How real projects configure their agents

31,984 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 agents7,571Claude Code6,627Data and AI3,684Backend and APIs3,492Languages3,401Planning3,221Git and workflow3,179Code review2,740Testing2,368Memory and context2,365Writing and docs2,309DevOps and cloud2,308Research2,298Frontend2,256Security2,015Productivity1,715

All Claude Code31,984 Codex23,196 OpenCode22,145 GitHub Copilot3,551 Gemini CLI1,917 Cursor1,736 Windsurf133 Kiro79

Project Stars Configures Files Always loaded
Sparker0i/indian-stock-mcp-agent MCP Server that deals with Indian Stocks, MFs, Crypto, etc. 12 Claude Code 1 7,449 tok
bscott/noteplan-mcp Unofficial Noteplan.co MCP server 12 Claude Code 1 150 tok
tosin2013/mcp-codebase-insight 12 Claude Code, GitHub Copilot 6 2,118 tok
rgrz/peoplesoft-mcp A Model Context Protocol (MCP) server that enables AI assistants to query and understand P 12 Claude Code, Cursor 3
timoconnellaus/claude-code-iterm-worktree-mcp 12 Claude Code 1 570 tok
zrong/skills AI Agent Skills collection 12 Claude Code, Codex, Gemini CLI, OpenCode 3 895 tok
wangkanai/devops-mcp Dynamic Azure DevOps MCP Server with directory-based authentication switching between orga 12 Claude Code 1 4,203 tok
zengwenliang416/banana-image-mcp 12 Claude Code 1 859 tok
aegntic/cldcde cldcde.cc The unofficial community hub for Claude Code plugins, skills, extensions, MCP servers, and 12 Claude Code, Codex 40 605 tok
AutomoxCommunity/automox-mcp An MCP server implementation for Automox 12 Claude Code 1 2,772 tok
WYRE-AI/cipp-mcp MCP server for CIPP (CyberDrain Improved Partner Portal) — M365 multi-tenant management, u 12 Claude Code 1 1,076 tok
Xinyang-Li666/SciCrucible A Claude-based scientific intelligence knowledge base covering the full cycle from literat 12 Claude Code 10 1,107 tok
abhiunix/AgentHarbor agentharbor.openxsecurity.com 🚢 One native app for all your AI coding agents - live rate limits, session usage, deep an 12 Claude Code, Codex, OpenCode 2 2,744 tok
pdugan20/claudelint claudelint.com A linter for Claude Code projects. Validates CLAUDE.md files, skills, settings, hooks, MCP 12 Claude Code, Codex, OpenCode 3 1,178 tok
Lokesh-Chimakurthi/rosetta-llm pypi.org Multi-format LLM proxy — translates OpenAI Chat, OpenAI Responses & Anthropic Messages. Wo 12 Claude Code 1 2,074 tok
dotneet/agent-session-view A coding agent session viewer for browsing, viewing, and exporting conversation history fr 12 Claude Code, Codex, OpenCode 4 693 tok
jmagly/kintsugi-usb AI-assisted rescue boot USB — a Ventoy multi-boot drive on Ubuntu 24.04 with offline LLM i 12 Claude Code, Codex, OpenCode 21 3,014 tok
dustinblack/agent-dashboard Real-time dashboard for spawning and controlling AI coding agents across multiple hosts. S 12 Claude Code, Codex, Gemini CLI, OpenCode 3 898 tok
JinPLu/Teamwork Evidence-first skills for Codex, Cursor, and Claude Code: research, debugging, planning, e 12 Claude Code, Codex, OpenCode 2 1,235 tok
gtwatts/mainframe Help coding agents work more safely and reliably in native shells. Open-source tools, poli 12 Claude Code 1 1,466 tok
deeflect/dory dory.deeflect.com One memory layer for every AI agent. Local-first, markdown source of truth, and CLI/HTTP/M 12 Claude Code, Codex, OpenCode 2 1,697 tok
Anasss/qa-orchestra qa-orchestra.com AI-powered QA orchestration for Claude Code. 10 agents, from diff analysis to bug reports. 12 Claude Code, Codex, OpenCode 2 2,297 tok
dbbbbm/kimi-stock-agent Records of AI trading stocks independently 12 Claude Code 6 3,129 tok
istota-project/istota istota.cynium.com Your intelligent personal OS 12 Claude Code, Codex, OpenCode 4 7,346 tok
SAP-samples/cap-agentic-engineered Reference CAP + Fiori Elements application showing how AI coding agents produce higher-qua 12 Claude Code, Codex, OpenCode 8 1,133 tok
FortiumPartners/ensemble Ensemble Plugin Ecosystem - Modular Claude Code plugins for AI-augmented development workf 12 Claude Code, Codex, OpenCode 5 5,880 tok
fending/context-engineering brianfending.com Context engineering patterns and templates for AI coding agents. CLAUDE.md / AGENTS.md exa 12 Claude Code, Codex, OpenCode 2 828 tok
wat-hiroaki/claude-code-studio AI Agent Workspace Studio — Multi-workspace management for Claude Code CLI sessions with S 12 Claude Code 1 879 tok
itsdevcoffee/plum 🍑 Discover and manage 750+ Claude Code plugins from 12 marketplaces. Fast TUI with fuzzy 12 Claude Code 1 506 tok
vincent-k2026/codachi A tamagotchi-style virtual pet that lives in your Claude Code statusline 12 Claude Code 1 1,157 tok
diagrid-labs/dapr-skills diagrid.io A set of Claude Code skills to speed up the creation of Dapr Workflow applications 12 Claude Code, Codex, OpenCode 3 4,486 tok
mhawthorne/gza AI coding assistant task and workflow manager 12 Claude Code, Codex, OpenCode 3 3,584 tok
KeystoneScience/codex-mem Persistent memory for Codex CLI, Claude Code, and MCP clients 12 Claude Code 3 928 tok
angrysky56/emotion_ai The Aura Emotion AI system has chroma with a local embedding model, memvid qr code mp4 inf 12 Claude Code, GitHub Copilot 2 5,893 tok
skael-dev/skael skael.dev 12 Claude Code 1 11,322 tok
Kromatic-Innovation/athenaeum kromatic.com Open source knowledge management pipeline — passive recall, append-only intake, tiered com 12 Claude Code, Codex, OpenCode 2 1,823 tok
Kandil7/prprompts-flutter-generator Generate customized PRPROMPTS for Flutter projects from PRD - HIPAA, PCI-DSS, GDPR complia 12 Claude Code, Gemini CLI 27 15,295 tok
greendesertsnow/pocketbase-skills Agent Skills for PocketBase development — 64 best-practice rules across 9 categories, curr 12 Claude Code 2 360 tok
patwalls/headroom headroom.walls.sh Your Claude Code usage, live in the menu bar — session + weekly % , color-coded. Zero conf 12 Claude Code 3
thkt/dotclaude Personal Claude Code configuration — 28 skills, 28 agents, deterministic multi-agent workf 12 Claude Code 1 317 tok
constripacity/Claude-Bridge Real-time cross-machine MCP relay for Claude Code agents 12 Claude Code 1 2,311 tok
kstonekuan/splatter-mcp-app MCP app for generating and viewing 3D models using 3D Gaussian Splatting 12 Claude Code, Codex, OpenCode 5 18 tok
markusl/statfin-mcp markusl.github.io Production-grade Model Context Protocol (MCP) server for Statistics Finland's StatFin data 12 Claude Code 1 802 tok
prompt-armor/prompt-armor pypi.org Open-source prompt injection detector — 5 layers, 91.7% F1, ~27ms, offline, Apache 2.0 12 Claude Code 1 1,684 tok
ianphil/chamber chmbr.dev Genesis Mind Interface — desktop chat UI for Genesis agents 12 Claude Code, Codex, GitHub Copilot, OpenCode 12 4,696 tok
eschnou/gepetto gepetto.sh A minimalistic cli-based Operator 12 Claude Code 1 561 tok
agentis-tools/ctx docs.agentis.tools 🧠 ctx is a queryable world model of a codebase, built to ground and govern the language m 12 Claude Code, Codex, OpenCode 2 881 tok
kinglegendzzh/GitHave githave.com An AI-powered code repository assistant 12 Claude Code 1 819 tok
racecraft-lab/Paddock racecraft-lab.github.io AI software factory control plane for GitHub issue-driven autonomous workflows, isolated a 12 Claude Code, Codex, OpenCode 2 11,280 tok
jiuge2467/dsh-studio A modern DeepSeek Harness (DSH) full-stack enhancement workstation, multi-source MCP visua 12 Claude Code, Codex, OpenCode 13 3,562 tok