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SuperBizAgent-java/devflow/projects/2026-07-04-aiops-traceable-diagnosis-entry/evidence.md
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# Evidence: aiops-traceable-diagnosis-entry
## Local Impact Analysis
- `ChatController.aiOps()` is the only caller of `AiOpsService.executeAiOpsAnalysis(...)`.
- `ChatController.aiOps()` is the only caller of `AiOpsService.extractFinalReport(...)`.
- `AIOpsRequest` exists but only has `userRequest`; no current controller consumes it.
- `DiagnosisTraceService` is flow-agnostic and reads persisted session/step/tool records by `sessionId`.
## GitNexus
GitNexus MCP tools were not exposed in this session. The user explicitly approved skipping GitNexus for this change. Local impact analysis and targeted tests are used instead.
## Expected Verification
- Focused unit tests for AIOps request/session/report helper behavior.
- Compile verification.
- OpenSpec validation if CLI is available.
## Verification Results
- `openspec.cmd validate aiops-traceable-diagnosis-entry --strict`: passed.
- `mvn -q "-Dtest=AiOpsServiceTest,DiagnosisTraceServiceTest" test`: passed after rerun with approved Maven access.
- `mvn -q -DskipTests compile`: passed.
## Demo Alignment
- Added `knowledge_base/troubleshooting/aiops-alert-runbook.md` so mock AIOps alerts have matching knowledge-base guidance.
- Aligned the documented AIOps demo with mock data: `HighCPUUsage` on `payment-service`, using `system-metrics` evidence.
## Metric Alignment Follow-up
- Runtime verification showed `diagnosis_session.tool_call_count` counted agent steps with tool calls, while trace returned actual `tool_invocation` records.
- Updated `ChatService` and `AiOpsService` metric backfill to use `ToolInvocationRepository.countBySessionId(sessionId)`.
- Targeted verification:
- `mvn -q "-Dtest=AiOpsServiceTest,ChatServiceSequentialAgentTest,DiagnosisTraceServiceTest" test`: passed.
- `mvn -q -DskipTests compile`: passed.