# mirror-mcp

> Use this tool when you need to facilitate self-reflection and introspection in Large Language Models (LLMs) through recursive questioning and sampling. The mirror-mcp server provides a reflect tool that enables LLMs to engage in meta-cognitive processes, solving problems related to model understanding and improvement. It takes LLM inputs and outputs reflective insights, ideal for use cases requiring model introspection and analysis.

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

## Description

A Model Context Protocol (MCP) server that provides a reflect tool, enabling LLMs to engage in self-reflection and introspection through recursive questioning and MCP sampling.

## Trust

- **Trust score (0–1):** 0.70
- **Verification tier:** verified
- **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/uf1gw2ljh1)
- **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": "toby-mirror-mcp"
    }
  }
}
```

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