How real projects configure their agents

43,484 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 agents7,473Claude Code6,589Data and AI3,693Backend and APIs3,491Languages3,403Planning3,201Git and workflow3,131Code review2,731Memory and context2,354Testing2,335DevOps and cloud2,298Research2,288Writing and docs2,284Frontend2,242Security1,995Productivity1,703

All Claude Code32,066 Codex23,211 OpenCode21,984 GitHub Copilot3,528 Gemini CLI1,908 Cursor1,730 Windsurf104 Kiro70

Project Stars Configures Files Always loaded
OffchainLabs/prysm offchainlabs.com Go implementation of Ethereum proof of stake 3,777 Claude Code, Codex 1
NVIDIA/Model-Optimizer nvidia.github.io A unified library of SOTA model optimization techniques like quantization, distillation, p 3,776 Claude Code, Codex, OpenCode 2 923 tok
gadievron/raptor Raptor turns Claude Code into a general-purpose AI offensive/defensive security agent. By 3,764 Claude Code 6 9,375 tok
microsoft/apm microsoft.github.io Agent Package Manager 3,762 Claude Code, Codex, GitHub Copilot 47 11,514 tok
ZToolsCenter/ZTools An open-source implementation of uTools, a high-performance, scalable application launcher 3,752 Codex, OpenCode 1 542 tok
yvgude/lean-ctx leanctx.com LeanCTX — Context Intelligence for AI systems. 3,743 Codex, GitHub Copilot, Kiro, OpenCode, Windsurf 4 3,301 tok
glitternetwork/pinme pinme.eth.limo Deploy Your Frontend in a Single Command. Claude Code Skills supported. 3,739 Claude Code, Codex, OpenCode 2 1,447 tok
bethington/ghidra-mcp Ghidra MCP Server — 200+ MCP tools for AI-powered reverse engineering. GUI plugin + headle 3,736 Claude Code, Codex, OpenCode 2 10,062 tok
milanm/DotNet-Developer-Roadmap newsletter.techworld-with-milan.com The comprehensive .NET Developer Roadmap for 2026 by seniority level. 3,729 Claude Code 3 27 tok
raullenchai/Rapid-MLX pypi.org The fastest local AI engine for Apple Silicon. 4.2x faster than Ollama, 0.08s cached TTFT, 3,710 Claude Code, Codex, OpenCode 3 782 tok
tutti-os/tutti tutti.sh Where people and agents build in tune. 3,700 Codex, OpenCode 6 2,302 tok
livestorejs/livestore livestore.dev LiveStore is a next-generation state management framework based on reactive SQLite and bui 3,698 Claude Code, Codex, OpenCode 4 1,556 tok
rust-lang/crates.io crates.io The Rust package registry 3,692 Codex, OpenCode 1 2,498 tok
nowork-studio/notfair-plugin notfair.co Open-source SEO, GEO, and marketing skills for AI agents. 3,690 Claude Code, Codex, OpenCode 2 3,815 tok
memodb-io/Acontext acontext.io Agent Skills as a Memory Layer 3,687 Claude Code, Codex, OpenCode 2 2,448 tok
modelcontextprotocol/java-sdk java.sdk.modelcontextprotocol.io The official Java SDK for Model Context Protocol servers and clients. Maintained in collab 3,685 Codex, OpenCode 1 839 tok
kagent-dev/kagent kagent.dev Cloud Native Agentic AI | Discord: https://bit.ly/kagentdiscord 3,682 Claude Code, Codex, OpenCode 4 2,745 tok
experientiallabs/experiential experientiallabs.ai Experiential is the open source, zero markup gateway for BYOK, self-hosted and 1000+ marke 3,669 Claude Code, Codex, OpenCode 2 5,881 tok
Screenly/Anthias anthias.screenly.io The world's most popular open source digital signage project. 3,665 Claude Code 8 2,972 tok
gotalab/cc-sdd Turn approved specs into long-running autonomous implementation. A minimal, adaptable SDD 3,659 Claude Code, Codex, OpenCode 2 1,613 tok
UsefulSoftwareCo/executor executor.sh The missing integration layer for AI agents. Let them call any OpenAPI / MCP / GraphQL / c 3,658 Claude Code, Codex, OpenCode 23 674 tok
microsoft/mcp Catalog of official Microsoft MCP (Model Context Protocol) server implementations for AI-p 3,654 Codex, GitHub Copilot, OpenCode 2 8,822 tok
open-wa/wa-automate-nodejs openwa.dev 💬 🤖 The most reliable tool for chatbots with advanced features. Be sure to 🌟 this rep 3,653 Claude Code, Codex, GitHub Copilot, OpenCode 3 2,053 tok
CookSleep/gpt_image_playground gpt-image-playground.cooksleep.dev Image generation and editing tool based on the OpenAI gpt-image-2 API 3,651 Codex, OpenCode 1 2,131 tok
geekjourneyx/md2wechat-skill md2wechat.cn Markdown to WeChat CLI | One-click formatting and publishing to WeChat Official Accounts: 3,636 Claude Code, Codex, GitHub Copilot, OpenCode 3 10,703 tok
kiali/kiali kiali.io Kiali project, observability for the Istio service mesh 3,635 Codex, OpenCode 1 18,233 tok
strukto-ai/mirage strukto.ai The World's First Virtual Terminal for AI Agents 3,615 Claude Code, Codex, OpenCode 2 15,771 tok
laravel/boost laravel.com Laravel-focused MCP server for augmenting your AI powered local development experience. 3,611 Claude Code, Codex 4
TinyAGI/tinyagi office.tinyagicompany.com TinyAGI is the agent teams orchestrator for One Person Company. (fka TinyClaw) 3,610 Claude Code, Codex, OpenCode 10 1,262 tok
nextlevelbuilder/goclaw goclaw.sh GoClaw - GoClaw is OpenClaw rebuilt in Go — with multi-tenant isolation, 5-layer security, 3,595 Claude Code, Codex, OpenCode 2 12,319 tok
millionco/expect expect.dev Expect tests your agent's code in a real browser 3,552 Claude Code, Codex, OpenCode 10 6,472 tok
marin-community/marin marin.community Open-source framework for the research and development of foundation models. 3,548 Claude Code, Codex, OpenCode 45 2,883 tok
truera/trulens trulens.org Evaluation and Tracking for LLM Experiments and AI Agents 3,542 Codex, OpenCode 1 2,825 tok
smallcloudai/refact refact.ai AI Agent that handles engineering tasks end-to-end: integrates with developers’ tools, pla 3,542 Claude Code, Codex, OpenCode 2 2,346 tok
synthetic-sciences/openscience openscience.sh The open-source AI workbench for scientific research 3,535 Claude Code, Codex, OpenCode 2 3,058 tok
langwatch/langwatch langwatch.ai The platform for LLM evaluations and AI agent testing 3,528 Claude Code 8 10,001 tok
spinabot/brigade brigade.spinabot.com Brigade — Your personal intelligence, built enterprise-grade 3,517 Codex, OpenCode 1 3,380 tok
AvdLee/SwiftUI-Agent-Skill Add expert SwiftUI Best Practices guidance to your AI coding tool (Agent Skills open forma 3,508 Claude Code, Codex, GitHub Copilot, OpenCode 3 2,427 tok
graykode/abtop Like htop, but for AI coding agents. Monitor Claude Code & Codex CLI sessions, tokens, 3,503 Claude Code, Codex, OpenCode 2 5,469 tok
SamurAIGPT/llm-wiki-agent A personal knowledge base that builds and maintains itself. Drop in sources — Claude (or C 3,499 Claude Code, Codex, Gemini CLI, OpenCode 7 5,977 tok
bytebase/dbhub dbhub.ai Token conscious database MCP server for Postgres, MySQL, SQL Server, MariaDB, SQLite. 3,487 Claude Code, GitHub Copilot 4 3,785 tok
swarmpit/swarmpit swarmpit.io Lightweight AI-friendly Docker Swarm management 3,485 Claude Code 1 2,912 tok
dotnet/roslynator josefpihrt.github.io Roslynator is a set of code analysis tools for C#, powered by Roslyn. 3,476 Claude Code, Codex, OpenCode 7 227 tok
sigp/lighthouse lighthouse-book.sigmaprime.io Ethereum consensus client in Rust 3,467 Claude Code 2
superagent-ai/grok-cli An open-source coding agent for the Grok API 3,462 Codex, OpenCode 1 467 tok
omdsh-dev/DSH-better-sidebar An open sidebar foundation supporting third-party extensions to register new sidebar pages 3,458 Codex, OpenCode 1 3,826 tok
ProfSynapse/Professor-Synapse 3,456 Claude Code 1 1,817 tok
get-bb/bb getbb.app The agent IDE that builds itself 3,455 Claude Code, Codex, OpenCode 2 1,345 tok
psmux/psmux psmux.pages.dev Tmux on Windows Powershell - tmux for PowerShell, Windows Terminal, cmd.exe. Includes psmu 3,453 Codex, OpenCode 1 222 tok
freestylefly/CodexGuide codexguide.ai CodexGuide: A practical Codex guide for beginners, creators, developers, and teams worldwi 3,450 Claude Code, Codex 2