How real projects configure their agents

43,695 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 agents7,622Claude Code6,647Data and AI3,678Backend and APIs3,504Languages3,404Planning3,218Git and workflow3,203Code review2,744Testing2,378Memory and context2,367Writing and docs2,318DevOps and cloud2,312Research2,291Frontend2,259Security2,027Productivity1,717

All Claude Code32,008 Codex23,279 OpenCode22,224 GitHub Copilot3,555 Gemini CLI1,920 Cursor1,736 Windsurf139 Kiro81

Project Stars Configures Files Always loaded
nogoo9/no-crd k8s controller manager w/o using CRDs (cuz your organization lockdown your cluster permiss 2 Claude Code, Gemini CLI 3 3,660 tok
Sweeppea-Development-Lab/sweeppea-mcp-info Public manifest and documentation for the Sweeppea MCP server, including integration metad 2 Claude Code 1 1,699 tok
alcylu/nightlife-mcp nightlifetokyo.com The first nightlife discovery MCP server. Search events, venues, and performers in Tokyo a 2 Claude Code, Codex, OpenCode 2 5,312 tok
gabry-ts/mcp-harness partiti.dev In-memory testing toolkit for MCP servers in TypeScript - supertest for MCP 2 Claude Code 1 555 tok
ramborau/fb-messenger-mcp 2 Claude Code 1 951 tok
rabqatab/LexLink-ko-mcp MCP server integrating the Korean National Law Information Center Open API for structured 2 Codex, OpenCode 1 1,612 tok
MarketcheckHub/marketcheck-api-mcp-apps apps.marketcheck.com Marketcheck MCP UI, embeddable apps showcase 2 Claude Code, Codex, OpenCode 2 333 tok
bitrefill/bitrefill-mcp-server bitrefill.com A Model Context Protocol Server connector for Bitrefill public API, to enable AI agents to 2 Codex, OpenCode 1 1,020 tok
hesreallyhim/inkverse-fork inkverse.co A fun webtoons app. All comics on Inkverse are self-hosted by the creator. 2 Claude Code 6
mefos-lab/sift MCP server and skill set for cross-referencing public financial and corporate records — sa 2 Claude Code 3 2,820 tok
ctoouli/mcp-stock-market MCP server to connect to the Alpha Vantage APIs 2 Claude Code 1 231 tok
shibley/mymcptools mymcptools.vercel.app MCP Server Directory - Find and compare Model Context Protocol servers 2 Claude Code, Codex, OpenCode 2 79 tok
yegor256/bugscribe A collection of skills for an AI agent that helps filing bug reports as GitHub issues 2 Claude Code 1 95 tok
gguloadoong/idea-factory One idea in. Working MVP out. Turn Claude Code into a virtual startup team. 2 Claude Code, Codex, OpenCode 2 1,284 tok
bug-breeder/quip-mcp A Model Context Protocol (MCP) server that provides AI assistants with access to Quip docu 2 Cursor 1 1,892 tok
can-acar/jarvis JARVIS It’s a zero-friction Model Context Protocol (MCP) server that welds your AI agent t 2 GitHub Copilot 4
HasanJahidul/git-insight-mcp Semantic git queries via MCP. Beyond git log — answer who/what/when/why about any line, fi 2 Claude Code 1 1,224 tok
HuntsDesk/ve-gws workspacemcp.com Google Workspace MCP that actually writes. 28 tools across Docs/Slides/Sheets/Drive — mark 2 GitHub Copilot 1 1,123 tok
wyattjoh/calendar-mcp MCP server for accessing macOS Calendar events 2 Claude Code 1 567 tok
Pantrist-dev/pantrist-mcp Model Context Protocol server wrapping the Pantrist REST API 2 Claude Code 1
REMvisual/claude-workspace-snapshot remrepo.com Never lose your Claude Code tabs again. Snapshot and restore sessions as color-coded Windo 2 Claude Code 1 378 tok
aby-agency/aby-claude-watcher Dashboard desktop pour monitorer en temps réel vos sessions Claude Code 2 Claude Code 1 17,050 tok
mauribadnights/clooks Persistent hook runtime for Claude Code — eliminate cold starts, get observability 2 Claude Code 1 929 tok
Caseous-kerrcell366/claude Enhance Claude Code CLI with undo, safety hooks, session resume, effort control, MCP tools 2 Claude Code 1 2,335 tok
daftAI2026/daftAI-skills 2 Claude Code, Codex, OpenCode 2 6,500 tok
wunamesst/skills A curated collection of production-grade Claude Code skills. 2 Claude Code, Codex, OpenCode 2 2,039 tok
jsfaulkner86/ehr-mcp A framework-agnostic interoperability protocol for Multi-Agent Healthcare AI Systems. 2 Claude Code 1 1,991 tok
thoreinstein/obsidian-rag A Claude Code plugin for interfacing with an Obsidian vault with local first RAG capabilit 2 Claude Code 1 677 tok
palashjain95/jobhunter Your AI Job Hunting Team — scores fit, tailors resume, preps interviews, negotiates offer 2 Claude Code 1 1,248 tok
v0idOS/performance-deity v0idos.github.io A ruthlessly strict algorithmic optimization methodology for AI coding agents. Forces your 2 Claude Code 1 3,343 tok
meesp123/claude-code-agent-team-debate Multi-AI structured debate skill for Claude Code — orchestrate advocate, critic & external 2 Claude Code 1 192 tok
LeonMelamud/claude-code-security-review AI-powered security audit skill for code changes with false positive filtering. Based on A 2 Codex, OpenCode 1 530 tok
danhuaxiansheng/claude-code-cleanup-skills Claude Code agent skills for code cleanup, dead-code audits, necessary-code review, and pa 2 Claude Code, Codex, OpenCode 2 176 tok
Berman510/EOE_MCP EVE Online ESI MCP 2 Claude Code 1 584 tok
privy-io/privy-mcp-server 2 Claude Code 1 1,166 tok
eiz/fooddb v i b e c o d i n g 2 Claude Code 1 276 tok
KalinYorgov/AI-agent-security-MCP A Model Context Protocol (MCP) server that provides security functionality for AI agents, 2 Claude Code 1 593 tok
Montimage/sec-mcp montimage.github.io A Python toolkit providing security checks for domains, URLs, IPs, and more. Integrate eas 2 Claude Code, Codex, OpenCode 2 802 tok
johnie/oura-mcp An MCP server for ouraring.com 2 Claude Code 1 449 tok
dyeoman2/clerk-mcp-template A production-ready template for building Model Context Protocol (MCP) servers with Clerk a 2 Codex, OpenCode 1 314 tok
Decade-qiu/Multi-Source-Media-MCP-Server An MCP Tool Implementation for Multi-Source Image Access & Generation 2 Gemini CLI 1 3,068 tok
vignitin/apstra-mcp-server Python script to test Model Context Protocol (MCP) server for Juniper's Apstra Fabric mana 2 Claude Code 1 1,641 tok
MicroMilo/awesome-claude-code-codex-papers micromilo.github.io Curated 2026 conference papers on Claude Code and Codex CLI—benchmarks, methods, failures, 2 Codex, OpenCode 1 244 tok
AgentisLabs/mcp-agentis Python framework for creating AI agents that use MCP servers as tools. Compatible with any 2 Claude Code 1 625 tok
myutex/commit-convention-mcp An MCP server providing commit convention tools and resources. 2 GitHub Copilot 1 492 tok
misanthropic-ai/lean-docker-mcp MCP Lean 4 dockerised execution environment 2 Claude Code 1 539 tok
ceshine/git-prompts-mcp-server An MCP server that offers several commands to generate prompts based on the Git repository 2 Claude Code, Codex, OpenCode 2 596 tok
liamwh/docs-rs-mcp-server MCP Server Implementation for Rust documentation from Docs.rs 2 Cursor 1 252 tok
FiveOhhWon/perspective-mcp MCP server for multi-perspective analysis and structured debates 2 Claude Code 1 474 tok
jbydeley/sonarr-mcp Give your LLM access to Sonarr 2 Claude Code 1 1,220 tok