Stage 6: learn_call_flow rebuilt on the learner, docs truth sweep
The call-flow learner finally gets fed: exploration mode records its IVR discoveries on the call (ActiveCall.exploration_steps) instead of throwing them away, persistence stores them in the call record's metadata, and the rebuilt learn_call_flow MCP tool turns a completed exploration call into a stored flow via CallFlowLearner — correct constructor (llm_client from get_llm, heuristic labels when the LLM is unavailable), build for a new number, merge/refine when a flow already exists. save_learned_flow/update_flow_from_model keep the CallFlow↔row mapping in call_persistence. Test gaps closed: tests/test_learner.py (discoveries→linked steps, exploration persistence, learn-then-refine through the in-memory MCP client, no-data and unknown-call answers) and tests/test_websocket.py (4401 without token, trunk-status-then-replay on connect, per-call stream filtering). Docs aligned to code: README (15 tools incl. learn_call_flow, HTTP not SSE, Python 3.12+, PostgreSQL+Alembic — no SQLite fallback, media pipeline marked stub-mode until pjsua2 installed, Alembic and honest /health checked off); docs/mcp-server.md rewritten against the actual tool surface (hangup not end_call, real params, 3 real resources, /mcp/ streamable HTTP + bearer auth); architecture/development/ configuration drift fixed. pyproject: pruned never-imported deps (websockets, librosa, soundfile, python-multipart). Co-Authored-By: Claude Fable 5 <noreply@anthropic.com>
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@@ -13,34 +13,30 @@ dependencies = [
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# Web framework
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"fastapi>=0.115.0",
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"uvicorn[standard]>=0.32.0",
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"websockets>=13.0",
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# Database
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"sqlalchemy[asyncio]>=2.0.36",
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"asyncpg>=0.30.0",
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"alembic>=1.14.0",
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# Settings & validation
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"pydantic>=2.10.0",
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"pydantic-settings>=2.6.0",
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# SIP signaling
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"sippy>=1.2.0",
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# Audio analysis
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"numpy>=1.26.0",
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"librosa>=0.10.0",
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"soundfile>=0.12.0",
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# HTTP client (for Speaches STT)
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"httpx>=0.28.0",
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# MCP server (3.x — http_app + StaticTokenVerifier)
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"fastmcp>=3.0.0",
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# Utilities
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"python-slugify>=8.0.0",
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"python-multipart>=0.0.12",
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]
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[project.optional-dependencies]
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