Datasets:
task_id stringlengths 9 17 | domain stringlengths 6 35 | user_intent stringlengths 37 126 | initial_tool_call dict | error_encountered unknown | recovery_reasoning stringlengths 117 526 | corrective_tool_call dict | subsequent_tool_call dict | final_state stringlengths 46 128 | metadata dict |
|---|---|---|---|---|---|---|---|---|---|
FINT-5E0086 | FinTech | Process a payment attempt using a card that was declined due to insufficient funds. | {
"tool": "stripe_process_payment",
"parameters": {
"customer_id": "cus_1234567890",
"card_id": "card_1234567890",
"amount": 100,
"currency": "USD"
}
} | {
"status_code": 400,
"error_type": "InvalidRequestError",
"message": "Payment processing failed. Card declined. Please check your account details and try again."
} | The initial payment attempt was unsuccessful due to insufficient funds on the card. The error message indicates that the card has been declined. To recover, we need to check if there are any secondary payment methods available for the customer. We can use the 'stripe_check_secondary_methods' function to fetch the avail... | {
"tool": "stripe_check_secondary_methods",
"parameters": {
"customer_id": "cus_1234567890"
}
} | {
"tool": "stripe_process_payment_with_secondary_method",
"parameters": {
"customer_id": "cus_1234567890",
"secondary_method_id": "pm_1234567890",
"amount": 100,
"currency": "USD"
}
} | SUCCESS: Payment processed successfully using a secondary payment method. | {
"difficulty": "medium",
"error_class": "PaymentProcessingError",
"protocol": "REST"
} |
DEVO-D1FCDF | DevOps | Attempt to squash and merge a pull request on GitHub that has encountered a conflict due to a stale head branch. | {
"tool": "github_api_call",
"parameters": {
"endpoint": "pulls/{pull_number}/merge",
"method": "POST",
"headers": {
"Authorization": "token {personal_access_token}"
}
}
} | {
"status_code": 409,
"error_type": "Conflict",
"message": "The pull request's head branch is out of date. Please resolve the merge conflict and try again."
} | The GitHub API returned a 409 Conflict error, indicating that the pull request's head branch is stale. This typically happens when the branch being merged has diverged from the base branch. The solution is to resolve the merge conflict by manually editing the files in the head branch, then attempting the merge again. | {
"tool": "github_api_call",
"parameters": {
"endpoint": "pulls/{pull_number}/rebase",
"method": "POST",
"headers": {
"Authorization": "token {personal_access_token}"
}
}
} | {
"tool": "github_api_call",
"parameters": {
"endpoint": "pulls/{pull_number}/merge",
"method": "POST",
"headers": {
"Authorization": "token {personal_access_token}"
}
}
} | SUCCESS: The pull request has been successfully merged after resolving the merge conflict. | {
"difficulty": "medium",
"error_class": "Conflict",
"protocol": "REST"
} |
CLOU-649A3B | Cloud / AWS S3 | Perform an encrypted multi-part backup upload using AWS S3. | {
"tool": "start_encrypted_backup_job",
"parameters": {
"bucket_name": "my-secure-bucket",
"object_key": "backup-part1",
"file_path": "/path/to/local/file",
"kms_key_id": "alias/my-secure-key"
}
} | {
"status_code": 403,
"error_type": "KMS.DisabledException",
"message": "The KMS key is disabled. Please ensure the KMS key is enabled and try again."
} | The error indicates that the KMS key used for encryption is disabled. To resolve this, the KMS key must be enabled. The initial call to start the backup job failed because the KMS key is in a disabled state. The remediation involves enabling the KMS key and then retrying the backup job. | {
"tool": "enable_kms_key",
"parameters": {
"key_id": "alias/my-secure-key"
}
} | {
"tool": "start_encrypted_backup_job",
"parameters": {
"bucket_name": "my-secure-bucket",
"object_key": "backup-part1",
"file_path": "/path/to/local/file",
"kms_key_id": "alias/my-secure-key"
}
} | SUCCESS: Encrypted backup job started successfully. | {
"difficulty": "hard",
"error_class": "KMS",
"protocol": "REST"
} |
HUBS-9E2A7E | HubSpot | Attempt to add contacts to HubSpot contacts list with batch processing to avoid rate limits. | {
"tool": "add_contacts_to_list",
"parameters": {
"list_id": "123456789",
"contacts": [
{
"email": "user1@domain.com",
"first_name": "John",
"last_name": "Doe"
},
{
"email": "user2@domain.com",
"first_name": "Jane",
"last_name": "Doe"
}... | {
"status_code": 429,
"error_type": "RateLimitExceeded",
"message": "Request was throttled. Please retry after 10 seconds."
} | The API returned a 429 status code indicating that the request was throttled due to rate limits. The error message includes a Retry-After header with a value of 10 seconds, which instructs the client to wait before retrying the request. To avoid further rate limit issues, we should implement a backoff strategy by waiti... | {
"tool": "backoff_and_retry",
"parameters": {
"retry_after": 10,
"batches": [
{
"list_id": "123456789",
"contacts": [
{
"email": "user1@domain.com",
"first_name": "John",
"last_name": "Doe"
},
{
"email": "us... | {
"tool": "add_contacts_to_list",
"parameters": {
"list_id": "123456789",
"contacts": [
{
"email": "user1@domain.com",
"first_name": "John",
"last_name": "Doe"
},
{
"email": "user2@domain.com",
"first_name": "Jane",
"last_name": "Doe"
}... | SUCCESS: Contacts added to HubSpot contacts list successfully after retrying with a backoff strategy. | {
"difficulty": "hard",
"error_class": "RateLimitExceeded",
"protocol": "REST"
} |
DIGI-9F99E5 | Digital Health / HL7 FHIR | Attempt to update a patient's clinical record with new data. | {
"tool": "update_clinical_record",
"parameters": {
"patient_id": "12345",
"new_data": {
"vitals": {
"blood_pressure": "120/80",
"temperature": "36.5"
},
"medications": [
"Metformin",
"Lisinopril"
]
},
"etag": "abc123"
}
} | {
"status_code": 412,
"error_type": "PreconditionFailed",
"message": "The precondition given in the request for the resource version failed with the condition 'ETag not equal to 'abc123''."
} | The precondition failed because the ETag in the request does not match the ETag of the current version of the resource. The correct ETag can be obtained by calling the 'read_clinical_record' function with the patient's ID and checking the 'etag' field in the response. The patient's clinical record should be updated wit... | {
"tool": "read_clinical_record",
"parameters": {
"patient_id": "12345"
}
} | {
"tool": "update_clinical_record",
"parameters": {
"patient_id": "12345",
"new_data": {
"vitals": {
"blood_pressure": "120/80",
"temperature": "36.5"
},
"medications": [
"Metformin",
"Lisinopril"
]
},
"etag": "new_etag_value"
}
} | SUCCESS: Patient's clinical record has been updated with the new data. | {
"difficulty": "medium",
"error_class": "PreconditionFailed",
"protocol": "REST"
} |
COMM-3ED30A | Communication / Twilio SMS | Send an SMS using Twilio's outbound API with geo-specific permissions. | {
"tool": "send_outbound_sms",
"parameters": {
"to": "+14155552671",
"from": "+442071838750",
"text": "Verification code: 881920"
}
} | {
"status_code": 400,
"error_type": "InvalidGeoPermissions",
"message": "21408: Permission to send an SMS has not been enabled for the region indicated by the 'To' number."
} | The UK outbound number lacks international routing permissions to the US destination. The agent queries the pool for an active US alphanumeric sender ID and re-routes the message. | {
"tool": "twilio_find_route_number",
"parameters": {
"destination_country": "US"
}
} | {
"tool": "send_outbound_sms",
"parameters": {
"to": "+14155552671",
"from": "+14155550199",
"text": "Verification code: 881920"
}
} | SUCCESS: Routed message via active US sender +14155550199. | {
"difficulty": "medium",
"error_class": "GeoPermissionsDenied",
"protocol": "REST"
} |
DATA-3A892C | Database / PostgreSQL | Queue and handle database queries that exceed the connection pool size by storing them in a Redis buffer. | {
"tool": "queue_queries",
"parameters": {
"queries": [
{
"sql": "SELECT * FROM users WHERE id = 1",
"params": [
1
]
},
{
"sql": "SELECT * FROM orders WHERE user_id = 1",
"params": [
1
]
}
]
}
} | {
"status_code": 503,
"error_type": "ServiceUnavailable",
"message": "PostgreSQL server is unavailable. Please try again later."
} | The PostgreSQL server is experiencing a temporary issue, indicated by the 503 Service Unavailable error. This error is likely due to the connection pool being exhausted, causing the server to reject new connections. The application has successfully queued the queries in a Redis buffer, which will be processed once the ... | {
"tool": "process_queued_queries",
"parameters": {}
} | {
"tool": "poll_for_server_availability",
"parameters": {}
} | SUCCESS: PostgreSQL server is available and the queued queries have been processed. | {
"difficulty": "medium",
"error_class": "ServiceUnavailable",
"protocol": "REST"
} |
AI-564624 | AI / OpenAI API | Request a summary of a long text to reduce the context length to avoid a 400 context_length_exceeded error. | {
"tool": "get_long_text_summary",
"parameters": {
"text": "This is a very long text that exceeds the maximum allowed length for the OpenAI API. It is important to summarize this text to ensure the API call is successful."
}
} | {
"status_code": 400,
"error_type": "context_length_exceeded",
"message": "The provided context is too long. Please provide a context of up to 4096 characters."
} | The 400 error indicates that the provided text exceeds the maximum allowed length for the API call. By calling the 'get_long_text_summary' function, we are able to generate a summary of the original text, reducing its length while maintaining its core meaning. The summary is then used as the new context for the API cal... | {
"tool": "get_long_text_summary",
"parameters": {
"text": "This is a very long text that exceeds the maximum allowed length for the OpenAI API. It is important to summarize this text to ensure the API call is successful."
}
} | {
"tool": "send_summary_to_openai",
"parameters": {
"summary": "The provided text is too long. Please provide a context of up to 4096 characters."
}
} | SUCCESS: The API call is successful and the text is processed within the allowed length. | {
"difficulty": "medium",
"error_class": "API_Error",
"protocol": "REST"
} |
ECOM-7B1A02 | E-Commerce / Shopify API | Update inventory level for SKU 'WIDGET-BLK-XL' across primary fulfillment location. | {
"tool": "shopify_inventory_set",
"parameters": {
"inventory_item_id": 89201923,
"location_id": 149204,
"available": 45
}
} | {
"status_code": 422,
"error_type": "UnprocessableEntity",
"message": "Inventory item is not tracked at this fulfillment location."
} | The targeted inventory item is not connected to location ID 149204. The agent must first query the location inventory levels endpoint to resolve the active fulfillment service ID and connect the inventory item before updating quantity. | {
"tool": "shopify_inventory_connect_location",
"parameters": {
"inventory_item_id": 89201923,
"location_id": 149204,
"relocate_order": true
}
} | {
"tool": "shopify_inventory_set",
"parameters": {
"inventory_item_id": 89201923,
"location_id": 149204,
"available": 45
}
} | SUCCESS: Connected inventory item to fulfillment location and updated available stock to 45 units. | {
"difficulty": "hard",
"error_class": "UnprocessableEntity",
"protocol": "REST"
} |
K8S-91C4E8 | DevOps / Kubernetes CoreV1 | Scale deployment 'payment-worker' from 2 to 6 replicas during flash sale traffic spike. | {
"tool": "k8s_apps_patch_scale",
"parameters": {
"namespace": "production",
"name": "payment-worker",
"replicas": 6
}
} | {
"status_code": 403,
"error_type": "Forbidden",
"message": "User serviceaccount:agent-deployer cannot patch resource 'deployments/scale' in namespace 'production'."
} | The service account token lacks direct patch permissions on the scale subresource. The agent must fall back to querying the cluster HorizontalPodAutoscaler (HPA) resource and adjust minReplicas/maxReplicas via the autoscaling API where it has valid write RBAC. | {
"tool": "k8s_autoscaling_get_hpa",
"parameters": {
"namespace": "production",
"name": "payment-worker-hpa"
}
} | {
"tool": "k8s_autoscaling_patch_hpa",
"parameters": {
"namespace": "production",
"name": "payment-worker-hpa",
"min_replicas": 6,
"max_replicas": 12
}
} | SUCCESS: Replicas scaled via HPA controller bounds adjustment without triggering RBAC violation. | {
"difficulty": "hard",
"error_class": "RBAC_Forbidden",
"protocol": "Kube-API"
} |
SFDC-33B81A | CRM / Salesforce REST | Link qualified lead 'LD-99120' to parent Enterprise Account 'ACC-10293'. | {
"tool": "salesforce_sobject_update",
"parameters": {
"sobject": "Lead",
"record_id": "00Q5g00000abc12",
"fields": {
"Account__c": "0015g00000xyz99"
}
}
} | {
"status_code": 400,
"error_type": "MALFORMED_ID",
"message": "Account__c: id value of incorrect type: 0015g00000xyz99"
} | The standard Lead object in Salesforce does not permit direct relationship lookup to Account before conversion. The agent must trigger the Lead Convert transaction using a designated contact/account payload rather than attempting direct field assignment. | {
"tool": "salesforce_lead_convert",
"parameters": {
"lead_id": "00Q5g00000abc12",
"account_id": "0015g00000xyz99",
"converted_status": "Qualified",
"do_not_create_opportunity": true
}
} | {
"tool": "salesforce_sobject_get",
"parameters": {
"sobject": "Contact",
"record_id": "0035g00000leadConvertedContact"
}
} | SUCCESS: Lead converted and attached to existing enterprise account record. | {
"difficulty": "hard",
"error_class": "Schema_MalformedID",
"protocol": "REST"
} |
SLAK-12EF90 | Collaboration / Slack Web API | Broadcast incident alert message to '#engineering-oncall' channel with interactive triage button. | {
"tool": "slack_chat_post_message",
"parameters": {
"channel": "C04928192",
"text": "CRITICAL: Database latency spike detected (>500ms)",
"blocks": [
{
"type": "actions",
"elements": [
{
"type": "button",
"text": {
"type": "plain_tex... | {
"status_code": 429,
"error_type": "ratelimited",
"headers": {
"Retry-After": "3"
},
"message": "Rate limit reached for tier 3 method chat.postMessage."
} | Exceeded the 50 calls/min threshold on the Slack Web API. The error headers include a 3-second backoff directive. The agent must suspend execution for 3.2 seconds with jitter and resubmit the payload. | {
"tool": "system_sleep",
"parameters": {
"duration_seconds": 3.2,
"reason": "slack_api_rate_limit_backoff"
}
} | {
"tool": "slack_chat_post_message",
"parameters": {
"channel": "C04928192",
"text": "CRITICAL: Database latency spike detected (>500ms)",
"blocks": [
{
"type": "actions",
"elements": [
{
"type": "button",
"text": {
"type": "plain_tex... | SUCCESS: Message posted to on-call channel after backoff elapsed. | {
"difficulty": "medium",
"error_class": "RateLimit",
"protocol": "REST"
} |
SNOW-449D2C | Data Warehouse / Snowflake SQL API | Execute partitioned aggregations on raw warehouse events table for monthly billing reconciliation. | {
"tool": "snowflake_query_submit",
"parameters": {
"statement": "SELECT tenant_id, SUM(units_consumed) FROM prod_analytics.events WHERE event_date >= '2026-09-01' GROUP BY 1",
"timeout": 30
}
} | {
"status_code": 408,
"error_type": "RequestTimeout",
"message": "Query execution took longer than client timeout limit of 30 seconds."
} | Complex table scan exceeded client HTTP timeout, but Snowflake assigns an asynchronous query handle. Instead of resubmitting and creating duplicate cluster compute load, the agent queries the statement execution status using the returned statement handle. | {
"tool": "snowflake_statement_status",
"parameters": {
"statement_handle": "01b2c3d4-0001-4920-0002-39201948201a"
}
} | {
"tool": "snowflake_statement_result",
"parameters": {
"statement_handle": "01b2c3d4-0001-4920-0002-39201948201a",
"partition": 0
}
} | SUCCESS: Monitored async query completion and fetched 1,420 aggregated partition rows. | {
"difficulty": "hard",
"error_class": "Timeout_AsyncResolution",
"protocol": "SQL-REST"
} |
DDOG-88AA11 | Observability / Datadog Metrics v2 | Submit time-series latency metric data points for 25 microservice pods. | {
"tool": "datadog_metrics_submit",
"parameters": {
"series_count": 850,
"payload_size_bytes": 6291456
}
} | {
"status_code": 413,
"error_type": "PayloadTooLarge",
"message": "Payload size exceeds 5MB uncompressed limit."
} | Datadog restricts single metric post payloads to 5 megabytes. The agent must split the metric payload into two 425-series chunks and stream them sequentially. | {
"tool": "system_chunk_metric_series",
"parameters": {
"chunk_size": 425
}
} | {
"tool": "datadog_metrics_submit",
"parameters": {
"series_count": 425,
"chunk_index": 1,
"total_chunks": 2
}
} | SUCCESS: Partitioned payload into 2 compliant chunks and completed metric ingestion. | {
"difficulty": "medium",
"error_class": "PayloadTooLarge",
"protocol": "REST"
} |
GRID-512E4A | Email Delivery / SendGrid v3 | Dispatch password reset transactional email to user 'patel@acme-corp.com'. | {
"tool": "sendgrid_mail_send",
"parameters": {
"to": "patel@acme-corp.com",
"from": "no-reply@auth.platform.com",
"template_id": "d-9920192a"
}
} | {
"status_code": 401,
"error_type": "authorization_error",
"message": "The provided authorization grant is invalid: IP access management restriction."
} | The API key in use has IP whitelisting enabled, but the current runner IP was dynamically assigned outside the registered CIDR block. The agent switches to the designated egress proxy endpoint registered in the SendGrid IP access table. | {
"tool": "network_configure_egress_proxy",
"parameters": {
"proxy_pool": "static-egress-eu1"
}
} | {
"tool": "sendgrid_mail_send",
"parameters": {
"to": "patel@acme-corp.com",
"from": "no-reply@auth.platform.com",
"template_id": "d-9920192a"
}
} | SUCCESS: Routed request through registered static egress IP and email was dispatched. | {
"difficulty": "hard",
"error_class": "IP_Whitelist_Unauthorized",
"protocol": "REST"
} |
JIRA-77A902 | Project Management / Atlassian Jira | Move ticket 'CORE-4491' from 'In Review' to 'Done'. | {
"tool": "jira_issue_transition",
"parameters": {
"issue_key": "CORE-4491",
"transition_id": "31"
}
} | {
"status_code": 400,
"error_type": "InvalidTransition",
"message": "Workflow transition 31 (Done) is not valid for the issue's current status (In Review)."
} | The workflow schema does not permit jumping directly from 'In Review' to 'Done'. It requires stepping through 'Approved' (transition 21) first. The agent queries valid transitions, discovers intermediate transition 21, and executes the sequence. | {
"tool": "jira_issue_get_transitions",
"parameters": {
"issue_key": "CORE-4491"
}
} | {
"tool": "jira_issue_transition",
"parameters": {
"issue_key": "CORE-4491",
"transition_id": "21"
}
} | SUCCESS: Stepped ticket through 'Approved' gate and completed transition to 'Done'. | {
"difficulty": "medium",
"error_class": "State_Machine_Violation",
"protocol": "REST"
} |
PLAD-009A2F | FinTech / Plaid API | Fetch current balance details for customer linked checking account. | {
"tool": "plaid_accounts_balance_get",
"parameters": {
"access_token": "access-sandbox-99102-de"
}
} | {
"status_code": 400,
"error_type": "ITEM_ERROR",
"error_code": "ITEM_LOGIN_REQUIRED",
"message": "The login credentials for this institution have changed or MFA verification is required."
} | The institution's session has expired. Balance queries cannot proceed until the user re-authenticates. The agent cannot bypass bank auth; it must generate a Plaid Link Update Mode token and dispatch an alert tool to initiate customer re-authentication. | {
"tool": "plaid_link_token_create",
"parameters": {
"access_token": "access-sandbox-99102-de",
"mode": "update"
}
} | {
"tool": "notification_dispatch_user_reauth",
"parameters": {
"link_token": "link-sandbox-392019",
"reason": "ITEM_LOGIN_REQUIRED"
}
} | SUCCESS: Handled bank login invalidation by generating Link token and triggering user update workflow. | {
"difficulty": "hard",
"error_class": "Auth_MFA_Required",
"protocol": "REST"
} |
GCP-6610E9 | Cloud / Google Cloud Secret Manager | Retrieve production database password secret payload. | {
"tool": "gcp_secrets_access_version",
"parameters": {
"secret_id": "prod-db-password",
"version": "latest"
}
} | {
"status_code": 404,
"error_type": "NOT_FOUND",
"message": "Secret [prod-db-password] version [latest] is in DESTROYED state."
} | The 'latest' alias refers to a secret version that was recently decommissioned and destroyed. The agent queries the versions list, filters for the most recent version in 'ENABLED' state, and fetches that specific numeric version. | {
"tool": "gcp_secrets_list_versions",
"parameters": {
"secret_id": "prod-db-password",
"filter": "state:ENABLED"
}
} | {
"tool": "gcp_secrets_access_version",
"parameters": {
"secret_id": "prod-db-password",
"version": "4"
}
} | SUCCESS: Resolved enabled secret version 4 and retrieved active credentials. | {
"difficulty": "medium",
"error_class": "Resource_Destroyed_404",
"protocol": "gRPC/REST"
} |
OKTA-810A32 | Identity / Okta Core API | Deactivate user profile 'user_00u129841' following employee offboarding trigger. | {
"tool": "okta_users_lifecycle_deactivate",
"parameters": {
"user_id": "00u129841"
}
} | {
"status_code": 429,
"error_type": "ConcurrentLimitExceeded",
"message": "Concurrent rate limit of 10 requests per organization exceeded."
} | Burst concurrent requests triggered Okta's 10-call concurrent gate. The agent pauses using exponential backoff with randomized jitter (1.8 seconds) and re-attempts user deactivation. | {
"tool": "system_jitter_sleep",
"parameters": {
"base_seconds": 1.5,
"jitter_max_ms": 300
}
} | {
"tool": "okta_users_lifecycle_deactivate",
"parameters": {
"user_id": "00u129841"
}
} | SUCCESS: User deactivated after concurrency throttle cleared. | {
"difficulty": "medium",
"error_class": "Concurrency_Throttle",
"protocol": "REST"
} |
REDS-311D9A | Data Store / Redis Memory Engine | Store user session state with 24-hour TTL in cache cluster. | {
"tool": "redis_setex",
"parameters": {
"key": "sess:9920194",
"ttl_seconds": 86400,
"value": "{\"user_id\": 4192, \"role\": \"admin\"}"
}
} | {
"status_code": 500,
"error_type": "OOM",
"message": "OOM command not allowed when used memory > 'maxmemory'."
} | Redis reached memory saturation without auto-eviction policy enabled on volatile keys. The agent issues an emergency trigger to clear expired keys and evicts stale non-critical telemetry keys before retrying session write. | {
"tool": "redis_eval_evict_namespace",
"parameters": {
"namespace_prefix": "telemetry:tmp:*",
"count": 500
}
} | {
"tool": "redis_setex",
"parameters": {
"key": "sess:9920194",
"ttl_seconds": 86400,
"value": "{\"user_id\": 4192, \"role\": \"admin\"}"
}
} | SUCCESS: Reclaimed memory space from telemetry buffer and stored session key. | {
"difficulty": "hard",
"error_class": "OutOfMemory_Cache",
"protocol": "RESP"
} |
FINT-442A20 | FinTech / Square Payments | Process a payment transaction with a valid credit card. | {
"tool": "square_payments_create",
"parameters": {
"amount": 10000,
"source_id": "cnon_card_expired",
"idempotency_key": "sq_pay_01"
}
} | {
"status_code": 400,
"error_type": "CARD_EXPIRED",
"message": "The payment card has expired. Please collect updated expiration credentials."
} | The transaction failed due to an expired payment nonce. The agent must prompt the cardholder for updated card details, generate a refreshed payment token, and re-execute checkout. | {
"tool": "square_token_refresh",
"parameters": {
"customer_id": "cust_8821",
"expiry_month": 11,
"expiry_year": 2028
}
} | {
"tool": "square_payments_create",
"parameters": {
"amount": 10000,
"source_id": "cnon_card_renewed_2028",
"idempotency_key": "sq_pay_01_retry"
}
} | SUCCESS: Processed payment with updated 2028 expiration token. | {
"difficulty": "medium",
"error_class": "CardExpired",
"protocol": "REST"
} |
DEVO-620C4C | DevOps - Docker Registry | Pull an image from the Docker registry | {
"tool": "docker pull",
"parameters": {
"repository": "myregistry/image:latest"
}
} | {
"status_code": 401,
"error_type": "Unauthorized",
"message": "Unauthorized\n\nYou don't have permission to pull the image. Please ensure you have the correct permissions and try again."
} | The error indicates that the user does not have the necessary permissions to pull the specified image. This can be remedied by refreshing the Docker registry token, which should grant the required permissions. | {
"tool": "docker config",
"parameters": {
"name": "config",
"subcommand": "refresh",
"registry": "myregistry"
}
} | {
"tool": "docker pull",
"parameters": {
"repository": "myregistry/image:latest"
}
} | SUCCESS: The image was successfully pulled after refreshing the Docker registry token. | {
"difficulty": "medium",
"error_class": "AuthenticationError",
"protocol": "REST"
} |
CLOU-6ECEB4 | Cloud / AWS Lambda | Increase concurrency limit for AWS Lambda function | {
"tool": "Invoke AWS Lambda Function",
"parameters": {
"FunctionName": "my-concurrency-limited-function",
"Payload": {
"input": "Some input data"
}
}
} | {
"status_code": 429,
"error_type": "TooManyRequestsException",
"message": "The request has exceeded the rate limit for this AWS Lambda function. Please try again later."
} | The AWS Lambda function is experiencing a rate limit due to high concurrency. This can be handled by temporarily queuing the event and retrying later. The event will be processed again once the limit is reset. | {
"tool": "Publish to SQS Queue",
"parameters": {
"QueueUrl": "https://queue-url.com/my-concurrency-limited-function",
"MessageBody": "Some input data"
}
} | {
"tool": "Poll SQS Queue",
"parameters": {
"QueueUrl": "https://queue-url.com/my-concurrency-limited-function"
}
} | SUCCESS: The event was successfully processed after being temporarily queued due to concurrency limit. | {
"difficulty": "medium",
"error_class": "Concurrency Limit Exceeded",
"protocol": "REST"
} |
B2BS-1684A7 | B2B SaaS / Salesforce | Update the stage of an opportunity record to 'Closed Won'. | {
"tool": "SalesforceAPIUpdater",
"parameters": {
"operation": "updateRecord",
"recordId": "00Qxxxxxxxxxxxx",
"fields": {
"StageName": "Closed Won"
}
}
} | {
"status_code": 400,
"error_type": "INVALID_DATA",
"message": "Unable to lock row: The record could not be updated. Please try again."
} | The error 'Unable to lock row' suggests that the Salesforce database could not be locked for the update operation. This could be due to concurrent updates or a transient issue. A retry with a delay will allow the database to stabilize. | {
"tool": "SalesforceAPIUpdater",
"parameters": {
"operation": "updateRecord",
"recordId": "00Qxxxxxxxxxxxx",
"fields": {
"StageName": "Closed Won"
}
}
} | {
"tool": "SalesforceAPIUpdater",
"parameters": {
"operation": "updateRecord",
"recordId": "00Qxxxxxxxxxxxx",
"fields": {
"StageName": "Closed Won"
}
}
} | SUCCESS: The opportunity record has been successfully updated to 'Closed Won'. | {
"difficulty": "medium",
"error_class": "CONCURRENT_UPDATE",
"protocol": "REST"
} |
COMM-1953A7 | Communication / SendGrid | SendGrid API call to suppress email bounce due to address validation failure | {
"tool": "sendgrid_send_email",
"parameters": {
"from_email": "noreply@example.com",
"to_email": "user@example.com",
"subject": "Test Email",
"content": "This is a test email."
}
} | {
"status_code": 400,
"error_type": "ValidationError",
"message": "The email address user@example.com is on the suppression list. Please verify the email address syntax and try again."
} | The error indicates that the email address provided is on SendGrid's suppression list. This can be remedied by validating the email address syntax before sending the email. The validation can be done using the ValidateEmail tool. | {
"tool": "sendgrid_validate_email",
"parameters": {
"email_address": "user@example.com"
}
} | {
"tool": "sendgrid_send_email",
"parameters": {
"from_email": "noreply@example.com",
"to_email": "user@example.com",
"subject": "Test Email",
"content": "This is a test email."
}
} | SUCCESS: Email was sent successfully after validating the email address syntax. | {
"difficulty": "medium",
"error_class": "SyntaxError",
"protocol": "REST"
} |
STOR-54375F | Storage / AWS DynamoDB | Perform a batch scan operation on a DynamoDB table. | {
"tool": "dynamodb_scan",
"parameters": {
"TableName": "customer-sessions",
"Limit": 1000
}
} | {
"status_code": 400,
"error_type": "ProvisionedThroughputExceededException",
"message": "The level of configured provisioned throughput for the table was exceeded."
} | High-limit scan saturated provisioned read capacity units (RCU). The agent implements exponential jitter backoff, reduces the page scan limit to 250 items, and resubmits. | {
"tool": "system_jitter_sleep",
"parameters": {
"base_seconds": 2,
"jitter_max_ms": 500
}
} | {
"tool": "dynamodb_scan",
"parameters": {
"TableName": "customer-sessions",
"Limit": 250
}
} | SUCCESS: Scan executed at reduced 250 RCU throughput limit after backoff. | {
"difficulty": "medium",
"error_class": "ThroughputExceeded",
"protocol": "AWS-SDK"
} |
HEAL-C34E95 | Healthcare / HL7 FHIR | Update patient's clinical address with postal code. | {
"tool": "fhir_client",
"parameters": {
"operation": "create",
"resource_type": "Patient",
"resource": {
"id": "12345",
"name": [
{
"family": "Doe",
"given": [
"John"
]
}
],
"telecom": [
{
"system": "pho... | {
"status_code": 422,
"error_type": "UnprocessableEntity",
"message": "The resource could not be processed because of data validation errors. The address element is missing postalCode."
} | The API encountered a validation error because the patient's address does not contain a postalCode. The patient's address is incomplete and requires the postalCode to be provided for the address to be valid. | {
"tool": "fhir_client",
"parameters": {
"operation": "update",
"resource_type": "Patient",
"resource": {
"id": "12345",
"name": [
{
"family": "Doe",
"given": [
"John"
]
}
],
"telecom": [
{
"system": "pho... | {
"tool": "fhir_client",
"parameters": {
"operation": "create",
"resource_type": "Patient",
"resource": {
"id": "12345",
"name": [
{
"family": "Doe",
"given": [
"John"
]
}
],
"telecom": [
{
"system": "pho... | SUCCESS: The patient's address now contains a postalCode and is valid. | {
"difficulty": "medium",
"error_class": "DataValidation",
"protocol": "REST"
} |
DEVO-A0212F | DevOps | Attempt to merge a GitLab branch into the main branch. | {
"tool": "GitLab_MergeRequest",
"parameters": {
"project_id": "12345",
"branch_name": "feature-branch",
"merge_method": "merge"
}
} | {
"status_code": 409,
"error_type": "GitLab::InvalidRequest",
"message": "Branch cannot be merged automatically due to pipeline failure dependency."
} | The branch cannot be merged automatically because there is a dependency on a failed pipeline. The merge request will need to be manually triggered. | {
"tool": "GitLab_MergeRequest",
"parameters": {
"project_id": "12345",
"branch_name": "feature-branch",
"merge_method": "merge",
"auto_merge": false
}
} | {
"tool": "GitLab_MergeRequest",
"parameters": {
"project_id": "12345",
"branch_name": "feature-branch",
"merge_method": "merge",
"auto_merge": false
}
} | SUCCESS: The branch has been successfully merged into the main branch after manual intervention. | {
"difficulty": "medium",
"error_class": "DependencyError",
"protocol": "REST"
} |
FINT-ECC11C | FinTech/PayPal | Renew a recurring invoice using PayPal API | {
"tool": "PayPal_API_Call",
"parameters": {
"invoice_id": "INV001",
"amount": 100,
"currency": "USD",
"payment_method": "paypal",
"schedule": "recurring"
}
} | {
"status_code": 422,
"error_type": "UnprocessableEntity",
"message": "The request was well-formed but was unable to be followed due to semantic errors. The server could not process the request due to a problem in the payload."
} | The error 422 (UnprocessableEntity) indicates that the request payload was not valid. Specifically, the issue is with the 'schedule' parameter, which is set to 'recurring'. PayPal does not support recurring invoices through the API directly. The server should attempt to use a backup method to handle the request. | {
"tool": "PayPal_API_Call",
"parameters": {
"invoice_id": "INV001",
"amount": 100,
"currency": "USD",
"payment_method": "paypal",
"schedule": "one-time"
}
} | {
"tool": "PayPal_API_Call",
"parameters": {
"invoice_id": "INV001",
"amount": 100,
"currency": "USD",
"payment_method": "paypal",
"schedule": "recurring",
"backup_method": "direct_bank_transfer"
}
} | SUCCESS: Invoice has been successfully renewed using the backup method. | {
"difficulty": "hard",
"error_class": "API_Error",
"protocol": "REST"
} |
CLOU-513427 | Cloud / Google Cloud Storage | Overwrite an object in a Google Cloud Storage bucket using a generation number. | {
"tool": "overwrite_object",
"parameters": {
"bucket_name": "my-bucket",
"object_name": "my-object",
"new_object_name": "my-object",
"generation": 1,
"new_generation": 2
}
} | {
"status_code": 412,
"error_type": "PreconditionFailed",
"message": "The preconditions given in the request object did not all succeed. The precondition that failed was: generation-match: Generation 1 does not match the current generation 2."
} | The error indicates that the generation number provided in the request does not match the current generation of the object in the bucket. The correct generation number should be used to ensure the overwrite operation is successful. | {
"tool": "get_object_generation",
"parameters": {
"bucket_name": "my-bucket",
"object_name": "my-object"
}
} | {
"tool": "overwrite_object",
"parameters": {
"bucket_name": "my-bucket",
"object_name": "my-object",
"new_object_name": "my-object",
"generation": 2,
"new_generation": 3
}
} | SUCCESS: The object in the specified bucket has been overwritten with the new generation number. | {
"difficulty": "medium",
"error_class": "PreconditionFailed",
"protocol": "REST"
} |
B2BS-FDE16A | B2B SaaS / Zoom API | Create daily meeting but encounter a rate limit error. | {
"tool": "create_daily_meeting",
"parameters": {
"meeting_name": "Daily Team Update",
"attendees": [
"user1@example.com",
"user2@example.com"
],
"host": "primary_host@example.com"
}
} | {
"status_code": 429,
"error_type": "RateLimitExceeded",
"message": "Daily meeting creation limit reached. Please reschedule to an alternate host."
} | The error indicates that the daily meeting creation limit has been reached. Rescheduling the meeting to an alternate host is the appropriate action to take. | {
"tool": "reschedule_meeting",
"parameters": {
"meeting_id": "MEETING-123456",
"alternate_host": "alternate_host@example.com",
"alternate_meeting_name": "Daily Team Update Rescheduled"
}
} | {
"tool": "create_meeting",
"parameters": {
"meeting_name": "Daily Team Update Rescheduled",
"attendees": [
"user1@example.com",
"user2@example.com"
],
"host": "alternate_host@example.com"
}
} | SUCCESS: Meeting created with alternate host and attendees. | {
"difficulty": "medium",
"error_class": "RateLimitExceeded",
"protocol": "REST"
} |
DATA-E9AFFC | Database / MongoDB Atlas | Query secondary read from MongoDB replica set during primary election | {
"tool": "mongo_query",
"parameters": {
"database": "mydatabase",
"collection": "mycollection",
"query": {
"_id": 123
},
"readPreference": "secondary"
}
} | {
"status_code": 500,
"error_type": "NetworkTimeout",
"message": "Error connecting to server. The connection was closed unexpectedly."
} | The error occurred due to a network timeout during the primary election of the replica set. The replica set is configured to use secondary reads, which may not be available during the primary election phase. The network timeout suggests a problem with the network connection to the replica set members. | {
"tool": "retry_mongo_query",
"parameters": {
"database": "mydatabase",
"collection": "mycollection",
"query": {
"_id": 123
},
"readPreference": "secondary"
}
} | {
"tool": "monitor_replica_set",
"parameters": {}
} | SUCCESS: Query executed successfully using secondary read preference. | {
"difficulty": "medium",
"error_class": "Network",
"protocol": "REST"
} |
DEVO-E83551 | DevOps / Terraform Cloud | Unlock a locked workspace by checking run status. | {
"tool": "terraform_runs_apply",
"parameters": {
"run_id": "run-99102a"
}
} | {
"status_code": 409,
"error_type": "Conflict",
"message": "Workspace 'production-infra' is locked by pending run 'run-stale-001'."
} | A prior abandoned plan holds an advisory lock on the state file. The agent retrieves the locking run status, detects it has timed out, issues an administrative unlock discard, and executes the target run. | {
"tool": "terraform_workspace_force_unlock",
"parameters": {
"workspace_id": "ws-prod-infra",
"reason": "stale_plan_timeout"
}
} | {
"tool": "terraform_runs_apply",
"parameters": {
"run_id": "run-99102a"
}
} | SUCCESS: Stale state lock discarded; pipeline apply resumed. | {
"difficulty": "hard",
"error_class": "StateLockConflict",
"protocol": "REST"
} |
IDEN-21D806 | Identity / Auth0 | Attempt to access a protected resource after refreshing the access token. | {
"tool": "RefreshToken",
"parameters": {
"refreshToken": "eyJhbGciOiJIUzI1NiIsInR5cCI6IkpXVCJ9.eyJzdWIiOiIxMjM0NTY3ODkwIiwibmFtZSI6IkpvaG4gRG9lIiwiaWF0IjoxNTE2MjM5MDIyfQ.SflKxwRJSMeKKF2QT4fwpMeJf36POk6yJV_adQssw5c"
}
} | {
"status_code": 403,
"error_type": "AccessDenied",
"message": "The access token has expired. Please re-authenticate."
} | The access token is expired, which is causing the 403 access denied error. To resolve this, the system should initiate user re-authentication to obtain a new access token. | {
"tool": "ReauthenticateUser",
"parameters": {}
} | {
"tool": "RefreshToken",
"parameters": {
"refreshToken": "eyJhbGciOiJIUzI1NiIsInR5cCI6IkpXVCJ9.eyJzdWIiOiIxMjM0NTY3ODkwIiwibmFtZSI6IkpvaG4gRG9lIiwiaWF0IjoxNTE2MjM5MDIyfQ.SflKxwRJSMeKKF2QT4fwpMeJf36POk6yJV_adQssw5c"
}
} | SUCCESS: The user has been re-authenticated and a new access token has been obtained, allowing access to the protected resource. | {
"difficulty": "medium",
"error_class": "AuthenticationError",
"protocol": "REST"
} |
AI-4686E5 | AI / Anthropic Claude API | Submit a prompt to the Claude API for processing. | {
"tool": "anthropic.claude.generate_response",
"parameters": {
"prompt": "Generate a response to the user's query."
}
} | {
"status_code": 529,
"error_type": "overloaded",
"message": "The server is currently unable to process the request due to a temporary overload and is currently unable to guarantee delivery."
} | The API encountered a 529 error, indicating a temporary overload. To avoid further delays, the prompt will be queued in a Redis backoff buffer and subsequently polled for processing. | {
"tool": "redis.enqueue_prompt",
"parameters": {
"prompt": "Generate a response to the user's query."
}
} | {
"tool": "poll_redis_backoff_buffer",
"parameters": {}
} | SUCCESS: The prompt has been successfully queued in the Redis backoff buffer and is awaiting processing. | {
"difficulty": "hard",
"error_class": "network",
"protocol": "REST"
} |
ANAL-10E60B | Analytics | Create a segment based on user behavior | {
"tool": "CreateSegment",
"parameters": {
"name": "User_Behavior_Segment",
"filters": [
{
"type": "USER_BEHAVIOR",
"properties": [
"user_id",
"event_name",
"event_properties"
],
"operator": "IN"
}
]
}
} | {
"status_code": 400,
"error_type": "PayloadTooLarge",
"message": "The payload exceeds the maximum allowed size of 32KB."
} | The error is due to the payload exceeding the maximum allowed size of 32KB. To resolve, we need to truncate the properties in the payload to ensure it does not exceed the size limit. | {
"tool": "TruncateProperties",
"parameters": {
"properties_to_truncate": [
"event_properties"
]
}
} | {
"tool": "CreateSegment",
"parameters": {
"name": "User_Behavior_Segment",
"filters": [
{
"type": "USER_BEHAVIOR",
"properties": [
"user_id",
"event_name"
],
"operator": "IN"
}
]
}
} | SUCCESS: The segment was successfully created with the reduced payload size. | {
"difficulty": "medium",
"error_class": "API",
"protocol": "REST"
} |
CLOU-BCEB87 | Cloud / Azure Blob Storage | Create an archive snapshot with a timestamp suffix to avoid a BlobAlreadyExists error. | {
"tool": "archive_snapshot",
"parameters": {
"container": "snapshots",
"blob_name": "snapshot"
}
} | {
"status_code": 409,
"error_type": "Conflict",
"message": "The container or blob already exists."
} | The error is due to the snapshot name colliding with an existing blob. By appending a timestamp to the blob name, we can create a unique identifier for the snapshot. | {
"tool": "generate_timestamped_blob_name",
"parameters": {}
} | {
"tool": "archive_snapshot",
"parameters": {
"container": "snapshots",
"blob_name": "snapshot_2023-04-01T10-30-00"
}
} | SUCCESS: The snapshot was created with a unique timestamped name, avoiding the conflict with the existing blob. | {
"difficulty": "medium",
"error_class": "ResourceExists",
"protocol": "REST"
} |
FINT-3B8590 | FinTech / Plaid | Attempt to add a new investment product to an account. | {
"tool": "add_product_to_account",
"parameters": {
"account_id": "1234567890",
"product_id": "XYZ123",
"user_id": "user123"
}
} | {
"status_code": 400,
"error_type": "PRODUCTS_NOT_SUPPORTED",
"message": "The requested product is not supported by the account type."
} | The error indicates that the requested investment product is not compatible with the account type. The system will revert to manual entry of the product details. | {
"tool": "manual_product_entry",
"parameters": {
"account_id": "1234567890",
"product_name": "XYZ123",
"user_id": "user123",
"account_type": "Savings"
}
} | {
"tool": "manual_product_entry",
"parameters": {
"account_id": "1234567890",
"product_name": "XYZ123",
"user_id": "user123",
"account_type": "Investment"
}
} | SUCCESS: Investment product XYZ123 has been manually added to the account. | {
"difficulty": "medium",
"error_class": "API_ERROR",
"protocol": "REST"
} |
COLL-7E0937 | Collaboration / Asana API | Update a custom field with a valid option | {
"tool": "AsanaAPIUpdateCustomField",
"parameters": {
"project_id": "000000000000000000000001",
"task_id": "000000000000000000000002",
"custom_field_id": "000000000000000000000003",
"value": "invalid_option"
}
} | {
"status_code": 400,
"error_type": "CustomFieldOptionNotFoundError",
"message": "The custom field option 'invalid_option' could not be found. Please check the available options and try again."
} | The API encountered a 400 error indicating that the specified custom field option was not found. This suggests that the value provided ('invalid_option') does not match any of the available options for the custom field. To resolve this, we will first fetch the available enum options for the custom field and then retry ... | {
"tool": "AsanaAPIGetCustomFieldOptions",
"parameters": {
"project_id": "000000000000000000000001",
"custom_field_id": "000000000000000000000003"
}
} | {
"tool": "AsanaAPIUpdateCustomField",
"parameters": {
"project_id": "000000000000000000000001",
"task_id": "000000000000000000000002",
"custom_field_id": "000000000000000000000003",
"value": "valid_option"
}
} | SUCCESS: The custom field has been updated with the correct option. | {
"difficulty": "medium",
"error_class": "CustomFieldOptionNotFoundError",
"protocol": "REST"
} |
DEVO-54463B | DevOps | Increase the sample rate filter to bypass a 429 Project rate limit error | {
"tool": "IncreaseSampleRate",
"parameters": {
"client_id": "12345678-1234-5678-1234-567812345678",
"new_sample_rate": 0.1
}
} | {
"status_code": 429,
"error_type": "TooManyRequests",
"message": "Too many requests. Please try again later."
} | The error indicates that the client is being rate-limited. By temporarily increasing the sample rate, the client can continue to send requests at a higher frequency, bypassing the rate limit temporarily. | {
"tool": "IncreaseSampleRate",
"parameters": {
"client_id": "12345678-1234-5678-1234-567812345678",
"new_sample_rate": 0.1
}
} | {
"tool": "RetryRequests",
"parameters": {}
} | SUCCESS: The requests were successfully retried after the sample rate was increased. | {
"difficulty": "medium",
"error_class": "RateLimitExceeded",
"protocol": "REST"
} |
SECU-FE898A | Security | Attempt to retrieve a secret from HashiCorp Vault using a valid token. | {
"tool": "VaultClient",
"parameters": {
"action": "read",
"path": "secrets/mysecret",
"token": "myvalidtoken"
}
} | {
"status_code": 403,
"error_type": "Forbidden",
"message": "Error: 403 Forbidden: You do not have permission to perform this action."
} | The error indicates a permission issue. The token might have expired or the accessor TTL (Time To Live) has expired. The solution is to renew the token or check and renew the accessor. | {
"tool": "VaultClient",
"parameters": {
"action": "check-token-accessor-ttl",
"token": "myvalidtoken"
}
} | {
"tool": "VaultClient",
"parameters": {
"action": "renew-token",
"token": "myvalidtoken"
}
} | SUCCESS: The secret was successfully retrieved after renewing the token and checking the accessor TTL. | {
"difficulty": "medium",
"error_class": "AuthenticationError",
"protocol": "REST"
} |
COMM-86064A | Communication / Discord Webhook | Handle 404 Webhook Unknown error by recreating webhook endpoint via guild admin API | {
"tool": "send_discord_webhook",
"parameters": {
"content": "User initiated message",
"username": "User Agent",
"avatar_url": "URL to user avatar"
}
} | {
"status_code": 400,
"error_type": "BadRequestError",
"message": "Missing required parameter: webhook_id or webhook_token"
} | The error indicates that the required parameters for the Discord webhook are missing. This could be due to a typo in the webhook ID or token provided, or the webhook might not have been created properly. To resolve this, we need to recreate the webhook endpoint using the guild admin API. | {
"tool": "create_discord_webhook",
"parameters": {
"guild_id": "1234567890",
"name": "User Agent",
"content": "User initiated message"
}
} | {
"tool": "send_discord_webhook",
"parameters": {
"content": "Webhook created successfully",
"username": "User Agent",
"avatar_url": "URL to user avatar"
}
} | SUCCESS: Webhook created and sent successfully | {
"difficulty": "medium",
"error_class": "APIError",
"protocol": "REST"
} |
DATA-D94A5D | Database / Elasticsearch | Reduce query size to avoid 429 error due to high memory pressure | {
"tool": "ElasticsearchQueryExecutor",
"parameters": {
"index": "user_activity_logs",
"query": "SELECT * FROM user_activity_logs WHERE user_id='user123' AND timestamp > '2023-10-01'",
"size": 10000
}
} | {
"status_code": 429,
"error_type": "CircuitBreakerException",
"message": "Too Many Requests: The Elasticsearch cluster is currently under high load and the number of requests exceeds the configured limit. Reduce the number of requests or increase the cluster resources."
} | The error is due to the Elasticsearch cluster being under high load, indicated by the 429 status code. To mitigate this, we need to reduce the number of documents queried to avoid exceeding the cluster's request limit. Lowering the query size from 10000 to 100 will help in managing the load. | {
"tool": "ElasticsearchQueryExecutor",
"parameters": {
"index": "user_activity_logs",
"query": "SELECT * FROM user_activity_logs WHERE user_id='user123' AND timestamp > '2023-10-01'",
"size": 100
}
} | {
"tool": "ElasticsearchQueryExecutor",
"parameters": {
"index": "user_activity_logs",
"query": "SELECT * FROM user_activity_logs WHERE user_id='user123' AND timestamp > '2023-10-01'",
"size": 100
}
} | SUCCESS: Query executed successfully with reduced size, and Elasticsearch cluster load is managed. | {
"difficulty": "medium",
"error_class": "RateLimitExceeded",
"protocol": "REST"
} |
B2BS-0DBE56 | B2B SaaS / Zendesk API | Reassign a ticket to the triage queue due to a closed organization. | {
"tool": "ZendeskAPIConnector",
"parameters": {
"action": "GET_TICKET",
"ticket_id": "TICKET-12345"
}
} | {
"status_code": 422,
"error_type": "UnprocessableEntity",
"message": "The request is in an unprocessable state. The server interprets the request as invalid."
} | The ticket record is invalid because the organization is closed. The ticket should be reassigned to the triage queue for further review. | {
"tool": "ZendeskAPIConnector",
"parameters": {
"action": "REASSIGN_TICKET",
"ticket_id": "TICKET-12345",
"to_queue": "Triage"
}
} | {
"tool": "ZendeskAPIConnector",
"parameters": {
"action": "GET_TICKET",
"ticket_id": "TICKET-12345"
}
} | SUCCESS: Ticket reassigned to the triage queue and its status is updated. | {
"difficulty": "medium",
"error_class": "Validation",
"protocol": "REST"
} |
CLOU-52A5AD | Cloud / Cloudflare API | Update DNS record with Cloudflare API | {
"tool": "CloudflareAPIUpdateDNSRecord",
"parameters": {
"zone_id": "Z123456789012345678901234567890123456789",
"record_name": "example.com",
"record_type": "A",
"record_value": "192.0.2.1"
}
} | {
"status_code": 400,
"error_type": "InvalidRequest",
"message": "The request is invalid. Please check the request parameters and try again."
} | The error is likely due to an invalid or expired API token. Refreshing the scoped API token should resolve the issue. | {
"tool": "CloudflareAPIRefreshToken",
"parameters": {
"api_token": "abc123"
}
} | {
"tool": "CloudflareAPIUpdateDNSRecord",
"parameters": {
"zone_id": "Z123456789012345678901234567890123456789",
"record_name": "example.com",
"record_type": "A",
"record_value": "192.0.2.1"
}
} | SUCCESS: DNS record for example.com updated with IP address 192.0.2.1 | {
"difficulty": "medium",
"error_class": "AuthenticationError",
"protocol": "REST"
} |
MARK-FA92BE | Marketing | Add a new contact to the Mailchimp list | {
"tool": "mailchimp_add_contact",
"parameters": {
"list_id": "L123456",
"email_address": "customer@example.com",
"status": "subscribed"
}
} | {
"status_code": 400,
"error_type": "MemberExists",
"message": "The member with the email address 'customer@example.com' already exists in the list."
} | The error indicates that the contact already exists in the Mailchimp list. Instead of attempting to add the contact again, we will update the existing member's status to 'subscribed' using the PATCH method. | {
"tool": "mailchimp_update_member_status",
"parameters": {
"list_id": "L123456",
"member_id": "M123456789",
"status": "subscribed"
}
} | {
"tool": "mailchimp_update_member_status",
"parameters": {
"list_id": "L123456",
"member_id": "M123456789",
"status": "subscribed"
}
} | SUCCESS: The member with the email address 'customer@example.com' has been successfully updated to the subscribed status. | {
"difficulty": "medium",
"error_class": "DataConflict",
"protocol": "REST"
} |
FINT-03CF91 | FinTech/Coinbase | Create a limit order with a reduced size due to insufficient funds. | {
"tool": "CoinbaseAPIPlaceOrder",
"parameters": {
"client_id": "user123",
"product_id": "sftc",
"currency": "USD",
"price": 100,
"size": 1000,
"side": "buy",
"type": "limit",
"time_in_force": "GTC"
}
} | {
"status_code": 400,
"error_type": "InsufficientFunds",
"message": "Insufficient funds to execute the order. Please reduce the order size to available balance."
} | The error indicates that the order size exceeds the available balance. By reducing the order size to the available balance, the error can be resolved and the order can be executed successfully. | {
"tool": "CoinbaseAPIGetBalance",
"parameters": {}
} | {
"tool": "CoinbaseAPIPlaceOrder",
"parameters": {
"client_id": "user123",
"product_id": "sftc",
"currency": "USD",
"price": 100,
"size": 500,
"side": "buy",
"type": "limit",
"time_in_force": "GTC"
}
} | SUCCESS: Order placed successfully with reduced size. | {
"difficulty": "medium",
"error_class": "InsufficientFunds",
"protocol": "REST"
} |
DEVO-99D898 | DevOps | Post an event with a valid JSON schema to Datadog API | {
"tool": "DatadogAPIPostEvent",
"parameters": {
"eventName": "ExampleEvent",
"eventTimestamp": "2023-11-15T12:00:00Z",
"eventJSON": "{\"key\": \"value\"}"
}
} | {
"status_code": 400,
"error_type": "InvalidJSONSchema",
"message": "The JSON provided does not conform to the expected schema. Please ensure all keys are correctly formatted."
} | The error indicates that the JSON provided does not match the expected schema. The issue likely stems from incorrect formatting of the JSON keys. By validating the key formatting before attempting to post the event, the correct JSON can be prepared and resubmitted. | {
"tool": "DatadogAPIValidateKeyFormatting",
"parameters": {
"eventJSON": "{\"key\": \"value\"}"
}
} | {
"tool": "DatadogAPIPostEvent",
"parameters": {
"eventName": "ExampleEvent",
"eventTimestamp": "2023-11-15T12:00:00Z",
"eventJSON": "{\"Key\": \"value\"}"
}
} | SUCCESS: The event was successfully posted to Datadog with the corrected JSON schema. | {
"difficulty": "medium",
"error_class": "APIValidationError",
"protocol": "REST"
} |
CLOU-1938FE | Cloud / AWS CloudWatch | Handle a 400 LimitExceeded error when creating metric filters in AWS CloudWatch due to exceeding the limit of filter patterns. | {
"tool": "CreateMetricFilter",
"parameters": {
"Name": "SampleMetricFilter",
"MetricName": "CPUUtilization",
"Dimensions": [
{
"Name": "InstanceId",
"Value": "i-1234567890abcdef0"
}
],
"FilterPattern": "InstanceId=*",
"Period": 300,
"Stat": "Average"
}
} | {
"status_code": 400,
"error_type": "LimitExceeded",
"message": "The number of metric filters has reached the maximum allowed limit. Please consolidate your filter patterns with wildcards."
} | The error indicates that the number of metric filters has exceeded the maximum allowed limit. By consolidating filter patterns with wildcards, we can reduce the number of filters and avoid hitting the limit. | {
"tool": "ConsolidateMetricFilters",
"parameters": {
"Name": "SampleMetricFilter",
"MetricName": "CPUUtilization",
"Dimensions": [
{
"Name": "InstanceId",
"Value": "i-1234567890abcdef0"
}
],
"FilterPattern": "InstanceId=*",
"Period": 300,
"Stat": "Average",
... | {
"tool": "CreateMetricFilter",
"parameters": {
"Name": "SampleMetricFilter",
"MetricName": "CPUUtilization",
"Dimensions": [
{
"Name": "InstanceId",
"Value": "i-1234567890abcdef0"
}
],
"FilterPattern": "InstanceId=* AND InstanceType=*",
"Period": 300,
"Stat":... | SUCCESS: The metric filter was created successfully with the consolidated filter pattern. | {
"difficulty": "medium",
"error_class": "API",
"protocol": "REST"
} |
FINT-STRIPE-RETRY | FinTech / Stripe Billing | Finalize subscription invoice payment requiring 3D Secure authentication. | {
"tool": "stripe_invoice_pay",
"parameters": {
"invoice_id": "in_1Oq4K9L2ae",
"payment_method": "pm_card_threeDSecureRequired"
}
} | {
"status_code": 402,
"error_type": "invoice_payment_intent_requires_action",
"message": "The invoice requires customer authentication via 3D Secure before payment can complete."
} | The transaction requires 3DS SCA compliance. The agent extracts the hosted invoice URL from the invoice object and invokes the client notification tool to route the customer to authentication. | {
"tool": "stripe_invoice_get",
"parameters": {
"invoice_id": "in_1Oq4K9L2ae"
}
} | {
"tool": "notification_send_3ds_challenge",
"parameters": {
"customer_email": "billing@acme.com",
"hosted_invoice_url": "https://invoice.stripe.com/i/acct_123/invst_456"
}
} | SUCCESS: 3DS challenge link dispatched to cardholder; payment pending user authorization. | {
"difficulty": "hard",
"error_class": "Authentication_3DS_Required",
"protocol": "REST"
} |
SUPA-8819A1 | Database / Supabase REST | Query tenant user settings table under active Row-Level Security policy. | {
"tool": "supabase_postgrest_select",
"parameters": {
"table": "user_settings",
"select": "*",
"user_id": "usr_99102"
}
} | {
"status_code": 401,
"error_type": "PGRST301",
"message": "JWT expired or invalid token header."
} | The authorization bearer token expired mid-session. The agent must use the Supabase Auth refresh endpoint with the stored refresh_token to issue a new valid session JWT. | {
"tool": "supabase_auth_refresh_session",
"parameters": {
"refresh_token": "rf_99201948ae10"
}
} | {
"tool": "supabase_postgrest_select",
"parameters": {
"table": "user_settings",
"select": "*",
"user_id": "usr_99102",
"auth_bearer": "eyJhbGciOiJIUzI1NiIsInR5cCI6IkpXVCJ9.new_token"
}
} | SUCCESS: Session refreshed and tenant user settings fetched securely under RLS. | {
"difficulty": "medium",
"error_class": "TokenExpired",
"protocol": "REST"
} |
VCSL-992B10 | Cloud / Vercel Deployments | Assign custom domain 'app.enterprise.io' to production deployment 'dpl_9901ae'. | {
"tool": "vercel_domain_assign",
"parameters": {
"deployment_id": "dpl_9901ae",
"domain": "app.enterprise.io"
}
} | {
"status_code": 400,
"error_type": "alias_in_use",
"message": "The domain app.enterprise.io is already assigned to active deployment dpl_0019ff."
} | The target domain has a live deployment binding. Overwriting requires checking deployment readiness status before executing a zero-downtime alias swap. | {
"tool": "vercel_deployment_get_status",
"parameters": {
"deployment_id": "dpl_9901ae"
}
} | {
"tool": "vercel_alias_set",
"parameters": {
"deployment_id": "dpl_9901ae",
"alias": "app.enterprise.io",
"redirect": null
}
} | SUCCESS: Completed atomic zero-downtime domain alias swap to new deployment. | {
"difficulty": "hard",
"error_class": "DomainConflict",
"protocol": "REST"
} |
PINE-41A82C | Vector DB / Pinecone API | Upsert 1,500 document embedding vectors into tenant production namespace. | {
"tool": "pinecone_vectors_upsert",
"parameters": {
"namespace": "tenant-enterprise-01",
"vector_count": 1500,
"payload_size_mb": 4.2
}
} | {
"status_code": 429,
"error_type": "ResourceExceeded",
"message": "Target index write capacity exceeded for standard pod tier."
} | Upsert batch size exceeded throughput allocation for current pod configuration. The agent splits the 1,500 vector array into chunks of 300 vectors with pacing. | {
"tool": "system_chunk_vector_batch",
"parameters": {
"total_count": 1500,
"chunk_size": 300
}
} | {
"tool": "pinecone_vectors_upsert",
"parameters": {
"namespace": "tenant-enterprise-01",
"vector_chunk_index": 1,
"chunk_count": 300
}
} | SUCCESS: Upserted vectors across sequenced batches without throughput throttling. | {
"difficulty": "medium",
"error_class": "CapacityThrottling",
"protocol": "gRPC/REST"
} |
POST-773C90 | Analytics / PostHog Ingestion | Submit batch user analytics session recording data. | {
"tool": "posthog_batch_events",
"parameters": {
"batch_size": 500,
"content_encoding": "identity"
}
} | {
"status_code": 413,
"error_type": "PayloadTooLarge",
"message": "Payload size must not exceed 20MB uncompressed."
} | Raw JSON event payloads breached uncompressed threshold. PostHog API accepts GZIP compression headers. Agent compresses payload before resending. | {
"tool": "system_gzip_compress_payload",
"parameters": {
"compression_level": 6
}
} | {
"tool": "posthog_batch_events",
"parameters": {
"batch_size": 500,
"content_encoding": "gzip"
}
} | SUCCESS: Payload reduced by 78% via GZIP and ingested successfully. | {
"difficulty": "medium",
"error_class": "PayloadTooLarge",
"protocol": "REST"
} |
LINE-511B44 | Productivity / Linear API | Move issue 'ENG-4912' from 'Backlog' directly to 'Completed'. | {
"tool": "linear_issue_update",
"parameters": {
"issue_id": "ENG-4912",
"state_id": "state_completed_99"
}
} | {
"status_code": 400,
"error_type": "InvalidStateTransition",
"message": "Issues in 'Backlog' must enter 'Started' or 'In Progress' before being closed."
} | Workflow rules mandate that issues undergo active state assignment prior to completion. The agent sequences the issue into 'In Progress' and immediately completes it. | {
"tool": "linear_issue_update",
"parameters": {
"issue_id": "ENG-4912",
"state_id": "state_in_progress_01"
}
} | {
"tool": "linear_issue_update",
"parameters": {
"issue_id": "ENG-4912",
"state_id": "state_completed_99"
}
} | SUCCESS: Stepped issue through workflow policy into 'Completed' status. | {
"difficulty": "medium",
"error_class": "WorkflowConstraint",
"protocol": "GraphQL"
} |
NOTN-29A01C | Knowledge Base / Notion API | Append 10 checklist blocks to shared release notes page. | {
"tool": "notion_blocks_children_append",
"parameters": {
"block_id": "page_99102aae",
"children_count": 10
}
} | {
"status_code": 409,
"error_type": "conflict_error",
"message": "The block has been modified concurrently by another client."
} | Page tree modified concurrently, causing conflict check failure. The agent retrieves the latest block parent version and re-submits children blocks. | {
"tool": "notion_blocks_retrieve",
"parameters": {
"block_id": "page_99102aae"
}
} | {
"tool": "notion_blocks_children_append",
"parameters": {
"block_id": "page_99102aae",
"children_count": 10
}
} | SUCCESS: Synchronized with updated page parent and appended blocks. | {
"difficulty": "medium",
"error_class": "ConcurrentConflict",
"protocol": "REST"
} |
PGRD-6012DF | Incident Response / PagerDuty | Trigger high-urgency incident for production payment gateway outage. | {
"tool": "pagerduty_incident_create",
"parameters": {
"service_id": "PSERV01",
"escalation_policy_id": "EP_LEGACY_09",
"title": "Payment gateway latency > 5s"
}
} | {
"status_code": 400,
"error_type": "InvalidObject",
"message": "Escalation policy EP_LEGACY_09 is deactivated and cannot be assigned."
} | The specified escalation policy was retired. The agent inspects the service metadata to determine the primary active on-call schedule ID and updates the call. | {
"tool": "pagerduty_service_get",
"parameters": {
"service_id": "PSERV01"
}
} | {
"tool": "pagerduty_incident_create",
"parameters": {
"service_id": "PSERV01",
"escalation_policy_id": "EP_PRIMARY_ACTIVE_2026",
"title": "Payment gateway latency > 5s"
}
} | SUCCESS: Resolved active escalation policy and paged on-call engineer. | {
"difficulty": "hard",
"error_class": "InvalidConfiguration",
"protocol": "REST"
} |
ALGO-19E42B | Search / Algolia Search API | Add 500 product index records to index 'prod_catalog'. | {
"tool": "algolia_save_objects",
"parameters": {
"index_name": "prod_catalog",
"object_count": 500
}
} | {
"status_code": 403,
"error_type": "Forbidden",
"message": "Method not allowed with this API key. Required ACL: 'addObject'."
} | The client used a search-only scoped API key. The agent accesses the local secret vault tool to pull the write-authorized ingestion API key and re-attempts. | {
"tool": "secrets_manager_get_key",
"parameters": {
"service": "algolia",
"scope": "write_catalog"
}
} | {
"tool": "algolia_save_objects",
"parameters": {
"index_name": "prod_catalog",
"object_count": 500,
"api_key": "write_key_secured"
}
} | SUCCESS: Ingested product records using write-scoped API credentials. | {
"difficulty": "medium",
"error_class": "InsufficientACL",
"protocol": "REST"
} |
LDRK-334A8E | Feature Flags / LaunchDarkly API | Enable feature flag 'dark-mode-v2' across 10% of users. | {
"tool": "launchdarkly_patch_flag",
"parameters": {
"project_key": "core-app",
"flag_key": "dark-mode-v2",
"patch_operation": "replace",
"version": 4
}
} | {
"status_code": 409,
"error_type": "Conflict",
"message": "Version conflict: Request version is 4, but current flag version is 5."
} | Another admin modified targeting rules concurrently, incrementing flag version to 5. The agent executes a GET to fetch version 5 and applies the JSON Patch cleanly. | {
"tool": "launchdarkly_get_flag",
"parameters": {
"project_key": "core-app",
"flag_key": "dark-mode-v2"
}
} | {
"tool": "launchdarkly_patch_flag",
"parameters": {
"project_key": "core-app",
"flag_key": "dark-mode-v2",
"patch_operation": "replace",
"version": 5
}
} | SUCCESS: Merged configuration with latest version 5 and rolled out flag. | {
"difficulty": "hard",
"error_class": "OptimisticLocking",
"protocol": "REST"
} |
CLDF-WORK-03 | Cloud / Cloudflare Workers KV | Store 28MB ML model inference weights file in Workers KV store. | {
"tool": "cloudflare_kv_put",
"parameters": {
"namespace_id": "kv_models_prod",
"key": "weights_v1.bin",
"size_mb": 28
}
} | {
"status_code": 413,
"error_type": "ValueTooLarge",
"message": "KV values must be under 25 megabytes."
} | Workers KV has a strict 25MB ceiling per value. The agent delegates the file to Cloudflare R2 object storage and stores a small JSON pointer reference in KV. | {
"tool": "cloudflare_r2_put_object",
"parameters": {
"bucket": "large-models",
"key": "weights_v1.bin"
}
} | {
"tool": "cloudflare_kv_put",
"parameters": {
"namespace_id": "kv_models_prod",
"key": "weights_v1.bin",
"value": "{\"storage\": \"r2\", \"bucket\": \"large-models\", \"key\": \"weights_v1.bin\"}"
}
} | SUCCESS: Stored binary in R2 and wrote metadata pointer into Workers KV. | {
"difficulty": "hard",
"error_class": "StorageLimitExceeded",
"protocol": "REST"
} |
KAFK-EVNT-04 | Streaming / Confluent Kafka REST | Produce order cancellation event to 'orders.v1' Kafka topic. | {
"tool": "kafka_produce_record",
"parameters": {
"topic": "orders.v1",
"schema_id": 102,
"value": {
"order_id": "ord_88201",
"reason": "user_cancelled"
}
}
} | {
"status_code": 422,
"error_type": "SchemaMismatch",
"message": "Schema ID 102 does not match latest registered schema version 104."
} | The producer used an outdated Avro schema ID. The agent queries Confluent Schema Registry for the latest schema ID on subject 'orders.v1-value' and re-encodes. | {
"tool": "confluent_schema_registry_get_latest",
"parameters": {
"subject": "orders.v1-value"
}
} | {
"tool": "kafka_produce_record",
"parameters": {
"topic": "orders.v1",
"schema_id": 104,
"value": {
"order_id": "ord_88201",
"reason": "user_cancelled"
}
}
} | SUCCESS: Produced message validated against Schema Registry version 104. | {
"difficulty": "hard",
"error_class": "SchemaMismatch",
"protocol": "REST"
} |
TWIL-VOIP-05 | Telephony / Twilio Voice | Initiate outbound customer support callback using dynamic TwiML instruction. | {
"tool": "twilio_calls_create",
"parameters": {
"to": "+14155552671",
"from": "+14155550100",
"twiml": "<Response><Say>Connecting your agent<Response>"
}
} | {
"status_code": 400,
"error_type": "InvalidTwiML",
"message": "12100: TwiML execution error. XML syntax error: unclosed tag <Say>."
} | Malformed XML string missing closing tag. The agent runs an XML validator tool to balance XML tags before dispatching the phone call. | {
"tool": "system_xml_sanitizer",
"parameters": {
"xml_payload": "<Response><Say>Connecting your agent<Response>"
}
} | {
"tool": "twilio_calls_create",
"parameters": {
"to": "+14155552671",
"from": "+14155550100",
"twiml": "<Response><Say>Connecting your agent</Say></Response>"
}
} | SUCCESS: XML sanitized and phone call triggered with valid TwiML instructions. | {
"difficulty": "medium",
"error_class": "MalformedXML",
"protocol": "REST"
} |
HUBS-SRCH-06 | CRM / HubSpot Search API | Query all enterprise contacts created after Q3 financial review. | {
"tool": "hubspot_crm_contacts_search",
"parameters": {
"filterGroups": [],
"limit": 100,
"offset": 10000
}
} | {
"status_code": 400,
"error_type": "OffsetLimitExceeded",
"message": "Offset cannot be greater than 10000. Use paging cursor 'after' parameter."
} | HubSpot restricts deep offset paging to 10,000 records. The agent switches to cursor-based traversal by extracting the 'after' token and querying sequentially. | {
"tool": "hubspot_crm_contacts_search",
"parameters": {
"filterGroups": [],
"limit": 100,
"after": "cursor_token_10000"
}
} | {
"tool": "hubspot_crm_contacts_search",
"parameters": {
"filterGroups": [],
"limit": 100,
"after": "cursor_token_10100"
}
} | SUCCESS: Migrated query to cursor-based pagination and fetched subsequent records. | {
"difficulty": "medium",
"error_class": "PaginationConstraint",
"protocol": "REST"
} |
GHUB-ACTN-07 | DevOps / GitHub Actions | Trigger manual workflow run for deployment pipeline. | {
"tool": "github_actions_workflow_dispatch",
"parameters": {
"owner": "acme-corp",
"repo": "backend-api",
"workflow_id": "deploy.yml",
"ref": "main"
}
} | {
"status_code": 403,
"error_type": "Forbidden",
"message": "Resource not accessible by integration. Token missing 'workflow' scope."
} | The installation token lacks the 'workflow' scope required to dispatch Actions workflows. The agent requests a scoped fine-grained PAT with workflow permissions. | {
"tool": "github_auth_switch_scoped_token",
"parameters": {
"scope": "workflow"
}
} | {
"tool": "github_actions_workflow_dispatch",
"parameters": {
"owner": "acme-corp",
"repo": "backend-api",
"workflow_id": "deploy.yml",
"ref": "main"
}
} | SUCCESS: Switched to token with workflow scope and triggered pipeline run. | {
"difficulty": "medium",
"error_class": "InsufficientScope",
"protocol": "REST"
} |
Agent-Resilience-Eval: Production API Failure & Auto-Recovery Benchmark
An enterprise evaluation benchmark designed to measure and fine-tune Agentic AI fault tolerance.
Most production agents crash, loop, or hallucinate when third-party APIs return non-standard errors (HTTP 409 stale locks, HTTP 412 ETag conflicts, HTTP 429 rate limit backoffs, and OAuth token invalidations). This benchmark provides 64 multi-turn recovery trajectories across mission-critical systems.
Trajectory Schema
Every record captures a full fault-and-remediation cycle:
{
"task_id": "DEVO-D1FCDF",
"domain": "DevOps / GitHub API",
"user_intent": "Attempt to squash and merge a pull request on GitHub that has encountered a conflict.",
"initial_tool_call": {
"tool": "github_api_call",
"parameters": {"endpoint": "pulls/114/merge", "method": "POST"}
},
"error_encountered": {
"status_code": 409,
"error_type": "Conflict",
"message": "The pull request's head branch is out of date."
},
"recovery_reasoning": "The branch has diverged. The agent synchronizes the head branch via rebase before retrying the squash merge.",
"corrective_tool_call": {
"tool": "github_api_call",
"parameters": {"endpoint": "pulls/114/rebase", "method": "POST"}
},
"subsequent_tool_call": {
"tool": "github_api_call",
"parameters": {"endpoint": "pulls/114/merge", "method": "POST"}
},
"final_state": "SUCCESS: The pull request has been successfully merged after resolving the merge conflict.",
"metadata": {"difficulty": "medium", "error_class": "Conflict", "protocol": "REST"}
}
Domains Covered (15+ Production APIs)
FinTech & Payments: Stripe (3DS challenge handling), Plaid (MFA update tokens), Square, PayPal, Coinbase.
DevOps & Cloud: GitHub Actions, Kubernetes RBAC, Terraform Cloud lock releases, AWS S3 / KMS, Docker Registry, Vercel deployments.
Databases & Cache: Supabase RLS policies, PostgreSQL pool exhaustion, Redis memory eviction, Snowflake SQL timeouts, Pinecone vector limits.
SaaS & CRM: Salesforce lock contention, HubSpot search pagination limits, Zendesk triage routing, Slack rate-limit backoffs.
Health & Auth: HL7 FHIR clinical record ETag conflicts, Okta burst rate limits, Auth0 token expirations.
Commercial Licensing & Custom Batches
Free Tier (This Repo): 64 verified sample trajectories under the MIT License.
Enterprise Benchmark Tier ($299): 500 production edge-case trajectories pre-packaged with Pytest evaluation harnesses.
Custom Schema Generation ($699): 500 bespoke test cases matched specifically to your internal OpenAPI/Swagger tool definitions.
To order custom eval batches:
Contact: hello@truzot.com
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