lizhipay

lizhipay / claude-mcp-server

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赋能 Codex，使其像子 Agent 一样直接调用 Claude 原生 MCP 协议，支持中转站与原生 API

11
1
89% credibility
Found May 25, 2026 at 11 stars -- GitGems finds repos before they trend. Get early access to the next one.
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AI Analysis
Rust
AI Summary

Claude MCP is a desktop application that acts as a bridge between coding tools and Claude AI. Instead of installing Claude Code CLI, you download this lightweight app, enter your Claude API credentials, and start a local service. Other coding assistants like Codex can then connect through this service and delegate tasks to Claude. When Claude works, it can read and write files in your project folder, list directories, and run commands—all while staying within your specified working directory. The app runs quietly in your system tray, shows you detailed logs of everything that happens, and tracks your daily token usage so you can monitor your AI spending.

How It Works

1
💡 You discover you need Claude's help

You have a coding task but don't want to install heavy software. You hear about Claude MCP and download the app for your computer.

2
🔑 You connect your Claude account

You enter your API address and key into the app. It saves them securely on your computer so you never have to type them again.

3
🚀 You start your personal AI bridge

With one click, the app starts a local service that connects your coding tools directly to Claude. Everything stays on your computer.

4
You connect your favorite coding tool
🤖
Codex connects automatically

Codex finds your local service and gains access to Claude's tools for reading files, writing code, and running commands.

🔧
Other MCP tools connect too

Any tool that speaks the MCP language can now tap into your Claude connection.

5
💬 You ask Claude to help with your project

You give Claude a task like 'read my project files and fix the bug in the login page.' Claude works on your computer, in your folder.

6
📊 You watch everything happen

The app shows you a live log of every request, every file Claude reads, every command it runs, and any errors that come up.

✨ Your task is complete

Claude finished the work and you can see the results. The app tracks your daily usage so you know how much Claude helped you today.

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AI-Generated Review

What is claude-mcp-server?

This is a cross-platform desktop app that turns Claude into a local MCP (Model Context Protocol) server you can call from Codex or any MCP-compatible client. Built with Rust, Tauri, React, and TypeScript, it starts a lightweight HTTP service at `http://127.0.0.1:8765/mcp` and exposes a set of tools: `code` for synchronous tasks, `code_start` for async jobs, `code_status` and `code_result` for polling, and `code_cancel` for interruption. The server also handles file operations and command execution in a specified working directory, giving Claude real filesystem access without needing Claude Code CLI installed.

Why is it gaining traction?

The hook is straightforward: you get a Claude coding agent running locally, callable from Codex, without the Claude Code CLI dependency. The project implements the native Claude MCP protocol over Streamable HTTP, so integration feels first-class rather than bolted-on. Developers notice the built-in observability: detailed request logs, streaming event traces, and daily token breakdowns (input, output, cache read, cache write) that persist across sessions. The app runs on macOS, Windows, and Linux with prebuilt binaries in the releases.

Who should use this?

Codex users who want Claude as their backend agent will find this immediately useful. Developers evaluating multi-agent setups where different clients can share a single Claude endpoint. Teams wanting to track API usage per day without piecing together logs from multiple sources. It is less suited for teams already deep in the Claude Code ecosystem and not using MCP-compatible clients.

Verdict

This solves a real integration pain point at a small scale. The credibility score sits around 0.9%, which reflects the early stage: 11 stars, a new project, and documentation in Chinese that may narrow the audience. Test coverage exists in the Rust backend, and the codebase shows careful attention to error handling and security (file permissions, secret masking). If you are using Codex and want Claude-powered coding without CLI installation, this is worth a look. Keep expectations calibrated for a project still finding its community.

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