MCP servers that ship as code — a repository or a package you install and run locally (usually over stdio). They have no hosted endpoint, so we cannot probe or grade them: instead each one shows its repository, install command, license, stars and when it was last updated.
Collected from GitHub repositories and npm, PyPI, Cargo, Go, Maven, NuGet and RubyGems packages tagged as MCP servers, the official MCP Registry, Docker's MCP catalog, ModelScope, Baidu MCP World, Cline and other public directories; one entry per repository. A server that also offers a hosted endpoint is listed under Remote instead. These entries are not counted in our reachability, verification or readiness statistics.
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A read only MCP server that helps beginners understand an unfamiliar repository and prepare their first open source contribution.
MIT ★ 1 -
mcp-oss-onrampgithub.com/ryotaro-tanaka/mcp-oss-onrampupdated this year
AI Scout. First PR. MCP server to discover beginner-friendly, available OSS issues. Filters issues via GitHub API to ensure availability for first contributions.
MIT -
remote-work-radargithub.com/Regat1ve/remote-work-radarupdated this year
OSS job aggregator for developers locked out of Upwork, Mercor, Deel, and Contra. Next.js + Prisma + Python ETL + MCP server. Beginner-friendly.
MIT -
gfi-scoutgithub.com/rajveerx11/gfi-scoutupdated this year
MCP server that finds open source issues where beginners actually succeed
pypi MIT -
fastmcp-servergithub.com/mohd-faizy/fastmcp-serverupdated this year
A beginner‑friendly Model Context Protocol (MCP) server built with FastMCP, featuring an interactive Python AI Agent for tool discovery and integration.
MIT -
breezemlgithub.com/venomez-viper/breezemlupdated this year
A beginner-friendly, production-aware ML workflow layer for students, analysts, and AI agents. Train, compare, explain, export, and deploy scikit-learn models without the boilerplate.
MIT ★ 3 -
A beginner-friendly MCP server for managing personal notes with AI, Node.js, and PostgreSQL. Supports creating, reading, searching, listing, and deleting notes through MCP tools.
★ 1 -
A simple, beginner-friendly Model Context Protocol (MCP) server written in Python. It lets any MCP-compatible AI client (like Claude Desktop) manage a to-do list on your computer through five tools: add, view, get by ID, complete, and delete.
MIT -
Find your first open-source contribution and prepare for Google Summer of Code: CLI, MCP server, and Agent Skill
pypi MIT ★ 1 -
Windows에서 구글 NotebookLM을 더블클릭 한 번으로 설치·실행·관리하고 Claude·Cursor 등 AI 도구와 연결하는 원클릭 툴킷 (초보자용 한/영 가이드·Apache-2.0)
Apache-2.0 ★ 1