RagCode vs paparats-mcp

Privacy-first semantic code search using local Ollama and Qdrant vector storage for multi-language repository understanding

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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