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ndjordjevic/pinrag

MCP Developer Tools

A Retrieval‑Augmented Generation (RAG) indexing and query service that unifies PDFs, code repos, YouTube videos, Discord chats, and notes into a single searchable knowledge base accessible via MCP‑enabled editors.

Track releases GitHub
Python Latest v0.9.27 · 1mo ago Security brief →

Features

  • Multi‑format indexing (PDFs, local files/directories, Discord exports, YouTube videos with optional vision, GitHub repos, web docs)
  • RAG answers with precise citations to source pages, timestamps, or document IDs
  • Document tagging and metadata filtering for targeted queries
  • MCP server exposing tools: add/remove/list documents, query with configurable LLM and embedding settings

Recent releases

View all 46 releases →
No immediate action
v0.9.27 Breaking risk

`file_path` removal

Open
Config change
v0.9.26 Breaking

OpenRouter default, OpenAI key removal

Open
No immediate action
v0.9.25 Breaking risk

Removed env vars

Open
No immediate action
v0.9.24 New feature

YouTube vision indexing

Open
Upgrade now
v0.9.23 Breaking risk
Dependencies

CVE fixes for pypdf & requests

Open

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Python Dockerfile
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Beta — feedback welcome: [email protected]