How real projects configure their agents

31,977 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 agents7,557Claude Code6,620Data and AI3,682Backend and APIs3,496Languages3,401Planning3,217Git and workflow3,165Code review2,733Testing2,364Memory and context2,364DevOps and cloud2,310Writing and docs2,303Research2,297Frontend2,252Security2,013Productivity1,710

All Claude Code31,977 Codex23,157 OpenCode22,109 GitHub Copilot3,551 Gemini CLI1,917 Cursor1,739 Windsurf129 Kiro79

Project Stars Configures Files Always loaded
SignalEngine/PipeVoice powleads.github.io 25 Claude Code 1 1,447 tok
jkitchin/discopt kitchingroup.cheme.cmu.edu A discrete optimization package with interior point and exterior swagger 25 Claude Code 1 6,620 tok
dp-web4/SAGE A cognition kernel that wraps a frozen LLM in a persistent identity + trust + governance l 25 Claude Code, Codex, OpenCode 5 4,068 tok
xuhan-rgb/zotero-ai-sidebar AI research sidebar for Zotero 7–10 with API and local browser-backed web chat modes. 25 Claude Code 1 2,366 tok
qzc438/ontology-llm Agent-OM: Leveraging LLM Agents for Ontology Matching 25 Claude Code 1 522 tok
axsaucedo/agent_data_duckdb 25 Claude Code, GitHub Copilot 2 1,382 tok
marcosmarf27/tecjustica-sigilo Anonimizador desktop de PII para textos jurídicos brasileiros (Electron + Presidio + BERT 25 Claude Code, Codex, OpenCode 2 20,149 tok
remotehumans/riff Talk to your computer hands-free using a smart ring and your voice 25 Claude Code 1 403 tok
flutter/dart-intellij-third-party 25 Claude Code, Codex 8
terret-org/terret terret.org Ruby-native, model-agnostic agent harness where everything is a plugin 25 Claude Code 1 2,643 tok
phuc-nt/openclaw-skills 25 Claude Code 1 327 tok
lensapp/openshell-k8s-operator OpenShell Kubernetes Operator 25 Claude Code, Codex, OpenCode 2 832 tok
inference-gateway/adk An Agent Development Kit (ADK) allowing for seamless creation of A2A-compatible agents wri 25 Claude Code, Codex, OpenCode 2 3,251 tok
ProjectLiminality/InterBrain opencollective.com Open-source protocol integrating collective and artificial intelligence — LLM orchestratio 25 Claude Code 14 3,248 tok
hooyao/copilot-bridge .NET 10 Native AOT reverse proxy exposing GitHub Copilot's LLM API as Anthropic/OpenAI/Gem 25 Claude Code, Codex, OpenCode 15 6,061 tok
VSN2015/concerns_on_rails A collection of plug-and-play ActiveSupport concerns for Rails models and Rails controller 25 Claude Code 1 5,126 tok
Netie-AI/OpenHBM An open-source, JEDEC JESD270-4A-compliant HBM4 memory subsystem (controller + PHY-shim + 25 Claude Code, Codex, OpenCode 2 4,670 tok
luizhcastro/mac-stats A native macOS menu bar app for real-time monitoring of system stats. 25 Claude Code, Codex, OpenCode 2 10,593 tok
Open-Locker/Open-Locker open-locker.org This is an open source project to build both the software and the hardware blueprints/buil 25 Claude Code 1 1,770 tok
ForceInjection/cuda-code-skill Converts the official documentation for NVIDIA PTX ISA 9.1, CUDA 13.1 (Runtime/Driver), Ma 25 Claude Code 1 3,509 tok
ifnull/ha-airspace A Home Assistant add-on / Docker service that turns your local aircraft and drone receiver 25 Claude Code 1 3,102 tok
OpenMANET/OpenVLM Open Voice Link Module for OpenMANET 25 Claude Code 4 2,703 tok
cj-vana/discord-setup-mcp MCP server for automating Discord server setup on macOS using AppleScript/JXA 25 Claude Code 1 2,699 tok
fosres/SecEng-Exercises dev.to A repository of Security Engineering exercises: these exercises are designed to prepare yo 25 Claude Code 1 1,015 tok
OpenMasjid-Solutions/OpenMasjidOS openmasjidsolutions.org Free, open-source operating layer for masjids. Self-hosted, one-line install, beautiful ap 25 Claude Code 2 32,460 tok
pencilpark/BlenderToRive3D pencil-park.com Files to facilitate import of vertices and faces into Rive 25 Claude Code 1 12,577 tok
spencermarx/orc A lightweight orchestration framework that piggybacks your local Agentic CLI setup. Intent 25 Claude Code, Codex, OpenCode 29 4,187 tok
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 64 1,802 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
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, Cursor, OpenCode 5 1,763 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
alexgilev/agentic-ui A production-ready Figma design system for building scalable agentic experiences. 25 Claude Code 1 3,186 tok
2389-research/dippin-lang dippin.org Dippin: a DSL for authoring AI pipeline workflows 25 Claude Code, Codex, OpenCode 2 2,940 tok