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
mgratzer/bloomery An agent skill that teaches engineers how to build a coding agent from scratch using raw H 30 Claude Code, Codex, OpenCode 2 925 tok
halo-dev/cli npmjs.com CLI for Halo, Halo for Agents. 30 Codex, GitHub Copilot, OpenCode 2 2,708 tok
ginkida/agent-dispatch pypi.org MCP server + CLI that lets Claude Code agents delegate tasks to agents in other project di 30 Codex, OpenCode 1 5,091 tok
wcollins/packt-netops-ai-workshop 🔧 Build Intelligent Networks with AI 30 Claude Code, Codex, OpenCode 2 1,075 tok
Jordan-Jarvis/jenkins-mcp-enterprise The most advanced Jenkins MCP server available - Enterprise debugging, multi-instance mana 30 Codex, OpenCode 1 3,105 tok
codefromkarl/ContextAtlas ContextAtlas — context infrastructure for AI coding agents: hybrid retrieval, project memo 30 Codex, OpenCode 1 1,144 tok
dkships/pm-copilot dmkthinks.org MCP server that triangulates customer support tickets and feature requests to help PMs dec 30 Claude Code, Codex, OpenCode 2 2,429 tok
saubakirov/trace-first-starter tfw.saubakirov.kz TFW is the methodology for value management 30 Claude Code, Codex, OpenCode 25 3,372 tok
batosai/adonis-mcp adonis-mcp.jrmc.dev 30 Codex, OpenCode 1 1,489 tok
dhruvanbhalara/skills dhruvanbhalara.github.io Premium documentation site for Flutter Agent Skills. 30 Codex, GitHub Copilot, OpenCode 2 1,574 tok
YPares/agent-skills Various skills for AI coding assistants 30 Codex, OpenCode 1 1,248 tok
oculairmedia/Bookstack-MCP MCP server for the bookstack service 30 Codex, OpenCode 1 333 tok
devondragon/MotionMCP MCP Server for Use Motion Task Management System 30 Claude Code, Codex, OpenCode 2 2,299 tok
iradoweck/antigravity-awesome-skills sickn33.github.io Installable GitHub library of 1,400+ agentic skills for Claude Code, Cursor, Codex CLI, Ge 30 Codex, OpenCode 1 1,835 tok
yaooqinn/spark-history-cli CLI tool for querying Apache Spark History Server REST API 30 Codex, OpenCode 1 707 tok
miniLV/Plexus minilv.github.io One-click setup for MCP servers, skills, and rules across AI coding agents, including Clau 30 Claude Code, Codex, OpenCode 2 9,480 tok
ThinkyMiner/codeTree code-tree-website.vercel.app MCP server with 23 tools for structured code understanding via tree-sitter. 10 languages. 30 Claude Code, Codex, OpenCode 2 12,779 tok
NotNull92/hera-agent-unity Low-token CLI for AI agents to control a live Unity Editor. 30 Claude Code, Codex, GitHub Copilot, Gemini CLI, OpenCode 6 26,384 tok
nrwl/nx-ai-agents-config 30 Claude Code, Codex, OpenCode 3 1,285 tok
nirholas/boosty Boosty MCP servers for DeFi - Volume generation, trading, and wallet management 30 Claude Code, Codex, GitHub Copilot, Gemini CLI, OpenCode 4 670 tok
iam-epiphany/resume-agent A personal resume RAG Q&A Agent for interviewer–candidate scenarios: puts resumes, certifi 30 Codex, OpenCode 1 464 tok
Hack23/European-Parliament-MCP-Server hack23.com European Parliament MCP Server - Political intelligence for AI agents 30 Claude Code, Codex, GitHub Copilot 56 1,498 tok
AlanHuang168/AI-Project-Workflow npmjs.com A general AI-native software delivery workflow for Cursor, Claude Code, Codex, Qoder, Code 30 Claude Code, Codex, OpenCode 2 376 tok
robert7/remnote-mcp-server MCP server and CLI for connecting AI agents, OpenClaw/Hermes workflows, local automation, 30 Claude Code, Codex, Gemini CLI, OpenCode 3 2,152 tok
Fearvox/multica-ultimate-workbench Public multi-agent workbench skill pack for SDD, review gates, context discipline, VM lane 30 Claude Code, Codex, GitHub Copilot, OpenCode 3 11,867 tok
EtanHey/cmuxlayer cmuxlayer.etanheyman.com 10 public MCP tools for controlling cmux workspaces and managing Claude, Codex, Gemini, Ki 30 Claude Code, Codex, OpenCode 2 1,163 tok
helius-labs/core-ai Official Helius AI tooling repository 30 Claude Code, Codex, OpenCode 2 4,565 tok
Zevenue/headless-gtm zevenue.com Headless GTM: the full outbound chain as Claude Code and Codex skills on raw vendor APIs. 30 Claude Code, Codex, OpenCode 2 488 tok
LeandroPG19/Memorys registry.modelcontextprotocol.io Persistent memory MCP server for AI agents — Rust, 19 tools, knowledge graph, Hebbian lear 30 Codex, OpenCode 1 1,390 tok
IgorGanapolsky/ThumbGate thumbgate.ai ThumbGate Pre-Action Checks self-improve from ranked lessons and repeated failures, hard-b 30 Claude Code, Codex, Gemini CLI, OpenCode 76 13,851 tok
RohiRIK/OpenLtm Long-Term Memory plugin for Claude Code — semantic search, context injection, session lear 30 Claude Code, Codex, OpenCode 2 1,717 tok
encoredev/skills encore.dev Agent Skills for development with Encore. 30 Claude Code, Codex, OpenCode 2 3,134 tok
Walvez/dsh-codex-sync npmjs.com The ultimate 2-way bridge between OpenAI Codex and DSH: bidirectional chat sync, live Skil 30 Codex, OpenCode 1 666 tok
Ekioo/KittyClaw kittyclaw.dev A kanban board for managing projects with tickets, columns, labels, and activity tracking 30 Claude Code, Codex, OpenCode 2 1,212 tok
yung13yubabie/line-summary An MCP server for using Claude Code on Windows to read local LINE desktop chat records and 30 Claude Code, Codex, OpenCode 2 488 tok
Fortemi/fortemi Self-hosted AI knowledge base with hybrid semantic search (pgvector + FTS + RRF), MCP serv 30 Claude Code, Codex, OpenCode 2 8,395 tok
lxsolutions/studio-foundation lxsolutions.github.io AI-native, source-available (PolyForm Perimeter) game-dev toolkit: bforge — deterministic 30 Claude Code, Codex, OpenCode 2 944 tok
crazymsn/academic-scholar-skills nav.meding.site Shendu Yunchuang Technology focuses on developing AI Agents and AI applications to assist 30 Claude Code, Codex, OpenCode 12 397 tok
beihaizzz/labmate.skill A skill that helps university students write lab reports 30 Codex, OpenCode 1 2,687 tok
BuildrAI/Buildr Buildr is the work infrastructure for Agents. It turns the facts and methods of individual 30 Codex, OpenCode 1 1,551 tok
matanrak/agent-meet agentmeet.net Agent-to-agent communication platform 30 Claude Code, Codex 2 160 tok
badbread/crumbvms crumbvms.com A self-hosted, operator-grade NVR for your own security cameras: recording, motion, licens 30 Claude Code, Codex, OpenCode 2 2,451 tok
knaisoma/data-olympus Governance-grade, OKF-compatible knowledge-base format with a single-writer MCP server and 30 Claude Code, Codex, GitHub Copilot, OpenCode 3 1,874 tok
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
xiaozhejiya/error_correction 30 Codex, OpenCode 1 445 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
Sistema2D/FrameCode-VibeWork Document framework for AI-assisted development (vibe coding), with governance, traceabilit 30 Codex, Cursor, OpenCode, Windsurf 3 1,621 tok
sardorml/tailit tailit.xyz resume tailor 30 Claude Code, Codex, OpenCode 2 2,058 tok
zitadel/nextgen preview.zitadel.com A Zitadel Preview 30 Codex, GitHub Copilot, Cursor, OpenCode 9 5,058 tok