# mcp-rag-server

> Use this tool when you need to semantically search documentation or answer questions about specific topics, as it provides a Model Context Protocol server with Retrieval-Augmented Generation capabilities. It solves problems related to information retrieval and question answering by leveraging HuggingFace embeddings for accurate results. Ideal for use cases where contextual understanding and relevant information extraction are crucial, such as researching or troubleshooting within extensive documentation.

Canonical page: https://skillsregistry.net/skills/shabib87-supernova-mcp-rag  
JSON: https://api.skillsregistry.net/v1/skills/shabib87-supernova-mcp-rag

## Description

A Model Context Protocol (MCP) server with Retrieval-Augmented Generation (RAG) for answering questions about imaginary SuperNova documentation. Enables semantic search over documentation using HuggingFace embeddings.

## Trust

- **Trust score (0–1):** 0.69
- **Verification tier:** scanned
- **Last scanned:** 2026-09-01

## Facts

- **Version:** 1.0.0
- **Skill type:** atomic
- **Execution layer:** mcp-remote
- **Runtime environment:** api
- **Category:** ai-ml
- **Updated:** 2026-09-01

## Source

- **Source listing:** [Glama](https://glama.ai/mcp/servers/o496uluhxf)
- **Repository:** <https://github.com/shabib87/supernova-mcp-rag>

## 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": "shabib87-supernova-mcp-rag"
    }
  }
}
```

REST: `GET https://api.skillsregistry.net/v1/skills/shabib87-supernova-mcp-rag` · pull for local use: `GET https://api.skillsregistry.net/v1/skills/shabib87-supernova-mcp-rag/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