# rag-mcp-server

> rag-mcp-server — q6066697-rag-mcp-server. Use this tool when you need to perform advanced search and retrieval operations, such as hybrid retrieval and document reranking, to solve problems like efficient information retrieval and document management. It takes in search queries and document inputs, and outputs relevant search results and ranked documents, utilizing Qdrant and OpenAI embeddings. Ideal for applications requiring robust search functionality, such as question answering and information retrieval systems.

Canonical page: https://skillsregistry.net/skills/q6066697-rag-mcp-server  
JSON: https://api.skillsregistry.net/v1/skills/q6066697-rag-mcp-server

## Description

Exposes hybrid retrieval (dense embeddings + BM25 + RRF) and document operations (search, fetch, rerank) as MCP tools, using Qdrant and OpenAI embeddings for local or server mode.

## Trust

- **Trust score (0–1):** 0.70
- **Verification tier:** verified
- **Last scanned:** 2026-08-28

## Facts

- **Version:** 1.0.0
- **Skill type:** atomic
- **Execution layer:** mcp-remote
- **Runtime environment:** api
- **Category:** ai-ml
- **Updated:** 2026-08-28

## Source

- **Source listing:** [Glama](https://glama.ai/mcp/servers/gndwsxlzdy)
- **Repository:** <https://github.com/q6066697/rag-mcp-server>

## 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": "q6066697-rag-mcp-server"
    }
  }
}
```

REST: `GET https://api.skillsregistry.net/v1/skills/q6066697-rag-mcp-server` · pull for local use: `GET https://api.skillsregistry.net/v1/skills/q6066697-rag-mcp-server/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