Files
wehub-resource-sync b4fbd6fe9f
Deploy Site / deploy-vercel (push) Has been skipped
Deploy Site / deploy-docs (push) Has been skipped
Build Skills Index / build-index (push) Has been skipped
Build Skills Index / trigger-deploy (push) Waiting to run
CI / Deny unrelated histories (push) Has been skipped
CI / CI timing report (push) Blocked by required conditions
CI / Detect affected areas (push) Successful in 27m35s
CI / OSV scan (push) Failing after 4s
CI / Build&Test Docker image (push) Successful in 9s
CI / Supply-chain scan (push) Has been skipped
CI / Lint Docker scripts (push) Failing after 5m13s
CI / Check contributors (push) Failing after 12m8s
CI / Docs Site (push) Failing after 12m8s
CI / TypeScript (push) Failing after 12m8s
CI / Python lints (push) Failing after 12m9s
CI / Python tests (push) Failing after 12m9s
CI / Check uv.lock (push) Failing after 23m22s
CI / All required checks pass (push) Waiting to run
chore: import upstream snapshot with attribution
2026-07-13 11:56:03 +08:00

1.7 KiB

Tool Search live test harness

Runs five scenarios against a real model (Claude Haiku 4.5 via OpenRouter) to verify that the bridge tools work end-to-end. Records transcripts in scripts/out/.

Running

cd <repo root>
python3 scripts/tool_search_livetest.py        # runs all 5 scenarios x 2 modes
python3 scripts/analyze_livetest.py            # side-by-side report

Requires OPENROUTER_API_KEY set or present in ~/.hermes/.env.

What it verifies

Scenario Tests
A obvious_single BM25 retrieval on an obvious tool name (github_create_issue)
B vague_paraphrased Retrieval when the model has to paraphrase ("schedule meeting" → evt_create)
C multi_tool_chain Multi-step task chaining two deferred tools (GitHub + Slack)
D core_plus_deferred Mixed: core tool (read_file) called directly, deferred tool (Slack) via bridge
E no_tool_needed Pure-knowledge prompt; verify no spurious tool_search invocations

Each scenario runs with tool_search.enabled = on and again with off for an A/B baseline. The harness records:

  • bridge_calls (the tool_search / tool_describe / tool_call sequence the model emitted)
  • underlying_tool_calls (what actually ran through the registry dispatcher)
  • final_response, iteration count, elapsed time, any errors

Output structure

scripts/out/
  <scenario>__enabled.json    # tool_search ON
  <scenario>__disabled.json   # tool_search OFF
  _summary.json               # one-line summary across all runs

The 2026-05 baseline run is checked in for reference. Re-running may produce slightly different transcripts (the model is non-deterministic) but the expected_underlying_tools assertions should remain satisfied.