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  "body": "# Files\n\n- [Domain Concepts](domains.md) - Core domain concepts — job source aggregation, normalization and mojibake repair, title-weighted scoring, signal tokens, thread memory and the seniority/full-text filter split, query interpretation, resume-derived search, and evaluation semantics.\n- [Integrations](integrations.md) - External service integrations — four job APIs with their query patterns, the LLM and LangGraph stack, PostgreSQL persistence, LangSmith observability, the frontend HTTP contract, n8n automation, the MCP client contract, and the voice agent service stack.\n- [MCP Server](mcp-server.md) - The Model Context Protocol stdio server in mcp_server.py — one read-only tool (search_remote_jobs), in-process 4h cache, no database, no LLM, no env vars. Designed for intent-based exclusion via explicit args.\n- [Operations / Runbook](operations.md) - Operational runbook — local startup, all environment variables, runtime dependencies, LangSmith observability config, Render/Vercel de",
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