How real projects configure their agents

22,053 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 agents7,521Claude 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
PerryLink/dsh-auto-review npmjs.com Second-model AI auto-review for DeepSeek Harness approval requests: a read-only reviewer s 162 Codex, OpenCode 1 2,586 tok
NVlabs/ASPIRE ASPIRE: Agentic /Skills Discovery for Robotics 162 Claude Code, Codex, OpenCode 2 1,405 tok
JuliusBrussee/skills 162 Claude Code, Codex, OpenCode 2 419 tok
gogpu/gg Enterprise-grade 2D graphics library for Go. Pure Go, zero CGO. Part of GoGPU ecosystem. 162 Codex, OpenCode 1 806 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
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
AkihikoWatanabe/paper_notes akihikowatanabe.github.io Daily notes on AI papers 161 Codex, OpenCode 1 130 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
qualcomm-linux/meta-qcom OpenEmbedded/Yocto Project BSP layer for Qualcomm based platforms 161 Claude Code, Codex, OpenCode 2 1,859 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
appautomaton/document-SKILLs appautomaton.com Claude Code and Codex SKILLs for PDF, Excel, Word, and PowerPoint manipulation — extractio 161 Claude Code, Codex, OpenCode 2 994 tok
Anbeeld/AGENTS.md anbeeld.com Global instructions for coding agents: evidence, parallelization, validation, all in one A 161 Codex, OpenCode 1 1,964 tok
moonlarry/codex-paper-skills Multiple Skills for Codex operating standards and academic paper writing 161 Codex, OpenCode 1 2,621 tok
Tenney95/AI-Canvas-tauri AI Canvas platform 161 Codex, OpenCode 1 10,068 tok
tt-a1i/matt-skills-with-to-goal Planning → verifiable goals → fresh-session implementation for AI coding agents. Based on 161 Claude Code, Codex, OpenCode 2 993 tok
explyt/spring-plugin explyt.ai Spring Explyt — free, open-source (Apache-2.0) Spring & Spring Boot plugin that brings Ult 160 Codex, OpenCode 1 1,104 tok
CortexLM/cortex Autonomous research network on Bittensor subnet 100, turning reproducible AI research into 160 Codex, OpenCode 1 6,148 tok
kryptobaseddev/cleo cleo-dev.com Agent-first task orchestration. Persistent memory. Multi-provider coordination. 160 Claude Code, Codex, Gemini CLI, OpenCode 6 7,619 tok
anton-abyzov/specweave spec-weave.com Spec-first AI development: describe a feature → AI creates spec + plan + tasks, builds aut 160 Claude Code, Codex, OpenCode 2 6,525 tok
TianGzlab/OmicsClaw tiangzlab.github.io Conversational & memory-enabled AI research partner for multi-omics analysis. CLI + Deskto 160 Claude Code, Codex, OpenCode 2 11,598 tok
swyxio/skills Agent skills for Claude Code and other AI agents 160 Codex, OpenCode 1 67 tok
dnotitia/akb AKB — Agent Knowledgebase. Organizational memory for AI agents: vault-scoped docs / tables 160 Claude Code, Codex, OpenCode 6 4,135 tok
pivoshenko/kasetto kasetto.dev 📼 A declarative AI agent environment manager, written in Rust 160 Claude Code, Codex, OpenCode 2 4,154 tok
leonardsellem/codex-subagents-mcp Claude-style sub-agents (reviewer, debugger, security) for Codex CLI via a tiny MCP server 160 Codex, OpenCode 1 887 tok
notactuallytreyanastasio/deciduous Decision graph tooling for AI-assisted development - track every choice, query your reason 159 Claude Code, Codex, OpenCode 19 14,449 tok
pglayers/pglayers pglayers.github.io PostgreSQL Docker images with the extensions you actually need -- pre-built, composable, n 159 Codex, OpenCode 1 9,993 tok
VibePod/vibepod-cli vibepod.dev Unified CLI for running AI coding agents in isolated containers. Includes built-in local m 159 Claude Code, Codex, OpenCode 2 665 tok
pnp/copilot-pro-dev-samples Community contributed samples for the Microsoft 365 Copilot. Contributions welcome. 159 Claude Code, Codex, OpenCode 3 1,312 tok
DanielSuo117/velocitai Next-generation UI automation harness powered by Python & Playwright. Chat with AI Agents 158 Claude Code, Codex, Gemini CLI, OpenCode 7 1,834 tok
SAP/open-ux-tools Enable community collaboration to jointly promote and facilitate best in class tooling cap 158 Claude Code, Codex, OpenCode 4 7,823 tok
Dicklesworthstone/ultimate_mcp_server Comprehensive MCP server exposing dozens of capabilities to AI agents: multi-provider LLM 158 Codex, OpenCode 1 843 tok
openclaw/clawdinators Declarative infra + NixOS modules for CLAWTINATOR hosts. 158 Codex, OpenCode 1 2,033 tok
johnpapa/heroes-angular papa-heroes-angular.azurewebsites.net Tour of Heroes app written with Angular 158 Codex, GitHub Copilot, OpenCode 2 2,253 tok
haseab/retrace retrace.to The Open Source and Free Rewind AI (but better) 158 Codex, OpenCode 1 5,567 tok
qiniu/go-sdk golang sdk 158 Claude Code, Codex, GitHub Copilot, OpenCode 9 3,919 tok
vercel-labs/autoship CLI tool to automate changeset-based releases 158 Codex, OpenCode 1 225 tok
sqmw/desk_tidy_sticky Cross-platform minimal multifunction sticky notes with workspace, focus timer, and break r 158 Codex, OpenCode 1 30 tok
G4brym/email-explorer A self-hosted, serverless worker for sending and receiving emails on Cloudflare 158 Codex, OpenCode 1 1,153 tok
gug007/lpm lpm.cx Start, stop, and duplicate dev projects with one click. The best workspace for running Cla 158 Claude Code, Codex, OpenCode 2 418 tok
cerul-ai/cerul cerul.ai Open-source video processing core and CLI. Search and annotate local videos with your own 158 Codex, OpenCode 1 445 tok
VirtusLab/orca Deterministic, AI-driven development flows. 158 Claude Code, Codex, OpenCode 2 5,470 tok
crisnahine/rails-ai-context crisnahine.github.io 45 MCP tools that give AI coding agents ground truth about your Rails app: schema, models, 158 Codex, OpenCode 1 134 tok
thedaviddias/souls-directory souls.directory 🧠 Directory of SOUL.md personality files for OpenClaw agents 158 Claude Code, Codex, OpenCode 2 2,012 tok
AmaniDawn/DGame A framework based on the TEngine framework, modified and expanded with practical extension 158 Claude Code, Codex, OpenCode 19 4,727 tok
panaversity/ksor ksor.panaversity.org KSoR (Knowledge System of Record) is an open-source SDK for building governed, authoritati 158 Claude Code, Codex, OpenCode 8 29,017 tok
amidabuddha/console-chat-gpt Python CLI for AI Chat with MCP support 158 Codex, OpenCode 1 275 tok