How real projects configure their agents

43,608 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
thaitype/chief A portable framework that reduces the cognitive load of working with AI coding agents — pl 60 Claude Code, Codex, OpenCode 3 1,179 tok
PostHog/context-mill PostHog context and skill assembly for AI agents and LLM tasks 60 Claude Code, Codex, OpenCode 3 1,771 tok
spring-ai-community/spring-ai-agentcore Spring Boot integrations for Amazon Bedrock AgentCore 60 Codex, OpenCode 1 1,497 tok
Mindburn-Labs/helm-ai-kernel helm.docs.mindburn.org Fail-closed execution firewall for AI agents: quarantine MCP tools, proxy OpenAI-compatibl 60 Codex, OpenCode 1 361 tok
itlackey/akm Agent Knowledge Manager (akm). A CLI tool to manage AI agent knowledge, memories, skills, 60 Codex, OpenCode 1 3,981 tok
yoloshii/gigaxity-deep-research Open-source deep research MCP. Qwen3-30B-A3B-Thinking via OpenRouter, cited web synthesis 60 Claude Code, Codex, OpenCode 2 19,568 tok
ryancampbell/kart-royale racing.ryancampbell.com A kart racing game in the browser with zero art assets — every texture, mesh, material and 60 Claude Code 1 2,881 tok
kesteva/cyboflow 60 Claude Code, Codex, OpenCode 4 490 tok
sightmap/sightmap Specification, tooling, and documentation for the .sightmap spec. 60 Codex, OpenCode 1 1,964 tok
cjsimon2/Divi5-ToolKit The first Claude Code plugin for Divi 5 development. CSS generation, compatibility validat 60 Claude Code 1 2,987 tok
sdsrss/claude-mem-lite Persistent long-term memory for Claude Code via MCP — captures coding decisions, bugfixes, 60 Claude Code 1 5,297 tok
armpro24-blip/cad-cae-copilot CAD/CAE Copilot — an AI-native CAD/CAE/CAX workbench for AI agents. Text-to-CAD, text-to-C 60 Claude Code, Codex, GitHub Copilot, OpenCode 3 40,978 tok
calkit/calkit docs.calkit.org Research project management with an emphasis on reproducibility and interpretability. 60 Codex, OpenCode 1 678 tok
kuitos/opencode-claude-memory npmjs.com OpenCode plugin for Claude Code memory: persistent local Markdown memory shared with Claud 60 Codex, OpenCode 1 2,421 tok
babamba2/superclaude-for-sap SuperClaude for SAP — Claude Code plugin for SAP On-Premise S/4HANA ABAP development (24 a 60 Claude Code 1 2,730 tok
emilsvennesson/opencode-websearch Native web search for OpenCode, powered by your model's built-in search capability. No ext 60 Codex, OpenCode 1 1,690 tok
RoshanGH/mixcut-windows AI advertising video remixing tool (Windows) - C# + WPF + .NET 8, aligned with the origina 60 Claude Code 1 16,671 tok
codex-tweaks/codex-tweaks Local interface customization tool for the Codex desktop client 60 Codex, OpenCode 1 639 tok
PrimeIntellect-ai/nano-rlm Minimal RLM harness 60 Claude Code, Codex, OpenCode 2 421 tok
ktnCodes/icm-template A model-agnostic template for organizing AI workflows using folder structure — based on th 60 Claude Code 1 444 tok
mapbox/mcp-devkit-server Developer-focused Mapbox MCP Server 60 Claude Code, Codex, GitHub Copilot, OpenCode 3 2,920 tok
ykdojo/cc-safe Security scanner for Claude Code settings files. Scans for dangerous patterns in your appr 60 Claude Code 1 74 tok
jkoelker/schwab-mcp Chat with your portfolio. 60 Codex, OpenCode 1 1,949 tok
bnb-chain/bnbchain-mcp A MCP server for BNB Chain that supports BSC, opBNB, Greenfield, and other popular EVM-com 60 Claude Code 1 1,928 tok
Oaklight/ToolRegistry toolregistry.readthedocs.io ToolRegistry: A Protocol-Agnostic Tool Management Library for Function-Calling LLMs (OpenA 60 Claude Code, Codex, OpenCode 2 2,150 tok
gmr/claude-status macOS Menu Bar + Desktop Widget for Claude Code Session Monitoring 60 Claude Code 1 2,613 tok
1c-neurofish/onec-client-mcp-devkit An MCP server implementation that runs in the 1C:Enterprise client 60 Claude Code, Codex, OpenCode 3 483 tok
detaildotdesign/skill detail.design Skills that craft your projects with details. Micro interactions, extra considerations, wo 60 Codex, OpenCode 1 595 tok
sandraschi/inkscape-mcp Headless Inkscape SVG automation via FastMCP — 60+ ops: create, boolean, LPE, export, text 60 Claude Code, Codex, Cursor, OpenCode 6 718 tok
zjy1346/OpenThesis openthesis.cc.cd Open-source, model-agnostic AI company research for long-term investors. · An open-source, 60 Codex, OpenCode 1 1,186 tok
pdoronila/cc-sdd Spec Driven Development Workflow inside Claude-Code 60 Claude Code 8
Echo1LZJY/echo-kaoyan-english-skill Echo_Graduate Entrance Exam English SKILL: detailed analysis of past exam questions, trans 60 Claude Code, Codex, OpenCode 3 1,380 tok
ilmenit/AltirraSDL Portable version of Altirra - 8bit Atari emulator by Avery Lee 60 Claude Code, Codex, OpenCode 3 10,410 tok
AiToByte/SafeMask Enabling every line of data to safely embrace AI. After your content is processed by SafeM 59 Claude Code, Codex, OpenCode 2 6,443 tok
VibeDrift/VibeDrift vibedrift.ai Ship agentic. Stay coherent. Self-checking code integrity for AI coding agents, via MCP. 59 Codex, OpenCode 1 1,307 tok
guapimm/LLM-App-Mentor (LLM-App-Mentor)Turn your AI coding assistant into a cautious 10-year full-stack mentor — 59 Codex, OpenCode 1 200 tok
corezoid/simulator-ai-plugin simulator.company Claude Code & Codex plugin for Simulator.Company — a Go MCP server exposing the platform R 59 Claude Code, Codex, OpenCode 2 3,977 tok
FavioVazquez/learnship faviovazquez.github.io Learn as you build. Build with intent. Ship real products. Agentic engineering done right. 59 Claude Code, Codex, OpenCode, Windsurf 41 4,697 tok
bnomei/kirby-mcp forum.getkirby.com CLI-first MCP server for composer-based Kirby CMS projects — inspect blueprints/templates/ 59 Codex, OpenCode 1 860 tok
velmighty/youtube-to-knowledge Turn any YouTube video into a transcript, summary, and knowledge graph - powered by Claude 59 Claude Code 4 290 tok
anthroos/openexp openexp.ai Outsource your understanding. Capture every human-AI decision as a step in a trajectory; g 59 Claude Code 1 799 tok
kylehughes/apple-platform-build-tools-claude-code-plugin Build, test, and archive Swift packages and Xcode projects for Apple platforms with Claude 59 Claude Code 1 690 tok
dosu-ai/decant dosu.dev Local-first analysis of Claude Code and Codex sessions: token spend, context windows, file 59 Claude Code, Codex, OpenCode 2 1,515 tok
quixio/klaus-kode-agentic-integrator quix.io Agentic Data Integrator that helps you build production-ready data pipelines so you can co 59 Claude Code 1
agentteamhq/agentteam-email agentteam.email Open-source email infrastructure for AI agents. 59 Claude Code, Codex, OpenCode 2 2,172 tok
vobase/vobase The app framework built for AI coding agents. Own every line. Your AI already knows how to 59 Claude Code, Codex 44 4,615 tok
udecode/plate-template template.platejs.org Minimal Plate template with React 19, Next 16, Tailwind 4, MCP. 59 Claude Code, Codex, OpenCode 5 1,397 tok
api7/aisix-archived api7.ai An open source, Native AI Gateway and LLM proxy built in Rust 59 Codex, OpenCode 1 3,729 tok
color4-alt/CiteCheck Agent Skill: Check academic paper citations for format, queryability, thematic relevance, 59 Claude Code, Codex, Gemini CLI, OpenCode 3 1,320 tok
agenticnotetaking/eidos Spec Driven Development - claude code plugin - Sync between intent and implementation 59 Claude Code 1 635 tok