How real projects configure their agents

44,931 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 agents8,489Claude Code6,881Git and workflow3,605Data and AI3,580Backend and APIs3,556Languages3,486Planning3,323Code review2,893Testing2,681Writing and docs2,477DevOps and cloud2,477Memory and context2,375Research2,318Frontend2,308Security2,170Project management1,960

All Claude Code32,505 Codex24,785 OpenCode23,702 GitHub Copilot3,719 Gemini CLI2,034 Cursor1,771 Windsurf202 Kiro114

Project Stars Configures Files Always loaded
sandraschi/blender-mcp Headless Blender automation via FastMCP — 41 portmanteau tools (150+ ops). Batch mesh/VSE/ 65 Claude Code, Codex, GitHub Copilot, Cursor, OpenCode, Windsurf 8 971 tok
borq168/radar-forge borq168.github.io 65 Claude Code, Codex, OpenCode 2 3,421 tok
RedberryProducts/synapse redberry.international Synapse for Laravel is a development dashboard that lets you chat with, test, and debug La 65 Claude Code, Codex, OpenCode 3 5,309 tok
chatbotgang/ai-coding-workshop-250712 Workshop on developing product features with agentic coding practices 65 GitHub Copilot 3 9,937 tok
apache/struts-site Mirror of Apache Struts site 65 Claude Code, Gemini CLI 5 1,525 tok
gemini-cli-extensions/gcloud gcloud Gemini CLI Extension 64 Gemini CLI 1 553 tok
jetyu/Snaptium snaptium.com A modern markdown AI note-taking application 64 Claude Code, Codex, Gemini CLI, OpenCode 3 1,567 tok
trueLoving/Pixuli pixuli-web.vercel.app 🖼️ Pixuli - AI-based image analysis, automatic tag generation, and batch processing. 64 Codex, Cursor, OpenCode 3 538 tok
deploystackio/deploystack deploystack.io Open source MCP hosting - deploy MCP servers to HTTP endpoints for n8n, Dify, Voiceflow, a 64 GitHub Copilot 1 500 tok
crisandrews/ClawCode Persistent agents for Claude Code as a plugin, not a harness. Memory, personality, messagi 64 Claude Code, Codex, OpenCode 1 2,234 tok
tomascortereal/claude-code-setup My full Claude Code configuration — agents, skills, hooks, plugins, and global instruction 64 Claude Code 1 4,156 tok
jshmllr/tokyn tokyn.design Opinionated UI design for AI and implementation playbook focused on interaction finesse, t 64 Claude Code 23 —
danmartuszewski/hop Fast, elegant SSH connection manager with a TUI dashboard and MCP server 64 Claude Code 2 101 tok
ryanthedev/oberskills Discipline plugins for Claude Code — prompt engineering, agent dispatch, writing, and sear 64 Claude Code 1 1,670 tok
KiryuuLight/zellij-attention Zellij plugin that adds notification icons to tab names when panes need attention. Designe 64 Claude Code, Codex, OpenCode 2 615 tok
lanegrid/agtrace See What Your AI Agent Is Actually Doing 64 Claude Code, Codex, OpenCode 6 1,348 tok
Tools2U/AI-Website-Audit-CLI Open-source AI-powered website audit CLI using the OpenAI API for SEO, UX, accessibility, 64 Codex, OpenCode 1 298 tok
m13v/s4l s4l.ai Automated social posting pipeline for Reddit, X/Twitter, and other 64 Claude Code 4 8,369 tok
koriym/xdebug-mcp packagist.org Enable AI to debug PHP with Xdebug 64 Claude Code, Codex, OpenCode 2 9,733 tok
hakilee/oh-my-free-models Route your coding agent to the fastest free LLM in real time. 64 Claude Code, Codex, OpenCode 2 1,348 tok
OpenUploading/CogniFold arxiv.org An exploration to always on proactive memory. Design Philosophy — "imperfection by design" 64 Claude Code 2 —
pensar-x/argus-validation-benchmarks Self-contained, Dockerized offensive security challenges for evaluating AI-powered penetra 64 Claude Code 1 8,584 tok
claude-world/trend-pulse Free trending topics aggregator — 20 sources, zero auth. CLI + Python library + MCP Server 64 GitHub Copilot 1 64 tok
tdimino/bg3se-macos A replication of the Baldur's Gate 3 Script Extender for MacOS 64 Claude Code 2 5,435 tok
RavenResonance/raven-framework raven.computer Framework for building apps on Raven Prism. 64 Claude Code, Codex, OpenCode 2 13,622 tok
QWED-AI/qwed-verification docs.qwedai.tech Open-source AI verification infrastructure for deterministic verification of LLM outputs, 64 GitHub Copilot 1 155 tok
starling-browser/starling starlingbrowser.com Managed-first .NET web browser engine, built from primitives 64 Claude Code, Codex, OpenCode 4 6,125 tok
nico2sh/kimun nico2sh.github.io Simple note taking, powerful search, AI ready 64 Claude Code 1 598 tok
hermes-labs-ai/zer0dex hermes-labs.ai A local dual-layer memory pattern for AI agents: a compact, human-readable markdown index 64 Claude Code, Codex, OpenCode 2 308 tok
letmeow/spark-arc-studio An autonomous multi-agent IDE for screenplays🎮 & novels📖. One-click to share web perform 64 Claude Code, Codex, OpenCode 2 13,978 tok
d4ncboz/technocore Decentralized Ed25519 Cryptographic Identity, Signed Message Bus, and Proof-of-Contributio 64 Codex, OpenCode 1 895 tok
Factory-AI/droid-action Factory's Droid actions 64 Codex, OpenCode 1 1,207 tok
LinkedInLearning/mastering-ai-assisted-development-10666010 This is a repo for the LinkedIn Learning course: Mastering AI-Assisted Development 64 Claude Code 1 —
hssqz/plate-rotation-skill A-share sector rotation & strong-sector identification Claude Code Skill — dual-source com 64 Claude Code 1 3,390 tok
jsoncut/jsoncut-skill AI agent skill for seamless integration with JsonCut, enabling automated creation and edit 64 Claude Code, Codex, OpenCode 2 664 tok
get-convex/agent-skills Convex Skills for Agents 64 Codex, OpenCode 1 556 tok
qingzhoupro/afsim-skill AFSIM-SKILL is an AI coding assistant designed for the AFSIM (Advanced Framework for Model 64 Claude Code, Cursor 4 —
dearlordylord/huly-mcp huly-mcp.dearlordylord.com Huly MCP and CLI: Feature-complete MCP server and CLI for Huly platform. Intabia partially 64 Claude Code, Codex, OpenCode 4 4,076 tok
TopiCsarno/yapcap Native COSMIC panel applet showing local usage limits for Codex, Claude Code, and Cursor. 64 Claude Code, Codex, OpenCode 2 442 tok
trailofbits/agentcov gcov for what lines of code agents read 64 Claude Code, Codex, OpenCode 2 2,200 tok
antiwork/gumroad-cli CLI for the Gumroad API 64 Claude Code, Codex, OpenCode 2 196 tok
nmrtn/nanopm Autonomous product management. Always-on, adversarial, doesn't sugarcoat. 64 Claude Code 1 1,575 tok
tomohiro-owada/devrag Markdown vector search MCP server for Claude Code. Natural language search for markdown fi 64 Claude Code 1 2,024 tok
confluentinc/agent-skills AI agent skills for stream processing and event streaming 64 Claude Code 1 1,219 tok
sdimitrov/mcp-memory MCP Memory Server with PostgreSQL and pgvector for long-term memory capabilities 64 Claude Code 1 225 tok
Superfleys/agent-spec A reusable JSON template that governs how AI coding agents build your software. Defines ag 64 Claude Code 1 —
heltonteixeira/openrouterai MCP server for OpenRouter.ai integration 64 Claude Code 1 955 tok
hmake98/nestjs-starter Production-ready NestJS boilerplate — JWT auth, Prisma, Redis, BullMQ, Swagger, i18n, and 64 Claude Code, GitHub Copilot 13 12,708 tok
flack0x/trendspyg pypi.org Free, maintained Python library + CLI for Google Trends: trending now, plus keyword intere 64 Codex, OpenCode 1 5,196 tok
zjy1346/OpenThesis openthesis.cc.cd Open-source, model-agnostic AI company research for long-term investors. · An open-source, 64 Codex, OpenCode 1 1,186 tok