# Dedalus MCP Documentation Server

> Use this tool when you need to efficiently manage and query large documentation sets, or when you require AI-powered search and Q&A capabilities to extract insights from markdown files. It solves problems related to document discovery, analysis, and agent collaboration, providing indexed search, OpenAI-based Q&A, and rate limiting protection. Ideal for use cases involving knowledge base management, content analysis, and AI agent handoffs.

Canonical page: https://skillsregistry.net/skills/kitan23-python-mcp-server-example-2  
JSON: https://api.skillsregistry.net/v1/skills/kitan23-python-mcp-server-example-2

## Description

Enables AI-powered querying and management of documentation through markdown file serving, keyword search, and OpenAI-based Q\&A capabilities. Supports document indexing, analysis, and agent handoffs with rate limiting protection.

## Trust

- **Trust score (0–1):** 0.94
- **Verification tier:** verified
- **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/xhcn7bbg13)
- **Repository:** <https://github.com/kitan23/Python_MCP_Server_Example_2>

## 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": "kitan23-python-mcp-server-example-2"
    }
  }
}
```

REST: `GET https://api.skillsregistry.net/v1/skills/kitan23-python-mcp-server-example-2` · pull for local use: `GET https://api.skillsregistry.net/v1/skills/kitan23-python-mcp-server-example-2/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