How real projects configure their agents

24,785 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 agents8,489Claude Code6,881Git and workflow3,605Data and AI3,580Backend and APIs3,556Languages3,486Planning3,323Code review2,893Testing2,681Writing and docs2,477DevOps and cloud2,477Memory and context2,375Research2,318Frontend2,308Security2,170Project management1,960

All Claude Code32,505 Codex24,785 OpenCode23,702 GitHub Copilot3,719 Gemini CLI2,034 Cursor1,771 Windsurf202 Kiro114

Project Stars Configures Files Always loaded
cola-io/codex-acp An Agent Client Protocol (ACP)–compatible agent that bridges the OpenAI Codex runtime with 143 Codex, OpenCode 1 3,068 tok
mazrean/kessoku Next-generation google/wire with parallel dependency injection for Go 143 Claude Code, Codex, OpenCode 2 2,025 tok
team-attention/agent-council Multi-agent collaboration plugin for Claude Code - orchestrate multiple AI agents (Codex C 143 Claude Code, Codex, OpenCode 2 284 tok
dna-seq/just-dna-lite lite and fast version of just-dna-seq personalized genomic platform 143 Claude Code, Codex, OpenCode 4 16,986 tok
Luligu/matterbridge-shelly Matterbridge shelly plugin 143 Claude Code, Codex, GitHub Copilot, Gemini CLI, OpenCode 7 1,321 tok
edgee-ai/edgee edgee.ai Official Edgee CLI to interract with Edgee's Agent Gateway. Route Claude Code, Codex, Curs 143 Claude Code, Codex, OpenCode 2 3,302 tok
XunMengWinter/xiaohongshu-assistant Generate Xiaohongshu topics, copy, and covers by calling the local Codex CLI and API 143 Codex, OpenCode 1 977 tok
samuelhe52/AniShelf anishelf.konakona.dev A digital bookshelf for your anime – track, organize, and revisit your favorite series wit 143 Claude Code, Codex, OpenCode 4 1,546 tok
persianlabs/ui ui.persian-labs.ir A copy-paste component library, RTL-first for Persian interfaces. 143 Claude Code, Codex, OpenCode 4 6,021 tok
JungHoonGhae/openkakao-cli openkakao.vercel.app KakaoTalk CLI for macOS and AI agents: send, read, react, search, back up and clean up cha 143 Codex, OpenCode 1 2,734 tok
aaddrick/attention-control Air traffic control discipline for agent output. Written for a reader with ADHD. 143 Claude Code, Codex, Gemini CLI, OpenCode 3 4,631 tok
KeeForge/KeeForge keeforge.com KeePass-compatible password manager for iPhone, iPad, and Mac 143 Claude Code, Codex, OpenCode 11 2,158 tok
GML-MMGroup/ClipTalk ClipTalk — An AI agent that edits videos through conversation. Just say it, it's edited. C 143 Claude Code, Codex, Gemini CLI, OpenCode 3 1,522 tok
DevXDojo/my-github-202X 202x.ch3nyang.top Statistics of your activities on GitHub in 2026. 143 Codex, GitHub Copilot, OpenCode 2 5,599 tok
touwaeriol/claude-code-plus plugins.jetbrains.com 🖥️ GUI Plugin for Claude Code / Codex CLI / Gemini CLI in JetBrains IDEs - Run AI coding 142 Claude Code, Codex, OpenCode 2 11,591 tok
ahpxex/open-dictionary ahpxex.github.io The genuine open dictionary, grounded by Wikitionary and explained more with LLMs 142 Claude Code, Codex, OpenCode 2 1,909 tok
windviki/vBookmarks windviki.github.io A successor of Neat Bookmarks. 142 Codex, OpenCode 1 5,760 tok
PeakCode-AI/PeakCode peakcode-ai.github.io A unified interface for managing AI coding agents including Claude Code, Codex, Gemini, Ki 142 Claude Code, Codex, OpenCode 2 4,503 tok
vinta/hal-9000 Opinionated AI coding agent and dev environment automation for macOS 142 Claude Code, Codex, OpenCode 3 702 tok
portons/codex-pet-share 142 Codex, OpenCode 2 1,027 tok
evo-design/proto-tools proto.evodesign.org A universal infrastructure layer for generative biology 142 Claude Code, Codex, Gemini CLI, OpenCode 5 1,654 tok
wpgaurav/generateblocks-skills gauravtiwari.org Agent skills for GenerateBlocks V2 and Pro: valid block markup for layouts, query loops, c 142 Claude Code, Codex, OpenCode 2 894 tok
wusaki0723/Aelios A tiered long-term memory kernel · Cloudflare Workers + D1 + Vectorize · Three write tiers 142 Claude Code, Codex, OpenCode 2 561 tok
xujingchen1996/research-app-toolkit Research Application Toolkit - Claude Code plugin for PhD, MRes, MPhil applications 142 Codex, OpenCode 1 221 tok
WackyGem/Fleur Fleur is a 100% AI-coded Shanghai and Shenzhen A-share investment research platform powere 142 Codex, OpenCode 1 3,914 tok
Selekkt/skelet selekkt.dk Skelet.css a contemporary CSS framework. The basics to get started. 141 Codex, OpenCode 1 960 tok
openclaw/shellbench huggingface.co The agent benchmark that scores the full stack — harness, config, and model — not just the 141 Claude Code, Codex 2 —
LIUTod/scream-code scream.chat Chinese UI / A terminal-based coding agent with unlimited concurrency, multi-agent orchest 141 Codex, OpenCode 1 35,831 tok
sandgardenhq/sgai Sandgarden AI Software Factory 141 Codex, OpenCode 1 1,443 tok
hidai25/eval-view evalview.com Regression testing for AI agents. Snapshot behavior,diff tool calls,catch regressions in C 141 Codex, OpenCode 1 2,634 tok
vectora-foundry/native-devtools-mcp npmjs.com MCP server for computer use & browser automation - screenshot, OCR, click, type, find_tex 141 Codex, OpenCode 1 9,262 tok
bitsofchris/openaugi Human memory, for agents. Scalable, private, personal knowledge base for any LLM provider 141 Claude Code, Codex, OpenCode 2 3,470 tok
microsoft/eval-guide A plugin for AI agent evaluation. Plan evals, generate test cases, interpret results for C 141 Claude Code, Codex, GitHub Copilot, OpenCode 3 3,504 tok
zhensherlock/protocol-launcher protocol-launcher.vercel.app Type-safe deep link generator for protocol-based apps, enabling one-click launch, install, 141 Claude Code, Codex, OpenCode 2 1,501 tok
itshen/source-reading-methodology xueai.app A methodology for AI-assisted in-depth reading of large open-source repositories: a four-s 141 Codex, OpenCode 1 539 tok
henrique-coder/perplexity-webui-scraper perplexity-webui-scraper.readthedocs.io An advanced, high-performance Python client, MCP server, and REST API for reverse-engineer 141 Codex, OpenCode 1 2,583 tok
qrak/LLM_trader semanticsignal.qrak.org An LLM trading agent that shows its work: the chart, the prompt, the memory it retrieved, 141 Codex, OpenCode 1 9,206 tok
Vladimir-Human/humanizer-ru vladimir-human.github.io Detects traces of machine-generated text in Russian and explains them to you. 141 Codex, OpenCode 1 1,383 tok
atlassian-labs/mcp-compressor An MCP server wrapper for reducing tokens consumed by MCP tools, available in typescript, 141 Codex, OpenCode 1 2,199 tok
REMnux/remnux-mcp-server remnux.org MCP server for using the REMnux malware analysis toolkit via AI assistants 141 Codex, OpenCode 1 14 tok
katopz/katgpt-rs A neuro-symbolic micro-Transformer with speculative decoding, constraint pruning, recurren 141 Claude Code, Codex, OpenCode 12 16,262 tok
lambdalisue/cclens cclens — a lens onto your Claude Code usage 141 Codex, OpenCode 1 713 tok
zhaji2333/CkSKILLS An SRC vulnerability-hunting Agent skill system based on Claude Code / Codex — system-leve 141 Claude Code, Codex, OpenCode 22 6,861 tok
jamesmontemagno/ohmyposh-configurator configurator.ohmyposh.dev Design beautiful terminal prompts without touching configuration files 141 Claude Code, Codex, GitHub Copilot 9 1,937 tok
taskless/cli taskless.io Taskless CLI and Agent Skills 141 Claude Code, Codex, GitHub Copilot, OpenCode 31 10,308 tok
SocketDev/socket-mcp npmjs.com Model Context Protocol server for socket.dev integration 140 Codex, OpenCode 1 180 tok
Aiko-IT-Systems/DisCatSharp docs.dcs.aitsys.dev Your library to write discord apps in C# with focus on always providing access to the late 140 Claude Code, Codex, GitHub Copilot, Gemini CLI, OpenCode 4 1,110 tok
Haaaiawd/ANWS 🚀 A spec-driven workflow framework for AI-assisted development. Empowers prompt engineers 140 Codex, OpenCode 1 2,039 tok
owenHochwald/volt High-performance, concurrent, terminal-based HTTP client 140 Codex 1 —
danielwpz/pokoclaw The claw that actually ships 🚀 140 Codex, OpenCode 1 2,563 tok