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](https://pypi.org/project/pinrag/) [ ](https://mcp-marketplace.io/server/io-github-ndjordjevic-pinrag) [
PinRAG is for when you want to learn about something and your materials are scattered—PDFs and ebooks, GitHub repos, YouTube videos, Discord discussions, and plain notes. You index those materials into one shared RAG index, then ask questions from Cursor, VS Code (GitHub Copilot), or any MCP-capable assistant and get answers with citations pointing back to pages, timestamps, files, or threads.
Under the hood it is Retrieval-Augmented Generation built with LangChain and exposed as an MCP (Model Context Protocol) server: add documents from the editor, query with natural language, list or remove what you indexed. Supported inputs include PDFs, local text files and directories, Discord exports, YouTube (transcript from URL, playlist, or ID), and GitHub repo URLs. For YouTube you can optionally add vision so on-screen code, diagrams, and UI text are merged with the transcript in the same chunks—see YouTube vision enrichment.
- Multi-format indexing — PDF (.pdf), local files or directories, plain text (.txt), Discord export (.txt), YouTube (video or playlist URL, or video ID), GitHub repo (URL), web documentation sites (URL)
- Optional YouTube vision — Off by default. When enabled, runs a vision model (OpenAI, Anthropic, or OpenRouter native video
Works with Claude (desktop and mobile), Cursor, Windsurf, VS Code, and any MCP-compatible AI app.
Category: Developer Tools
Don't lose this
Three weeks from now, you'll want ndjordjevic/pinrag again. Will you remember where to find it?
Save it to your library and the next time you need ndjordjevic/pinrag, it’s one tap away — from any AI app you use. Group it into a bench with the rest of the team for that kind of task and you can pull the whole stack at once.
⚡ Pro tip for geeks: add a-gnt 🤵🏻♂️ as a custom connector in Claude or a custom GPT in ChatGPT — one click and your library is right there in the chat. Or, if you’re in an editor, install the a-gnt MCP server and say “use my [bench name]” in Claude Code, Cursor, VS Code, or Windsurf.
a-gnt's Take
Our honest review
This plugs directly into your AI and gives it new abilities it didn't have before. ndjordjevic/pinrag. Once connected, just ask your AI to use it. It's completely free and works across most major AI apps. This one just landed in the catalog — worth trying while it's fresh.
Tips for getting started
Tap "Get" above, pick your AI app, and follow the steps. Most installs take under 30 seconds.
What's New
Imported from awesome:punkpeye/awesome-mcp-servers
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