How real projects configure their agents

23,614 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 agents8,442Claude Code6,875Data and AI3,584Git and workflow3,574Backend and APIs3,550Languages3,468Planning3,315Code review2,876Testing2,653DevOps and cloud2,462Writing and docs2,461Memory and context2,373Research2,315Frontend2,301Security2,167Project management1,944

All Claude Code32,436 Codex24,692 OpenCode23,614 GitHub Copilot3,700 Gemini CLI2,016 Cursor1,769 Windsurf202 Kiro113

Project Stars Configures Files Always loaded
veyliss/ai-localbase A local-first AI knowledge base system (RAG) for integrating local documents into assisted 386 Codex, OpenCode 1 109 tok
timwuhaotian/the-pair apps.timwuhaotian.dev Open-source AI pair programming for desktop: a Mentor + Executor agent cross-check each ot 386 Claude Code, Codex, OpenCode 3 7,549 tok
facebook/meta-wearables-dat-android Meta Wearables Device Access Toolkit for Android 386 Codex, GitHub Copilot, OpenCode 2 19,294 tok
AnnenkovLabs/girl-agent oss.girl-agent.com An AI girl with human-like behavior: sleep, mood, schedule, memory, relationship stages, a 386 Claude Code, Codex, OpenCode 2 1,375 tok
delexw/claude-code-trace Claude Code session log viewer for JSONL files in ~/.claude/projects. Browse conversations 385 Claude Code, Codex, OpenCode 5 319 tok
CodSpeedHQ/codspeed codspeed.io CodSpeed is the all-in-one performance testing toolkit. Optimize code performance and catc 385 Claude Code, Codex, OpenCode 2 700 tok
onvoyage-ai/voyage-geo-agent Agentic Generative Engine Optimizaiton 385 Claude Code, Codex, OpenCode 4 3,077 tok
aerovato/container container.aerovato.com Persistent Linux workspaces for agentic development. 385 Claude Code, Codex, OpenCode 2 173 tok
almeidazs/better-drizzle better-drizzle.com ORM, but better 385 Codex, OpenCode 1 611 tok
shift-editor/shift shift.graphics A cross-platform font editor built in Rust and TypeScript 385 Claude Code, Codex, OpenCode 23 4,487 tok
VasiHemanth/tokentelemetry tokentelemetry.com Token telemetry dashboard for AI autonomous and coding agents — tracks tokens, sessions, t 384 Claude Code, Codex, OpenCode 9 91 tok
jaechang-hits/SciAgent-Skills omicshorizon.ai 197 bioinformatics & life science skills for Claude Code and AI agents — BixBench 92.0% ac 384 Claude Code, Codex, OpenCode 2 7,521 tok
ReflexioAI/reflexio reflexio.ai Make your agents improve themselves. Reflexio is an AI agent self-improvement harness that 384 Claude Code, Codex, OpenCode 3 170 tok
devswha/patina patina.vibetip.help AI-writing humanizer for KO/EN/ZH/JA 384 Codex, OpenCode 1 204 tok
databricks/databricks-agent-skills Databricks AI Tools: skills and plugins for building on Databricks with Claude Code, Curso 384 Claude Code, Codex, OpenCode 2 2,301 tok
ArtisanCloud/PowerX powerx.artisan-cloud.com PowerX is an open platform for private-domain WeChat operations based on WeCom, helping bu 384 Claude Code, Codex, OpenCode 37 3,825 tok
arnica/depsguard depsguard.com Harden your package manager configs against supply chain attacks. 382 Codex, OpenCode 1 2,669 tok
kaandedeoglu/Shark Swift CLI for strong-typing images, colors, storyboards, fonts and localizations 382 Claude Code, Codex, OpenCode 2 5,122 tok
spencermarx/open-code-review AI-powered multi-agent code review. Simulates a customizable team of Engineers performing 382 Claude Code, Codex, OpenCode, Windsurf 12 2,402 tok
OhMyMeme/OhMyMeme Lightweight cross-platform meme management system for desktop 382 Codex, OpenCode 1 45,576 tok
mistydew/tokenicode-deepseek-alpha TOKENICODE DeepSeek Alpha: a DeepSeek/CC Switch focused TOKENICODE fork 381 Claude Code, Codex, OpenCode 27 4,219 tok
DougTrajano/pydantic-ai-skills dougtrajano.github.io This package implements Agent Skills (https://agentskills.io) support with progressive dis 381 Claude Code, Codex, OpenCode 2 2,042 tok
MartinStyk/apk-analyzer The most downloaded APK analysis app on Google Play. Detailed reports of every app on your 381 Claude Code, Codex, GitHub Copilot, OpenCode 28 4,309 tok
wassermanproductions/motion-previs-studio wassermanproductions.com Open-source desktop app for AI-film motion, depth, pose, and camera-move previsualization. 381 Codex, OpenCode 1 1,568 tok
jiaran-king/Re-Zero---Starting-LLM- 381 Codex, OpenCode 1 1,467 tok
awslabs/run-model-context-protocol-servers-with-aws-lambda Run existing Model Context Protocol (MCP) stdio-based servers in AWS Lambda functions 381 Codex, OpenCode 1 12 tok
brianlovin/agent-config brianlovin.com My coding agent config 380 Claude Code, Codex, OpenCode 2 344 tok
xiaojilele-glitch/WhyBuddy miantuan.ai A Simple and Universal Product Rehearsal Engine, Speccing Anything. 380 Claude Code, Codex, Kiro, OpenCode 38 124,933 tok
monarchjuno/tradingcodex discord.gg Turn Codex into your investment workflow team 380 Codex, OpenCode 1 2,165 tok
Cotal-AI/Cotal cotal.ai The open standard for agent coordination 380 Claude Code, Codex, OpenCode 6 5,380 tok
eggbrid2/mobileClaw Open Android AI agent runtime for phone control, app automation, VLM screen reading, skill 379 Codex, OpenCode 1 249 tok
mc3545dada/mspm0-skill MSPM0 + SysConfig Agent Skill for electronics competitions 378 Claude Code, Codex, OpenCode 2 673 tok
dirge-code/dirge Dynamic Intent Resolution Grounding Engine 378 Claude Code, Codex, OpenCode 5 1,233 tok
hechtcarmel/jetbrains-index-mcp-plugin A Jetbrains IDE IntelliJ plugin aimed to provide coding agents the ability to leverage int 378 Claude Code, Codex, OpenCode 2 13,598 tok
autonomous-ai/autonomous-os The open-source operating system for robots — install it and your robot comes alive 378 Claude Code, Codex, OpenCode 2 8,084 tok
codeaashu/free-claude-code Use claude-code for free in the terminal, VSCode extension or via discord like openclaw 378 Claude Code, Codex, OpenCode 2 843 tok
lifemate-ai/embodied-claude An MCP suite that gives Claude a physical presence 377 Claude Code, Codex, OpenCode 20 8,337 tok
vulnersCom/api vulners.com Official Python SDK for the Vulners vulnerability-intelligence API — search CVEs, exploits 377 Claude Code, Codex, OpenCode 2 1,497 tok
Endless1936/book-video A natural-language workflow for creating atmospheric short book videos with AI-generated v 377 Codex, OpenCode 1 4,650 tok
joyfullservice/msaccess-vcs-addin Synchronize your Access Forms, Macros, Modules, Queries, Reports, and more with a version 376 Claude Code, Codex, OpenCode 2 1,780 tok
jlevy/repren Power rename/refactor tool for CLI and agent use 375 Claude Code, Codex, OpenCode 4 407 tok
Wh1isper/mcp-email-server mcp-email-server.wh1isper.top Full-featured, multi-account MCP email server for Windows, macOS, and Linux—read, search, 375 Claude Code, Codex, OpenCode 2 2,507 tok
qqqqqf-q/Arkloop arkloop.io A clean, powerful AI Agent platform that belongs to you 374 Claude Code, Codex, OpenCode 2 4,004 tok
CronusL-1141/AI-company Multi-agent team operating system for Claude Code. 108 MCP tools, 40+ agent templates, 10 374 Claude Code, Codex, OpenCode 2 5,721 tok
Shopify/rubydex shopify.github.io A high-performance static analysis toolkit for Ruby 374 Claude Code, Codex, GitHub Copilot, OpenCode 4 1,351 tok
meysamhadeli/codai The open source coding agent for your terminal. 373 Codex, OpenCode 1 1,011 tok
prabogo/prabogo prabogo.com Prabogo is a Go framework designed to simplify project development by providing an interac 373 Codex, GitHub Copilot, OpenCode 16 709 tok
Goldentrii/AgentRecall-X Correction-first persistent memory for AI agents. MCP server + SDK + CLI. Compounds across 373 Codex, OpenCode 1 2,047 tok
ryzqi/learn-agent A 20-chapter practical tutorial on Chinese AI Agent architecture, with runnable TypeScript 373 Codex, OpenCode 1 1,917 tok
kubernetes-sigs/cluster-api-provider-openstack cluster-api-openstack.sigs.k8s.io Cluster API implementation for OpenStack 373 Codex, OpenCode 1 2,018 tok