MCP RAG: index PDFs, repos, YouTube, Discord, text; optional YouTube vision; query with citations.
About
MCP RAG: index PDFs, repos, YouTube, Discord, text; optional YouTube vision; query with citations.
Security Report
Valid MCP server (2 strong, 3 medium validity signals). No known CVEs in dependencies. Package registry verified. Imported from the Official MCP Registry. Trust signals: 4 highly-trusted packages.
4 files analyzed · 1 issue found
Security scores are indicators to help you make informed decisions, not guarantees. Always review permissions before connecting any MCP server.
Permissions Required
This plugin requests these system permissions. Most are normal for its category.
What You'll Need
Set these up before or after installing:
Environment variable: OPENROUTER_API_KEY
Environment variable: PINRAG_PERSIST_DIR
How to Install
Add this to your MCP configuration file:
{
"mcpServers": {
"io-github-ndjordjevic-pinrag": {
"env": {
"OPENAI_API_KEY": "your-openai-api-key-here",
"PINRAG_PERSIST_DIR": "your-pinrag-persist-dir-here"
},
"args": [
"--refresh",
"pinrag"
],
"command": "uvx"
}
}
}Getting Started
Once installed, try these example prompts and explore these capabilities:
- 1"Index the PDFs in ./docs and summarize the deployment steps."
- 2"What does this repo say about authentication?" (after indexing a GitHub URL)
- 3Tool: `query_tool` — Ask questions over indexed documents with citations
- 4Tool: `add_document_tool` — Index local files, directories, or URLs (PDF, YouTube, GitHub, Discord export, etc.)
- 5Tool: `add_url_tool` — Index only via URL (YouTube video/playlist or GitHub repo); use `add_document_tool` for local paths
- 6Tool: `list_documents_tool` — See what is indexed
- 7Tool: `remove_document_tool` — Remove a document by ID from `list_documents_tool`
Reviews
No reviews yet
Be the first to review this server!
Version History
Listing metadata refresh; repo server.json now uses positional uvx args so install snippets match uvx --from pinrag pinrag-mcp.
Listing metadata refresh; repo server.json now uses positional uvx args so install snippets match uvx --from pinrag pinrag-mcp.
More Developer Tools MCP Servers
Git
Freeby Modelcontextprotocol · Developer Tools
Read, search, and manipulate Git repositories programmatically
Toleno
Freeby Toleno · Developer Tools
Toleno Network MCP Server — Manage your Toleno mining account with Claude AI using natural language.
mcp-creator-python
Freeby mcp-marketplace · Developer Tools
Create, build, and publish Python MCP servers to PyPI — conversationally.
MarkItDown
Freeby Microsoft · Content & Media
Convert files (PDF, Word, Excel, images, audio) to Markdown for LLM consumption
MCP Marketplace
Freeby mcp-marketplace · Developer Tools
Search and install MCP servers from inside your AI client.
FinAgent
Freeby mcp-marketplace · Finance
Free stock data and market news for any MCP-compatible AI assistant.