GitHub
Connect AI assistants to GitHub - manage repos, issues, PRs, and workflows through natural language.
作者提供的说明(英文原文)
MCP server that converts OpenAPI specs into tools which can query API endpoints
这三项永远不会合并成一个分数:意见、测量和人气是不同的东西。
我们还没有为它写通俗的介绍。下面是我们从注册中心读取到的事实。
选择你使用的 AI 应用,然后复制设置。
你需要
你用的是哪个应用?
在上方选择你的应用。我们会记住它,下次按钮会显示“安装到 …”。
打开 Claude Desktop → Settings → Developer → Edit Config,把下面的内容粘贴到 claude_desktop_config.json
{
"mcpServers": {
"specrun": {
"command": "npx",
"args": [
"-y",
"@pavelpiha/specrun"
]
}
}
}在终端中运行这条命令
claude mcp add specrun -- npx -y @pavelpiha/specrun粘贴到项目中的 .cursor/mcp.json,或 ~/.cursor/mcp.json
{
"mcpServers": {
"specrun": {
"command": "npx",
"args": [
"-y",
"@pavelpiha/specrun"
]
}
}
}浏览器会先询问是否打开应用,然后应用会显示设置并请你确认。密钥的值会留空,由你自己填写。
粘贴到项目中的 .vscode/mcp.json
{
"servers": {
"specrun": {
"type": "stdio",
"command": "npx",
"args": [
"-y",
"@pavelpiha/specrun"
]
}
}
}浏览器会先询问是否打开应用,然后应用会显示设置并请你确认。密钥的值会留空,由你自己填写。
这个服务器在你的电脑上运行,而 ChatGPT 只能连接互联网上的服务器。请选择其他应用。
你的选择通过 Cookie 保存在这台设备上,无需账户。
这些设置是根据作者在注册中心的条目生成的。如果 README 的写法不同,请以 README 为准。
它在你的电脑上运行;安装后,工具列表会显示在你的 AI 应用中。
我们检查的是任何人都能看到的信息;我们没有阅读代码。不适用的检查项不计入总数。 · 检查于 2026年11月7日
注册名称已通过 GitHub 账户 pavelpiha 验证,该账户拥有此仓库
我们还没有从 GitHub 读取这个仓库
我们还没有从 GitHub 读取这个仓库
它在你的电脑上运行,没有互联网端点
在你的电脑上运行,改用本地设置
它在你的电脑上运行;我们只能读取互联网端点的工具列表
与注册中心里这个分类中所有活跃的服务器比较。只有当发布者拥有该仓库时,星标数才计入。
它在 1 项适用的基础检查中通过了 1 项。我们没有阅读代码。在添加密钥或令牌之前,请先看看这个服务器要求哪些权限,并使用只具备所需权限的密钥。
注册中心没有列出必需的密钥,不过有些服务器会在首次使用时要求你登录。
它在你的电脑上运行。你的 AI 应用会在需要时启动它,数据不会经过作者的服务器(除非它自己调用在线服务)。
GitHub 仓库最后更新于–,最新版本(1.4.0)于9个月前进入注册中心。
支持 MCP 的应用,例如 Claude Desktop、Claude Code、Cursor 和 VS Code。你的电脑上还需要有 Node.js。
同一分类中有:GitHub, Desktop Commander, Cloudflare MCP
同一分类中其他作者的服务器,按星标数排序。
如何看卡片:★ GitHub 星标i三大支柱:评价 · 检查 · 使用情况i更新 = 最新版本发布到注册中心的时间i
Connect AI assistants to GitHub - manage repos, issues, PRs, and workflows through natural language.
MCP server for terminal commands, file operations, and process management
Cloudflare MCP servers
按原文从作者的仓库复制。PopNx MCP 没有审查或背书其内容。HTML、图片和脚本已被移除。链接会离开本站。
SpecRun
An MCP server that turns OpenAPI specifications into MCP tools. Scans a folder for OpenAPI spec files and automatically generate corresponding tools. These tools can then be used in any MCP client to interact with the APIs defined by the specs, with built-in support for authentication and server URL management via a simple .env file.
Built with FastMCP for TypeScript.
cars_addCar to call POST /cars from cars.json spec to create a new car, or github_get_user_repos to call GET /user/repos from github.yaml spec to list repos.specrun_batch tool can execute any tool with multiple inputs and returns a consolidated JSON resource.env file with {API_NAME}_API_KEY pattern{API_NAME}_SERVER_URL and {API_NAME}_BEARER_TOKEN entries when missing.github/agents/specrun.agent.md)npm install -g specrun
mkdir ~/specs
Drop any .json, .yaml, or .yml OpenAPI specification files into your specs folder
Create a .env file in your specs folder:
# ~/specs/.env
CARS_API_KEY=your_api_key_here
SpecRun will also ensure {API_NAME}_SERVER_URL and {API_NAME}_BEARER_TOKEN entries exist for each spec, adding empty placeholders when missing. When {API_NAME}_SERVER_URL has a value, SpecRun updates the spec file on load:
servers entry.host, schemes, and basePath (no servers section in OpenAPI 2.0).SpecRun also watches the .env file and refreshes server URLs and auth config automatically after changes.
Add to your MCP configuration:
If installed on your machine:
{
"mcpServers": { "specrun": { "command": "specrun", "args": ["--specs", "/path/to/your/specs/folder"] } } }
Otherwise:
{
"mcpServers": { "specrun": { "command": "npx", "args": ["-y", "specrun", "--specs", "/absolute/path/to/your/specs"] } } }
or with specific Node version:
{
"mcpServers": { "specrun": { "command": "/Users/YOUR_USER_NAME/.local/bin/mcp-npx-node22", "args": ["specrun@latest", "--specs", "/absolute/path/to/your/specs"], "type": "stdio" } } }
The mcp-npx-node22 script file uses nvm to run specrun with Node.js 22.14.0, ensuring compatibility regardless of the default Node version on your system.:
#!/bin/bash
export PATH="/Users/YOUR_USER_NAME/.nvm/versions/node/v22.14.0/bin:$PATH"
exec npx "$@"
# Default: stdio transport, current directory
specrun
specrun --specs ~/specs
specrun --transport httpStream --port 8080
If your default node is older than 22, run SpecRun with Node 22 directly:
npx -y node@22 ... runs the Node.js runtime, so the next argument must be a script path (for example ./node_modules/.bin/specrun).specrun@latest is an npm package spec and works directly with npx only when your current Node version already satisfies SpecRun requirements.
npx -y node@22 ./node_modules/.bin/specrun list --specs ~/specs
npx -y specrun@latest --specs ~/specs
# List all loaded specifications and their tools
specrun list
specrun list --specs ~/specs
The server automatically detects authentication from environment variables using these patterns:
| Pattern | Auth Type | Usage |
|---|---|---|
{API_NAME}_API_KEY | 🗝️ API Key | X-API-Key header |
{API_NAME}_TOKEN | 🎫 Bearer Token | Authorization: Bearer {token} |
{API_NAME}_BEARER_TOKEN | 🎫 Bearer Token | Authorization: Bearer {token} |
{API_NAME}_USERNAME + {API_NAME}_PASSWORD | 👤 Basic Auth | Authorization: Basic {base64} |
SpecRun also creates .env placeholders for:
| Pattern | Purpose |
|---|---|
{API_NAME}_SERVER_URL | Base URL for the API |
{API_NAME}_BEARER_TOKEN | Token placeholder if missing |
If {API_NAME}_SERVER_URL is set, SpecRun writes that value into the spec before generating tools:
servers entry.host, schemes, and basePath.Updates to .env are applied automatically without restarting the MCP server.
The {API_NAME} is derived from the filename of your OpenAPI spec:
cars.json → CARS_API_KEYgithub-api.yaml → GITHUB_TOKENmy_custom_api.yml → MY_CUSTOM_API_KEYTools are automatically named using this pattern:
{operation_id}{method}_{path_segments}Name normalization rules:
snake_case_Specs:
get_car_by_id (from operationId)get_user_repos (generated from GET /user/repos)Use the shared batch tool to run any tool with an array of inputs:
{
"toolName": "cars_getCarById", "items": [{ "id": "123" }, { "id": "456" }], "failFast": false }
Batch responses return a consolidated JSON resource with per-item outputs.
For batches over 200 items, SpecRun requires explicit confirmation. This is to prevent accidental large runs that could cause performance issues or unintended consequences. The server will return a message asking for confirmation, and you can retry with confirmLargeBatch: true and the provided confirmLargeBatchToken to proceed.
Tool responses are returned as MCP resources with application/json content. Each resource includes:
Example resource payload:
{
"requestUrl": "https://api.example.com/v1/users/123", "requestBody": null, "response": { "status": 200, "body": { "id": "123", "name": "Jane Doe" } } }
Batch runs return a single consolidated resource containing all item results.
your-project/
── specs/ # Your OpenAPI specs folder ├── .env # Authentication credentials └── custom-api.yml # Your OpenAPI spec files
SpecRun exposes MCP prompts for common workflows:
Detailed prompt guide with examples: PROMPTS_README.md
list_apis: List loaded APIs/tools and ask the user to choose an endpointgenerate_api_call: Generate a ready-to-run JSON input payload for a toolexplain_api_schema: Explain parameters and request body schema with examplesgenerate_random_data: Generate random ready-to-run JSON payload samples for a toolHere's a minimal example that creates two tools:
# ~/specs/example.yaml
openapi: 3.0.0 info: title: Example API version: 1.0.0 servers:
paths: /users/{id}: get: operationId: getUser summary: Get user by ID parameters:
This creates tools named:
example_getUserexample_createUser specrun list --specs /path/to/specs
.json, .yaml, .yml)⚠️ Note: SpecRun works best when you use absolute paths (with no spaces) for the
--specsargument and other file paths. Relative paths or paths containing spaces may cause issues on some platforms or with some MCP clients.
.env file is in the specs directory specrun list
# Clone and install
git clone git@github.com:Pavel-Piha/specrun.git cd specrun npm install
npm run build
npm run dev -- list --specs ./specs
Contributions are welcome! Please feel free to submit issues and pull requests.