# RAG-Anything MCP Server

> Use this tool when you need to leverage advanced Retrieval-Augmented Generation (RAG) capabilities with knowledge graphs, enabling document ingestion and multimodal extraction. It solves problems related to information retrieval, question answering, and text generation by supporting multiple query modes via the Model Context Protocol. Ideal for use cases requiring flexible and robust RAG functionality, it accepts various inputs and outputs through its interface, facilitating efficient and effective information processing.

Canonical page: https://skillsregistry.net/skills/serkanyasr-rag-anythink-mcp  
JSON: https://api.skillsregistry.net/v1/skills/serkanyasr-rag-anythink-mcp

## Description

Enables advanced RAG with knowledge graphs, supporting document ingestion, multimodal extraction, and multiple query modes (naive, local, global, hybrid) via the Model Context Protocol.

## Trust

- **Trust score (0–1):** 0.60
- **Verification tier:** scanned
- **Last scanned:** 2026-09-19

## Facts

- **Version:** 1.0.0
- **Skill type:** atomic
- **Execution layer:** mcp-remote
- **Runtime environment:** api
- **Category:** ai-ml
- **Updated:** 2026-09-19

## Source

- **Source listing:** [Glama](https://glama.ai/mcp/servers/wt23f39icy)
- **Repository:** <https://github.com/serkanyasr/rag-anythink-mcp>

## 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": "serkanyasr-rag-anythink-mcp"
    }
  }
}
```

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