# AutoLearn MCP Server

> Use this tool when you need to dynamically generate and deploy executable skills from natural language descriptions, enabling AI agents to learn and adapt in real-time. The AutoLearn MCP Server solves problems of skill creation and reuse, allowing for efficient automation of tasks and workflows. It takes natural language inputs and outputs executable Python functions, making it ideal for applications requiring rapid skill development and deployment.

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

## Description

An MCP server that enables AI agents to dynamically create and reuse executable skills (Python functions) from natural language descriptions, with automatic skill crystallization and real-time MCP spec updates.

## Trust

- **Trust score (0–1):** 0.28
- **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/z1cwe2mleh)
- **Repository:** <https://github.com/autolearnai/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": "autolearnai-mcp"
    }
  }
}
```

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