# RAG MCP Server

> Use this tool when you need to efficiently search and manage large codebases by creating entity relationships and performing semantic searches. It solves problems related to code indexing, search, and discovery, enabling developers to quickly find relevant code snippets and relationships. The RAG MCP Server takes in codebases as input and outputs relevant search results and entity relationships, making it ideal for use cases involving complex codebase management and knowledge graph creation.

Canonical page: https://skillsregistry.net/skills/ali-48-rag-mcp-server  
JSON: https://api.skillsregistry.net/v1/skills/ali-48-rag-mcp-server

## Description

Combines a knowledge graph with RAG (Retrieval-Augmented Generation) capabilities for semantic code indexing and search. Enables creating entity relationships, managing observations, and performing semantic searches across indexed codebases.

## Trust

- **Trust score (0–1):** 0.00
- **Verification tier:** scanned
- **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/idmnfkuxms)
- **Repository:** <https://github.com/ali-48/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": "ali-48-rag-mcp-server"
    }
  }
}
```

REST: `GET https://api.skillsregistry.net/v1/skills/ali-48-rag-mcp-server` · pull for local use: `GET https://api.skillsregistry.net/v1/skills/ali-48-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