feat(eval): openmem-eval offline + live benchmarking kit (004)#2
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… under docs/eval The --trace flag was previously a no-op (TraceWriter defined but never called from runner.run). Hook it in with payload-hashed entries for every add/search/init verb. Add docs/eval/README.md with a committed sample-report.md and sample-trace.jsonl from a real local postgres run so users can see the eval kit's output without running it. Link from root and sdk-python READMEs. 365 tests passing, 89.41% coverage.
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Implements spec 004-eval-kit.
What
Stdlib-only
openmem-evalCLI that benchmarks any OMP provider (postgres,mem0, supermemory, letta, passthrough) against a bundled 50-fact / 20-query
dataset. Outputs a Markdown report and JSONL trace.
Highlights
--cost-threshold(default $1.00); refuses to run in CI
--cleanup(lists byeval-{run_id}user_id)[fact_id=…]content prefix +fact:…tagOMP_POSTGRES_URL,MEM0_API_KEY,SUPERMEMORY_API_KEY,LETTA_API_KEYValidation
Sample artifacts committed under docs/eval/ so
reviewers can see the output without running it.
Files
sdk-python/openmem/eval/(runner, scorer, trace, report, cost,cleanup, dataset, cli, types, confirm + bundled dataset)
sdk-python/tests/eval/(10 test modules)specs/004-eval-kit/(spec, plan, tasks, contracts, quickstart)docs/eval/(sample report + trace + README)sdk-python/openmem/memory.py(wait_for_ingestpass-through)sdk-python/pyproject.toml(openmem-evalscript entry)