id\\\\\\\":\\\\\\\"77b17ffc-d61c-4417-ab56-2b2488270aca\\\\\\\",\\\\\\\"http.req.method\\\\\\\":\\\\\\\"GET\\\\\\\",\\\\\\\"http.req.path\\\\\\\":\\\\\\\"/\\\\\\\",\\\\\\\"message\\\\\\\":\\\\\\\"failed to retrieve ads\\\\\\\",\\\\\\\"session\\\\\\\":\\\\\\\"37e96f9f-ef3f-4c35-baa9-439e88719cf2\\\\\\\",\\\\\\\"severity\\\\\\\":\\\\\\\"warning\\\\\\\",\\\\\\\"timestamp\\\\\\\":\\\\\\\"2025-12-01T04:37:51.090058555Z\\\\\\\"}\\\"\\n },\\n {\\n \\\"count\\\": 11,\\n \\\"ratio\\\": 0.013,\\n \\\"sample\\\": \\\"{\\\\\\\"error\\\\\\\":\\\\\\\"failed to complete the order: rpc error: code = Internal desc = shipping quote failure: failed to get shipping quote: rpc error: code = Unavailable desc = connection error: desc = \\\\\\\\\\\\\\\"transport: Error while dialing: dial tcp 10.68.123.226:50051: connect: connection refused\\\\\\\\\\\\\\\"\\\\\\\",\\\\\\\"http.req.id\\\\\\\":\\\\\\\"53361c22-aa3e-423c-b462-94e1625a53b7\\\\\\\",\\\\\\\"http.req.method\\\\\\\":\\\\\\\"POST\\\\\\\",\\\\\\\"http.req.path\\\\\\\":\\\\\\\"/cart/checkout\\\\\\\",\\\\\\\"message\\\\\\\":\\\\\\\"request error\\\\\\\",\\\\\\\"session\\\\\\\":\\\\\\\"43a465d6-88e6-4fd9-8235-3ff3fd6d15ca\\\\\\\",\\\\\\\"severity\\\\\\\":\\\\\\\"error\\\\\\\",\\\\\\\"timestamp\\\\\\\":\\\\\\\"2025-12-01T04:38:14.224392406Z\\\\\\\"}\\\"\\n },\\n {\\n \\\"count\\\": 1,\\n \\\"ratio\\\": 0.0012,\\n \\\"sample\\\": \\\"{\\\\\\\"message\\\\\\\":\\\\\\\"Failed to fetch the name of the cluster in which the pod is runningmetadata: GCE metadata \\\\\\\\\\\\\\\"instance/attributes/cluster-name\\\\\\\\\\\\\\\" not defined\\\\\\\",\\\\\\\"severity\\\\\\\":\\\\\\\"error\\\\\\\",\\\\\\\"timestamp\\\\\\\":\\\\\\\"2025-12-01T04:36:53.489659082Z\\\\\\\"}\\\"\\n },\\n {\\n \\\"count\\\": 1,\\n \\\"ratio\\\": 0.0012,\\n \\\"sample\\\": \\\"{\\\\\\\"message\\\\\\\":\\\\\\\"Failed to fetch the Zone of the node where the pod is scheduledmetadata: GCE metadata \\\\\\\\\\\\\\\"instance/zone\\\\\\\\\\\\\\\" not defined\\\\\\\",\\\\\\\"severity\\\\\\\":\\\\\\\"error\\\\\\\",\\\\\\\"timestamp\\\\\\\":\\\\\\\"2025-12-01T04:36:53.500304951Z\\\\\\\"}\\\"\\n }\\n ]\\n}\""
25
+ },
26
+ {
27
+ "tool_name": "GetResources",
28
+ "calling": "tool_name='GetResources' arguments={namespace: 'boutique', resource_type: 'ep', name: None, show_labels: False, output_wide: False, label_selector: None}",
29
+ "output": "NAME ENDPOINTS AGE\nadservice 172.20.1.105:9555 109s\ncartservice 172.20.2.198:7070 109s\ncheckoutservice 172.20.1.106:5050 109s\ncurrencyservice 172.20.2.199:7000 109s\nemailservice 172.20.1.107:8080 108s\nfrontend 172.20.2.200:8080 108s\nfrontend-external 172.20.2.200:8080 108s\npaymentservice 172.20.2.201:50051 108s\nproductcatalogservice 172.20.1.108:3550 108s\nrecommendationservice 172.20.1.109:8080 108s\nredis-cart 172.20.2.202:6379 107s\nshippingservice <none> 107s\n"
30
+ },
31
+ {
32
+ "tool_name": "GetResources",
33
+ "calling": "tool_name='GetResources' arguments={namespace: 'boutique', resource_type: 'deploy', name: None, show_labels: False, output_wide: False, label_selector: None}",
34
+ "output": "NAME READY UP-TO-DATE AVAILABLE AGE\nadservice 1/1 1 1 99s\ncartservice 1/1 1 1 99s\ncheckoutservice 1/1 1 1 99s\ncurrencyservice 1/1 1 1 99s\nemailservice 1/1 1 1 98s\nfrontend 1/1 1 1 98s\npaymentservice 1/1 1 1 98s\nproductcatalogservice 1/1 1 1 98s\nrecommendationservice 1/1 1 1 98s\nredis-cart 1/1 1 1 97s\nshippingservice 0/1 0 0 97s\n"
35
+ },
36
+ {
37
+ "tool_name": "GetResources",
38
+ "calling": "tool_name='GetResources' arguments={namespace: 'boutique', resource_type: 'event', name: None, show_labels: False, output_wide: False, label_selector: None}",
39
+ "output": "118s Normal Pulled pod/recommendationservice-6b4cdff567-8cvjb Container image \"us-central1-docker.pkg.dev/google-samples/microservices-demo/recommendationservice:v0.10.3\" already present on machine\n118s Normal Started pod/productcatalogservice-5f876f76c9-ldfvq Started container server\n118s Normal Created pod/productcatalogservice-5f876f76c9-ldfvq Created container server\n118s Normal Pulled pod/productcatalogservice-5f876f76c9-ldfvq Container image \"us-central1-docker.pkg.dev/google-samples/microservices-demo/productcatalogservice:v0.10.3\" already present on machine\n118s Normal Started pod/paymentservice-f8b6c595c-p98ng Started container server\n117s Normal Pulled pod/redis-cart-5858bb886-8q87w Container image \"redis:alpine\" already present on machine\n117s Warning FailedCreate replicaset/shippingservice-696cc9d869 Error creating: pods \"shippingservice-696cc9d869-jjvwt\" is forbidden: exceeded quota: memory-request-quota, requested: requests.memory=300Mi, used: requests.memory=3000Mi, limited: requests.memory=3Gi\n117s Normal Started pod/redis-cart-5858bb886-8q87w Started container redis\n117s Warning FailedCreate replicaset/shippingservice-696cc9d869 Error creating: pods \"shippingservice-696cc9d869-4tzz4\" is forbidden: exceeded quota: memory-request-quota, requested: requests.memory=300Mi, used: requests.memory=3000Mi, limited: requests.memory=3Gi\n117s Warning FailedCreate replicaset/shippingservice-696cc9d869 Error creating: pods \"shippingservice-696cc9d869-jf8vd\" is forbidden: exceeded quota: memory-request-quota, requested: requests.memory=300Mi, used: requests.memory=3000Mi, limited: requests.memory=3Gi\n117s Warning FailedCreate replicaset/shippingservice-696cc9d869 Error creating: pods \"shippingservice-696cc9d869-2q7tj\" is forbidden: exceeded quota: memory-request-quota, requested: requests.memory=300Mi, used: requests.memory=3000Mi, limited: requests.memory=3Gi\n117s Warning FailedCreate replicaset/shippingservice-696cc9d869 Error creating: pods \"shippingservice-696cc9d869-ccxnj\" is forbidden: exceeded quota: memory-request-quota, requested: requests.memory=300Mi, used: requests.memory=3000Mi, limited: requests.memory=3Gi\n117s Normal Created pod/redis-cart-5858bb886-8q87w Created container redis\n117s Warning FailedCreate replicaset/shippingservice-696cc9d869 Error creating: pods \"shippingservice-696cc9d869-n54dx\" is forbidden: exceeded quota: memory-request-quota, requested: requests.memory=300Mi, used: requests.memory=3000Mi, limited: requests.memory=3Gi\n116s Warning FailedCreate replicaset/shippingservice-696cc9d869 Error creating: pods \"shippingservice-696cc9d869-wj2r7\" is forbidden: exceeded quota: memory-request-quota, requested: requests.memory=300Mi, used: requests.memory=3000Mi, limited: requests.memory=3Gi\n109s Warning Unhealthy pod/adservice-99b76fc49-g6dwd Liveness probe failed: timeout: failed to connect service \"172.20.1.105:9555\" within 1s: context deadline exceeded\n109s Warning Unhealthy pod/adservice-99b76fc49-g6dwd Readiness probe failed: timeout: failed to connect service \"172.20.1.105:9555\" within 1s: context deadline exceeded\n99s Warning Unhealthy pod/adservice-99b76fc49-g6dwd Liveness probe failed: timeout: health rpc did not complete within 1s\n99s Warning Unhealthy pod/adservice-99b76fc49-g6dwd Readiness probe failed: timeout: health rpc did not complete within 1s\n36s Warning FailedCreate replicaset/shippingservice-696cc9d869 (combined from similar events): Error creating: pods \"shippingservice-696cc9d869-c8w6q\" is forbidden: exceeded quota: memory-request-quota, requested: requests.memory=300Mi, used: requests.memory=3000Mi, limited: requests.memory=3Gi\n"
40
+ },
41
+ {
42
+ "tool_name": "GetResources",
43
+ "calling": "tool_name='GetResources' arguments={namespace: 'boutique', resource_type: 'resourcequota', name: None, show_labels: False, output_wide: False, label_selector: None}",
44
+ "output": "NAME AGE REQUEST LIMIT\nmemory-request-quota 110s requests.memory: 3000Mi/3Gi \n"
45
+ },
46
+ {
47
+ "tool_name": "GetAppYAML",
48
+ "calling": "tool_name='GetAppYAML' arguments={app_name: 'shippingservice'}",
49
+ "output": "apiVersion: apps/v1\nkind: Deployment\nmetadata:\n name: shippingservice\n namespace: boutique\n labels:\n app: shippingservice\nspec:\n selector:\n matchLabels:\n app: shippingservice\n template:\n metadata:\n labels:\n app: shippingservice\n spec:\n serviceAccountName: shippingservice\n securityContext:\n fsGroup: 1000\n runAsGroup: 1000\n runAsNonRoot: true\n runAsUser: 1000\n containers:\n - name: server\n securityContext:\n allowPrivilegeEscalation: false\n capabilities:\n drop:\n - ALL\n privileged: false\n readOnlyRootFilesystem: true\n image: us-central1-docker.pkg.dev/google-samples/microservices-demo/shippingservice:v0.10.3\n ports:\n - containerPort: 50051\n env:\n - name: PORT\n value: \"50051\"\n - name: DISABLE_PROFILER\n value: \"1\"\n readinessProbe:\n initialDelaySeconds: 5\n grpc:\n port: 50051\n livenessProbe:\n initialDelaySeconds: 5\n grpc:\n port: 50051\n resources:\n requests:\n cpu: 100m\n memory: 300Mi\n limits:\n cpu: 120m\n memory: 300Mi\n---\napiVersion: v1\nkind: Service\nmetadata:\n name: shippingservice\n namespace: boutique\n labels:\n app: shippingservice\nspec:\n type: ClusterIP\n selector:\n app: shippingservice\n ports:\n - name: grpc\n port: 50051\n targetPort: 50051\n---\napiVersion: v1\nkind: ServiceAccount\nmetadata:\n name: shippingservice\n namespace: boutique"
50
+ }
51
+ ]
52
+ }
golden-trajectory/boutique/admission/33/path1.json ADDED
@@ -0,0 +1,52 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "statistics": {
3
+ "valid_tool_call_count": 7,
4
+ "total_trace_steps": 7,
5
+ "history_called_tool_names": [
6
+ "GetResources",
7
+ "GetErrorLogs",
8
+ "GetResources",
9
+ "GetResources",
10
+ "DescribeResource",
11
+ "DescribeResource",
12
+ "GetResources"
13
+ ]
14
+ },
15
+ "diagnostic_trace": [
16
+ {
17
+ "tool_name": "GetResources",
18
+ "calling": "tool_name='GetResources' arguments={namespace: 'boutique', resource_type: 'pod', name: None, show_labels: False, output_wide: False, label_selector: None}",
19
+ "output": "NAME READY STATUS RESTARTS AGE\ncartservice-79b49f5555-vhgs2 1/1 Running 0 93s\ncheckoutservice-8445f8b6cb-fk84j 1/1 Running 0 92s\ncurrencyservice-75686c9564-lq8qc 1/1 Running 0 92s\nemailservice-c86b9b8f6-989hz 1/1 Running 0 92s\nfrontend-657dd795f-9mhrb 1/1 Running 0 92s\npaymentservice-78c5996648-9p6dn 1/1 Running 0 92s\nproductcatalogservice-ddb46fc86-4gw7g 1/1 Running 0 91s\nrecommendationservice-7bf5b7d9b8-zf696 1/1 Running 0 91s\nredis-cart-6f966d9cc9-lwqw8 1/1 Running 0 91s\nshippingservice-7ff54bf6b6-k42km 1/1 Running 0 91s\n"
20
+ },
21
+ {
22
+ "tool_name": "GetErrorLogs",
23
+ "calling": "tool_name='GetErrorLogs' arguments={namespace: 'boutique', service_name: 'frontend'}",
24
+ "output": "\"{\\n \\\"total_log_count\\\": 947,\\n \\\"total_errors\\\": 117,\\n \\\"total_error_ratio\\\": 0.1235,\\n \\\"patterns\\\": [\\n {\\n \\\"count\\\": 115,\\n \\\"ratio\\\": 0.1214,\\n \\\"sample\\\": \\\"{\\\\\\\"error\\\\\\\":\\\\\\\"failed to get ads: rpc error: code = Unavailable desc = connection error: desc = \\\\\\\\\\\\\\\"transport: Error while dialing: dial tcp 10.68.203.112:9555: connect: connection refused\\\\\\\\\\\\\\\"\\\\\\\",\\\\\\\"http.req.id\\\\\\\":\\\\\\\"f1d3c617-6e31-4a2f-bf64-c8878a4e6350\\\\\\\",\\\\\\\"http.req.method\\\\\\\":\\\\\\\"GET\\\\\\\",\\\\\\\"http.req.path\\\\\\\":\\\\\\\"/product/L9ECAV7KIM\\\\\\\",\\\\\\\"message\\\\\\\":\\\\\\\"failed to retrieve ads\\\\\\\",\\\\\\\"session\\\\\\\":\\\\\\\"c181ab6b-f281-498d-87de-84d596783998\\\\\\\",\\\\\\\"severity\\\\\\\":\\\\\\\"warning\\\\\\\",\\\\\\\"timestamp\\\\\\\":\\\\\\\"2025-11-29T06:29:18.916613867Z\\\\\\\"}\\\"\\n },\\n {\\n \\\"count\\\": 1,\\n \\\"ratio\\\": 0.0011,\\n \\\"sample\\\": \\\"{\\\\\\\"message\\\\\\\":\\\\\\\"Failed to fetch the name of the cluster in which the pod is runningmetadata: GCE metadata \\\\\\\\\\\\\\\"instance/attributes/cluster-name\\\\\\\\\\\\\\\" not defined\\\\\\\",\\\\\\\"severity\\\\\\\":\\\\\\\"error\\\\\\\",\\\\\\\"timestamp\\\\\\\":\\\\\\\"2025-11-29T06:27:58.442803642Z\\\\\\\"}\\\"\\n },\\n {\\n \\\"count\\\": 1,\\n \\\"ratio\\\": 0.0011,\\n \\\"sample\\\": \\\"{\\\\\\\"message\\\\\\\":\\\\\\\"Failed to fetch the Zone of the node where the pod is scheduledmetadata: GCE metadata \\\\\\\\\\\\\\\"instance/zone\\\\\\\\\\\\\\\" not defined\\\\\\\",\\\\\\\"severity\\\\\\\":\\\\\\\"error\\\\\\\",\\\\\\\"timestamp\\\\\\\":\\\\\\\"2025-11-29T06:27:58.456524168Z\\\\\\\"}\\\"\\n }\\n ]\\n}\""
25
+ },
26
+ {
27
+ "tool_name": "GetResources",
28
+ "calling": "tool_name='GetResources' arguments={namespace: 'boutique', resource_type: 'ep', name: None, show_labels: False, output_wide: False, label_selector: None}",
29
+ "output": "NAME ENDPOINTS AGE\nadservice <none> 106s\ncartservice 172.20.2.164:7070 109s\ncheckoutservice 172.20.1.72:5050 108s\ncurrencyservice 172.20.2.165:7000 108s\nemailservice 172.20.1.73:8080 108s\nfrontend 172.20.1.74:8080 108s\nfrontend-external 172.20.1.74:8080 108s\npaymentservice 172.20.1.75:50051 108s\nproductcatalogservice 172.20.2.166:3550 107s\nrecommendationservice 172.20.2.167:8080 107s\nredis-cart 172.20.1.76:6379 107s\nshippingservice 172.20.2.168:50051 107s\n"
30
+ },
31
+ {
32
+ "tool_name": "GetResources",
33
+ "calling": "tool_name='GetResources' arguments={namespace: 'boutique', resource_type: 'deploy', name: None, show_labels: False, output_wide: False, label_selector: None}",
34
+ "output": "NAME READY UP-TO-DATE AVAILABLE AGE\nadservice 0/1 0 0 96s\ncartservice 1/1 1 1 99s\ncheckoutservice 1/1 1 1 98s\ncurrencyservice 1/1 1 1 98s\nemailservice 1/1 1 1 98s\nfrontend 1/1 1 1 98s\npaymentservice 1/1 1 1 98s\nproductcatalogservice 1/1 1 1 97s\nrecommendationservice 1/1 1 1 97s\nredis-cart 1/1 1 1 97s\nshippingservice 1/1 1 1 97s\n"
35
+ },
36
+ {
37
+ "tool_name": "DescribeResource",
38
+ "calling": "tool_name='DescribeResource' arguments={namespace: 'boutique', resource_type: 'deploy', name: 'adservice'}",
39
+ "output": "Name: adservice\nNamespace: boutique\nCreationTimestamp: Sat, 29 Nov 2025 14:27:59 +0800\nLabels: app=adservice\nAnnotations: deployment.kubernetes.io/revision: 1\nSelector: app=adservice\nReplicas: 1 desired | 0 updated | 0 total | 0 available | 1 unavailable\nStrategyType: RollingUpdate\nMinReadySeconds: 0\nRollingUpdateStrategy: 25% max unavailable, 25% max surge\nPod Template:\n Labels: app=adservice\n Service Account: adservice\n Containers:\n server:\n Image: us-central1-docker.pkg.dev/google-samples/microservices-demo/adservice:v0.10.3\n Port: 9555/TCP\n Host Port: 0/TCP\n Limits:\n cpu: 300m\n memory: 300Mi\n Requests:\n cpu: 200m\n memory: 180Mi\n Liveness: grpc <pod>:9555 delay=5s timeout=1s period=10s #success=1 #failure=3\n Readiness: grpc <pod>:9555 delay=5s timeout=1s period=10s #success=1 #failure=3\n Environment:\n PORT: 9555\n Mounts: <none>\n Volumes: <none>\n Node-Selectors: <none>\n Tolerations: <none>\nConditions:\n Type Status Reason\n ---- ------ ------\n Progressing True NewReplicaSetCreated\n Available False MinimumReplicasUnavailable\n ReplicaFailure True FailedCreate\nOldReplicaSets: <none>\nNewReplicaSet: adservice-64ddc5c766 (0/1 replicas created)\nEvents:\n Type Reason Age From Message\n ---- ------ ---- ---- -------\n Normal ScalingReplicaSet 96s deployment-controller Scaled up replica set adservice-64ddc5c766 to 1\n"
40
+ },
41
+ {
42
+ "tool_name": "DescribeResource",
43
+ "calling": "tool_name='DescribeResource' arguments={namespace: 'boutique', resource_type: 'replicaset', name: 'adservice-64ddc5c766'}",
44
+ "output": "Name: adservice-64ddc5c766\nNamespace: boutique\nSelector: app=adservice,pod-template-hash=64ddc5c766\nLabels: app=adservice\n pod-template-hash=64ddc5c766\nAnnotations: deployment.kubernetes.io/desired-replicas: 1\n deployment.kubernetes.io/max-replicas: 2\n deployment.kubernetes.io/revision: 1\nControlled By: Deployment/adservice\nReplicas: 0 current / 1 desired\nPods Status: 0 Running / 0 Waiting / 0 Succeeded / 0 Failed\nPod Template:\n Labels: app=adservice\n pod-template-hash=64ddc5c766\n Service Account: adservice\n Containers:\n server:\n Image: us-central1-docker.pkg.dev/google-samples/microservices-demo/adservice:v0.10.3\n Port: 9555/TCP\n Host Port: 0/TCP\n Limits:\n cpu: 300m\n memory: 300Mi\n Requests:\n cpu: 200m\n memory: 180Mi\n Liveness: grpc <pod>:9555 delay=5s timeout=1s period=10s #success=1 #failure=3\n Readiness: grpc <pod>:9555 delay=5s timeout=1s period=10s #success=1 #failure=3\n Environment:\n PORT: 9555\n Mounts: <none>\n Volumes: <none>\n Node-Selectors: <none>\n Tolerations: <none>\nConditions:\n Type Status Reason\n ---- ------ ------\n ReplicaFailure True FailedCreate\nEvents:\n Type Reason Age From Message\n ---- ------ ---- ---- -------\n Warning FailedCreate 100s replicaset-controller Error creating: pods \"adservice-64ddc5c766-xvd82\" is forbidden: exceeded quota: pod-count-quota, requested: pods=1, used: pods=10, limited: pods=10\n Warning FailedCreate 100s replicaset-controller Error creating: pods \"adservice-64ddc5c766-npp7x\" is forbidden: exceeded quota: pod-count-quota, requested: pods=1, used: pods=10, limited: pods=10\n Warning FailedCreate 100s replicaset-controller Error creating: pods \"adservice-64ddc5c766-mlbnp\" is forbidden: exceeded quota: pod-count-quota, requested: pods=1, used: pods=10, limited: pods=10\n Warning FailedCreate 100s replicaset-controller Error creating: pods \"adservice-64ddc5c766-4kjnd\" is forbidden: exceeded quota: pod-count-quota, requested: pods=1, used: pods=10, limited: pods=10\n Warning FailedCreate 100s replicaset-controller Error creating: pods \"adservice-64ddc5c766-fvptl\" is forbidden: exceeded quota: pod-count-quota, requested: pods=1, used: pods=10, limited: pods=10\n Warning FailedCreate 100s replicaset-controller Error creating: pods \"adservice-64ddc5c766-ptgbr\" is forbidden: exceeded quota: pod-count-quota, requested: pods=1, used: pods=10, limited: pods=10\n Warning FailedCreate 100s replicaset-controller Error creating: pods \"adservice-64ddc5c766-vvw72\" is forbidden: exceeded quota: pod-count-quota, requested: pods=1, used: pods=10, limited: pods=10\n Warning FailedCreate 100s replicaset-controller Error creating: pods \"adservice-64ddc5c766-8nfw7\" is forbidden: exceeded quota: pod-count-quota, requested: pods=1, used: pods=10, limited: pods=10\n Warning FailedCreate 99s replicaset-controller Error creating: pods \"adservice-64ddc5c766-z2gs9\" is forbidden: exceeded quota: pod-count-quota, requested: pods=1, used: pods=10, limited: pods=10\n Warning FailedCreate 18s (x6 over 98s) replicaset-controller (combined from similar events): Error creating: pods \"adservice-64ddc5c766-5lc8r\" is forbidden: exceeded quota: pod-count-quota, requested: pods=1, used: pods=10, limited: pods=10\n"
45
+ },
46
+ {
47
+ "tool_name": "GetResources",
48
+ "calling": "tool_name='GetResources' arguments={namespace: 'boutique', resource_type: 'resourcequota', name: None, show_labels: False, output_wide: False, label_selector: None}",
49
+ "output": "NAME AGE REQUEST LIMIT\npod-count-quota 111s pods: 10/10 \n"
50
+ }
51
+ ]
52
+ }