# MCP Server for Documentation Retrieval

> MCP Server for Documentation Retrieval — probablyronit-mcp-server. Use this tool when you need to retrieve and clean official documentation for popular AI and Python libraries. It solves the problem of manually searching and processing documentation by leveraging web search and Large Language Model (LLM) processing, providing a streamlined get_docs interface for easy access. Ideal for use cases where accurate and up-to-date documentation is required, such as development, research, and troubleshooting.

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

## Description

An MCP server that retrieves and cleans official documentation for popular AI/Python libraries via web search and LLM processing, exposing a get_docs tool.

## Trust

- **Trust score (0–1):** 0.69
- **Verification tier:** scanned
- **Last scanned:** 2026-09-03

## Facts

- **Version:** 1.0.0
- **Skill type:** atomic
- **Execution layer:** mcp-remote
- **Runtime environment:** api
- **Category:** ai-ml
- **Updated:** 2026-09-03

## Source

- **Source listing:** [Glama](https://glama.ai/mcp/servers/k5kv0hz2y1)
- **Repository:** <https://github.com/probablyronit/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": "probablyronit-mcp-server"
    }
  }
}
```

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