How real projects configure their agents

43,636 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 agents7,571Claude Code6,627Data and AI3,684Backend and APIs3,492Languages3,401Planning3,221Git and workflow3,179Code review2,740Testing2,368Memory and context2,365Writing and docs2,309DevOps and cloud2,308Research2,298Frontend2,256Security2,015Productivity1,715

All Claude Code31,984 Codex23,196 OpenCode22,145 GitHub Copilot3,551 Gemini CLI1,917 Cursor1,736 Windsurf133 Kiro79

Project Stars Configures Files Always loaded
nicknisi/fleet A terminal dashboard for managing multiple AI agent sessions in tmux 25 Claude Code 1 183 tok
dmelo/claude-code-stats 25 Claude Code 1 1,669 tok
jayvee/aigon aigon.build Aigon is a local, open-source, spec-first software-delivery orchestrator for coding agents 25 Claude Code, Codex, Gemini CLI, OpenCode 6 3,886 tok
cosmincraciun97/stonewright-wp-mcp Guarded, recoverable WordPress MCP automation for Elementor, Gutenberg, WooCommerce, conte 25 Claude Code, Codex, Gemini CLI, OpenCode 3 4,561 tok
Lling0000/SiftMarks Local-first AI bookmark manager with semantic search, cleanup review, Chrome sync-back, an 25 Claude Code, Codex, OpenCode 2 2,810 tok
allcolor/PawFlow-Agents pawflow.allcolor.org PawFlow (Platform for Agentic Workflows) Self-hosted agent runtime for real infrastructure 25 Claude Code, Codex, OpenCode 2 970 tok
managedcode/dotPilot dotpilot.managed-code.com Local-first desktop control plane for AI agents: embedded Orleans host inside the Uno app, 25 Claude Code, Codex, OpenCode 66 9,540 tok
enudler/nudlers nudlers.com Smart personal finance tracker for Israeli banks & cards. Features AI categorization, recu 25 Claude Code 1 2,785 tok
upstash/skills Collection of skills for Upstash 25 Claude Code, Codex, OpenCode 1 1,885 tok
Brad-Edwards/aptl SOC-in-a-Box for AI purple teaming 25 Claude Code, Codex, GitHub Copilot, OpenCode 9 1,469 tok
jaimevalasek/aioson AI operating framework for hyper-personalized software. 25 Claude Code, Codex, Gemini CLI, OpenCode 65 1,817 tok
Kihara777/NixKits A collection of software, patches, NixOS modules, and skills for AI coding assistants. 25 Codex, OpenCode 1 3,593 tok
knaisoma/data-olympus Governance-grade, OKF-compatible knowledge-base format with a single-writer MCP server and 25 Claude Code, Codex, GitHub Copilot, OpenCode 3 1,724 tok
Dangooy/trade-pipeline-skill AI-powered foreign trade document automation (Skill edition): automatically generate quota 25 Claude Code 3 942 tok
alexgusevski/carouselbot carousel.bot Free, open-source, local-first carousel editor with an MCP companion 25 Codex, OpenCode 1 815 tok
denysosadchyi/ux-auditor Repeatable UX-audit toolkit: bilingual playbook, Claude Code skills, Playwright-driven cap 25 Claude Code 1 852 tok
amit-nayar/android-adb-skill AI coding agent skills for Android device automation via ADB — screenshots, UI inspection, 25 Claude Code, Codex, GitHub Copilot, OpenCode 3 560 tok
Qson8/wechat-writing-skill The open agent skills tool 25 Claude Code 1 1,492 tok
Lex669/LumericalFDTD-skill A skill for automating Lumerical FDTD simulations 25 Claude Code 1 1,656 tok
pubky/pubky-app pubky.app 25 Claude Code, Codex, OpenCode 6 2,991 tok
cooperbench/CooperBench cooperbench-reports.pages.dev A benchmark for evaluating how well AI coding agents can cooperate on software engineering 25 Claude Code 1 178 tok
jeremyrayner/kb-template portable template for quick start with https://gist.github.com/karpathy/442a6bf555914893e9 25 Claude Code 1 1,390 tok
TheSmokeDev/taskchad-os Identity-first cognitive agent OS with memory, multi-channel ingress, Operating Room orche 25 Claude Code, Codex 62
tompassarelli/beagle Beagle is an independent statically typed Lisp derived from Clojure. 25 Codex, OpenCode 1 1,835 tok
DUBSOpenHub/dark-factory dubsopenhub.github.io 🏭 Agentic dark factory for AI building with sealed-envelope testing 25 Codex, GitHub Copilot, OpenCode 2 2,297 tok
alexgilev/agentic-ui A production-ready Figma design system for building scalable agentic experiences. 25 Claude Code 1 3,186 tok
JoshMock/the-agency a coding agent harness 25 Codex, OpenCode 1 58 tok
LeXwDeX/Mao-s-Legacy-Chinese-Tools Chinese localization tool and localization pack for Mao's Legacy. 25 Codex, OpenCode 1 3,592 tok
2389-research/dippin-lang dippin.org Dippin: a DSL for authoring AI pipeline workflows 25 Claude Code, Codex, OpenCode 2 2,940 tok
trinadhthatakula/Loki Android App logger 25 Claude Code, Codex, OpenCode 2 4,354 tok
glassBead-tc/tinder-mcp-server Model Context Protocol server wrapping the Tinder API 25 Claude Code 1 659 tok
zz6zz666/Android-DIY-Sandbox 25 Codex, OpenCode 1 874 tok
AyobamiH/openclaw-operator ayobamih.github.io Self-hosted AI operations control plane built on OpenClaw. 25 Codex, GitHub Copilot, OpenCode 2 2,256 tok
r3bb1t/llvmkit Pure rust implementation of LLVM (IR related parts) 25 Claude Code, Codex, OpenCode 5 34,765 tok
thomaspinder/Impulso thomaspinder.github.io Bayesian VAR and SVAR models in Python. 25 Claude Code, Codex, OpenCode 5 4,528 tok
HallyAus/OVO_Aus_api Home Assistant custom integration for OVO Energy Australia - solar, grid, export, rate bre 25 Claude Code, Codex, OpenCode 2 2,027 tok
ideo/Rubber-Duck Lofi creative companion 25 Claude Code 1 1,515 tok
skynetcmd/m3-memory Local-first Memory Framework for AI Agents · 99.2% LongMemEval-S retrieval @ k=10 · Suppor 25 Claude Code, Codex, Gemini CLI, OpenCode 4 2,316 tok
Pupok462/open-geo pupok462.github.io How do I check brand visibility in AI? open-geo measures whether your brand shows up in Ch 25 Claude Code 2
TeXmeijin/claude-code-mascot-statusline 🐾 A tiny pixel pet that lives in your Claude Code status line — it thinks when you think, 25 Claude Code, Codex, OpenCode 2 6,116 tok
AuraVixStudio/caelo auravixstudio.github.io Open-source desktop client for the xAI Grok API — chat, image & video generation, voice, a 25 Claude Code 1 15,046 tok
vscarpenter/gsd-task-manager gsd.vinny.dev Stop juggling, start finishing. GSD Task Manager makes it easy to sort your to-dos into wh 25 Claude Code, Codex, GitHub Copilot, OpenCode 37 6,636 tok
ajhcs/mbse-agents Portable MBSE domain agents for AI-assisted systems engineering 25 Claude Code 1 182 tok
evylegzhanin/test-second-brain 25 Codex, OpenCode 1 1,837 tok
rippleshe/sciplot-academic Chinese scientific research plotting library | Nature/IEEE styles | pastel/earth/ocean col 25 Claude Code, GitHub Copilot 2 2,979 tok
wxj881027/QmClient DDnet client, featuring minor functionalities and effects added upon the Tater Client foun 25 Codex, OpenCode 1 1,689 tok
Yazelix/mars Mars Terminal: a Rio-derived, Ghostty-inspired Rust terminal emulator focused on Kitty pro 25 Codex, OpenCode 1 510 tok
Kahtaf/OpenCandle opencandle.app AI-powered financial analysis agent: real-time market data, multi-analyst workflows, and p 25 Claude Code, Codex, OpenCode 28 1,632 tok
cmyyx/cep end.canmoe.com Endfield Planner—a toolkit for Arknights: Endfield, supporting module planning, character 25 Claude Code, Codex, OpenCode 2 3,940 tok
redragonx/open-rnet Reverse engineering the R-Net CAN bus protocol for power wheelchair accessibility. DEFCON2 25 Claude Code 1 8,756 tok