Ingest pipeline (journald / Caddy / Docker-wrapped formats) with per-source state tracking (repeat dedup, out-of-order detection), named pattern tagging at ingest time, and idempotent SHA1-keyed writes. FTS5 search layer with porter stemmer, severity/source/pattern/time filters, and BM25 ranking. MCP server (FastMCP stdio) with three tools: search_logs, diagnose, list_log_sources — compatible with both Claude Code and Copilot CLI. WAL mode enabled on all connections. FTS index auto-built after ingest. MCP configs included for Claude Code (.mcp.json) and Copilot CLI (.github/copilot/mcp.json).
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Python
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Python