# RAG MCP Server (Pinecone)

> Use this tool when you need to search and query PDF documents using natural language, enabling efficient information retrieval without relying on external APIs. It solves problems of document management and knowledge discovery by indexing and embedding local PDF files, allowing for accurate question-answering capabilities. Ideal for use cases where data privacy and self-contained search functionality are essential.

Canonical page: https://skillsregistry.net/skills/sujalg4888-rag-based-mcp-server-using-pinecone  
JSON: https://api.skillsregistry.net/v1/skills/sujalg4888-rag-based-mcp-server-using-pinecone

## Description

Enables searching and asking questions over your PDF documents using a Pinecone vector index with local embeddings and language model, no external LLM API key required.

## Trust

- **Trust score (0–1):** 0.69
- **Verification tier:** scanned
- **Last scanned:** 2026-08-30

## Facts

- **Version:** 1.0.0
- **Skill type:** atomic
- **Execution layer:** mcp-remote
- **Runtime environment:** api
- **Category:** ai-ml
- **Updated:** 2026-08-30

## Source

- **Source listing:** [Glama](https://glama.ai/mcp/servers/qngnrf71cy)
- **Repository:** <https://github.com/sujalg4888/rag_based_mcp_server_using_pinecone>

## Use it

Resolve this record through the SkillsRegistry MCP server (no auth, read-only):

```
claude mcp add --transport http --scope user skillsregistry https://api.skillsregistry.net/mcp
```

```json
{
  "jsonrpc": "2.0",
  "id": 1,
  "method": "tools/call",
  "params": {
    "name": "get_skill",
    "arguments": {
      "slug": "sujalg4888-rag-based-mcp-server-using-pinecone"
    }
  }
}
```

REST: `GET https://api.skillsregistry.net/v1/skills/sujalg4888-rag-based-mcp-server-using-pinecone` · pull for local use: `GET https://api.skillsregistry.net/v1/skills/sujalg4888-rag-based-mcp-server-using-pinecone/pull`

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SkillsRegistry indexes agent skills from public registries and GitHub. Skills we have analysed are scanned with Circle-IR and scored on six dimensions; each listing states its scan coverage. More: https://skillsregistry.net/llms.txt