How real projects configure their agents

31,984 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
stelee410/agent-mailer amp.linkyun.co AMP (Agent Mailer Protocol) is an async mailbox system for AI agents. Instead of chaining 19 Claude Code, Codex, OpenCode 10 627 tok
wearelamplit/lamp-os LampOS 19 Claude Code 1 4,265 tok
duyet/charts duyet.github.io Collection of useful Helm Charts. Well test with KinD and Kubeconform 19 Claude Code 1 3,153 tok
amirilovic/ai-crew AI Agent Crew - Multi-agent development team automation 19 Claude Code 6
stevenflyai/llm-wiki-web Implementation inspired by Andrej Karpathy's LLM Knowledge Base pattern. 19 Claude Code 3 1,681 tok
BCSDLab/KOIN_WEB_RECODE koreatech.in Web Service of KOIN service for KOREATECH Students. 19 Claude Code 14
ojanlubis/pdflokal pdflokal.id Edit PDF Gratis. LOKAL!!! 19 Claude Code 1 4,271 tok
Leehyunbin0131/claude-ros2-skills Claude Code skills for ROS 2 Jazzy — establish the unknowns first, verify against the inst 19 Claude Code 1 643 tok
hereisSwapnil/memwiki A persistent memory protocol for AI coding agents that gives projects a shared, markdown b 19 Claude Code, Codex, GitHub Copilot, Cursor, OpenCode 4 680 tok
mohanagy/madar mohanagy.github.io Stop AI coding agents from rediscovering large TypeScript/Node repos with task-aware local 19 Claude Code 1
JubaKitiashvili/context-mem npmjs.com Your AI forgets everything between sessions. This fixes that — 98%+ retrieval accuracy, 10 19 Claude Code 1 1,038 tok
ironlint/ironlint Agentic-native linting tool to enforce deterministic quality gates 19 Claude Code, Codex, OpenCode 2 1,692 tok
fauguste/boondmanager-mcp-server mcp server for boondmanager 19 Claude Code 1 20,555 tok
VictorVVedtion/ouro-loop victorvvedtion.github.io Give AI coding agents (Claude Code, Cursor, Aider, Codex) a structured autonomous loop wit 19 Claude Code 1 1,281 tok
MohamedAbdallah-14/prompt-to-asset npmjs.com MCP server + CLI for production-grade software assets (logos, app icons, favicons, OG, ill 19 Claude Code, Codex, GitHub Copilot, Gemini CLI, OpenCode 17 20,707 tok
dayvsonlima/catuaba 🍷 Build full-stack Go web apps in minutes, not days. Rails-like CLI with Gin, GORM, Templ 19 Claude Code 1 2,260 tok
doublegate/CyberChef-MCP doublegate.github.io Model Context Protocol server for CyberChef — exposes GCHQ's "Cyber Swiss Army Knife" as A 19 Claude Code, Codex, GitHub Copilot, OpenCode 6 16,037 tok
panbanda/omen panbanda.github.io SAST intelligence for AI agents. Complexity, hotspots, blast radius, and tech debt analysi 19 Claude Code 1 2,727 tok
jukkan/xrm-mcp An MCP server for Dataverse people who know where this thing is coming from. 19 Claude Code 1 1,815 tok
geobond13/fiction-forge galleys.ai Prose pattern scanner + MCP context server for editing AI-assisted novels. Detects 24 AI w 19 Claude Code 1 570 tok
backenly/backenly backenly.com Autonomous backend platform. Your coding agent builds it over MCP, Backenly keeps it runni 19 Claude Code, Codex, OpenCode 2 5,058 tok
marcosd4h/DeepExtractRuntime AI-driven agent runtime for Windows PE binary analysis. Turns IDA Pro decompiled code and 19 Claude Code 1 1,730 tok
thijs-hakkenberg/archimate-mcp An MCP Server for Archimate 19 Claude Code 1 1,411 tok
rishigundakaram/cadquery-mcp-server MCP server providing CAD generation and verification tools using CAD-Query 19 Claude Code 1 609 tok
michaelpryor/mcpfortrello Publicly hosted MCP Server for Trello at mcpfortrello.com 19 Claude Code 1 490 tok
dungnotnull/hybrid-harness-chaos-process-prm 🧠 A comprehensive, end-to-end AI Agent skill framework standardizing Harness & Chaos Engi 19 Claude Code 1 4,421 tok
qualixar/slm-mesh Peer-to-peer communication for AI coding agents. 8 MCP tools, full CLI, Python client. Par 19 Claude Code 5
ai4curation/owl-mcp ai4curation.github.io MCP server for OWL applications 19 Claude Code 1 661 tok
snyk-labs/toxicskills-goof ToxicSkills - malicious agent skills in openclaw / clawhub / agent supply chain 19 Claude Code, Codex, Gemini CLI 6
workato-devs/recipe-skills Connector-specific knowledge for AI coding agents building Workato recipes. Datapill synta 19 Claude Code, Codex, OpenCode 8 1,061 tok
CanglongCl/dsh-web-review A web preview and element annotation plugin for the DeepSeek Harness Web GUI, enabling AI 19 Claude Code, Codex, OpenCode 2 10,046 tok
null-object-0000/ai-clash ai-clash.snewbie.site AI Clash: ask once and compare multiple web-based AIs side by side; supports Chinese and E 19 Claude Code 1 2,326 tok
viteinfinite/sync-skills Synchronize agent skill definitions between .claude and .codex directories 19 Claude Code, Codex, OpenCode 12 277 tok
Quevin/mcp-dayone An MCP for Day One Journal users. 19 Claude Code 1 1,537 tok
airano-ir/skillhub skills.palebluedot.live Open-source marketplace for AI Agent skills 19 Claude Code 1 1,276 tok
stat-guy/grok-search-mcp Enhanced Grok Search MCP Server with comprehensive analysis capabilities - A robust MCP se 19 Claude Code 1 5,777 tok
ma2za/google-news-api pypi.org Google News API Python client for Google News RSS search, top stories, async clients, URL 19 Claude Code, Codex, OpenCode 3 763 tok
zapier/agent-skills skills.sh Agent skills for working with Zapier, maintained by Zapier teams. Indexed by skills.sh. 19 Claude Code, Codex, OpenCode 2 1,628 tok
MarioZZJ/cc-notify-hooks mariozzj.github.io Agent response-waiting notification plugin (supports Claude Code, CodeX, DeepSeek Harness, 19 Claude Code, Codex, OpenCode 2 2,577 tok
Open-Harness/open-harness open-harness.github.io 19 Claude Code, Codex, OpenCode 5 6,022 tok
Corporationakht/LocalCodeCli A powerful local proxy for Claude Code CLI and Codex CLI supporting NVIDIA NIM, Google,Gem 19 Claude Code, Codex, OpenCode 2 3,287 tok
nonz250/ai-rotom npmjs.com Pokemon Champions battle advisor MCP server 19 Claude Code 1 3,703 tok
drasticstatic/tradingview-mcp-jackson TradingView Desktop MCP — Fortuna trading system working copy. Upstream: LewisWJackson/tra 19 Claude Code, Codex, OpenCode 2 4,393 tok
stufently/yandex-mcp MCP servers for Yandex APIs — Search, Wordstat, Webmaster, Metrika, Direct. 91 tools, Clau 19 Claude Code 2
Fabric-Pro/fizzy-mcp fizzy.fabric.pro Model Context Protocol Server for Fizzy 19 Claude Code, Codex, OpenCode 2 1,704 tok
jmeyer1980/neurodivergent-memory A TypeScript-based MCP server implementing a memory system inspired by neurodivergent cogn 19 Claude Code, GitHub Copilot 3 1,325 tok
damionrashford/media-os damionrashford.github.io Routed Media OS for Claude Code — 96 skills + 13 modes + 7 specialist agents covering FFmp 19 Claude Code 2 3,222 tok
jessedc/apple-voice-memos An agent skill to extract and process transcripts from Apple Voice Memos into useful summa 19 Claude Code 1 572 tok
donnfelker/loop-skills Autonomous, self-re-prompting agent loops for Claude Code — packaged as independently-inst 19 Claude Code, Codex, OpenCode 2 1,262 tok
synthesisengineering/synthesis-skills Synthesis Skills — reusable AI agent skills built on the Agent Skills open standard. Insta 19 Claude Code, Codex, OpenCode 2 1,326 tok