quillrag is a Model Context Protocol (MCP) server: Single-binary local RAG MCP server in Rust. MiniLM compiled in, hybrid search, zero deps. As an MCP server it plugs straight into AI assistants, exposing its functionality as tools the model can invoke on your behalf.
No credentials are required — it works out of the box. The current release is v0.1.3, published under the MIT license, with source at Ayush-yadav11/quillrag on GitHub.
You'll find quillrag in the AI & Agents category here on mcp.site; it connects to Claude Desktop, Claude Code, Cursor, VS Code, Windsurf, Zed, and any other MCP client — see the install snippets below. If you maintain quillrag for Ayush-yadav11, claim this listing to verify ownership, earn the Verified badge, and keep the details current.
▸Open source — MIT license · Ayush-yadav11/quillrag