# Self-Learning MCP

> Use this tool when you need to improve AI agent performance and autonomy by enabling self-learning capabilities. It solves problems related to task optimization, error detection, and insight generation by recording tasks, extracting patterns, and detecting mistakes. The Self-Learning MCP takes in task data and agent models as inputs and outputs proactive insights and improved performance, ideal for use in applications where continuous learning and adaptation are crucial.

Canonical page: https://skillsregistry.net/skills/byronap-self-learning-mcp  
JSON: https://api.skillsregistry.net/v1/skills/byronap-self-learning-mcp

## Description

Enables AI agents to learn from their work by recording tasks, extracting patterns, detecting mistakes, and proactively surfacing insights, all using the agent's own model through a cooperative intelligence pattern.

## Trust

- **Trust score (0–1):** 0.69
- **Verification tier:** scanned
- **Last scanned:** 2026-08-31

## Facts

- **Version:** 1.0.0
- **Skill type:** atomic
- **Execution layer:** mcp-remote
- **Runtime environment:** api
- **Category:** ai-ml
- **Updated:** 2026-08-31

## Source

- **Source listing:** [Glama](https://glama.ai/mcp/servers/hsbuzkwleh)
- **Repository:** <https://github.com/ByronAP/Self-Learning-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": "byronap-self-learning-mcp"
    }
  }
}
```

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

---
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