How real projects configure their agents

31,977 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 agents7,557Claude Code6,620Data and AI3,682Backend and APIs3,496Languages3,401Planning3,217Git and workflow3,165Code review2,733Testing2,364Memory and context2,364DevOps and cloud2,310Writing and docs2,303Research2,297Frontend2,252Security2,013Productivity1,710

All Claude Code31,977 Codex23,157 OpenCode22,109 GitHub Copilot3,551 Gemini CLI1,917 Cursor1,739 Windsurf129 Kiro79

Project Stars Configures Files Always loaded
doeixd/opencode-ralph-rlm deepwiki.com OpenCode plugin: Ralph outer loop + RLM inner loop — iterative AI development with file-fi 31 Claude Code, Codex, OpenCode 5 511 tok
lukasz-fedor/claude-memory-template Starter template for Claude Code memory system: modular rules with glob patterns, persiste 31 Claude Code 3 1,104 tok
awrshift/claude-memory-kit Memory for Claude Code that survives the session boundary — install the plugin into any re 31 Claude Code 1 594 tok
msaad00/agent-bom msaad00.github.io Open security scanner and self-hosted control plane for AI, MCP, and cloud. One evidence m 31 Claude Code, Codex, OpenCode 2 417 tok
timescale/tiger-gh-mcp-server Tiger GitHub MCP server 31 Claude Code 1 240 tok
scalvert/docusaurus-plugin-mcp-server Docusaurus plugin that publishes your documentation as an MCP server 31 Claude Code, Codex, OpenCode 2 742 tok
FutureAtoms/agentic-control-framework A powerful CLI and MCP-based task management system for agentic workflows. 31 Claude Code 1 1,317 tok
carlosazaustre/advocu-mcp-server 31 Claude Code 1 1,911 tok
lourencomaciel/sift-gateway pypi.org Reliability gateway for AI tool output: schema-stable, secret-safe, pagination-complete JS 31 Claude Code 1 1,640 tok
iagogfe/excalidraw-icons-mcp Excalidraw MCP server with real vendor-icon search & insertion (AWS/Azure/GCP/OCI/Kubernet 31 Claude Code 1 1,233 tok
kissrosecicd-hub/agents-evolution [Legacy] Optimized AGENTS.md system instructions for AI CLI/IDE agents. Token-efficient (C 31 Claude Code, Codex, OpenCode 41 5,881 tok
ctoth/research-papers-plugin Research paper collection management plugin for Claude Code, Codex CLI, and Gemini CLI 31 Claude Code 1 253 tok
aixwangtw/code-to-video-remotion 31 Claude Code, Codex, GitHub Copilot, Gemini CLI, OpenCode 14 4,823 tok
Bahgs/Self-Improving-Obsidian-LLM-Wiki An Obsidian-first, agent-maintained LLM Wiki framework that turns raw sources into linked 31 Claude Code, Codex, Gemini CLI, OpenCode 3 671 tok
pixee/pixee-cli pixee.ai Pixee CLI — binaries, container image, and coding-agent skills for the Pixee platform. Sou 31 Claude Code 1
chrisreddington/turn-based-game-mcp A turn-based games app built with Next.js and TypeScript that features Tic-Tac-Toe and Roc 31 Claude Code, GitHub Copilot 9 11,077 tok
Arcadia-1/awesome-ams-skills ams.tokenzhang.com Collection for agent skills on analog and mixed-signal (AMS) IC (integrated circuit) desig 31 Claude Code 1 755 tok
Jeffallan/writing-with-agents Claude Code skill plugin implementing Betty Flowers' Madman-Architect-Carpenter-Judge writ 31 Claude Code 1 848 tok
microsoftgbb/project-nighthawk Nighthawk — AI-powered deep technical research pipeline for Azure Kubernetes Service (AKS) 31 Claude Code, Codex, GitHub Copilot 10 513 tok
entira/archi-mcp Entprise architect assistant 31 Claude Code 1 2,884 tok
Smokestack-Games/rbxsync rbxsync.dev Sync Roblox games between Studio and VS Code with MCP integration 31 Claude Code, Cursor 3 3,774 tok
fieldviolence/polyrouter-mcp MCP server for Polyrouter API - unified prediction market aggregator 31 Claude Code 1 1,019 tok
sivaprasadreddy/learning-skill Agent Skill to prepare learning schedule for any technical topic. 31 Claude Code 1 448 tok
haymon-ai/dbmcp dbmcp.haymon.ai Database MCP server for MySQL, MariaDB, PostgreSQL, and SQLite - with builtin PII redacti 31 Claude Code 1 1,801 tok
sethbang/mcp-screenshot-server An MCP server that provides AI assistants with screenshot capabilities — both web page cap 31 Claude Code 1 1,222 tok
townsendmerino/ken Fast hybrid code search for agents. Pure Go, drop-in MCP-compatible with semble. 31 Claude Code 2 7,437 tok
sacahan/CasualMarket A feature-complete Taiwan stock trading Model Context Protocol (MCP) Server, providing rea 31 Claude Code, Gemini CLI 2 3,482 tok
MoizIbnYousaf/marketing-cli marketing-cli.com Agent-native marketing CLI: 76 skills, 6 research/review agents, brand memory that compoun 31 Claude Code, Codex, OpenCode 2 10,598 tok
Emily2040/nano-banana-image-skill Production-grade, agent-portable image prompting skill for Nano Banana Pro and Nano Banana 31 Claude Code, Codex, Gemini CLI, OpenCode 3 908 tok
girijashankarj/cursor-handbook Open-source rules engine for Cursor IDE — 110 rules, agents, skills, commands that give AI 31 Claude Code, Codex, OpenCode 2 933 tok
nirholas/lyra-tool-discovery AI powered automation toolkit which acts as an agent that discovers MCP servers for you. P 31 Claude Code, Codex, GitHub Copilot, Gemini CLI, OpenCode 4 813 tok
Automations-Project/VSCode-Airtable-Formula npmjs.com VS Code extension and MCP server for Airtable, formula editor, schema tools, and 60+ autom 31 Claude Code 1 13,510 tok
codecast-sh/codecast codecast.sh See, steer, and remember every coding agent session — Claude Code, Codex, Cursor, Gemini. 31 Claude Code, Codex, OpenCode 2 4,622 tok
samilozturk/agentlint npmjs.com ESLint for your coding agents. Keep AGENTS.md, rules, and skills structured, current, and 31 Claude Code, Codex, GitHub Copilot, OpenCode 3 3,913 tok
EvoTestOps/LogLead LogLead performs log loading, log enhancement, log feature engineering, log analysis, log 31 Claude Code 1 1,079 tok
krivoox/agent-stack-template Agent-first multi-tenant Next.js template (rules, sub-agents, skills, Better Auth, Prisma) 31 Claude Code, Codex, OpenCode 2 2,203 tok
verygoodplugins/mcp-local-wp MCP server for WordPress database access via Local by Flywheel 31 Claude Code 1 1,088 tok
majiayu000/remem majiayu000.github.io Local-first persistent memory for Claude Code & Codex CLI - Rust CLI, hooks, MCP server, S 31 Claude Code, Codex, OpenCode 4 1,478 tok
waiaas/WAIaaS waiaas.ai Wallet-as-a-Service for all AI agents in the world 31 Claude Code 2 1,754 tok
RyanCodrai/sourced sourced.dev Maps packages to source code. Allows coding agents to search any dependency with grep. 31 Claude Code 1 194 tok
laurigates/foundryvtt-mcp A Model Context Protocol (MCP) server that integrates with FoundryVTT, allowing AI assista 31 Claude Code 2 936 tok
vsaranyuk/kaiten-mcp-server Production-ready MCP server for Kaiten API integration with Claude Desktop 31 Claude Code 1 2,064 tok
uzyn/aimx aimx.email 🐦‍⬛ SMTP for AI agents. No middleman. 31 Claude Code 1 5,420 tok
lennix1337/Genexus18MCP npmjs.com GeneXus 17 and GeneXus 18 MCP server for Claude, Cursor, and AI agents - read, edit, and a 31 Claude Code, Codex, Gemini CLI, OpenCode 10 6,245 tok
ricardocabral/icuvisor icuvisor.app Open-source local MCP connector for intervals.icu (Go binary) 31 Claude Code, Codex 2 2,607 tok
kumamaki/Claude-Code-Personalities Dynamic Kaomoji personalities for Claude Code's statusline that change based on what Claud 31 Claude Code, Codex, OpenCode 2 3,334 tok
TsukumoHQ/WRAI.TH tsukumo.ch Multi-agent orchestration via MCP. Persistent memory, inter-agent messaging, goal cascade, 31 Claude Code 3
IvanMurzak/Unreal-MCP ai-game.dev AI Game Developer for Unreal Engine — MCP plugin (C++ editor plugin + .NET bridge), unreal 31 Claude Code 1 7,108 tok
FelixIsaac/whatsapp-mcp-extended Actively maintained WhatsApp MCP — 26 tools, webhooks, anti-ban, Docker, self-healing. Dro 31 Claude Code, Codex, OpenCode 2 2,865 tok
kirill-markin/expense-budget-tracker expense-budget-tracker.com Self-hosted open-source personal finance expense and budget tracker with balances, transfe 31 Claude Code, Codex, OpenCode 2 2,436 tok