code-brain vs paparats-mcp

Persistent memory, BM25 code search, MCP tools, and hook guardrails for AI coding agents — Claude Code, Codex CLI & Antigravity. One local-first .ai/ layer per repo. No SaaS, no network on hot paths.

Local‑first MCP server for multi‑repository semantic code search with Qdrant and Ollama. Turns your entire workspace into private context for AI coding assistants like Claude Code, Codex, Cursor, Copilot, Antigravity and Windsurf.

MCP Servers

MCP Servers

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30

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