# maintainer-skills-lab

> maintainer-skills-lab — 00200200-maintainer-skills-lab. Use this tool when you need to streamline AI model maintenance and development with reusable skills and agents for tasks like humanizing output, debugging machine learning models, and reviewing code changes. It solves problems related to AI model optimization, code quality, and collaboration, accepting inputs like code repositories and model outputs. Ideal for use in AI development workflows, particularly with platforms like Codex, Claude, and Grok Bot.

Canonical page: https://skillsregistry.net/skills/00200200-maintainer-skills-lab  
JSON: https://api.skillsregistry.net/v1/skills/00200200-maintainer-skills-lab

## Description

16 reusable skills and 6 agents for Codex, Claude Code, Cursor, OpenCode and Grok Bot: Humanizer, ML debugging, PR review and Skill Watch.

## Trust

- **Trust score (0–1):** 0.67
- **Verification tier:** scanned
- **Last scanned:** 2026-09-28

## Facts

- **Version:** 1.0.0
- **Skill type:** atomic
- **Execution layer:** container
- **Runtime environment:** vm
- **License:** MIT
- **Updated:** 2026-09-28

## Source

- **Source listing:** [GitHub](https://github.com/00200200/maintainer-skills-lab)

## 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": "00200200-maintainer-skills-lab"
    }
  }
}
```

REST: `GET https://api.skillsregistry.net/v1/skills/00200200-maintainer-skills-lab` · pull for local use: `GET https://api.skillsregistry.net/v1/skills/00200200-maintainer-skills-lab/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