# io.github.toby/mirror-mcp

> Use this tool when you need to introspect and analyze large language models (LLMs) for improved understanding and optimization. It solves problems related to model interpretability, explainability, and transparency by providing insights into LLM internals. This tool takes LLM models as input and outputs introspective analysis, making it ideal for use cases where model understanding and debugging are crucial.

Canonical page: https://skillsregistry.net/skills/io-github-toby-mirror-mcp  
JSON: https://api.skillsregistry.net/v1/skills/io-github-toby-mirror-mcp

## Description

Mirror MCP: Introspection for LLMs

## Trust

- **Trust score (0–1):** 0.99
- **Verification tier:** verified
- **Last scanned:** 2026-09-28

## Facts

- **Version:** 0.0.2
- **Skill type:** atomic
- **Execution layer:** mcp-remote
- **Runtime environment:** api
- **Category:** other
- **Updated:** 2026-09-28

## Source

- **Source listing:** [MCP Registry](https://registry.modelcontextprotocol.io/v0/servers/io.github.toby%2Fmirror-mcp)
- **Repository:** <https://github.com/toby/mirror-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": "io-github-toby-mirror-mcp"
    }
  }
}
```

REST: `GET https://api.skillsregistry.net/v1/skills/io-github-toby-mirror-mcp` · pull for local use: `GET https://api.skillsregistry.net/v1/skills/io-github-toby-mirror-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