How real projects configure their agents

43,533 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 agents7,510Claude Code6,601Data and AI3,691Backend and APIs3,489Languages3,402Planning3,208Git and workflow3,142Code review2,734Memory and context2,361Testing2,349DevOps and cloud2,296Research2,292Writing and docs2,291Frontend2,248Security2,004Productivity1,708

All Claude Code32,107 Codex23,261 OpenCode22,036 GitHub Copilot3,542 Gemini CLI1,912 Cursor1,737 Windsurf119 Kiro77

Project Stars Configures Files Always loaded
diffblue/cbmc diffblue.github.io C Bounded Model Checker 1,130 Codex, OpenCode 1 7,198 tok
ClawBio/ClawBio clawbio.github.io 🦖 ClawBio - The first bioinformatics-native AI agent skill library. Local-first. Reproduc 1,129 Claude Code, Codex, OpenCode 2 15,476 tok
platonai/Browser4 browser4.io Browser4 — an AI-native browser engine for autonomous agents, intelligent extraction, and 1,129 Claude Code, Codex, OpenCode 2 6,333 tok
massgen/MassGen docs.massgen.ai 🚀 MassGen is an open-source multi-agent scaling system that runs in your terminal, autono 1,127 Claude Code, Codex, OpenCode 2 9,136 tok
deanpeters/product-manager-prompts A repository of Generative AI prompts for product managers using agents such as ChatGPT, C 1,127 Claude Code, Codex, OpenCode 2 5,704 tok
xuzhougeng/wisp-science wispscience.com Open-source, local-first desktop AI research workbench for scientific computing with Pytho 1,127 Codex, OpenCode 1 2,264 tok
gemini-cli-extensions/nanobanana 1,126 Gemini CLI 1 1,037 tok
mongodb-js/mongodb-mcp-server A Model Context Protocol server to connect to MongoDB databases and MongoDB Atlas Clusters 1,126 GitHub Copilot 1 1,576 tok
withkynam/vibecode-pro-max-kit Your AI forgets. This remembers. Spec-driven coding harness for vibecoders, product owners 1,126 Claude Code, Codex, OpenCode 56 15,545 tok
suyiiyii/AutoGLM-GUI autoglm-gui.vercel.app A modern Web graphical interface for AutoGLM—making it easy for AI to automate Android dev 1,125 Claude Code, Codex, OpenCode 3 1,582 tok
Dicklesworthstone/coding_agent_session_search Unified TUI and CLI to index and search your local coding agent session history across 11+ 1,125 Codex, OpenCode 1 16,752 tok
kayac/ecspresso ecspresso is a deployment tool for Amazon ECS 1,121 Claude Code 1 931 tok
liangdabiao/ecom-details-image skillhub.cn A general-purpose visual creation Skill for cross-border and domestic e-commerce, designed 1,121 Claude Code 1
mrwadams/stride-gpt stridegpt.streamlit.app An AI-powered threat modeling tool that leverages OpenAI's GPT models to generate threat m 1,119 Codex, OpenCode 1 4,122 tok
vndee/llm-sandbox vndee.github.io Lightweight and portable LLM sandbox runtime (code interpreter) Python library. 1,119 Claude Code, GitHub Copilot 2 4,844 tok
daangn/seed-design seed-design.io SEED Design System 1,119 Claude Code, Codex, OpenCode 10 1,322 tok
KroMiose/nekro-agent nekro.ai NekroAgent is a cross-platform Agent framework for multiplayer interaction scenarios, inte 1,118 Claude Code, Codex, OpenCode 2 1,696 tok
agentrq/agentrq agentrq.com AgentRQ: Human-in-loop realtime conversational task manager for AI Agents. Self-hosted! Co 1,115 Claude Code, Codex, OpenCode 2 2,692 tok
codestable/CodeStable codestable.dev CodeStable is an AI coding workflow for serious software engineering that keeps humans in 1,114 Claude Code, Codex, OpenCode 4 2,188 tok
kinopeee/cursorrules 1,112 Claude Code, Cursor 3
saidsurucu/yargi-mcp MCP Server For Turkish Legal Databases 1,112 Claude Code 1 23,161 tok
novoid/Memacs What did I do on February 14th 2007? Visualize your (digital) life in Org-mode 1,109 Codex, OpenCode 1 2,975 tok
agentlas-ai/Agentlas-OS agentlas.cloud Agent OS: keep specialist agents in a hub, spin up a temporary orchestrator per task. Loca 1,108 Claude Code, Codex, Gemini CLI, OpenCode 3 7,327 tok
Onelevenvy/flock A desktop multi-agent harness built with Rust, Tauri, and React, powered by langgraph-rust 1,106 Claude Code, Codex, OpenCode 2 4,269 tok
huangjia2019/claude-code-engineering time.geekbang.org This repository demonstrates how to use Claude Code to do real engineering work, not just 1,106 Claude Code 1
ModernRelay/omnigraph omnigraph.dev Lakehouse native graph engine with git-style workflows 1,106 Claude Code, Codex, OpenCode 2 2,012 tok
PharMolix/OpenBioMed 1,105 Claude Code 1 1,523 tok
TencentCloudBase/CloudBase-AI-Toolkit docs.cloudbase.net Backend for AI coding agents on CloudBase — database, auth, functions via Plugin, Skills & 1,103 Claude Code, Codex, OpenCode 2 6,543 tok
erha19/ping-island erha19.github.io A Dynamic Island-style command center for managing all your AI coding agents on macOS. 1,103 Claude Code, Codex, OpenCode 1 7,782 tok
prompt-security/clawsec prompt.security A complete security skill suite for OpenClaw, Hermes, PicoClaw and NanoClaw agents (and va 1,102 Claude Code, Codex, OpenCode 2 3,541 tok
dpearson2699/swift-ios-skills skills.sh Agent Skills for iOS 26+, Swift 6.3, SwiftUI, and modern Apple frameworks 1,098 Codex, OpenCode 1 2,604 tok
ysr666/dsh-vision-router Eyes for text-only DeepSeek Harness agents: built-in free vision chain (no key) + pixel-le 1,097 Claude Code, Codex, GitHub Copilot 4 675 tok
foxhound87/mobx-formkit foxhound87.github.io Reactive MobX Form State Management 1,096 Codex, OpenCode 1 7,668 tok
community-shaders/skyrim-community-shaders discord.com Community-driven advanced graphics modifications for AE, SE and VR. 1,096 GitHub Copilot 1 1,072 tok
MiguelsPizza/WebMCP mcp-b.ai Bringing the power of MCP to the web 1,095 Claude Code 1 2,736 tok
ndif-team/nnsight nnsight.net The nnsight package enables interpreting and manipulating the internals of deep learned mo 1,095 Claude Code 1 3,715 tok
plugin87/ux-ui-agent-skills Turn Claude into a Senior Design Architect — DTCG design tokens, 42 components, WCAG 2.2 a 1,095 Claude Code 2 5,342 tok
lahfir/agent-desktop Agent Desktop gives any agent reliable computer use on the desktop. Built with Rust, it se 1,094 Claude Code 1 5,922 tok
bubblelabai/BubbleLab bubblelab.ai Open-core workflow engine powering Bubble Lab — and fully runnable, hostable, and extensib 1,093 Claude Code 3 22 tok
OpenLAIR/dr-claw openlair.github.io A Super AI Lab with massive AI Doctors as Assistants. Best IDE for Research via AI Power. 1,093 Claude Code 2
LilMGenius/paperthin paperthin.ai Low-level agentic design patterns. Turning old engineering wisdom into reflexes your agent 1,092 Claude Code, Codex, OpenCode 2 3,358 tok
shaps80/SwiftUIBackports A collection of SwiftUI backports for iOS, macOS, tvOS and watchOS 1,092 Codex, OpenCode 1 653 tok
Dicklesworthstone/beads_rust Fast Rust port of Steve Yegge's beads: local-first, non-invasive issue tracker storing tas 1,090 Claude Code, Codex, OpenCode 2 12,466 tok
0xranx/OpenContext 0xranx.github.io A personal context store for AI agents and assistants—reuse your existing coding agent CLI 1,090 Codex, OpenCode 1 1,022 tok
foxglove/mcap mcap.dev MCAP is a modular, performant, and serialization-agnostic container file format, useful fo 1,087 Codex, OpenCode 1 1,480 tok
andrepimenta/claude-code-chat marketplace.visualstudio.com Beautiful Claude Code Chat Interface for VS Code 1,085 Claude Code 1
lee-to/ai-factory aif.cutcode.dev You want to build with AI, but setting up the right context, prompts, and workflows takes 1,085 Codex, OpenCode 1 9,525 tok
openclaw/agent-skills Useful skills for agents and claws. 1,083 Codex, OpenCode 1 173 tok
BitMiracle-AI/Dormice The SQLite of agent sandboxes — self-hosted, E2B-compatible. One machine, sandboxes that l 1,080 Claude Code, Codex 1
nevalang/neva nevalang.org Dataflow programming language where you write a program as a message-passing graph and eve 1,079 Codex, OpenCode 9 1,227 tok