# mcp-rag-server

> Use this tool when you need to enhance language model performance by providing relevant contextual information from a large corpus of documents. The mcp-rag-server indexes documents and serves context to LLMs via Retrieval Augmented Generation (RAG), solving problems related to information retrieval and generation. It takes in documents as input and outputs relevant context to LLMs, ideal for use cases where accurate and informed responses are crucial.

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

## Description

An MCP server that indexes documents and serves relevant context to LLMs via Retrieval Augmented Generation (RAG).

## Trust

- **Trust score (0–1):** 0.95
- **Verification tier:** verified
- **Last scanned:** 2026-09-28

## Facts

- **Version:** 1.0.0
- **Skill type:** atomic
- **Execution layer:** mcp-remote
- **Runtime environment:** api
- **Category:** ai-ml
- **Updated:** 2026-09-28

## Source

- **Source listing:** [Glama](https://glama.ai/mcp/servers/x1ku32j2xr)
- **Repository:** <https://github.com/kwanLeeFrmVi/mcp-rag-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": "kwanleefrmvi-mcp-rag-server"
    }
  }
}
```

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