PinRAG

stdionone★ 1development

Cited RAG MCP: PDFs, GitHub, YouTube, Discord exports, local files, one shared index.

Install

How to run this server

[ { "cmd": "pip install 'pinrag[vision]'`).", "imports": [] } ]

server path: pinrag

Tools

What this server exposes

add_document_tool

Add a document to the RAG index

query_tool

Query the RAG index with support for document_id, tag, document_type, PDF page_min/page_max, and response_style (thorough or concise) filtering

list_documents_tool

List all indexed documents

remove_document_tool

Remove a document from the index

set_document_tag_tool

Set a tag on a document

list_collections_tool

List all collections

Configuration

Environment & auth

authnone

envOPENROUTER_API_KEY

envGITHUB_TOKEN

envPINRAG_WEB_RATE_LIMIT_PER_HOST

envPINRAG_YT_PROXY_HTTP_URL

envPINRAG_YT_PROXY_HTTPS_URL

envOPENAI_API_KEY

envANTHROPIC_API_KEY

envOPENROUTER_APP_URL

envOPENAI_BASE_URL

envCEREBRAS_API_KEY

envPINRAG_CEREBRAS_BASE_URL

envLANGSMITH_API_KEY

Resources