How real projects configure their agents

45,012 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 agents8,549Claude Code6,896Git and workflow3,630Data and AI3,579Backend and APIs3,559Languages3,491Planning3,321Code review2,909Testing2,691DevOps and cloud2,492Writing and docs2,490Memory and context2,374Research2,321Frontend2,311Security2,183Project management1,977

All Claude Code32,540 Codex24,898 OpenCode23,819 GitHub Copilot3,723 Gemini CLI2,039 Cursor1,772 Windsurf202 Kiro116

Project Stars Configures Files Always loaded
rohansx/agidb agidb.dev A cognitive substrate for AI agents — hyperdimensional memory with first-class goals, beli 6 Claude Code 20 1,008 tok
liaocaoxuezhe/FigmaX Best practics of figam-use with Codex or ClaudeCode 6 Claude Code, Codex, OpenCode 6 1,226 tok
hassansaadfr/log-reader-mcp 6 Cursor 2 1,859 tok
Corpusvision/agent-framework corvislabs.io Turn GitHub Copilot into a coordinated engineering team — specification-driven development 6 GitHub Copilot 1 37 tok
choucrifahed/agent-plugins Public Claude Plugins for BMAD-GitHub integration and others to come 6 Claude Code 1 141 tok
JoeXie/remember-me A dual-mode tool providing long-term memory management for Claude Code and other MCP clien 6 Claude Code 1 959 tok
fantay0312/ida-pro-mcp-plus Enhanced IDA Pro MCP Server - multi-instance broker + bulk export for AI analysis 6 Claude Code, Codex, OpenCode 2 2,263 tok
hongbietcode/claude-finance-kit claude-finance-kit.vercel.app Unified interface for stock data, market analytics, technical analysis, batch collection, 6 Claude Code 1 2,209 tok
memo-fs/memofs memofs.dev File-first memory runtime for AI agents — versioned, portable, and always there when the n 6 Codex, OpenCode 1 668 tok
FabianSchurig/bitbucket-cli This provides a go bitbucket cli bb-cli, an mcp server bb-mcp and a terraform provider. Al 6 GitHub Copilot 4 2,332 tok
parlay-run/parlay-mcp parlay.run MCP server for prediction markets — search and compare across Polymarket, Kalshi, Limitles 6 Gemini CLI 1 463 tok
OutlitAI/outlit-sdk docs.outlit.ai Outlit SDK 6 Claude Code, Codex, OpenCode 11 1,641 tok
samihalawa/whatsapp-go-mcp 6 Claude Code 4 833 tok
AetherWave-Studio/aetherwave-mcp Model Context Protocol server for AetherWave Studio - music, image, video, and band genera 6 Claude Code 1 1,579 tok
Shan-Zhu/shuck-file Any file in, Markdown out — read only what matters. 6 Claude Code 1 990 tok
thematteroftime/agentic-md-for-dummies Paper-driven molecular-dynamics framework with an AI skill that turns physics papers into 6 Claude Code 2 —
dbhq-uk/vela-skill skills.dbhq.uk Compiler-exact code search for Claude Code and Codex, over a SCIP index - definitions, ref 6 Codex, OpenCode 1 1,382 tok
CodesWhat/portkey-admin-mcp npmjs.com Portkey Admin API control-plane MCP server with Prisma AIRS interoperability guidance 6 Codex, OpenCode 1 103 tok
Hafeok/product-cli A CLI for managing a products features, test cases and ADRs - and a bit more. 6 Claude Code, GitHub Copilot 9 9,778 tok
DYAI2025/Plumbline dyai2025.github.io Plumbline — a self-learning, customer-value-governed agile AI agent team for Claude Code. 6 Claude Code 7 12,434 tok
Aysnc-Labs/angora getangora.org A design system and site builder powered by Claude Code 6 Claude Code 3 840 tok
bkataru/powerglide bkataru.github.io the CLI coding agent that slides: Zig-powered multi-agent harness for extreme coding workf 6 Claude Code, Codex, OpenCode 2 2,750 tok
serudda/fragments-vault serudda.com A vault to capture phrases, quotes, and ideas found while reading (Claude Skills) 6 Claude Code 1 422 tok
HighDesertWizard/mdg Mermaid Diagram Guidelines (MDG) — a skill file that makes LLMs dramatically better at gen 6 Claude Code 1 88 tok
yinjialu/ai-frontier-daily yinjialu.github.io Daily AI industry leader updates card: fetches official updates from Anthropic and others 6 Claude Code, Codex, OpenCode 2 4,545 tok
AhmedHabiba/architor Structured, phase-gated architecture design powered by Claude Code. Enforces decision gate 6 Claude Code 4 1,883 tok
sergeionlyart/minius_codex_lab Open-source Codex workspace, skills and verifiable-document tooling for evidence-grounded 6 Codex, OpenCode 1 742 tok
MantaDigital/stingray-agent-skills stingray.fi Build and test trading strategies with Stingray from any SKILL.md-compatible agent, includ 6 Codex, OpenCode 1 82 tok
Diluka/dsh-agent-plugin-market DSH (DeepSeek Harness) plugin: uses Git repositories as an agent plugin marketplace to ins 6 Codex, OpenCode 1 2,827 tok
netresearch/cli-tools-skill Agent Skill for automatic CLI tool management - installs missing tools, audits environment 6 Codex, OpenCode 1 591 tok
ndisisnd/msg msg-beta-fawn.vercel.app End-to-end engineering harness for Claude Code — go from planning to building to reviewing 6 Claude Code 2 —
Parham-dev/OpenClaw-ios appwebdev.co.uk The Missing Piece for Openclaw - iOS Control Centre 6 Claude Code 1 4,649 tok
MangouArt/mangou mangou.art Bring AI Comic Director to your OpenClaw 6 Codex, OpenCode 1 1,885 tok
AlessandroFare/fable-frame Universal AI agent skill: Fable Brain behavior + Karpathy agent-orchestration workflow + 5 6 Codex, OpenCode 1 1,338 tok
viacheslav-tronko/claude-code-harness Claude Code Harness 6 Claude Code 1 8,220 tok
malekokour/clinpharm-pmx-skills malekokour.github.io Turn any AI agent into a clinical pharmacologist and pharmacometrician. It reviews, reconc 6 Claude Code, Codex, Gemini CLI, OpenCode 3 1,501 tok
bpamiri/u2-mcp 6 Claude Code 1 2,084 tok
martinhavel/cz-agents-mcp cz-agents.dev Czech & EU due-diligence / KYC-AML MCP servers — sanctions (EU+OFAC), insolvency (ISIR), V 6 Claude Code 6 —
Haaaiawd/Sequential-thinking-skills Sequential thinking for AI agents: a reusable skill and CLI runtime for stepwise reasoning 6 Codex, OpenCode 1 1,736 tok
mohamedzhioua/agent-done-or-not npmjs.com Catch your AI agent lying about "done" A one-file proof-gate for Claude Code, Cursor & Cod 6 Claude Code, Codex, Cursor, OpenCode, Windsurf 4 979 tok
idaibin/skills skills.sh Independent Agent Skills for repository analysis, planning, implementation, review, delive 6 Claude Code, Codex, OpenCode 2 1,407 tok
northseadl/norix-skills skills.norix-dev.com Plug-and-play AI Agent skill collection — Feishu integration · Mermaid diagrams · Codex or 6 Codex, OpenCode 1 338 tok
Unique-Divine/jiyuu uniquedivine.com (1) Rigorous notes and solutions for core algorithms and computing fundamentals broken dow 6 Codex, OpenCode 1 60 tok
koshkinvv/ios-agent-skills 9 expert-level iOS development skills for Claude Code, Codex, and AI coding agents. SwiftU 6 Codex, OpenCode 1 831 tok
electroheadfx/efx-ai-skills A beautiful TUI for discovering, previewing, and managing AI agent skills across multiple 6 Claude Code 1 36 tok
feO2x/guided-coding Contains Guided-Coding related AI Skills for different Coding Agents. 6 Codex, OpenCode 1 721 tok
carbonshow/intent-fluid From raw concept to finished deliverables. A collection of general-purpose autonomous meth 6 Claude Code, Codex, Gemini CLI, OpenCode 3 1,685 tok
ucsahinn/codex-chef A cross-platform Codex setup kit with specialist agents, curated skills, safe MCP defaults 6 Codex, OpenCode 1 352 tok
valkryhx/google_adk_agent a startup but not simple agent demo using google adk. 6 Claude Code, Codex, OpenCode 2 3,204 tok
Andamio-Platform/coach 6 Claude Code, Codex, OpenCode 2 1,434 tok