# ladder-mcp

> Use this tool when you need to integrate Kimi Code CLI with Windows environments, providing AI agents with access to code analysis, editing, and diagnostics capabilities. It solves problems related to code development and debugging by exposing these tools as interfaces for AI agents. The ladder-mcp bridge takes Kimi Code CLI inputs and outputs diagnostic and editing results, ideal for use cases requiring automated code review and optimization.

Canonical page: https://skillsregistry.net/skills/arhimage-ladder-mcp  
JSON: https://api.skillsregistry.net/v1/skills/arhimage-ladder-mcp

## Description

Windows-first MCP bridge for Kimi Code CLI, exposing code analysis, editing, sessions, and diagnostics as tools for AI agents.

## Trust

- **Trust score (0–1):** 0.67
- **Verification tier:** scanned
- **Last scanned:** 2026-08-30

## Facts

- **Version:** 1.0.0
- **Skill type:** atomic
- **Execution layer:** mcp-remote
- **Runtime environment:** api
- **Category:** ai-ml
- **Updated:** 2026-08-30

## Source

- **Source listing:** [Glama](https://glama.ai/mcp/servers/qr5m5p2wf0)
- **Repository:** <https://github.com/Arhimage/ladder-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": "arhimage-ladder-mcp"
    }
  }
}
```

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