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
ayuayue/PiDeck pideck.caoayu.top PiDeck is an open-source desktop workspace for centrally managing pi Agent sessions in loc 1,180 Codex, OpenCode 1 2,343 tok
Azure/GPT-RAG aka.ms Enterprise-grade accelerator for agentic RAG on Azure. Built on Microsoft Foundry with Fou 1,179 Codex, GitHub Copilot, OpenCode 6 4,111 tok
agentrq/agentrq agentrq.com AgentRQ: Human-in-loop realtime conversational task manager for AI Agents. Self-hosted! Co 1,178 Claude Code, Codex, OpenCode 2 2,601 tok
yding-git/personal-edge-proxy A practical multi-inbound, multi-outbound personal proxy setup with Xray, Hysteria2, REALI 1,177 Codex, OpenCode 1 6,738 tok
platonai/Browser4 browser4.io Browser4 — an AI-native browser engine for autonomous agents, intelligent extraction, and 1,176 Claude Code, Codex, OpenCode 3 8,533 tok
ClawBio/ClawBio clawbio.github.io 🦖 ClawBio - The first bioinformatics-native AI agent skill library. Local-first. Reproduc 1,175 Codex, OpenCode 1 6,095 tok
JKorf/Binance.Net cryptoexchange.jkorf.dev C#/.NET client library for the Binance.com cryptocurrency exchange REST and WebSocket APIs 1,174 Codex, GitHub Copilot, OpenCode 2 3,029 tok
PostHog/posthog.com posthog.com Official docs, website, and handbook for PostHog. 1,167 Claude Code, Codex, OpenCode 10 2,242 tok
obot-platform/obot obot.ai Complete AI Governance Platform from Obot AI 1,167 Claude Code, Codex, OpenCode 6 2,028 tok
withkynam/vibecode-pro-max-kit Your AI forgets. This remembers. Spec-driven coding harness for vibecoders, product owners 1,165 Claude Code, Codex, OpenCode 56 15,545 tok
KroMiose/nekro-agent nekro.ai NekroAgent is a cross-platform Agent framework for multiplayer interaction scenarios, inte 1,165 Claude Code, Codex, OpenCode 2 1,696 tok
udecode/dotai Skills for agents. 1,163 Codex, OpenCode 1 192 tok
diffblue/cbmc diffblue.github.io C Bounded Model Checker 1,162 Codex, OpenCode 1 7,198 tok
BiFangKNT/mtga A local-agent-based approach to bypassing IDE restrictions on fixed model providers 1,162 Codex, OpenCode 8 890 tok
zylos-ai/zylos-core zylos.ai 🐙 Give your AI a life — open-source agent infrastructure for team collaboration. 1,160 Claude Code, Codex, OpenCode 2 2,040 tok
orangehrm/orangehrm OrangeHRM is a comprehensive Human Resource Management (HRM) System that captures all the 1,160 Claude Code, Codex, OpenCode 32 2,896 tok
TencentCloudBase/CloudBase-AI-Toolkit docs.cloudbase.net Backend for AI coding agents on CloudBase — database, auth, functions via Plugin, Skills & 1,160 Claude Code, Codex, OpenCode 2 7,247 tok
AI-QL/tuui tuui.com A desktop MCP client designed as a tool unitary utility integration, accelerating AI adopt 1,159 Codex, OpenCode 1 496 tok
mtymek/opencode-obsidian Embed OpenCode AI assistant directly in Obsidian's sidebar. 1,159 Codex, OpenCode 11 752 tok
vm0-ai/vm0 okou.ai Okou connects to the tools your team already uses and does the work — across marketing, sa 1,158 Claude Code, Codex, OpenCode 14 1,126 tok
lee-to/ai-factory aif.cutcode.dev You want to build with AI, but setting up the right context, prompts, and workflows takes 1,157 Claude Code, Codex, OpenCode 2 12,842 tok
z88dk/z88dk z88dk.org The development kit for over a hundred z80 family machines - c compiler, assembler, linker 1,154 Codex, GitHub Copilot, OpenCode 2 3,284 tok
rdi-berkeley/agents-last-exam agents-last-exam.org Agents' Last Exam 1,154 Codex, OpenCode 1 1,547 tok
duanyytop/agents-radar duanyytop.github.io Daily AI ecosystem digest from 10 sources (GitHub, ArXiv, HN, HuggingFace, Product Hunt, D 1,152 Claude Code, Codex, OpenCode 2 7,079 tok
beltromatti/get-it getit.noesisai.it Read it. See it. Get it. Built at GDG AI Hack Milan 2026 for "Learn Different" track. 1,152 Claude Code, Codex, OpenCode 2 79 tok
web-infra-dev/rsdoctor rsdoctor.rs AI-friendly build analyzer for Rspack 1,151 Claude Code, Codex, OpenCode 10 1,093 tok
davis7dotsh/better-context btca.dev A better way to get up to date context on libraries/technologies in your projects 1,151 Claude Code, Codex, OpenCode 3 452 tok
mrwadams/stride-gpt stridegpt.streamlit.app An AI-powered threat modeling tool that leverages OpenAI's GPT models to generate threat m 1,150 Codex, OpenCode 1 4,400 tok
VirtusLab/git-machete Probably the sharpest git repository organizer & rebase/merge workflow automation tool you 1,149 Codex, OpenCode 1 1,620 tok
us/crw fastcrw.com Fast, lightweight Firecrawl/Tavily alternative in Rust. Web scraper, crawler & search API 1,149 Codex, OpenCode 1 2,009 tok
massgen/MassGen docs.massgen.ai 🚀 MassGen is an open-source multi-agent scaling system that runs in your terminal, autono 1,147 Claude Code, Codex, OpenCode 2 9,136 tok
Dicklesworthstone/beads_rust Fast Rust port of Steve Yegge's beads: local-first, non-invasive issue tracker storing tas 1,146 Claude Code, Codex, OpenCode 2 13,657 tok
hoangsonww/Claude-Code-Agent-Monitor hoangsonww.github.io 🚀 A real-time monitoring dashboard for Claude Code & Codex, built with SQLite3, Node.js, 1,146 Claude Code, Codex, OpenCode 3 2,717 tok
Xiangyue-Zhang/auto-deep-researcher-24x7 arxiv.org 🔥 An autonomous AI agent that runs your deep learning experiments 24/7 while you sleep. Z 1,143 Claude Code, Codex, OpenCode 2 5,681 tok
erha19/ping-island erha19.github.io A Dynamic Island-style command center for managing all your AI coding agents on macOS. 1,143 Claude Code, Codex, OpenCode 1 8,609 tok
ndif-team/nnsight nnsight.net The nnsight package enables interpreting and manipulating the internals of deep learned mo 1,142 Claude Code, Codex, OpenCode 2 1,351 tok
community-shaders/skyrim-community-shaders discord.com Community-driven advanced graphics modifications for AE, SE and VR. 1,140 Claude Code, Codex, GitHub Copilot, OpenCode 3 1,705 tok
chrisbanes/skills Skills for Kotlin, Jetpack Compose, and Android development 1,139 Codex, OpenCode 1 1,105 tok
kayac/ecspresso ecspresso is a deployment tool for Amazon ECS 1,137 Codex, OpenCode 1 925 tok
poco-ai/Agentero agentero.app An Agent-friendly way to manage literature. 1,137 Claude Code, Codex, OpenCode 6 2,038 tok
suyiiyii/AutoGLM-GUI autoglm-gui.vercel.app A modern Web graphical interface for AutoGLM—making it easy for AI to automate Android dev 1,136 Claude Code, Codex, OpenCode 3 1,594 tok
foxglove/mcap mcap.dev MCAP is a modular, performant, and serialization-agnostic container file format, useful fo 1,134 Codex, OpenCode 1 1,480 tok
openmc-dev/openmc docs.openmc.org OpenMC Monte Carlo Code 1,134 Claude Code, Codex, GitHub Copilot, OpenCode 5 4,451 tok
prompt-security/clawsec prompt.security A complete security skill suite for OpenClaw, Hermes, PicoClaw and NanoClaw agents (and va 1,133 Claude Code, Codex, OpenCode 2 3,541 tok
NirDiamant/Agent_Memory_Techniques diamantai.substack.com Agent memory for LLMs: 30 runnable Jupyter notebooks covering conversation buffers, vector 1,133 Codex, OpenCode 1 975 tok
Onelevenvy/flock A desktop multi-agent harness built with Rust, Tauri, and React, powered by langgraph-rust 1,127 Claude Code, Codex, OpenCode 2 4,269 tok
Rain120/qq-music-api rain120.github.io QQ Music API implemented with koa2. 1,127 Claude Code, Codex, OpenCode 3 2,444 tok
getsentry/skills Agent Skills used by the Sentry team for development. 1,126 Claude Code, Codex, OpenCode 3 482 tok
crisng95/flowkit AI agent can create video content better than you. No reason why you do it manually in goo 1,125 Claude Code, Codex, OpenCode 37 3,524 tok
safedep/vet safedep.io Protect against malicious open source packages 🤖 1,124 Claude Code, Codex, OpenCode 3 2,106 tok