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Pinrag MCP Server

Developer ToolsLow Risk10.0Local
Free

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

10.0
Low Risk10.0Low Risk

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.

file_system

Check that this permission is expected for this type of plugin.

What You'll Need

Set these up before or after installing:

OpenRouter API key — required for the default chat LLM (PINRAG_LLM_PROVIDER defaults to openrouter). Get a key at openrouter.ai.Required

Environment variable: OPENROUTER_API_KEY

Absolute path to the Chroma vector store directory (recommended so indexes are not tied to the server process cwd).Optional

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`

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Version History

v0.9.20Mar 25, 2026Re-scanned

Listing metadata refresh; repo server.json now uses positional uvx args so install snippets match uvx --from pinrag pinrag-mcp.

v0.9.21Mar 25, 2026Re-scanned

Listing metadata refresh; repo server.json now uses positional uvx args so install snippets match uvx --from pinrag pinrag-mcp.

Pinrag MCP Server - MCP RAG: index PDFs, repos, YouTube, Discord, text; | MCP Marketplace