How real projects configure their agents

43,636 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 agents7,571Claude Code6,627Data and AI3,684Backend and APIs3,492Languages3,401Planning3,221Git and workflow3,179Code review2,740Testing2,368Memory and context2,365Writing and docs2,309DevOps and cloud2,308Research2,298Frontend2,256Security2,015Productivity1,715

All Claude Code31,984 Codex23,196 OpenCode22,145 GitHub Copilot3,551 Gemini CLI1,917 Cursor1,736 Windsurf133 Kiro79

Project Stars Configures Files Always loaded
JeremyDev87/codingbuddy Codingbuddy orchestrates 29 specialized AI agents to deliver code quality comparable to a 31 Claude Code, Codex, GitHub Copilot, OpenCode 15 2,561 tok
advancedcommunities/salesforce-mcp-server MCP server that enables AI assistants to interact with Salesforce orgs through the Salesfo 31 Claude Code 1 1,618 tok
CharlieDigital/runjs The only MCP server you need: let your LLM generate and safely execute JavaScript -- inclu 31 GitHub Copilot 1 527 tok
GreenSheep01201/stitch-mcp-auto Automated installer for Stitch MCP - The easiest way to set up your Universal MCP server f 31 Codex, OpenCode 1 1,073 tok
cyanheads/workflows-mcp-server npmjs.com Store, query, and create YAML workflow playbooks for LLM agents via MCP. STDIO or Streamab 31 Claude Code, Codex, OpenCode 2 11,856 tok
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
ArogyaReddy/alirezarezvani-claude-skills 31 Gemini CLI 139
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
Sunne927/Codex-CLI-Bridge-for-Lark-Feishu A Lark (Feishu) Codex CLI Bridge designed for persistent deployment on cloud servers and V 31 Codex, OpenCode 1 901 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
Ageniti/Ageniti ageniti.dev A standard SDK for building agent-facing apps across MCP, CLI, React, and AI tool stacks. 31 Codex, OpenCode 1 2,609 tok
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
ncz-os/mnemos Production-grade memory operating system for agentic AI. Interoperates with every major fr 31 Codex, OpenCode 1 3,570 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
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
M4F-S/gomaa Gomaa — Autonomous Agent Memory OS. Persistent memory system for AI agents with Obsidian v 31 Claude Code, Codex, Cursor, OpenCode 3 2,394 tok
isakskogstad/Riksdag-Regering-MCP MCP-server that provides LLMs with easy access to open data from the Swedish Government Of 31 Codex, OpenCode 1 634 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
OpenCMC/mcp-gemini-cli-extension coinmarketcap.com Coinmarketcap extension for Gemini CLI 31 Gemini CLI 1 272 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
coe0718/deskbrid Linux desktop HAL for AI agents. One daemon, one socket, every desktop action. GNOME, KDE, 31 Claude Code, Codex, OpenCode 2 1,669 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