How real projects configure their agents

32,523 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 agents8,530Claude Code6,887Git and workflow3,618Data and AI3,582Backend and APIs3,558Languages3,485Planning3,325Code review2,903Testing2,691DevOps and cloud2,482Writing and docs2,481Memory and context2,373Research2,322Frontend2,310Security2,179Project management1,971

All Claude Code32,523 Codex24,842 OpenCode23,761 GitHub Copilot3,723 Gemini CLI2,038 Cursor1,771 Windsurf201 Kiro116

Project Stars Configures Files Always loaded
skynetcmd/m3-memory Local-first memory backend for AI agents · 99.2% LongMemEval-S retrieval @ k=8 · Supports 30 Claude Code, Codex, Gemini CLI, OpenCode 4 3,266 tok
galyarderlabs/galyarder-framework galyarderlabs.github.io Skills, commands, and integrations for AI coding agents. 30 Claude Code, Codex, Gemini CLI, OpenCode 3 2,380 tok
lacymorrow/lacy lacy.sh Talk to your shell — commands run, questions go to AI. No prefixes. 30 Claude Code 1 7,912 tok
redragonx/open-rnet Reverse engineering the R-Net CAN bus protocol for power wheelchair accessibility. DEFCON2 30 Claude Code 1 8,756 tok
onozaty/redmine-mcp-server Model Context Protocol (MCP) server for Redmine that provides comprehensive access to the 30 Claude Code 2 1,156 tok
dimitar-grigorov/mcp-file-tools MCP server for file operations on non-UTF-8 text: detects the encoding from the bytes, han 30 Claude Code, Codex, OpenCode 2 710 tok
dmux/OpenArchFlow openarchflow.cloud OpenArchFlow is an open-source Progressive Web App designed for cloud architects, DevOps e 30 Claude Code, Codex, OpenCode 2 159 tok
Lzh-xbccz/hermes-finance A multi-market financial analysis framework for AI Agents: MCP + Skills dual entry points, 30 Claude Code, Codex, GitHub Copilot, Gemini CLI, OpenCode 4 1,649 tok
vanderbilt-data-science/knowledge-spaces AI-powered Knowledge Space Theory for adaptive education. 10 Claude Code skills implementi 30 Claude Code 11 1,265 tok
burin-labs/harn harnlang.com Harn is a programming language and runtime for building AI agents. 30 Claude Code, Codex, OpenCode 13 4,497 tok
sardorml/tailit tailit.xyz resume tailor 30 Claude Code, Codex, OpenCode 2 2,058 tok
thangphan205/tacacs-ng-ui tacacs.9ping.cloud Modern web UI for tac_plus-ng TACACS+: AAA log auditing, trend dashboards, alerting, anoma 30 Claude Code 1 8,643 tok
mrconter1/vibemathed vibemathed.com Community-curated record of math problems solved by AI - significance rankings, verificati 30 Claude Code, Codex, OpenCode 2 159 tok
joe-qai/qa-skills A toolkit focused on software testing, providing requirements analysis, test planning, and 30 Claude Code, Codex, OpenCode 2 4,238 tok
quangdang46/openproxy Smart AI proxy router that connects Claude Code, Cursor, Codex, Copilot, and 50+ coding to 30 Claude Code, Codex, OpenCode 15 1,905 tok
OmniSocials/omnisocials-agent-skills 30 Claude Code 1 294 tok
AgriciDaniel/sync Evidence-gated Claude and Codex council orchestration. 30 Claude Code, Codex, Gemini CLI, OpenCode 3 475 tok
CanglongCl/dsh-web-review A web preview and element annotation plugin for the DeepSeek Harness Web GUI, enabling AI 30 Claude Code, Codex, OpenCode 2 10,046 tok
6missedcalls/personal-finance-skill agentskills.io AI-powered personal finance skill — 75 tools across 7 extensions for banking (Plaid), trad 30 Claude Code 1 984 tok
NickoScope/nickol-knx-mcp nickoscope.github.io Design-time KNX/ETS assistant as an MCP server: validate (naming·DPT·status·Secure·Matter) 30 Claude Code 1 955 tok
danmaps/gis-agent-skills 30 Claude Code, Codex, GitHub Copilot 6 50 tok
devinilabs/pro-skill Mirror of MengTo/Skills — agent skills for Codex, Claude, and Cursor (MIT, © Meng To). Ups 30 Claude Code 1 333 tok
thalesholleben/copy-thief thalesgomes.com Skill do Claude para escrever copy de alta conversao (landing pages, advertoriais, VSL) pa 30 Claude Code, Codex, GitHub Copilot, OpenCode 3 716 tok
capazme/mcp-legal-it capazme.github.io MCP server + Claude plugin for Italian law — 200+ tools: verified statutes, case law searc 30 Claude Code 1 —
akopichin/afm A control plane for AI workflows that need to finish. 30 Claude Code, Codex, OpenCode 3 2,346 tok
121103qwq/DSH-Launcher A DeepSeek Harness launcher and ecosystem manager for Windows x64. 30 Claude Code, Codex, OpenCode 2 2,494 tok
tokuhirom/mutsu tokuhirom.github.io 30 Claude Code, Codex, OpenCode 21 11,560 tok
beadhive/beadhive beadhive.ai An opinionated and efficient automated software-factory 30 Claude Code 2 592 tok
DGatoM/DG-Claw DG Claw: instalador, painel com chat e agentes de IA em containers, no seu servidor. 30 Claude Code, Codex, OpenCode 2 3,576 tok
Redseb/rpgmaker-mz-mcp mikozyz.dev MCP server for RPG Maker MZ 30 Claude Code 2 —
crayon-ai/workbuddy-studio Workbuddy self-media workspace 30 Claude Code 13 425 tok
reqvire-org/reqvire reqvire.org A semantic engineering framework for building verifiable and traceable software. 30 Claude Code 1 2,711 tok
AI-agents-incubator/n8n-pilot 30 Claude Code, Codex, OpenCode 24 3,184 tok
bobbylight/DragonWarriorJS bobbylight.github.io A Dragon Warrior clone written in JavaScript. 30 Claude Code 4 875 tok
dcelisgarza/PortfolioOptimisers.jl dcelisgarza.github.io Portfolio optimisation library for Julia. Over 50 risk measures (CVaR, EVaR, RLVaR, drawdo 30 Claude Code, Codex, GitHub Copilot, OpenCode 17 35,439 tok
xiaolai/claude-english-buddy-for-claude 30 Claude Code, Codex, OpenCode 2 1,208 tok
ForgeAILab/forge forgeailab.github.io AI coding agent workflow engine for structured task lifecycles. 29 Claude Code, Codex, OpenCode 5 3,108 tok
Shin-sibainu/google-search-console-mcp-server Model Context Protocol server for Google Search Console API - integrate with Claude Code a 29 Claude Code 1 1,217 tok
Z-Bra0/Ski skicli.com Install AI agent skills from Git into Claude, Codex, Cursor, and OpenClaw with a manifest, 29 Claude Code, Codex, OpenCode 2 418 tok
waiaas/WAIaaS waiaas.ai Wallet-as-a-Service for all AI agents in the world 29 Claude Code 2 1,754 tok
omixam/pensamiento-critico Skill para Claude Code que analiza textos argumentativos con el marco Paul-Elder (8 elemen 29 Claude Code 1 —
philngt/contextd philngt.github.io Build system for AI coding-agent context. Generate deterministic, explainable context arti 29 Claude Code 13 —
HaowenHou/AgenticResearchWiki An Agent-native Obsidian wiki + CLAUDE.md skeleton that lets Agent know your project as we 29 Claude Code, Codex, OpenCode 2 836 tok
luisfurquim/wings WINGS is an open-source, simple golang-based platform for front-end web application develo 29 Claude Code, Codex, GitHub Copilot, OpenCode 9 2,431 tok
ryanthedev/systems-design.skill Claude Code plugin for distributed system design — structured frameworks for architecture 29 Claude Code 1 474 tok
tumf/grafana-loki-mcp Grafana Loki MCP Repository 29 Claude Code 1 866 tok
microsoft/Agent365-dotnet 29 Claude Code, GitHub Copilot 19 3,637 tok
wyattjoh/imessage-mcp A Model Context Protocol server for reading iMessage data from macOS. 29 Claude Code 1 1,141 tok
CooperCyberCoffee/opencti_mcp_server coopercybercoffee.com Natural language interface to OpenCTI threat intelligence. Built with Claude Code for $22 29 Claude Code 1 704 tok
R0MADEV/lexis Lexical + structural code search MCP server for Claude Code, Cursor, Windsurf and any MCP 29 Claude Code 1 282 tok