feat(observability): add LLMTrace model and operational metrics #533
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aditya (Aditya Chhabra)
aleenaumair (Aleena Umair)
brent.edwards (Brent Edwards)
CoreRasurae (Luis Mendes)
drew (Drew Morris)
eugen.thaci (Eugen Thaci)
freemo (Jeffrey Phillips Freeman)
HAL9000 (HAL 9000)
HAL9001 (HAL9001)
hamza.khyari (Hamza Khyari)
hurui200320 (Rui Hu)
justin.morris
khird (Kyle Hird)
org.cleveragents
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aditya (Aditya Chhabra)
aleenaumair (Aleena Umair)
brent.edwards (Brent Edwards)
CoreRasurae (Luis Mendes)
drew (Drew Morris)
eugen.thaci (Eugen Thaci)
freemo (Jeffrey Phillips Freeman)
HAL9000 (HAL 9000)
HAL9001 (HAL9001)
hamza.khyari (Hamza Khyari)
hurui200320 (Rui Hu)
justin.morris
khird (Kyle Hird)
org.cleveragents
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Reference: cleveragents/cleveragents-core#533
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Summary
Implements issue #500 — adds the
LLMTracedomain model,OperationalMetricKeyenum (14 keys),MetricCollector,LLMTraceRepository, andTraceServicewith LangSmith forwarding support and application lifecycle hooks.Changes
New modules
domain/models/observability/—LLMTrace,LLMTraceQuery(Pydantic v2),OperationalMetricKey,MetricEntry,MetricCollectorinfrastructure/database/llm_trace_repository.py— SQLAlchemy-backed repository (save / get / list_by_plan / list_by_decision)application/services/trace_service.py— Recording, querying, metrics aggregation, optional LangSmith forwarding, lifecycle hooksModified modules
infrastructure/database/models.py— AddedLLMTraceModel(tablellm_traces)application/container.py— WiredTraceService+LLMTraceRepositoryprovidersapplication/services/__init__.py— ExportedTraceServiceTests & docs
features/llm_trace.feature)robot/llm_trace.robot)benchmarks/llm_trace_bench.py)docs/reference/observability.md)Bug fix (pre-existing)
cli_coreserver_mode test flake caused by host~/.cleveragents/config.tomlleaking into testsQuality gates
nox -s lintnox -s typechecknox -s unit_testsnox -s coverage_reportnox -s integration_testsCloses #500
30e90ce9b4to260692b72d260692b72dtoeeae246572eeae246572to1d5106de731d5106de73toe14420acc9e14420acc9to3f14cbbf7e