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)
Evidence-based GSoC preparation: organizations, repositories, free beginner issues, proposals.
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 …”。
链接指向作者自己的文件;我们不托管也不重新打包它。打开文件后,Claude Desktop 会进行安装。
在终端中运行这条命令
claude mcp add git-into-gsoc -- uvx git-into-gsoc mcp粘贴到项目中的 .cursor/mcp.json,或 ~/.cursor/mcp.json
{
"mcpServers": {
"git-into-gsoc": {
"command": "uvx",
"args": [
"git-into-gsoc",
"mcp"
]
}
}
}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": {
"git-into-gsoc": {
"type": "stdio",
"command": "uvx",
"args": [
"git-into-gsoc",
"mcp"
]
}
}
}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 anandkaranubc 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(0.26.2)于3天前进入注册中心。
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 MCPB, Python (uv)。
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。
Find the [Google Summer of Code](https://summerofcode.withgoogle.com) (GSoC) organizations that fit you, the repositories that merge newcomers' pull requests, and the beginner issues nobody has claimed, with the evidence for each.
Try it in your browser · Install it · Connect your AI assistant · Read the beginner guide
Every season, many first-timers end up in a project that stopped answering, under an issue three people already claimed, or with a proposal that reads like a hundred others. The information to avoid that exists. It is just scattered across the official GSoC site, hundreds of ideas pages, and thousands of issue threads.
git-into-gsoc reads those sources for you and answers the questions newcomers actually ask:
| You ask | It checks |
|---|---|
| Which organizations fit me? | The official list of organizations, each one's ideas page, and its past years in the archive |
| Will this project merge my work? | Whether outside contributors' pull requests (proposed changes) got merged recently, and how fast |
| Is this issue really free? | The issue's own history: linked pull requests, assignees, and "can I work on this?" comments with their dates |
| What should I do this week? | The program calendar, your shortlist, and the issues you follow |
It reads GitHub, and GitLab for most checks. It never invents an organization, an issue, or a date.
Answer four questions on the start page and get three organizations with the reasons they fit. The ranking is the terminal tool's own code running in your browser, on a snapshot of the official list, so your answers never leave the page. The first visit downloads about 8 MB. You can also browse every organization.
On macOS, Linux, or Windows with WSL (Windows Subsystem for Linux):
curl -fsSL https://raw.githubusercontent.com/anandkaranubc/git-into-gsoc/main/install.sh | bash
On Windows PowerShell:
irm https://raw.githubusercontent.com/anandkaranubc/git-into-gsoc/main/install.ps1 | iex
You need only an internet connection. If Python is missing, the installer offers uv, a free tool that brings its own Python, and uv adds its folder to your shell's startup file. The installer says what it installs and connects every AI assistant it finds. The install guide has the other ways, a preview option, and how to update or remove it.
Already use uv or pipx? Install the package from PyPI, then connect your assistants:
uv tool install git-into-gsoc # or: pipx install git-into-gsoc
git-into-gsoc setup
Then open a new terminal and run the command below. It asks four questions like the start page, with your GitHub username in place of your experience. Press Enter to skip any of them.
git-into-gsoc start
To add git-into-gsoc as a plugin that updates with your assistant, run one line. Plugins need uv to start the git-into-gsoc server, which your assistant talks to through MCP (the Model Context Protocol, the standard way AI assistants use outside tools). For Claude Code:
claude plugin install git-into-gsoc --marketplace anandkaranubc/git-into-gsoc
Use it in your AI assistant has the line for Codex, GitHub Copilot CLI, Gemini CLI, Antigravity, VS Code, Cursor, Windsurf, and Claude Desktop, and how to update or remove each one.
Then ask in your own words, for example: *"I want to do Google Summer of Code. I know Python and like science. Where do I start?"* The assistant answers from the same live data as the terminal and shows its sources.
One-click buttons add only the server, without the skill (the written guidance that teaches your assistant the GSoC journey). They need uv too, and each installs the newest release:
Each step is one command. The beginner guide explains every step and what to expect, and the website shows recorded runs of several of them.
| Step | Command | What you get |
|---|---|---|
| Find your fit | git-into-gsoc start | Three organizations, each with the reasons it fits you |
| Read one closely | git-into-gsoc org "NumFOCUS" --shortlist | Its ideas page, chat channels, and past projects, saved to your shortlist |
| Pick a repository | git-into-gsoc repos "NumFOCUS" | Its repositories ranked by ideas-page mentions, beginner issues, and activity |
| Check it welcomes you | git-into-gsoc repo OWNER/NAME --track | Whether newcomers' pull requests get merged here, and how fast |
| Get your bearings | git-into-gsoc orient OWNER/NAME | Where the code lives, the test command its automatic checks run, and the house rules |
| Find a free issue | git-into-gsoc issues --repo OWNER/NAME | Beginner issues with no linked pull request, assignee, or recent claim |
| Check before you comment | git-into-gsoc issue OWNER/NAME#123 --track | Claims, linked pull requests, assignees, and recent activity |
| Open your pull request | git-into-gsoc pr-check OWNER/NAME#456 | Your pull request checked against the project's own rules |
| Write your proposal | git-into-gsoc proposal draft.md | What organizations reject proposals for, checked against your draft |
| Come back any time | git-into-gsoc next | Deadlines, changes on the issues you follow, and new beginner issues |
OWNER/NAME and the numbers are placeholders for the repository and issue you choose. git-into-gsoc --help lists every command, and most take --output json for scripts.
[!TIP]
These steps use GitHub's API, which allows only 60 requests an hour without signing in, and one pass through the table can use most of them. If you install GitHub's
ghtool and rungh auth loginonce, git-into-gsoc picks it up by itself. Nothing else needs an account.
| If you already use | What this adds |
|---|---|
| GSoC Organizations, the community archive of past organizations | A ranking for your skills and interests, the repositories inside each organization that merge newcomers' work, and the beginner issues that are still free. The archive is one of this tool's sources |
| Archives of accepted proposals | Links to them from ideas, next to each organization's own ideas page and its AI policy |
| goodfirstissue.dev, up-for-grabs, and other label feeds | A read of each issue's history, so you skip the issue three people already claimed |
| An AI assistant on its own | Real organizations, issues, and dates in place of guesses, with their sources |
What we learned from other tools has the full comparison, with sources.
| I want to... | Start here |
|---|---|
| Understand GSoC and open source first | Beginner guide |
| Look up a command | Command reference |
| See the tools my assistant gets | MCP reference |
| Know how organizations are ranked | How recommendations work |
| Fix a setup problem | Troubleshooting |
| Ask a question | Open an issue |
git-into-gsoc i
只显示了开头部分;其余内容请在仓库中阅读