How real projects configure their agents

24,842 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 agents8,530Claude Code6,887Git and workflow3,618Data and AI3,582Backend and APIs3,558Languages3,485Planning3,325Code review2,903Testing2,691DevOps and cloud2,482Writing and docs2,481Memory and context2,373Research2,322Frontend2,310Security2,179Project management1,971

All Claude Code32,523 Codex24,842 OpenCode23,761 GitHub Copilot3,723 Gemini CLI2,038 Cursor1,771 Windsurf201 Kiro116

Project Stars Configures Files Always loaded
GSA-TTS/mcp-server-nih-reporter Pilot MCP server for the NIH RePORTER API 2 Claude Code, Codex 1 —
contributte/mcp ✨ MCP server for Nette applications 2 Claude Code, Codex, OpenCode 2 150 tok
jamesbachini/x402-mcp-stellar MCP server to enable x402 payments on the Stellar network 2 Codex, OpenCode 1 538 tok
pingidentity/aic-mcp-server 2 Claude Code, Codex, Gemini CLI, OpenCode 8 572 tok
Citizen4our/arch-mcp-server MCP server that gives code agents architectural context - ERD diagrams, code policies, API 2 Codex, OpenCode 1 2,305 tok
MartinKuhne/devstack project/feature/task management mcp server with a user interface 2 Claude Code, Codex, OpenCode 19 483 tok
alexmmatos/arthur-mcp arthurmcp.io No code system to provide MCP Server using Any Data Source 2 Claude Code, Codex, OpenCode 4 3,557 tok
trotsky1997/PaddleOCR-MCP Fast PaddleOCR MCP server - Extract text from images using PaddleOCR with optimized perfor 2 Codex, OpenCode 1 2,731 tok
sharpninja/McpServerManager sharpninja.github.io Avalonia desktop app for tracking and inspecting request/session logs with AI assistant 2 Codex, GitHub Copilot, OpenCode 2 1,350 tok
ironxyz/mcp-server 2 Claude Code, Codex 1 —
Weaverse/mcp-server 2 Claude Code, Codex, OpenCode 2 163 tok
SignalWhisperer/cargo-mcp Cargo MCP Server 2 Codex, OpenCode 1 4,628 tok
lukasamd/mybb-mcp MyBB MCP Server 2 Codex, OpenCode 1 1,114 tok
test-zeus-ai/testzeus-mcp-server testzeus-mcp-server 2 Codex, OpenCode 1 686 tok
ineersa/mcp-sql-server MySQL MCP server 2 Codex, Gemini CLI, OpenCode 2 1,637 tok
israel-salgado/dt-mcp-server 2 Claude Code, Codex, GitHub Copilot 19 7,851 tok
MWXrookie/dify-mcp-server 2 Codex, OpenCode 1 7,037 tok
whyb/winui_mcp_server An MCP server that allows you to control the Windows interface using prompts via mouse and 2 Claude Code, Codex, OpenCode 2 2,884 tok
futuretea/mcp-server-template A template for building Model Context Protocol (MCP) servers 2 Claude Code, Codex, OpenCode 2 224 tok
melanyss/claude-code-subagents Claude Code SubAgents - Awesome curated list 2 Codex, OpenCode 1 5,138 tok
G4RNIR/mslx-mcp-server 2 Codex, OpenCode 1 948 tok
anthuanvasquez/skills Standardized guidance, agent rules, and scaffold templates for applying AI agents 2 Codex, OpenCode 1 1,550 tok
agent-skills/skills agskills.dev Agent Skills. 2 Claude Code, Codex 4 —
bitbloxhub/skills My agent skills 2 Codex, OpenCode 1 117 tok
reviewtaipei284/awesome-claudecode-paper-proofreading Provide clear, two-phase paper proofreading using Claude Code and Codex to detect and fix 2 Codex, OpenCode 1 1,274 tok
chefallan/awesome-context-engine chefallan.github.io Portable repo memory for AI coding agents. Keeps context current across Copilot, Claude, C 2 Claude Code, Codex, GitHub Copilot, Gemini CLI, OpenCode 4 1,001 tok
JoseArron/skills Skills I use for my projects, for any agent 2 Codex, OpenCode 1 45 tok
ipruning/skills Coding-agent skills managed with skillshare and synced across supported AI tools 2 Claude Code, Codex, OpenCode 2 439 tok
lonewolfyx/skills curated collection of agent skills. 2 Codex, OpenCode 1 836 tok
Leev1s/skills Public repository for agent skills 2 Codex, OpenCode 1 278 tok
spencer17x/skills Personal AI agent skills collection 2 Codex, OpenCode 1 878 tok
avelrl/skills Skills Catalog for AI Agents 2 Codex, OpenCode 1 833 tok
sherif-fanous/skills A repository for skills I commonly use with coding agents 2 Claude Code, Codex 3 —
polaralias/skills Curated library of reusable agent skills for engineering, delivery, content, design, docum 2 Claude Code, Codex, OpenCode 2 1,950 tok
RBraga01/builder-product rbraga01.github.io AI product skills pack — 7 skills and 3 agents that enforce quality in AI-assisted product 2 Claude Code, Codex, OpenCode 2 891 tok
commet-labs/subscription-patterns Agent Skills for billing 2 Claude Code, Codex, OpenCode 2 73 tok
aybakanawork/my_agent_skills Agent Skills that I am using 2 Codex, OpenCode 1 162 tok
SuperMalow/personal-agent-skills General-purpose agent skills 2 Codex, OpenCode 1 512 tok
SurajGThakkar/agent-skills 2 Codex, OpenCode 1 560 tok
deancourse/openspec-agent-skills-practice A repo for practicing full-stack project generation with OpenSpec 2 Claude Code, Codex 3 —
knopki/agent-skills knopki's curated collection of agent skills. 2 Claude Code, Codex, OpenCode 2 568 tok
KarhouTam/agent-skills Personal agent skill kit, might be useful 😪 2 Claude Code, Codex, OpenCode 2 1,569 tok
xelandernt/skilly xelandernt.github.io Manage Agent Skills 2 Codex, OpenCode 1 1,439 tok
TheIllusionOfLife/AgentKaizen An Agent Skill to optimize AGENTS.md, README.md, skills, and so on for Claude Code and Cod 2 Claude Code, Codex, OpenCode 2 3,943 tok
arenadata/adcm-agent Arenadata Cluster Manager Agent Skills 2 Claude Code, Codex, OpenCode 1 1,902 tok
demian85/agent-skills Useful skills for coding agents 2 Codex, OpenCode 1 1,319 tok
whyzsm/tiny-agents Agents and skills 2 Codex, OpenCode 1 664 tok
jyoung9154/AgentSkills Create agents by function 2 Codex, OpenCode 1 603 tok
dirtybits/agent-skills Agent skills published on AgentVouch 2 Codex, OpenCode 1 293 tok
alok-19/agent-skills Reusable skills for coding agents 2 Codex, OpenCode 1 225 tok