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
alexei-led/coding-posture A single SKILL.md skill giving coding agents task-aware working modes (debug, fix, review, 14 Codex, OpenCode 1 241 tok
louagej/al-go-mcp-server theframework.be MCP server providing AI assistants with access to Microsoft AL-Go documentation and resour 14 Claude Code, GitHub Copilot 17 838 tok
byPawel/tachibot-mcp tachibot.com Stop AI Hallucinations Before They Start Run models from OpenAI, Google, Anthropic, xAI, P 14 Codex, OpenCode 1 6,085 tok
chintan-diwakar/zentickr-yahoo-query-mcp MCP server exposing financial data using Yahoo Finance via yahooquery. Provides stock insi 14 Claude Code, Codex, OpenCode 2 300 tok
chengkj99/kj-skills 14 Claude Code, Codex, OpenCode 7 1,368 tok
istefox/istefox-dt-mcp MCP server for DEVONthink 4 - best-in-class connector with RAG-augmented search 14 Claude Code 1 2,309 tok
SoulKyu/openwiki-cc Auto-generate and maintain a documentation wiki for any repo — native Claude Code plugin ( 14 Claude Code, Codex, OpenCode 3 91 tok
Cynrath/agent-context-kit cynrath.github.io Offline-first toolkit for agent-ready repositories: readiness scoring, instruction graphs, 14 Claude Code, Codex, GitHub Copilot, Gemini CLI, OpenCode 4 4,051 tok
ngocsangyem/MeowKit docs.meowkit.dev Production ready. AI Agent Workflow System for Claude Code 14 Claude Code 8
wei18/Upkeep Upkeep — an AI audit crew for your repo. Catches docs/spec/asset drift with evidence; outp 14 Claude Code 1 1,113 tok
A/claude-booping a.github.io A playbook framework for Claude Code and the sprint loop built on it — deterministic state 14 Claude Code 1 3,299 tok
ZethRise/ReadyDesign-Skill Ready to use design system for cool UI/UX with no extra slop 14 Claude Code, Codex, OpenCode 2 184 tok
welshwandering/cwtch Cwtch - Helpful utilities for Claude Code. Manage profiles, check usage, deploy your army 14 Claude Code 1 1,129 tok
tsanva/cc-discord-presence Discord Rich Presence for Claude Code - Show your session on Discord 14 Claude Code 1 1,175 tok
t1/tdder A Claude Code plugin that guides AI agents through disciplined Test-Driven Development and 14 Claude Code, Codex, OpenCode 3 1,132 tok
MartinPuli/createAnApp Evidence-gated AI agent skills for shipping Apple apps from idea validation to App Store l 14 Codex, OpenCode 1 291 tok
pcatattacks/solopreneur-plugin pcatattacks.github.io A Claude Code plugin that gives you a full AI org - specialized agents, guided workflows, 14 Claude Code 1 2,430 tok
nbplugins/NetbeansPluginClaudeCodeGui NetBeans plugin that provides a GUI for Claude Code CLI — run claude code sessions directl 14 Claude Code 2 5,647 tok
grcorsair/corsair grcorsair.com Compliance trust shouldn't require emailing PDFs and hoping nobody tampered with them. Cor 14 Codex, OpenCode 1 1,401 tok
CodeAlive-AI/codealive-skills Agent skills for CodeAlive — semantic code search and AI-powered codebase answers. Works w 14 Claude Code, Codex, OpenCode 2 639 tok
sbroenne/skillpm skillpm.dev Package manager for Agent Skills. Built on npm. 14 GitHub Copilot 1 1,296 tok
wsauret/flywheel A greatest-hits coding agent in a beautiful terminal UI 14 Claude Code 1 2,942 tok
quan0715/open-press open-press.dev AI-first fixed-layout document workspaces. Your AI agent writes proposals, whitepapers, th 14 Claude Code, Codex, OpenCode 2 3,542 tok
krutikJain/android-agent-skills Android skills repository for Kotlin, Compose, XML, testing, CI, release work, and legacy 14 Codex, OpenCode 1 1,437 tok
willywg/prp-manager Agent Skill for creating and executing PRPs (Product Requirements Prompts) using Context E 14 Claude Code 1 563 tok
litestar-org/litestar-skills Opinionated first-party agent skills, plugins, subagents, slash commands, and MCP servers 14 Claude Code, Codex, OpenCode 1 2,076 tok
ZarK/ai-supply-chain-guard Tool-agnostic Agent Skill for dependency supply-chain defense 14 Codex, OpenCode 1 298 tok
KCNyu/clawock kcnyu.github.io AI argues. Code settles. The losses stay on the page. A real HK + US brokerage account run 14 Claude Code, Codex, OpenCode 2 3,007 tok
isak102/neowright Like Playwright, but for Neovim 14 Codex, OpenCode 1 146 tok
ibrahimhajjaj/wu-cli WhatsApp CLI tool — like gh is to GitHub, wu is to WhatsApp 14 Codex, OpenCode 1 1,280 tok
proj-airi/airi-android Allow LLM to use Android Device 14 Claude Code, Codex, Cursor, OpenCode 2 76 tok
pipulate/pipulate pipulate.com Local First AI SEO Software on Nix, FastHTML & HTMX 14 Codex, OpenCode 1 731 tok
camgitt/memoir memoir.sh Persistent memory for AI coding tools, in an open portable format. Sync Claude, Cursor, Ge 14 Claude Code 1 761 tok
openSUSE/mcp-bugzilla pypi.org Bugzilla Model context protocol (MCP) Server 14 Codex, OpenCode 1 847 tok
peacprotocol/peac peacprotocol.org Portable signed records for automated interactions. 14 Codex, OpenCode 1 1,155 tok
Hedde/trigger_tree hedde.github.io Documentation-discovery telemetry for Claude Code — heat/cold maps, health grade, evidence 14 Claude Code 1 214 tok
Sangkwun/sandy Deterministic MCP scenario replay for AI agents — create once, replay without LLM inferenc 14 Claude Code 1 1,435 tok
navox-labs/agents navox.tech 19 AI agents for Claude Code that run your full sprint cycle: strategy, spec, architecture 14 Claude Code 1 3,869 tok
freema/mcp-jira-stdio MCP server for Jira integration with stdio transport. Issue management, project tracking, 14 Claude Code, Codex, OpenCode 5 887 tok
safx/backlog-mcp-server-rust MCP server for Backlog, project management service. 14 Claude Code 1 3,820 tok
ostapondo/Plonk ostapondo.github.io A native, local macOS toolbox for screenshots, OCR, measuring, keep-awake, pointer tools, 14 Codex, OpenCode 1 3,557 tok
chainstack/dev-portal docs.chainstack.com Chainstack Developer Portal 14 Claude Code, Codex, OpenCode 2 8,178 tok
pouyanafisi/gtm-mcp MCP server for Google Tag Manager: read tags/triggers/variables, publish containers, and a 14 Claude Code, Gemini CLI 2 3,954 tok
Logos-Flux/mnemo MCP server that uses Gemini's context caching as extended memory for AI assistants. Load G 14 Claude Code 1 1,149 tok
kaichen/mcp-config-editor A simple GUI for managing MCP servers, for easy toggle mcp servers. 14 Cursor 1 49 tok
quinnjr/threads-mcp quinnjr.github.io Production-ready Model Context Protocol server for Threads.com API. Features rate limiting 14 Cursor 2 142 tok
asap-protocol/asap-protocol asap-protocol.com Protocol for agent-to-agent communication with stateful orchestration, MCP-compatible and 14 Codex, OpenCode 1 2,074 tok
agentailor/create-mcp-server agentailor.com Scaffold production-ready MCP servers in seconds 14 Claude Code 1 3,285 tok
cloudglue/cloudglue-mcp-server cloudglue.dev Official MCP server for Cloudglue API 14 Claude Code 1 537 tok
dominik1001/imap-mcp 📧 An IMAP Model Context Protocol (MCP) server to expose IMAP operations as tools for AI a 14 Claude Code 1 273 tok