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
1c-neurofish/onec-client-mcp-devkit An MCP server implementation that runs in the 1C:Enterprise client 70 Claude Code, Codex, OpenCode 3 483 tok
GregorBiswanger/featherspec A featherweight spec-driven development template with a Memory Bank, for Claude Code, GitH 70 Claude Code, Codex, GitHub Copilot, OpenCode 10 3,280 tok
NuGuardAI/nuguard nuguard.ai AI red-teaming tool and LLM security framework to evaluate agentic AI applications. Tests 70 Claude Code, Codex, GitHub Copilot, OpenCode 7 5,030 tok
bilalnaseer/wsp-wordpress-mcp wspmcp.com WSP MCP - Free WordPress MCP For Connecting AI Coding Agents 70 Claude Code, Codex, OpenCode 2 29,000 tok
northgraindata/dbt-doctor dbt-doctor.northgraindata.com Static analysis and health checks for dbt projects. Find missing docs, missing tests, sche 70 Claude Code, Codex, OpenCode 2 254 tok
huaweicloud/huaweicloud-devkit Official Huawei Cloud plugin for AI agents — skills, MCP tools, safety guardrails, and cl 70 Claude Code, Codex, OpenCode 1 2,964 tok
kinncj/Heimdall Heimdall is a lightweight, cross-platform hardware monitoring system with a real-time term 70 Claude Code, Codex, GitHub Copilot, OpenCode 7 7,135 tok
fundamental-research-labs/mog sheetmog.ai Programmable spreadsheet platform with a TypeScript/Rust engine, SDK, and embeddable workb 70 Codex, OpenCode 1 149 tok
ai-dvps/comate ai-dvps.github.io Comate is a desktop AI workspace that brings Claude Code into a polished, native app exper 69 Claude Code, Codex 5 2,422 tok
JasonxzWen/harness-hub Repository-first deterministic migration and atomic Skill source for Claude Code and Codex 69 Claude Code, Codex, OpenCode 2 3,386 tok
athola/skrills athola.github.io Coordinate skills between Codex, Copilot, and Claude Code. Validates, analyzes, and syncs 69 Codex, OpenCode 1 2,613 tok
tan-yong-sheng/triliumnext-mcp MCP server for TriliumNext Notes 69 Claude Code, Codex, OpenCode 20 11,344 tok
study8677/Agent_View_Controller-AVC 👁️ The visual layer for CLI coding agents. Pipe JSON → interactive native UI → modified J 69 Codex, OpenCode 1 1,044 tok
jaakla/openmapstack AI-agent skill for reproducible, validated GIS analysis — from authoritative data discover 69 Claude Code, Codex, OpenCode 2 1,865 tok
leonardsellem/codex-specialized-subagents MCP server that lets Codex delegate to isolated codex exec sub-agents, selecting repo+glob 69 Codex, OpenCode 2 916 tok
liyupi/github-claw ai.codefather.cn Build AI agents with GitHub: long-term memory + AI Agent skill packs (UI/UX, image generat 69 Codex, OpenCode 1 1,268 tok
t0mtaylor/peepshow Turn a video — or an animated GIF, APNG, or WebP — into a timeline of still frames so an L 69 Claude Code, Codex, Gemini CLI, OpenCode 2 895 tok
thienanblog/awesome-ai-agent-skills A curated list of essential skills, tools, and resources for building and enhancing advanc 69 Claude Code, Codex, OpenCode 3 1,228 tok
bnomei/kirby-mcp forum.getkirby.com CLI-first MCP server for composer-based Kirby CMS projects — inspect blueprints/templates/ 69 Codex, OpenCode 1 860 tok
yfge/ai-video-studio AI video production workflow platform for professional short drama teams. Timeline-first, 69 Claude Code, Codex, Gemini CLI, OpenCode 6 1,434 tok
lestrrat-go/helium XML Toolkit for Go (XML/SAX2/XPath 3.1/XSLT 3.0/XInclude/XSD/RelaxNG/Schematron/C14N) 69 Claude Code, Codex, OpenCode 2 5,391 tok
LeoBR84p/wiki_llm 69 Claude Code, Codex, OpenCode 2 2,583 tok
ma-nucho-pro/wife arkeaia.com Local-first, evidence-aware memory and project continuity for AI coding agents. Checkpoint 69 Claude Code, Codex, OpenCode 1 744 tok
raphaeltm/simple-agent-manager simple-agent-manager.org Run multiple coding agents in parallel on your own cloud VMs. 69 Claude Code, Codex, OpenCode 35 9,387 tok
AgriciDaniel/gogh agricidaniel.github.io Gogh is a source-cited Obsidian operating brain that turns six frontend design skills into 69 Claude Code, Codex, Gemini CLI, OpenCode 3 436 tok
adewale/agentic-mermaid agentic-mermaid.dev Beautiful diagrams, made with your agent. 69 Claude Code, Codex, OpenCode 4 2,555 tok
debugg-ai/debugg-ai-mcp debugg.ai Zero-Config, Fully AI-Managed End-to-End Testing for all code gen platforms. 69 Codex, OpenCode 1 1,877 tok
WhenMoon-afk/claude-memory-mcp Local citation-backed recall for Pi, OMP, Claude Code, Codex, and ChatGPT history. 69 Codex, OpenCode 1 2,035 tok
detaildotdesign/skill detail.design Skills that craft your projects with details. Micro interactions, extra considerations, wo 69 Codex, OpenCode 1 595 tok
zz6zz666/Android-DIY-Sandbox 69 Codex, OpenCode 1 874 tok
dismine/valentina smart-pattern.com.ua DON'T FORK! This is a mirror for Valentina develop branch on GitHub and it's meant to be r 69 Claude Code, Codex, OpenCode 4 4,106 tok
ultralytics/magellan ultralytics.com MATLAB tools for machine-learning Earth observation, geospatial analysis, neutron mapping, 69 Claude Code, Codex, OpenCode 2 816 tok
CY-CHENYUE/easy-input-maker Complete EasyInput V2.0 firmware baseline for AI modification and verifiable co-creation 68 Claude Code, Codex, OpenCode 4 1,151 tok
Shiyao-Huang/awesome-agent-evolution agent-evolution.com Open survey and evidence map for AI agent evolution, self-evolving agents, memory, skills, 68 Claude Code, Codex, OpenCode 2 10,532 tok
RunhuaHuang/VisionPower VisionPower: portable image understanding MCP server for Codex, Claude Desktop, Cursor, an 68 Codex, OpenCode 1 484 tok
toheart/cursor-agent Use OpenClaw chat conversations to call the local Cursor Agent CLI for in-depth project co 68 Claude Code, Codex, Cursor, OpenCode 10 1,088 tok
Filip-Podstavec/claude-leverage podstavec.cz Make any repo AI-first - write sustainable code from the start, or refactor a legacy codeb 68 Claude Code, Codex, OpenCode 1 1,989 tok
kesslerio/attio-mcp-server MCP server exposing Attio CRM records, deals, and pipelines to agent clients. Needs Node a 68 Claude Code, Codex, Gemini CLI, OpenCode 3 4,169 tok
nightnei/wordpress-developer-mcp-server Build WordPress sites with your AI 68 Claude Code, Codex, Gemini CLI, OpenCode 3 1,185 tok
tmchow/agent-skills Cross-platform AI agent skills (SKILL.md) installable via npx skills / gh skills 68 Claude Code, Codex, OpenCode 2 3,586 tok
callstackincubator/skillgym Prove your agent skills work before you ship them. 68 Codex, OpenCode 1 48 tok
PatrickSys/codebase-context npmjs.com Codebase Context gives AI agents understanding of your codebase through semantic code sear 68 Codex, OpenCode 1 3,238 tok
eddmann/garmin-connect-mcp MCP server enabling LLMs to interact with Garmin Connect - activities, health metrics, sle 68 Claude Code, Codex, OpenCode 2 47 tok
rnett/gradle-mcp gradle-mcp.rnett.dev A comprehensive MCP server for Gradle. 68 Claude Code, Codex, OpenCode 2 884 tok
Dicklesworthstone/remote_compilation_helper Intercepts cargo/gcc builds from AI coding agents via hooks and transparently routes them 68 Claude Code, Codex, OpenCode 3 10,777 tok
BENZEMA216/awesome-weread A curated selection of derivative projects based on WeRead's official Agent Skill (release 68 Codex, OpenCode 1 1,763 tok
ahmetb/Iris Webcam mirror window for macOS 68 Claude Code, Codex, OpenCode 2 1,284 tok
jlrouzies-fr/doom64-rt Doom 64 Ray Tracing 68 Codex, OpenCode 1 25,839 tok
microsoft-foundry/fine-tuning Foundry Fine-tuning and Interactive training 68 Codex, OpenCode 1 1,256 tok
GabrielDrapor/ovid ovid.ink A bilingual Reader. Two languages, one tap. 68 Claude Code, Codex, OpenCode 2 5,125 tok