Enables Git operations including staging files, committing changes with messages, pushing to branches, and tagging releases through Claude Code Agent integration.
Supports GitHub integration for creating pull requests and checking CI status through Claude Code Agent.
Facilitates deployment of MCP servers to Google Cloud Run platform.
Supports opening Mozilla Developer Network documentation and other URLs through terminal integration.
Supports running npm commands and package operations through terminal execution capabilities.
Enables Python code generation, analysis, refactoring, and bug fixing through Claude Code Agent.
Click on "Deploy Server".
Wait a few minutes for the server to deploy. Once ready, it will show a "Started" state.
In the chat, type @ followed by the MCP server name and your instructions, e.g., "@claude-code-mcp Generate a Python script to parse CSV data into JSON format"
That's it! The server will respond to your query, and you can continue using it as needed.
Here is a step-by-step guide with screenshots.
一个用于使用FastMCP构建模型上下文协议(MCP)服务器并部署到Google Cloud Run的综合指南和模板集合。 A comprehensive guide and template collection for building model Context Protocol (MCP) servers using FastMCP and deploying them to Google Cloud Run.## 工具列表 Tool List
本MCP服务封装下列工具，可让模型通过标准化接口调用以下功能。 本MCP服务封装下列工具，可让模型通过标准化接口调用以下功能。
工具 Tool | 描述 Description |
claude_code | Claude Code Agent: Your versatile multi-modal assistant for code, file, Git, and terminal operations via Claude CLI. Use |
工具在线测试： https://mcp.xiaobenyang.com/inspector/1777316659367939
Online Tool test https://mcp.xiaobenyang.com/inspector/1777316659367939
Related MCP server: Boilerplate MCP
如何获取 XBY-APIKEY ？ How to get XBY-APIKEY ?
访问小笨羊科技网站 https://xiaobenyang.com，注册用户即可获得APIKEY Visit XiaoBenYang website https://xiaobenyang.com, register and get the APIKEY.
{
"mcpServers": {
"MCP服务器开发工具包": {
"headers": {
"XBY-APIKEY": "<YOUR_XBY_APIKEY>"
},
"type": "sse",
"url": "https://mcp.xiaobenyang.com/1777316659367939/sse"
}
}
}{
"mcpServers": {
"MCP服务器开发工具包": {
"headers": {
"XBY-APIKEY": "<YOUR_XBY_APIKEY>"
},
"type": "streamable_http",
"url": "https://mcp.xiaobenyang.com/1777316659367939/mcp"
}
}
}{
"mcpServers": {
"MCP服务器开发工具包": {
"command": "npx",
"args": [
"-y",
"xiaobenyang-mcp"
],
"env": {
"XBY_APIKEY": "<YOUR_XBY_APIKEY>",
"mcpId": "1777316659367939",
},
"transport": "stdio"
}
}
}
Claude Code Agent: Your versatile multi-modal assistant for code, file, Git, and terminal operations via Claude CLI. Use workFolder for contextual execution.
• File ops: Create, read, (fuzzy) edit, move, copy, delete, list files, analyze/ocr images, file content analysis └─ e.g., "Create /tmp/log.txt with 'system boot'", "Edit main.py to replace 'debug_mode = True' with 'debug_mode = False'", "List files in /src", "Move a specific section somewhere else"
• Code: Generate / analyse / refactor / fix └─ e.g. "Generate Python to parse CSV→JSON", "Find bugs in my_script.py"
• Git: Stage ▸ commit ▸ push ▸ tag (any workflow) └─ "Commit '/workspace/src/main.java' with 'feat: user auth' to develop."
• Terminal: Run any CLI cmd or open URLs └─ "npm run build", "Open https://developer.mozilla.org"
• Web search + summarise content on-the-fly
• Multi-step workflows (Version bumps, changelog updates, release tagging, etc.)
• GitHub integration Create PRs, check CI status
• Confused or stuck on an issue? Ask Claude Code for a second opinion, it might surprise you!
Prompt tips
Be concise, explicit & step-by-step for complex tasks. No need for niceties, this is a tool to get things done.
For multi-line text, write it to a temporary file in the project root, use that file, then delete it.
If you get a timeout, split the task into smaller steps.
Seeking a second opinion/analysis: If you're stuck or want advice, you can ask claude_code to analyze a problem and suggest solutions. Clearly state in your prompt that you are looking for analysis only and no actual file modifications should be made.
If workFolder is set to the project path, there is no need to repeat that path in the prompt and you can use relative paths for files.
Claude Code is really good at complex multi-step file operations and refactorings and faster than your native edit features.
Combine file operations, README updates, and Git commands in a sequence.
Claude can do much more, just ask it!
Inputs: prompt (required), workFolder.
Recent tool additions, removals, and schema changes observed during successful MCP inspections.
Loading tool schema changelog…
Scored across 1 tool
With only one tool, there is no possibility of confusion between tools. The single tool 'claude_code' has a clearly defined purpose as a multi-modal assistant for code, file, Git, and terminal operations, so agents cannot misselect between non-existent alternatives.
A single tool inherently has perfect naming consistency since there are no other tools to compare against. The name 'claude_code' follows a clear pattern and stands alone without conflicting conventions.
One tool is too few for the broad scope described, which includes file operations, code analysis, Git workflows, terminal commands, web search, GitHub integration, and multi-step workflows. A single tool forces all these diverse functionalities into one interface, making it less scoped and potentially confusing for agents to navigate specific operations.
The tool surface is severely incomplete as a set, with only one tool covering an extensive domain. While the single tool may offer many capabilities internally, the lack of specialized tools for distinct operations (e.g., separate tools for file ops, Git, terminal) creates gaps in the MCP interface, likely causing agent failures due to unclear boundaries and missing targeted endpoints.
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