How real projects configure their agents

43,636 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
marcoemrich/EXACT-Coding-Exercises Exercise repo for the EXACT Coding workshop -- Example-guided, AI-Collaborative & Test-dr 14 Claude Code 8
nongjun/feishu-cursor-claw Turn Feishu/Lark into a remote control for Cursor AI — your personal AI strategic partner 14 Claude Code, Codex, Cursor, OpenCode 5 1,840 tok
baijum/ukulele-companion baijum.github.io An offline app for learning ukulele — on Android and iOS. Chords, scales, music theory, co 14 Claude Code, Codex, Cursor, OpenCode 25 3,299 tok
krokoko/cairn AI readiness & verification toolkit — measure how ready your codebase is for autonomous AI 14 Claude Code, Codex, OpenCode 2 295 tok
tigrisdata/mcp-oidc-provider tigrisdata.com Open-sourced mcp-oidc-provider: a minimal, vendor-neutral OIDC layer that sits between MCP 14 Claude Code, Codex, OpenCode 2 639 tok
Wynelson94/longhand glama.ai Lossless local memory for Claude Code. The full, unabbreviated version. Every tool call, e 14 Claude Code 1 1,158 tok
mbrummerstedt/powerbi-analyst-mcp This repo is a local mcp server made for connecting Power BI to your llm for analysis purp 14 Claude Code 1 625 tok
kousen/OsqueryMcpServer MCP wrapper and Claude Code Skill for osquery 14 Claude Code 1 3,059 tok
willwebster5/crowdstrike-mcp 14 Claude Code 1
septract/lean-aristotle-mcp 14 Claude Code 1 1,225 tok
ratel-ai/ratel-local MCP server library + ratel-local CLI: expose a Ratel tool catalog as a Model Context Proto 14 Claude Code, Codex, OpenCode 2 479 tok
Averyy/fetchaller-mcp fetchaller.com Simple MCP server that allows Claude Code to fetch URLs without permission prompts (includ 14 Claude Code 1 6,288 tok
smykla-skalski/klaudiush A validation dispatcher for Claude Code hooks that enforces git workflow standards, commit 14 Claude Code, Codex, GitHub Copilot, OpenCode 3 7,199 tok
subvertnormality/paranoia Local MCP server for cross-agent adversarial code review — Claude Code and Codex CLI criti 14 Claude Code, Codex, OpenCode 2 13,221 tok
sysdiglabs/sysdig-mcp-server Sysdig MCP Server 14 Claude Code, Codex, OpenCode 2 1,581 tok
velesnitski/yt-mcp YouTrack MCP server for Claude Code 14 Claude Code 1 1,336 tok
NoesisVision/nasde-toolkit noesis.vision CLI for benchmarks & evals of AI coding agents — on tasks you already understand, using yo 14 Claude Code, Codex 3 10,790 tok
caelum29/calibre-mcp npmjs.com The most capable Calibre MCP server — full read/write tools plus multilingual semantic sea 14 Claude Code 1 1,746 tok
alexey-pelykh/lhremote lhremote.org CLI and MCP server for LinkedHelper automation — let AI assistants control LinkedIn outrea 14 Claude Code, GitHub Copilot 3 6,838 tok
longbridge/longbridge-mcp 14 Claude Code 1 327 tok
Kbediako/codex-termux-pocket Codex CLI tweaked for Android/Termux (self-update + build version) 14 Codex, OpenCode 12 5,484 tok
o-1717986918/arcvellum ArcVellum: a local Agent creative platform for long-form novels, screenplays, and pseudo-d 14 Codex, OpenCode 1 737 tok
fixed-width/glass fixedwidth.tech MCP server: build → see → interact → debug loop over native GUI apps 14 Claude Code, Codex, OpenCode 2 2,437 tok
OfficialBoomi/bc-integration Boomi Companion: Claude plugin for the boomi-integration skill 14 Claude Code 1 698 tok
sint-ai/sint-protocol sint.gg Open-source runtime security and governance for AI agents, MCP tools, robotics, industrial 14 Claude Code, Codex, OpenCode 2 4,746 tok
James-Traina/compound-science Research workflow toolkit for structural econometrics, causal inference, game theory, and 14 Claude Code 1 2,386 tok
SiluPanda/academic-researcher Skill to write academic research papers 14 Claude Code 1
mbeacom/adrkit adrkit.dev Machine-readable architecture decision records. Git-native decision memory and governance 14 Claude Code, Codex, GitHub Copilot, OpenCode 15 7,504 tok
Mnemosyne-OS/Mnemosyne-Neural-OS mnemosyne-os.io A control room for AI memory. Your files and conversations become searchable memory any mo 14 Codex, OpenCode 1 1,933 tok
KERNlang/agon kernlang.com A coliseum for AI coding models. They race on the same task in isolated git worktrees, the 14 Codex, OpenCode 1 3,141 tok
tf1993614/Know-your-fate Mingshu Tianwen is an open-source AI fortune-telling application combining Claude Code Age 14 Claude Code 23 5,429 tok
AlterLab-IEU/AlterLab-FC-Skills 🎓 72 production-grade Claude AI skills for communication students — PR & advertising, cin 14 Claude Code 1 5,796 tok
Lay4U/build-your-own-ai-agent 12 practical projects to master AI agents from scratch. No frameworks, no magic — just Pyt 14 Claude Code 1 1,298 tok
KenTaniguchi-R/ledgr Self-hostable, open-source personal finance app (AGPLv3) 14 Claude Code, Codex, OpenCode 2 3,089 tok
matematicsolutions/patron matematicsolutions.com Self-hosted, GDPR-safe AI agent for law firms. Zero-cloud, hash-chained audit trail (AI Ac 14 Claude Code, Codex, OpenCode 2 5,112 tok
meller/laneconductor laneconductor.com Local-first control plane for multi-agent AI development — Claude + Gemini with a live Kan 14 Claude Code 2
phantom/phantom-agent-kit 14 Claude Code 3 680 tok
davidmosiah/samsung-health-mcp wellness.delx.ai Unofficial local-first MCP server for Samsung Health personal-data CSV/ZIP exports. 14 Codex, OpenCode 1 162 tok
WingedGuardian/skyrimvr-claude-toolkit AI-assisted Skyrim modding environment for Claude Code. SE/AE/VR — ESP tools, safety hooks 14 Claude Code, Codex, OpenCode 14 14,395 tok
G-Research/bobbit Agent workforce manager for product owners 14 Claude Code, Codex, OpenCode 12 1,618 tok
totigm/humanjs humanjs.dev Humanize browser automation for AI agents, QA tests, and demos. Playwright-first — record 14 Claude Code 1 3,451 tok
zama-ai/sdk TypeScript SDK for confidential FHE smart contracts on Zama Protocol 14 Claude Code, Codex, OpenCode 2 1,194 tok
tteggu87/DocTology Obsidian-first LLM Wiki skill pack with ontology-ready bootstrap, canonical JSONL truth la 14 Codex, OpenCode 1 617 tok
labilezhu/everlingo EverLingo is an AI language companion that helps you learn in context and remember what yo 14 Claude Code, Codex, OpenCode 3 456 tok
khusdasz-cmd/aigc-dedup-tool AIGC reduction is an AI reduction engine specifically designed for Chinese academic papers 14 Claude Code 1 4,063 tok
vcruz305/hermes-agentic-bench Agentic test batteries for local models via Hermes Agent - scripted tools + real Hermes CL 14 Claude Code 1
BuildGreatProducts/product-os-public The open-source version of ProductOS, your operating system for building, launching and gr 14 Codex, OpenCode 1 1,546 tok
Nebu1eto/choco-pi opinionated, project-aware configuration for the Pi coding agent 14 Claude Code, Codex, OpenCode 16 562 tok
akopichin/afm Agentic AI flows manager 14 Claude Code, Codex, OpenCode 3 31,018 tok
friedbotstudio/baseline baseline.friedbotstudio.com A discipline layer for Claude Code. Hooks at every tool boundary, a workflow that runs fro 14 Claude Code 77 6,944 tok