How real projects configure their agents

32,116 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 agents7,521Claude Code6,606Data and AI3,688Backend and APIs3,494Languages3,401Planning3,209Git and workflow3,151Code review2,736Memory and context2,361Testing2,351DevOps and cloud2,300Writing and docs2,296Research2,295Frontend2,250Security2,004Productivity1,709

All Claude Code32,116 Codex23,280 OpenCode22,053 GitHub Copilot3,543 Gemini CLI1,915 Cursor1,736 Windsurf119 Kiro77

Project Stars Configures Files Always loaded
0bserver07/Study-Reinforcement-Learning RL study guide — foundations through RLHF, DPO, GRPO, RLVR, agentic RL, and offline RL. Ha 164 Claude Code, Codex, OpenCode 2 2,220 tok
stacklok/toolhive-studio stacklok.com ToolHive is an application that allows you to install, manage and run MCP servers and conn 164 Claude Code, Codex, GitHub Copilot, OpenCode 12 2,784 tok
alexei-led/spotinfo CLI for exploring Spot instance pricing across AWS, GCP and Azure. Inspect Spot instance t 164 Claude Code 1 11,588 tok
jmcentire/pact Contracts before code. Tests as law. Agents that can't cheat. 164 Claude Code, Codex, OpenCode 3 6,787 tok
eric-tramel/slop-guard eric-tramel.github.io Slop Scoring to Stop Slop 164 Claude Code, Codex, OpenCode 3 632 tok
jean-humann/docs-to-pdf npmjs.com Generate PDF for document website 🧑‍🔧 164 Claude Code 1 4,714 tok
learningmatter-mit/AtomisticSkills arxiv.org Intergrating Atomistic Skills into Agentic IDEs (Cursor, Claude Code, Google Antigravity, 164 Claude Code, Codex, Gemini CLI, OpenCode 3 1,946 tok
IliyaBrook/figma-linux 164 Claude Code 17
idavidov13/agentic-playwright Production-grade Playwright + TypeScript Scaffold for Agentic Testing. Harness for all maj 164 Claude Code, GitHub Copilot 20 59,016 tok
niki914/zafiro Open-source BYOK AI agent for Android. Full phone control, native Shell & Python 3, with S 164 Claude Code 1 2,291 tok
NVlabs/ASPIRE ASPIRE: Agentic /Skills Discovery for Robotics 164 Claude Code, Codex, OpenCode 2 1,405 tok
fakechris/obsidian_vault_pipeline A automatic pipeline that processing obsidian vault by llm from pinbord, obsidian Clipper 163 Claude Code, Codex, OpenCode 2 3,821 tok
GreyGunG/grokbuild-proxy A local self-hosted Grok Build → Claude Code / OpenAI-compatible proxy | Local self-hosted 163 Claude Code 1 653 tok
Khan/wonder-blocks khan.github.io React components for Wonder Blocks design system. 163 Claude Code, Codex, GitHub Copilot, OpenCode 11 14,562 tok
healthymind-tech/Taiwan-Health-MCP 163 Claude Code, Codex, OpenCode 2 8,143 tok
deepelementlab/clawcode ideepe.com ClawCode is claude code inspired implementation in python and Rust focused on agents and e 163 Claude Code 1
glowbom/glowbom-oss glowbom.com Build software like writing a book 163 Claude Code, Codex, OpenCode 2 151 tok
AgiFlow/aicode-toolkit agiflow.io Toolkit for Coding Agents to work reliably with repo of any size. 163 Claude Code 7 568 tok
Arman-Kudaibergenov/1c-ai-development-kit Comprehensive AI agents, skills and rules toolkit for 1C:Enterprise development in Cursor 163 Claude Code 1 6,108 tok
oryx-labs/oryxos oryx-labs.github.io OryxOS is an open-source Distributed AI Agent OS 163 Claude Code 14 6,966 tok
yorkie-team/yorkie-js-sdk yorkie.dev Yorkie JavaScript SDK 162 Claude Code 1 593 tok
aaronjmars/web3-research-mcp Deep Research for crypto - free & fully local 162 Claude Code 1 1,413 tok
LilMGenius/polysona Polygonal Persona: A Persona Layer for AI Agents. Metacognition-driven multi-persona extra 162 Claude Code, Codex, OpenCode 2 1,234 tok
acogood/diffmode_free Free guerrilla growth tactics for startups, the kind your competitors won't come up with o 162 Claude Code 1 2,528 tok
tinygrad/asm2464pd-firmware Firmware for the ASM2464PD 162 Claude Code, Codex, Gemini CLI, OpenCode 3 276 tok
VeryGoodOpenSource/vgv-ai-flutter-plugin AI plugin to enhance and accelerate Flutter & Dart development, built by Very Good Venture 162 Claude Code, Codex, OpenCode 2 3,072 tok
appautomaton/document-SKILLs appautomaton.com Claude Code and Codex SKILLs for PDF, Excel, Word, and PowerPoint manipulation — extractio 162 Claude Code, Codex, OpenCode 2 994 tok
oxgeneral/ORCH orch.one One CLI to orchestrate them all. Manage a team of AI agents executing tasks in parallel fr 162 Claude Code 1 1,725 tok
TradersPost/pinescript-agents Claude Code toolset for developing TradingView pine scripts. 162 Claude Code 13 1,108 tok
codingagentsystem/cas codingagentsystem.com Multi-agent orchestration for Claude Code. Persistent memory, tasks, rules, and skills tha 162 Claude Code 26 2,157 tok
NVIDIA/nvalchemi-toolkit nvidia.github.io ALCHEMI Toolkit is a developer toolkit for accelerating training and inference for AI in c 162 Claude Code, Codex, OpenCode 2 2,797 tok
alexsmedile/hormozi-skills Skill library for building Hormozi-inspired offer systems. Build offers people can’t say n 162 Claude Code 1 831 tok
tt-a1i/matt-skills-with-to-goal Planning → verifiable goals → fresh-session implementation for AI coding agents. Based on 162 Claude Code, Codex, OpenCode 2 993 tok
antonio-clicktoclose/hormozi-claude-code-brain Drop Alex Hormozi's $100M frameworks into Claude Code and get a free AI business advisor. 162 Claude Code, Codex, OpenCode 6 1,624 tok
JuliusBrussee/skills 162 Claude Code, Codex, OpenCode 2 419 tok
artem-sedykh/mini-humidifier artem-sedykh.github.io Minimalistic humidifier card for Home Assistant Lovelace UI 161 Claude Code, Codex, OpenCode 2 12,430 tok
AIGNE-io/aigne-doc-smith aigne.io AIGNE DocSmith is a powerful, AI-driven documentation generation tool built on the AIGNE F 161 Claude Code 3 3,646 tok
safedep/gryph safedep.io Security layer for AI coding agents. Works with Claude Code, Cursor, Windsurf, Gemini CLI, 161 Claude Code, Codex, OpenCode 5 1,036 tok
just-every/mcp-read-website-fast justevery.com Quickly reads webpages and converts to markdown for fast, token efficient web scraping 161 Claude Code 1 1,225 tok
tctinh/agent-hive 161 Claude Code, Codex, GitHub Copilot, OpenCode 19 3,387 tok
jongwony/epistemic-protocols Epistemic protocols for Claude Code — structure human-AI interaction quality at every deci 161 Claude Code, Codex, OpenCode 9 3,285 tok
dcosson/h2 An agent runner, messaging, and orchestration layer. 161 Claude Code, Codex, OpenCode 2 610 tok
yeet-src/sigwire yeet.cx tail -f for signals. Every signal any process on the box raises — who sent it, who it hit, 161 Claude Code, Codex, OpenCode 2 7,313 tok
anton-abyzov/specweave spec-weave.com Spec-first AI development: describe a feature → AI creates spec + plan + tasks, builds aut 161 Claude Code, Codex, OpenCode 2 6,525 tok
qualcomm-linux/meta-qcom OpenEmbedded/Yocto Project BSP layer for Qualcomm based platforms 161 Claude Code, Codex, OpenCode 2 1,859 tok
Red-Hat-AI-Innovation-Team/sdg_hub ai-innovation.team Synthetic Data Generation Toolkit for LLMs 161 Claude Code 4 979 tok
joenandez/spectre Spectre is a battle-tested 6 stage agentic engineering workflow for building complex, prod 161 Claude Code, Codex, OpenCode 8 2,124 tok
pandazki/pneuma-skills Co-creation infrastructure for humans and code agents — visual environment, skills, contin 161 Claude Code, Codex, OpenCode 17 2,228 tok
jmilinovich/goal-md A goal-specification file for autonomous coding agents. Generalizes Karpathy's autoresearc 161 Claude Code 1 1,209 tok
O0000-code/paper-search-pro o0000-code.github.io Academic literature discovery as a Skill — Claude Code · Codex · any agent that loads SKIL 161 Claude Code 1 713 tok