# mindrails-supervisor

> mindrails-supervisor — haskallalk-eng-mindrails-supervisor. Use this tool when you need to ensure AI agent reliability and prevent infinite loops, as it provides local completion checks and repeat-loop detection for deterministic policies. It solves problems related to AI model stability and consistency, particularly in offline or BYOK (bring your own knowledge) environments. It accepts AI models and policies as inputs and outputs completion checks and loop detection reports, making it ideal for development and testing contexts.

Canonical page: https://skillsregistry.net/skills/haskallalk-eng-mindrails-supervisor  
JSON: https://api.skillsregistry.net/v1/skills/haskallalk-eng-mindrails-supervisor

## Description

Local MCP completion checks and repeat-loop detection for AI agents. Jev BYOK, deterministic policies, and a free offline demo.

## Trust

- **Trust score (0–1):** 0.93
- **Verification tier:** verified
- **Last scanned:** 2026-09-28

## Facts

- **Version:** 1.0.0
- **Skill type:** atomic
- **Execution layer:** container
- **Runtime environment:** vm
- **License:** Apache-2.0
- **Updated:** 2026-09-28

## Source

- **Source listing:** [GitHub](https://github.com/haskallalk-eng/mindrails-supervisor)

## 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": "haskallalk-eng-mindrails-supervisor"
    }
  }
}
```

REST: `GET https://api.skillsregistry.net/v1/skills/haskallalk-eng-mindrails-supervisor` · pull for local use: `GET https://api.skillsregistry.net/v1/skills/haskallalk-eng-mindrails-supervisor/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