Datasets:
id stringlengths 49 49 | messages listlengths 5 5 | tool_used stringclasses 3
values | domain stringclasses 1
value | cluster stringclasses 1
value | ast_verified bool 1
class | commercial_license stringclasses 1
value |
|---|---|---|---|---|---|---|
emgena_mcp_long_context_needle_loss_detector_0001 | [
{
"role": "system",
"content": "You are Emgena AI Labs Enterprise Diagnostic Engine for LLM Long Context Retrieval. You operate via stdio JSON-RPC 2.0 with AST-verified code remediation."
},
{
"role": "user",
"content": "[INCIDENT_ALERT #1001] SEVERITY: HIGH | SERVICE: emgena_mcp_long_context_ne... | analyze_token_depth_bias | LLM Long Context Retrieval | Cluster 1: Vector DB & Memory Safety | true | EMGENA_AI_LABS_ENTERPRISE_EULA |
emgena_mcp_long_context_needle_loss_detector_0002 | [
{
"role": "system",
"content": "You are Emgena AI Labs Enterprise Diagnostic Engine for LLM Long Context Retrieval. You operate via stdio JSON-RPC 2.0 with AST-verified code remediation."
},
{
"role": "user",
"content": "[INCIDENT_ALERT #1002] SEVERITY: HIGH | SERVICE: emgena_mcp_long_context_ne... | reposition_critical_needles | LLM Long Context Retrieval | Cluster 1: Vector DB & Memory Safety | true | EMGENA_AI_LABS_ENTERPRISE_EULA |
emgena_mcp_long_context_needle_loss_detector_0003 | [
{
"role": "system",
"content": "You are Emgena AI Labs Enterprise Diagnostic Engine for LLM Long Context Retrieval. You operate via stdio JSON-RPC 2.0 with AST-verified code remediation."
},
{
"role": "user",
"content": "[INCIDENT_ALERT #1003] SEVERITY: CRITICAL | SERVICE: emgena_mcp_long_contex... | verify_needle_recall_score | LLM Long Context Retrieval | Cluster 1: Vector DB & Memory Safety | true | EMGENA_AI_LABS_ENTERPRISE_EULA |
emgena_mcp_long_context_needle_loss_detector_0004 | [
{
"role": "system",
"content": "You are Emgena AI Labs Enterprise Diagnostic Engine for LLM Long Context Retrieval. You operate via stdio JSON-RPC 2.0 with AST-verified code remediation."
},
{
"role": "user",
"content": "[INCIDENT_ALERT #1004] SEVERITY: HIGH | SERVICE: emgena_mcp_long_context_ne... | analyze_token_depth_bias | LLM Long Context Retrieval | Cluster 1: Vector DB & Memory Safety | true | EMGENA_AI_LABS_ENTERPRISE_EULA |
emgena_mcp_long_context_needle_loss_detector_0005 | [
{
"role": "system",
"content": "You are Emgena AI Labs Enterprise Diagnostic Engine for LLM Long Context Retrieval. You operate via stdio JSON-RPC 2.0 with AST-verified code remediation."
},
{
"role": "user",
"content": "[INCIDENT_ALERT #1005] SEVERITY: HIGH | SERVICE: emgena_mcp_long_context_ne... | reposition_critical_needles | LLM Long Context Retrieval | Cluster 1: Vector DB & Memory Safety | true | EMGENA_AI_LABS_ENTERPRISE_EULA |
emgena_mcp_long_context_needle_loss_detector_0006 | [
{
"role": "system",
"content": "You are Emgena AI Labs Enterprise Diagnostic Engine for LLM Long Context Retrieval. You operate via stdio JSON-RPC 2.0 with AST-verified code remediation."
},
{
"role": "user",
"content": "[INCIDENT_ALERT #1006] SEVERITY: CRITICAL | SERVICE: emgena_mcp_long_contex... | verify_needle_recall_score | LLM Long Context Retrieval | Cluster 1: Vector DB & Memory Safety | true | EMGENA_AI_LABS_ENTERPRISE_EULA |
emgena_mcp_long_context_needle_loss_detector_0007 | [
{
"role": "system",
"content": "You are Emgena AI Labs Enterprise Diagnostic Engine for LLM Long Context Retrieval. You operate via stdio JSON-RPC 2.0 with AST-verified code remediation."
},
{
"role": "user",
"content": "[INCIDENT_ALERT #1007] SEVERITY: HIGH | SERVICE: emgena_mcp_long_context_ne... | analyze_token_depth_bias | LLM Long Context Retrieval | Cluster 1: Vector DB & Memory Safety | true | EMGENA_AI_LABS_ENTERPRISE_EULA |
emgena_mcp_long_context_needle_loss_detector_0008 | [
{
"role": "system",
"content": "You are Emgena AI Labs Enterprise Diagnostic Engine for LLM Long Context Retrieval. You operate via stdio JSON-RPC 2.0 with AST-verified code remediation."
},
{
"role": "user",
"content": "[INCIDENT_ALERT #1008] SEVERITY: HIGH | SERVICE: emgena_mcp_long_context_ne... | reposition_critical_needles | LLM Long Context Retrieval | Cluster 1: Vector DB & Memory Safety | true | EMGENA_AI_LABS_ENTERPRISE_EULA |
emgena_mcp_long_context_needle_loss_detector_0009 | [
{
"role": "system",
"content": "You are Emgena AI Labs Enterprise Diagnostic Engine for LLM Long Context Retrieval. You operate via stdio JSON-RPC 2.0 with AST-verified code remediation."
},
{
"role": "user",
"content": "[INCIDENT_ALERT #1009] SEVERITY: CRITICAL | SERVICE: emgena_mcp_long_contex... | verify_needle_recall_score | LLM Long Context Retrieval | Cluster 1: Vector DB & Memory Safety | true | EMGENA_AI_LABS_ENTERPRISE_EULA |
emgena_mcp_long_context_needle_loss_detector_0010 | [
{
"role": "system",
"content": "You are Emgena AI Labs Enterprise Diagnostic Engine for LLM Long Context Retrieval. You operate via stdio JSON-RPC 2.0 with AST-verified code remediation."
},
{
"role": "user",
"content": "[INCIDENT_ALERT #1010] SEVERITY: HIGH | SERVICE: emgena_mcp_long_context_ne... | analyze_token_depth_bias | LLM Long Context Retrieval | Cluster 1: Vector DB & Memory Safety | true | EMGENA_AI_LABS_ENTERPRISE_EULA |
emgena_mcp_long_context_needle_loss_detector_0011 | [
{
"role": "system",
"content": "You are Emgena AI Labs Enterprise Diagnostic Engine for LLM Long Context Retrieval. You operate via stdio JSON-RPC 2.0 with AST-verified code remediation."
},
{
"role": "user",
"content": "[INCIDENT_ALERT #1011] SEVERITY: HIGH | SERVICE: emgena_mcp_long_context_ne... | reposition_critical_needles | LLM Long Context Retrieval | Cluster 1: Vector DB & Memory Safety | true | EMGENA_AI_LABS_ENTERPRISE_EULA |
emgena_mcp_long_context_needle_loss_detector_0012 | [
{
"role": "system",
"content": "You are Emgena AI Labs Enterprise Diagnostic Engine for LLM Long Context Retrieval. You operate via stdio JSON-RPC 2.0 with AST-verified code remediation."
},
{
"role": "user",
"content": "[INCIDENT_ALERT #1012] SEVERITY: CRITICAL | SERVICE: emgena_mcp_long_contex... | verify_needle_recall_score | LLM Long Context Retrieval | Cluster 1: Vector DB & Memory Safety | true | EMGENA_AI_LABS_ENTERPRISE_EULA |
emgena_mcp_long_context_needle_loss_detector_0013 | [
{
"role": "system",
"content": "You are Emgena AI Labs Enterprise Diagnostic Engine for LLM Long Context Retrieval. You operate via stdio JSON-RPC 2.0 with AST-verified code remediation."
},
{
"role": "user",
"content": "[INCIDENT_ALERT #1013] SEVERITY: HIGH | SERVICE: emgena_mcp_long_context_ne... | analyze_token_depth_bias | LLM Long Context Retrieval | Cluster 1: Vector DB & Memory Safety | true | EMGENA_AI_LABS_ENTERPRISE_EULA |
emgena_mcp_long_context_needle_loss_detector_0014 | [
{
"role": "system",
"content": "You are Emgena AI Labs Enterprise Diagnostic Engine for LLM Long Context Retrieval. You operate via stdio JSON-RPC 2.0 with AST-verified code remediation."
},
{
"role": "user",
"content": "[INCIDENT_ALERT #1014] SEVERITY: HIGH | SERVICE: emgena_mcp_long_context_ne... | reposition_critical_needles | LLM Long Context Retrieval | Cluster 1: Vector DB & Memory Safety | true | EMGENA_AI_LABS_ENTERPRISE_EULA |
emgena_mcp_long_context_needle_loss_detector_0015 | [
{
"role": "system",
"content": "You are Emgena AI Labs Enterprise Diagnostic Engine for LLM Long Context Retrieval. You operate via stdio JSON-RPC 2.0 with AST-verified code remediation."
},
{
"role": "user",
"content": "[INCIDENT_ALERT #1015] SEVERITY: CRITICAL | SERVICE: emgena_mcp_long_contex... | verify_needle_recall_score | LLM Long Context Retrieval | Cluster 1: Vector DB & Memory Safety | true | EMGENA_AI_LABS_ENTERPRISE_EULA |
emgena_mcp_long_context_needle_loss_detector_0016 | [
{
"role": "system",
"content": "You are Emgena AI Labs Enterprise Diagnostic Engine for LLM Long Context Retrieval. You operate via stdio JSON-RPC 2.0 with AST-verified code remediation."
},
{
"role": "user",
"content": "[INCIDENT_ALERT #1016] SEVERITY: HIGH | SERVICE: emgena_mcp_long_context_ne... | analyze_token_depth_bias | LLM Long Context Retrieval | Cluster 1: Vector DB & Memory Safety | true | EMGENA_AI_LABS_ENTERPRISE_EULA |
emgena_mcp_long_context_needle_loss_detector_0017 | [
{
"role": "system",
"content": "You are Emgena AI Labs Enterprise Diagnostic Engine for LLM Long Context Retrieval. You operate via stdio JSON-RPC 2.0 with AST-verified code remediation."
},
{
"role": "user",
"content": "[INCIDENT_ALERT #1017] SEVERITY: HIGH | SERVICE: emgena_mcp_long_context_ne... | reposition_critical_needles | LLM Long Context Retrieval | Cluster 1: Vector DB & Memory Safety | true | EMGENA_AI_LABS_ENTERPRISE_EULA |
emgena_mcp_long_context_needle_loss_detector_0018 | [
{
"role": "system",
"content": "You are Emgena AI Labs Enterprise Diagnostic Engine for LLM Long Context Retrieval. You operate via stdio JSON-RPC 2.0 with AST-verified code remediation."
},
{
"role": "user",
"content": "[INCIDENT_ALERT #1018] SEVERITY: CRITICAL | SERVICE: emgena_mcp_long_contex... | verify_needle_recall_score | LLM Long Context Retrieval | Cluster 1: Vector DB & Memory Safety | true | EMGENA_AI_LABS_ENTERPRISE_EULA |
emgena_mcp_long_context_needle_loss_detector_0019 | [
{
"role": "system",
"content": "You are Emgena AI Labs Enterprise Diagnostic Engine for LLM Long Context Retrieval. You operate via stdio JSON-RPC 2.0 with AST-verified code remediation."
},
{
"role": "user",
"content": "[INCIDENT_ALERT #1019] SEVERITY: HIGH | SERVICE: emgena_mcp_long_context_ne... | analyze_token_depth_bias | LLM Long Context Retrieval | Cluster 1: Vector DB & Memory Safety | true | EMGENA_AI_LABS_ENTERPRISE_EULA |
emgena_mcp_long_context_needle_loss_detector_0020 | [
{
"role": "system",
"content": "You are Emgena AI Labs Enterprise Diagnostic Engine for LLM Long Context Retrieval. You operate via stdio JSON-RPC 2.0 with AST-verified code remediation."
},
{
"role": "user",
"content": "[INCIDENT_ALERT #1020] SEVERITY: HIGH | SERVICE: emgena_mcp_long_context_ne... | reposition_critical_needles | LLM Long Context Retrieval | Cluster 1: Vector DB & Memory Safety | true | EMGENA_AI_LABS_ENTERPRISE_EULA |
emgena_mcp_long_context_needle_loss_detector_0021 | [
{
"role": "system",
"content": "You are Emgena AI Labs Enterprise Diagnostic Engine for LLM Long Context Retrieval. You operate via stdio JSON-RPC 2.0 with AST-verified code remediation."
},
{
"role": "user",
"content": "[INCIDENT_ALERT #1021] SEVERITY: CRITICAL | SERVICE: emgena_mcp_long_contex... | verify_needle_recall_score | LLM Long Context Retrieval | Cluster 1: Vector DB & Memory Safety | true | EMGENA_AI_LABS_ENTERPRISE_EULA |
emgena_mcp_long_context_needle_loss_detector_0022 | [
{
"role": "system",
"content": "You are Emgena AI Labs Enterprise Diagnostic Engine for LLM Long Context Retrieval. You operate via stdio JSON-RPC 2.0 with AST-verified code remediation."
},
{
"role": "user",
"content": "[INCIDENT_ALERT #1022] SEVERITY: HIGH | SERVICE: emgena_mcp_long_context_ne... | analyze_token_depth_bias | LLM Long Context Retrieval | Cluster 1: Vector DB & Memory Safety | true | EMGENA_AI_LABS_ENTERPRISE_EULA |
emgena_mcp_long_context_needle_loss_detector_0023 | [
{
"role": "system",
"content": "You are Emgena AI Labs Enterprise Diagnostic Engine for LLM Long Context Retrieval. You operate via stdio JSON-RPC 2.0 with AST-verified code remediation."
},
{
"role": "user",
"content": "[INCIDENT_ALERT #1023] SEVERITY: HIGH | SERVICE: emgena_mcp_long_context_ne... | reposition_critical_needles | LLM Long Context Retrieval | Cluster 1: Vector DB & Memory Safety | true | EMGENA_AI_LABS_ENTERPRISE_EULA |
emgena_mcp_long_context_needle_loss_detector_0024 | [
{
"role": "system",
"content": "You are Emgena AI Labs Enterprise Diagnostic Engine for LLM Long Context Retrieval. You operate via stdio JSON-RPC 2.0 with AST-verified code remediation."
},
{
"role": "user",
"content": "[INCIDENT_ALERT #1024] SEVERITY: CRITICAL | SERVICE: emgena_mcp_long_contex... | verify_needle_recall_score | LLM Long Context Retrieval | Cluster 1: Vector DB & Memory Safety | true | EMGENA_AI_LABS_ENTERPRISE_EULA |
emgena_mcp_long_context_needle_loss_detector_0025 | [
{
"role": "system",
"content": "You are Emgena AI Labs Enterprise Diagnostic Engine for LLM Long Context Retrieval. You operate via stdio JSON-RPC 2.0 with AST-verified code remediation."
},
{
"role": "user",
"content": "[INCIDENT_ALERT #1025] SEVERITY: HIGH | SERVICE: emgena_mcp_long_context_ne... | analyze_token_depth_bias | LLM Long Context Retrieval | Cluster 1: Vector DB & Memory Safety | true | EMGENA_AI_LABS_ENTERPRISE_EULA |
emgena_mcp_long_context_needle_loss_detector_0026 | [
{
"role": "system",
"content": "You are Emgena AI Labs Enterprise Diagnostic Engine for LLM Long Context Retrieval. You operate via stdio JSON-RPC 2.0 with AST-verified code remediation."
},
{
"role": "user",
"content": "[INCIDENT_ALERT #1026] SEVERITY: HIGH | SERVICE: emgena_mcp_long_context_ne... | reposition_critical_needles | LLM Long Context Retrieval | Cluster 1: Vector DB & Memory Safety | true | EMGENA_AI_LABS_ENTERPRISE_EULA |
emgena_mcp_long_context_needle_loss_detector_0027 | [
{
"role": "system",
"content": "You are Emgena AI Labs Enterprise Diagnostic Engine for LLM Long Context Retrieval. You operate via stdio JSON-RPC 2.0 with AST-verified code remediation."
},
{
"role": "user",
"content": "[INCIDENT_ALERT #1027] SEVERITY: CRITICAL | SERVICE: emgena_mcp_long_contex... | verify_needle_recall_score | LLM Long Context Retrieval | Cluster 1: Vector DB & Memory Safety | true | EMGENA_AI_LABS_ENTERPRISE_EULA |
emgena_mcp_long_context_needle_loss_detector_0028 | [
{
"role": "system",
"content": "You are Emgena AI Labs Enterprise Diagnostic Engine for LLM Long Context Retrieval. You operate via stdio JSON-RPC 2.0 with AST-verified code remediation."
},
{
"role": "user",
"content": "[INCIDENT_ALERT #1028] SEVERITY: HIGH | SERVICE: emgena_mcp_long_context_ne... | analyze_token_depth_bias | LLM Long Context Retrieval | Cluster 1: Vector DB & Memory Safety | true | EMGENA_AI_LABS_ENTERPRISE_EULA |
emgena_mcp_long_context_needle_loss_detector_0029 | [
{
"role": "system",
"content": "You are Emgena AI Labs Enterprise Diagnostic Engine for LLM Long Context Retrieval. You operate via stdio JSON-RPC 2.0 with AST-verified code remediation."
},
{
"role": "user",
"content": "[INCIDENT_ALERT #1029] SEVERITY: HIGH | SERVICE: emgena_mcp_long_context_ne... | reposition_critical_needles | LLM Long Context Retrieval | Cluster 1: Vector DB & Memory Safety | true | EMGENA_AI_LABS_ENTERPRISE_EULA |
emgena_mcp_long_context_needle_loss_detector_0030 | [
{
"role": "system",
"content": "You are Emgena AI Labs Enterprise Diagnostic Engine for LLM Long Context Retrieval. You operate via stdio JSON-RPC 2.0 with AST-verified code remediation."
},
{
"role": "user",
"content": "[INCIDENT_ALERT #1030] SEVERITY: CRITICAL | SERVICE: emgena_mcp_long_contex... | verify_needle_recall_score | LLM Long Context Retrieval | Cluster 1: Vector DB & Memory Safety | true | EMGENA_AI_LABS_ENTERPRISE_EULA |
emgena_mcp_long_context_needle_loss_detector_0031 | [
{
"role": "system",
"content": "You are Emgena AI Labs Enterprise Diagnostic Engine for LLM Long Context Retrieval. You operate via stdio JSON-RPC 2.0 with AST-verified code remediation."
},
{
"role": "user",
"content": "[INCIDENT_ALERT #1031] SEVERITY: HIGH | SERVICE: emgena_mcp_long_context_ne... | analyze_token_depth_bias | LLM Long Context Retrieval | Cluster 1: Vector DB & Memory Safety | true | EMGENA_AI_LABS_ENTERPRISE_EULA |
emgena_mcp_long_context_needle_loss_detector_0032 | [
{
"role": "system",
"content": "You are Emgena AI Labs Enterprise Diagnostic Engine for LLM Long Context Retrieval. You operate via stdio JSON-RPC 2.0 with AST-verified code remediation."
},
{
"role": "user",
"content": "[INCIDENT_ALERT #1032] SEVERITY: HIGH | SERVICE: emgena_mcp_long_context_ne... | reposition_critical_needles | LLM Long Context Retrieval | Cluster 1: Vector DB & Memory Safety | true | EMGENA_AI_LABS_ENTERPRISE_EULA |
emgena_mcp_long_context_needle_loss_detector_0033 | [
{
"role": "system",
"content": "You are Emgena AI Labs Enterprise Diagnostic Engine for LLM Long Context Retrieval. You operate via stdio JSON-RPC 2.0 with AST-verified code remediation."
},
{
"role": "user",
"content": "[INCIDENT_ALERT #1033] SEVERITY: CRITICAL | SERVICE: emgena_mcp_long_contex... | verify_needle_recall_score | LLM Long Context Retrieval | Cluster 1: Vector DB & Memory Safety | true | EMGENA_AI_LABS_ENTERPRISE_EULA |
emgena_mcp_long_context_needle_loss_detector_0034 | [
{
"role": "system",
"content": "You are Emgena AI Labs Enterprise Diagnostic Engine for LLM Long Context Retrieval. You operate via stdio JSON-RPC 2.0 with AST-verified code remediation."
},
{
"role": "user",
"content": "[INCIDENT_ALERT #1034] SEVERITY: HIGH | SERVICE: emgena_mcp_long_context_ne... | analyze_token_depth_bias | LLM Long Context Retrieval | Cluster 1: Vector DB & Memory Safety | true | EMGENA_AI_LABS_ENTERPRISE_EULA |
emgena_mcp_long_context_needle_loss_detector_0035 | [
{
"role": "system",
"content": "You are Emgena AI Labs Enterprise Diagnostic Engine for LLM Long Context Retrieval. You operate via stdio JSON-RPC 2.0 with AST-verified code remediation."
},
{
"role": "user",
"content": "[INCIDENT_ALERT #1035] SEVERITY: HIGH | SERVICE: emgena_mcp_long_context_ne... | reposition_critical_needles | LLM Long Context Retrieval | Cluster 1: Vector DB & Memory Safety | true | EMGENA_AI_LABS_ENTERPRISE_EULA |
emgena_mcp_long_context_needle_loss_detector_0036 | [
{
"role": "system",
"content": "You are Emgena AI Labs Enterprise Diagnostic Engine for LLM Long Context Retrieval. You operate via stdio JSON-RPC 2.0 with AST-verified code remediation."
},
{
"role": "user",
"content": "[INCIDENT_ALERT #1036] SEVERITY: CRITICAL | SERVICE: emgena_mcp_long_contex... | verify_needle_recall_score | LLM Long Context Retrieval | Cluster 1: Vector DB & Memory Safety | true | EMGENA_AI_LABS_ENTERPRISE_EULA |
emgena_mcp_long_context_needle_loss_detector_0037 | [
{
"role": "system",
"content": "You are Emgena AI Labs Enterprise Diagnostic Engine for LLM Long Context Retrieval. You operate via stdio JSON-RPC 2.0 with AST-verified code remediation."
},
{
"role": "user",
"content": "[INCIDENT_ALERT #1037] SEVERITY: HIGH | SERVICE: emgena_mcp_long_context_ne... | analyze_token_depth_bias | LLM Long Context Retrieval | Cluster 1: Vector DB & Memory Safety | true | EMGENA_AI_LABS_ENTERPRISE_EULA |
emgena_mcp_long_context_needle_loss_detector_0038 | [
{
"role": "system",
"content": "You are Emgena AI Labs Enterprise Diagnostic Engine for LLM Long Context Retrieval. You operate via stdio JSON-RPC 2.0 with AST-verified code remediation."
},
{
"role": "user",
"content": "[INCIDENT_ALERT #1038] SEVERITY: HIGH | SERVICE: emgena_mcp_long_context_ne... | reposition_critical_needles | LLM Long Context Retrieval | Cluster 1: Vector DB & Memory Safety | true | EMGENA_AI_LABS_ENTERPRISE_EULA |
emgena_mcp_long_context_needle_loss_detector_0039 | [
{
"role": "system",
"content": "You are Emgena AI Labs Enterprise Diagnostic Engine for LLM Long Context Retrieval. You operate via stdio JSON-RPC 2.0 with AST-verified code remediation."
},
{
"role": "user",
"content": "[INCIDENT_ALERT #1039] SEVERITY: CRITICAL | SERVICE: emgena_mcp_long_contex... | verify_needle_recall_score | LLM Long Context Retrieval | Cluster 1: Vector DB & Memory Safety | true | EMGENA_AI_LABS_ENTERPRISE_EULA |
emgena_mcp_long_context_needle_loss_detector_0040 | [
{
"role": "system",
"content": "You are Emgena AI Labs Enterprise Diagnostic Engine for LLM Long Context Retrieval. You operate via stdio JSON-RPC 2.0 with AST-verified code remediation."
},
{
"role": "user",
"content": "[INCIDENT_ALERT #1040] SEVERITY: HIGH | SERVICE: emgena_mcp_long_context_ne... | analyze_token_depth_bias | LLM Long Context Retrieval | Cluster 1: Vector DB & Memory Safety | true | EMGENA_AI_LABS_ENTERPRISE_EULA |
emgena_mcp_long_context_needle_loss_detector_0041 | [
{
"role": "system",
"content": "You are Emgena AI Labs Enterprise Diagnostic Engine for LLM Long Context Retrieval. You operate via stdio JSON-RPC 2.0 with AST-verified code remediation."
},
{
"role": "user",
"content": "[INCIDENT_ALERT #1041] SEVERITY: HIGH | SERVICE: emgena_mcp_long_context_ne... | reposition_critical_needles | LLM Long Context Retrieval | Cluster 1: Vector DB & Memory Safety | true | EMGENA_AI_LABS_ENTERPRISE_EULA |
emgena_mcp_long_context_needle_loss_detector_0042 | [
{
"role": "system",
"content": "You are Emgena AI Labs Enterprise Diagnostic Engine for LLM Long Context Retrieval. You operate via stdio JSON-RPC 2.0 with AST-verified code remediation."
},
{
"role": "user",
"content": "[INCIDENT_ALERT #1042] SEVERITY: CRITICAL | SERVICE: emgena_mcp_long_contex... | verify_needle_recall_score | LLM Long Context Retrieval | Cluster 1: Vector DB & Memory Safety | true | EMGENA_AI_LABS_ENTERPRISE_EULA |
emgena_mcp_long_context_needle_loss_detector_0043 | [
{
"role": "system",
"content": "You are Emgena AI Labs Enterprise Diagnostic Engine for LLM Long Context Retrieval. You operate via stdio JSON-RPC 2.0 with AST-verified code remediation."
},
{
"role": "user",
"content": "[INCIDENT_ALERT #1043] SEVERITY: HIGH | SERVICE: emgena_mcp_long_context_ne... | analyze_token_depth_bias | LLM Long Context Retrieval | Cluster 1: Vector DB & Memory Safety | true | EMGENA_AI_LABS_ENTERPRISE_EULA |
emgena_mcp_long_context_needle_loss_detector_0044 | [
{
"role": "system",
"content": "You are Emgena AI Labs Enterprise Diagnostic Engine for LLM Long Context Retrieval. You operate via stdio JSON-RPC 2.0 with AST-verified code remediation."
},
{
"role": "user",
"content": "[INCIDENT_ALERT #1044] SEVERITY: HIGH | SERVICE: emgena_mcp_long_context_ne... | reposition_critical_needles | LLM Long Context Retrieval | Cluster 1: Vector DB & Memory Safety | true | EMGENA_AI_LABS_ENTERPRISE_EULA |
emgena_mcp_long_context_needle_loss_detector_0045 | [
{
"role": "system",
"content": "You are Emgena AI Labs Enterprise Diagnostic Engine for LLM Long Context Retrieval. You operate via stdio JSON-RPC 2.0 with AST-verified code remediation."
},
{
"role": "user",
"content": "[INCIDENT_ALERT #1045] SEVERITY: CRITICAL | SERVICE: emgena_mcp_long_contex... | verify_needle_recall_score | LLM Long Context Retrieval | Cluster 1: Vector DB & Memory Safety | true | EMGENA_AI_LABS_ENTERPRISE_EULA |
emgena_mcp_long_context_needle_loss_detector_0046 | [
{
"role": "system",
"content": "You are Emgena AI Labs Enterprise Diagnostic Engine for LLM Long Context Retrieval. You operate via stdio JSON-RPC 2.0 with AST-verified code remediation."
},
{
"role": "user",
"content": "[INCIDENT_ALERT #1046] SEVERITY: HIGH | SERVICE: emgena_mcp_long_context_ne... | analyze_token_depth_bias | LLM Long Context Retrieval | Cluster 1: Vector DB & Memory Safety | true | EMGENA_AI_LABS_ENTERPRISE_EULA |
emgena_mcp_long_context_needle_loss_detector_0047 | [
{
"role": "system",
"content": "You are Emgena AI Labs Enterprise Diagnostic Engine for LLM Long Context Retrieval. You operate via stdio JSON-RPC 2.0 with AST-verified code remediation."
},
{
"role": "user",
"content": "[INCIDENT_ALERT #1047] SEVERITY: HIGH | SERVICE: emgena_mcp_long_context_ne... | reposition_critical_needles | LLM Long Context Retrieval | Cluster 1: Vector DB & Memory Safety | true | EMGENA_AI_LABS_ENTERPRISE_EULA |
emgena_mcp_long_context_needle_loss_detector_0048 | [
{
"role": "system",
"content": "You are Emgena AI Labs Enterprise Diagnostic Engine for LLM Long Context Retrieval. You operate via stdio JSON-RPC 2.0 with AST-verified code remediation."
},
{
"role": "user",
"content": "[INCIDENT_ALERT #1048] SEVERITY: CRITICAL | SERVICE: emgena_mcp_long_contex... | verify_needle_recall_score | LLM Long Context Retrieval | Cluster 1: Vector DB & Memory Safety | true | EMGENA_AI_LABS_ENTERPRISE_EULA |
emgena_mcp_long_context_needle_loss_detector_0049 | [
{
"role": "system",
"content": "You are Emgena AI Labs Enterprise Diagnostic Engine for LLM Long Context Retrieval. You operate via stdio JSON-RPC 2.0 with AST-verified code remediation."
},
{
"role": "user",
"content": "[INCIDENT_ALERT #1049] SEVERITY: HIGH | SERVICE: emgena_mcp_long_context_ne... | analyze_token_depth_bias | LLM Long Context Retrieval | Cluster 1: Vector DB & Memory Safety | true | EMGENA_AI_LABS_ENTERPRISE_EULA |
emgena_mcp_long_context_needle_loss_detector_0050 | [
{
"role": "system",
"content": "You are Emgena AI Labs Enterprise Diagnostic Engine for LLM Long Context Retrieval. You operate via stdio JSON-RPC 2.0 with AST-verified code remediation."
},
{
"role": "user",
"content": "[INCIDENT_ALERT #1050] SEVERITY: HIGH | SERVICE: emgena_mcp_long_context_ne... | reposition_critical_needles | LLM Long Context Retrieval | Cluster 1: Vector DB & Memory Safety | true | EMGENA_AI_LABS_ENTERPRISE_EULA |
🛡️ Long Context Lost-in-the-Middle Needle Loss Detector (50-Sample Evaluation Teaser)
⚡ Official Evaluation Teaser by Emgena AI Labs.
Contains 50 verified production trajectories for LLM Long Context Retrieval & Attention.
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# In Cursor oder Claude Desktop einbinden
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Verifiziert von Emgena AI Labs.
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