How real projects configure their agents

32,053 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 agents7,450Claude Code6,586Data and AI3,698Backend and APIs3,488Languages3,402Planning3,191Git and workflow3,129Code review2,728Memory and context2,353Testing2,330DevOps and cloud2,293Research2,288Writing and docs2,283Frontend2,242Security1,990Productivity1,704

All Claude Code32,053 Codex23,184 OpenCode21,956 GitHub Copilot3,523 Gemini CLI1,906 Cursor1,729 Windsurf98 Kiro64

Project Stars Configures Files Always loaded
memodb-io/Acontext acontext.io Agent Skills as a Memory Layer 3,687 Claude Code, Codex, OpenCode 2 2,448 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
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
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
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
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
smallcloudai/refact refact.ai AI Agent that handles engineering tasks end-to-end: integrates with developers’ tools, pla 3,541 Claude Code, Codex, OpenCode 2 2,346 tok
langwatch/langwatch langwatch.ai The platform for LLM evaluations and AI agent testing 3,528 Claude Code 8 10,001 tok
synthetic-sciences/openscience openscience.sh The open-source AI workbench for scientific research 3,518 Claude Code, Codex, OpenCode 2 3,058 tok
marin-community/marin marin.community Open-source framework for the research and development of foundation models. 3,512 Claude Code, Codex, OpenCode 45 2,883 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
ProfSynapse/Professor-Synapse 3,456 Claude Code 1 1,817 tok
freestylefly/CodexGuide codexguide.ai CodexGuide: A practical Codex guide for beginners, creators, developers, and teams worldwi 3,450 Claude Code, Codex 2
qawolf/cli docs.qawolf.com QA Wolf from anywhere — your terminal, your CI, your AI agent. 3,446 Claude Code, Codex, OpenCode 2 2,060 tok
agentscope-ai/ReMe reme.agentscope.io ReMe: Memory Management Kit for Agents - Remember Me, Refine Me. 3,432 Claude Code, Codex, OpenCode 2 2,689 tok
grafana/mcp-grafana MCP server for Grafana 3,431 Claude Code 1
dembrandt/dembrandt dembrandt.com Extract any website’s design system into tokens in seconds: logo, colors, typography, bord 3,427 Claude Code 1 1,311 tok
callstack/react-native-testing-library oss.callstack.com 🦉 Simple and complete React Native testing utilities that encourage good testing practice 3,417 Claude Code, Codex, OpenCode 2 291 tok
get-bb/bb getbb.app The agent IDE that builds itself 3,416 Claude Code, Codex, OpenCode 2 1,345 tok
jakubkrehel/make-interfaces-feel-better jakub.kr An agent skill that helps make your interface feel better. 3,398 Claude Code, Codex, OpenCode 2 795 tok
tursodatabase/agentfs agentfs.ai The filesystem for agents. 3,393 Claude Code 2
stickerdaniel/linkedin-mcp-server Open-source MCP server for LinkedIn. Give Claude and any MCP-compatible AI agent access to 3,384 Claude Code, Codex, OpenCode 8 4,962 tok
Intelligent-Internet/ii-agent ii.inc II-Agent: a new open-source framework to build and deploy intelligent agents 3,382 Claude Code, Codex, OpenCode 2 9,338 tok
Ar9av/obsidian-wiki Framework for AI agents to build and maintain a digital brain through Obsidian wiki 3,378 Claude Code, Codex, GitHub Copilot, Gemini CLI, Kiro, OpenCode 7 5,176 tok
ding113/claude-code-hub cch-plus.com A modern Claude Code & Codex API proxy service providing intelligent load balancing, user 3,360 Claude Code, Codex, GitHub Copilot, OpenCode 9 1,516 tok
Mesh-LLM/mesh-llm meshllm.cloud Distributed AI/LLM for the people. Share compute privately or publicly to power your agent 3,360 Claude Code, Codex, GitHub Copilot, OpenCode 32 11,756 tok
kunchenguid/lavish-axi HTML is the new markdown. Lavish is the new editor for your HTML artifacts. 3,360 Claude Code, Codex, OpenCode 3 18,488 tok
PLFJY/ContextMenuMgr bilibili.com Context Menu Manager Plus is a powerful utility that helps you manage the right-click menu 3,344 Claude Code, Codex, OpenCode 2 3,312 tok
ClickHouse/clickhouse-go Golang driver for ClickHouse 3,343 Claude Code, Codex, OpenCode 2 8 tok
Ataraxy-Labs/sem ataraxy-labs.github.io Semantic version control => entity-level diffs, blame, and impact analysis on top of git. 3,335 Claude Code 2
ResearAI/DeepScientist Now, Stronger AI Pushes Frontiers, Stronger Our Shared Future. 3,321 Claude Code, Codex, OpenCode 2 6,140 tok
RunMaestro/Maestro runmaestro.ai Agent Orchestration Command Center 3,317 Claude Code, Codex, OpenCode 2 10,776 tok
leaperone/MultiPost-Extension multipost.app A browser extension that helps users publish content to multiple social media platforms wi 3,314 Claude Code 1 901 tok
xintaofei/codeg docs.codeg.app Collaborative multi-agent AI coding workspace: aggregate sessions from Claude Code, Codex, 3,304 Claude Code, Codex, OpenCode 2 3,257 tok
himself65/finance-skills skills.himself65.com A collection of skills for AI financial analysis. 3,302 Claude Code 1 2,677 tok
giancarloerra/SocratiCode socraticode.cloud Enterprise-grade (40m+ LOC) codebase intelligence, zero-setup, local & private Plugin/Skil 3,293 Claude Code, Codex, Gemini CLI, OpenCode 3 4,323 tok
conversejs/converse.js conversejs.org Web-based XMPP/Jabber chat written in JavaScript 3,291 Claude Code, Codex, OpenCode 2 4,659 tok
skyhook-io/radar radarhq.io The missing open-source Kubernetes UI with a built-in MCP server for AI agents. See what's 3,281 Claude Code, Codex 9 9,186 tok