Local‑first MCP server for multi‑repository semantic code search with Qdrant and llama. Turns your entire workspace into private context for AI coding assistants like Claude Code, Codex, Cursor, Copilot, Antigravity and Windsurf.
3 files for Claude Code: extract-terminology, review-pr-comments, paparats-mcp CLAUDE.md — 4,462 tokens loaded in every session.
CLAUDE.md A 4,462 tok .claude/skills/extract-terminology/SKILL.md A — .claude/skills/review-pr-comments/SKILL.md A 57 tok These files are IBazylchuk/paparats-mcp's own configuration — they tell Claude Code how to work on this repository, so they are not mods to install elsewhere. Copy one as a starting point and replace the parts that are about this project.