Evidence-based GSoC preparation: organizations, repositories, free beginner issues, proposals.
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io.github.anandkaranubc/git-into-gsoc is an MCP server that evidence-based GSoC preparation: organizations, repositories, free beginner issues, proposals. Its tool list has not been published yet over stdio, sse and http, requires no API key, and scores 86/100 on MCPpedia's security, maintenance and efficiency rubric.
Config is the same across clients - only the file and path differ.
{
"mcpServers": {
"io-github-anandkaranubc-git-into-gsoc": {
"args": [
"git-into-gsoc"
],
"command": "uvx"
}
}
}Are you the author?
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Evidence-based GSoC preparation: organizations, repositories, free beginner issues, proposals.
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Find your first open-source contribution and prepare for Google Summer of Code (GSoC), using real data instead of guesses.
Every year, many first-timers end up in a project that stopped answering, ask for an issue three people already claimed, or send a proposal that reads like a hundred others. git-into-gsoc reads the official GSoC site, the organization archive, and GitHub, and shows you:
It works in your terminal and inside AI assistants such as Claude Code, Codex, Cursor, and VS Code. It never invents organizations, issues, or dates, and it never helps anyone send spam.
1. Install. On macOS, Linux, or Windows with WSL (Windows Subsystem for Linux), open a terminal and run:
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 only need an internet connection. If something is missing, the installer offers uv, a free tool that brings its own Python. It tells you what it installs and connects every AI assistant it finds. If it installs uv, uv adds its folder to your shell's startup file so the command is found in new terminals. Other ways to install.
Already use uv or pipx? Install the package from PyPI, the Python Package Index, then connect your assistants:
uv tool install git-into-gsoc # or: pipx install git-into-gsoc
git-into-gsoc setup
2. Answer four questions in a new terminal:
git-into-gsoc start
You get the organizations that fit you, a shortlist, and your next steps with the exact commands. Press Enter to skip any question.
3. Come back any time. git-into-gsoc on its own shows your progress. git-into-gsoc next tells you what to do now: deadlines, changes on the issues you follow, and new beginner issues.
[!TIP] Searching issues uses GitHub's API, which allows only 60 requests an hour without signing in. Install GitHub's
ghtool and run `gh auth login