How real projects configure their agents

31,986 repositories keep their own agent configuration in the open: a CLAUDE.md, a rules file, instructions for Copilot, a skill the project runs on itself. These are not mods to install. They are worth reading for what they reveal — what a maintainer thinks an agent gets wrong.

Building agents7,699Claude Code6,660Data and AI3,668Backend and APIs3,501Languages3,399Planning3,231Git and workflow3,226Code review2,759Testing2,389Memory and context2,368Writing and docs2,333DevOps and cloud2,313Research2,290Frontend2,267Security2,038Project management1,731

All Claude Code31,986 Codex23,430 OpenCode22,372 GitHub Copilot3,564 Gemini CLI1,915 Cursor1,742 Windsurf150 Kiro84

Project Stars Configures Files Always loaded
iushv/linkedin-agent-mcp 1 Claude Code, Codex, OpenCode 9 2,071 tok
drmf-cz/claude-beacon Claude Code MCP channel plugin — pushes GitHub Actions CI/CD results into running Claude C 1 Claude Code, Codex, OpenCode 5 5,239 tok
bradleyfay/autodoc-mcp 1 Claude Code 14 5,520 tok
liuyang1520/reddit-mcp MCP server for Reddit 1 Claude Code 1 582 tok
ssimonitch/mcp-pyboy 1 Claude Code 1 1,606 tok
phate45/mcp-vault MCP server that interacts with an Obsidian Vault directly on the filesystem (or indirectly 1 Claude Code 1 503 tok
ttpears/mysql-mcp 1 Claude Code 1 3,996 tok
bogdanminko/zapcap-mcp-server MCP Server for ZapCap.ai 1 Claude Code 1 646 tok
aiopnet/mcp-nautobot 1 Claude Code, GitHub Copilot 2 996 tok
Hint-Services/mcp-limitless 1 Claude Code 3 918 tok
vanman2024/cats-mcp-server CATS ATS MCP Server - 163 tools for recruiting and staffing workflows via FastMCP 1 Claude Code 1
call518/MCP-Ambari-API deepwiki.com 🚀 Natural-language Hadoop cluster management via MCP. Connect LLM agents (Claude, GPT, et 1 Claude Code, GitHub Copilot 2 1,895 tok
kmio11/agent-timeline-mcp 1 Claude Code 5 1,701 tok
caffeineflo/portainer-mcp MCP server for Portainer Docker management - vibe coded, use at your own risk 1 Claude Code 1 317 tok
alexyangjie/mcp-server-multi-fetch Extending mcp-server-fetch with parallel browsing 1 Claude Code, Codex, OpenCode 2 1,726 tok
quanticsoul4772/logic-thinking MCP server for logical reasoning, verification, and proof construction 1 Claude Code 1 2,164 tok
zzstoatzz/tangled-mcp registry.modelcontextprotocol.io MCP server for tangled.org 1 Claude Code 2 548 tok
jeffaf/kivv kivv - Automated arXiv research paper discovery and AI-powered summarization system with M 1 Claude Code, GitHub Copilot 2 1,212 tok
Uninen/devserver-mcp MCP server and a unified TUI for managing dev servers + Playwright 1 Claude Code, GitHub Copilot, Gemini CLI 3 2,067 tok
dsouza-anush/browser-use-heroku Browser-use adapted for Heroku deployment with MCP integration 1 Claude Code 1 1,453 tok
Voxos-ai-Inc/clink-mcp-server-python clink.voxos.ai MCP server implementation for clink-mcp-server PyPI package. 1 Claude Code 1 1,051 tok
theepicsaxguy/opencollective-hetzner-mcp 1 Claude Code, Codex, OpenCode 2 4,832 tok
chrishart0/searchconsole-mcp MCP server for Google Search Console — query keywords, pages, sitemaps, and more from AI a 1 Claude Code 1 331 tok
wmoten/ice-puzzle-mcp 1 Claude Code 1 764 tok
hibukki/minecraft-mcp-server yuniko.software A Minecraft MCP Server powered by Mineflayer API. It allows to control a Minecraft charact 1 Claude Code 1 772 tok
geuneda/geuneda-mcp-unity Unity Editor MCP server — a plugin integrating AI IDEs such as Cursor, Claude Code, Codex, 1 Claude Code, Codex, OpenCode 2 4,202 tok
broisnischal/openapi-mcp dx.lexicon.website 1 Claude Code 1 700 tok
bhf/st-k8s sanjeev.pages.dev View and chat to your K8s cluster & application logs. K9s themed dashboard, REST API+MCP s 1 Claude Code, Codex, GitHub Copilot 5 1,022 tok
voidtype/slsk_mcp 1 Claude Code, Codex, OpenCode 2 581 tok
Mnehmos/mnehmos.open5e.mcp MCP server for Open5e D&D 5e API - query spells, monsters, classes with frontend URLs 1 Claude Code 1 1,027 tok
brainsparker/youdotcom-mcp-server Official You.com MCP Server 1 Claude Code 1 1,931 tok
pace8/mcp-wordpress instawp.com MCP Server for WordPress 1 Claude Code 1 1,688 tok
CodefiLabs/claude-desktop-skills-proxy MCP server that bypasses Claude Desktop sandbox network restrictions. Great to use with Cl 1 Claude Code 1 580 tok
khansabassem/cerebras-multi-mcp Multi-model Cerebras MCP server with per-call model selection for Claude Desktop & Claude 1 Claude Code 1 186 tok
project-nomos/nomos-slack-mcp projectnomos.dev MCP server that lets AI agents read and write Slack as you — not as a bot. No APP badge, n 1 Claude Code 1 897 tok
Mbogdan95/unity-indexer Unity Indexing MCP 1 Claude Code 2 756 tok
Colitify/slay-the-spire-copilot AI copilot for Slay the Spire powered by Claude Code — real-time strategic advice via MCP 1 Claude Code 1 368 tok
MaykeSN/Mochi mochi: CLI + servidor MCP pra rodar SQL em MySQL/MariaDB por apelido — mochi vendas "selec 1 Claude Code 2
willbohn/spider-mcp Model Context Protocol server for Spider Cloud web scraping API - LinkedIn profiles, anti- 1 Claude Code 1 846 tok
zhiganov/democracy-without-politicians-mcp Unofficial MCP server based on the Democracy Without Politicians book (Terry Bouricius, 20 1 Claude Code 1 927 tok
mp3wizard/figma-console-mcp Figma Console MCP - forked from southleft 1 Claude Code 3 415 tok
NathanNorman/claude-memory Local MCP server for persistent memory across Claude Code sessions 1 Claude Code 1 4,509 tok
the-single-gentlemans-club/storybook-mcp A Model Context Protocol (MCP) server for Storybook story generation, component analysis, 1 Claude Code, Codex, GitHub Copilot 5 2,141 tok
sapientsai/openfda-mcp-server 1 Claude Code 1 905 tok
feedback-loop-ai/mcp-ory-kratos An MCP server for Ory Kratos 1 Claude Code 1 2,340 tok
danduh/mcp-security 1 Claude Code, GitHub Copilot 2 418 tok
chunlea/screenshot-mcp A cross-platform MCP server for capturing screenshots. Designed for agent-based native app 1 Claude Code 1 602 tok
tjun1/mcp-confluence MCP for retrieving Confluence documents 1 Claude Code 1 770 tok
CheswickDEV/cairn Cairn - AI Context Continuity Engine. Local-private MCP server: context-zone warnings, fai 1 Claude Code 4
Navoren/leetcode-helper MCP server for Claude Desktop & Claude Code that provides LeetCode/DSA guidance, hints, co 1 Claude Code 1 266 tok