How real projects configure their agents

22,198 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 agents7,609Claude Code6,644Data and AI3,677Backend and APIs3,502Languages3,403Planning3,220Git and workflow3,193Code review2,743Testing2,377Memory and context2,363DevOps and cloud2,314Writing and docs2,311Research2,293Frontend2,259Security2,022Productivity1,721

All Claude Code32,006 Codex23,251 OpenCode22,198 GitHub Copilot3,552 Gemini CLI1,917 Cursor1,737 Windsurf138 Kiro81

Project Stars Configures Files Always loaded
ANAMIZED/NeedRail NeedRail — Get what you NEED to succeed & do agentic public good. Agent-native coordinatio 1 Codex, OpenCode 1 640 tok
ANAMIZED/SuperAgenticMCP SuperAgenticMCP is a production-oriented, MCP-native router and multi-agent control plane. 1 Codex, OpenCode 1 417 tok
Abhishek-B-R/social0-mcp Official Model Context Protocol server for Social0 — manage social posts from AI assistant 1 Claude Code, Codex, OpenCode 2 3,745 tok
AlpayC/abfall-mcp-server abfall-mcp.alpaycelik.dev MCP server for the waste collection calendars of German cities and districts - 995 waste a 1 Claude Code, Codex, OpenCode 3 1,403 tok
ANAMIZED/desk ANAMIZED public-goods desk: agent floor, MCP servers, donations and sponsorships only. 1 Codex, OpenCode 1 1,455 tok
ANAMIZED/LRSI LRSI (Local Recursive Self-Improvement) — Autonomous Agentic Operating System. Sovereign c 1 Codex, OpenCode 1 553 tok
ANAMIZED/OpenMesha OpenMesha is one of the most ambitious and intellectually open-source full-spectrum “Auton 1 Codex, OpenCode 1 603 tok
ANAMIZED/Server-OS Autonomous Agentic Operating System — agents as processes with cost control, governance, o 1 Codex, OpenCode 1 300 tok
ANAMIZED/YodMCP YodMCP — Ultimate Autonomous MCP Server (Agent Operating System). Multi-graph memory, Task 1 Codex, OpenCode 1 184 tok
Coinyak/onchainai onchain-ai.xyz Crypto tool directory: discover, normalize, and expose MCP, CLI, SDK, API, x402, RWA, and 1 Claude Code, Codex, GitHub Copilot, OpenCode 17 2,341 tok
BASHBOP/otito bashbop.github.io Local-first code context CLI + MCP server: discover, index, and search repos; generate tas 1 Codex, OpenCode 1 348 tok
AtlasDevHQ/atlas useatlas.dev Atlas is the company facts your AI agents can trust: every one carries its source, its dat 1 Claude Code, Codex, OpenCode 19 5,757 tok
Bharath-code/regressGuard 1 Claude Code, Codex, OpenCode 2 2,651 tok
GuillaumeLessard/qector-claude-plugin qector.store QECTOR Quantum Error Correction: High-performance, mathematically verified local QEC engin 1 Claude Code, Codex, OpenCode 2 1,878 tok
Enigma-52/WorkWay--BE workway.dev WorkWay is an AI-powered job search platform that helps you discover jobs, research compan 1 Codex, OpenCode 1 1,751 tok
Grinv/anilist-mcp-server npmjs.com MCP server for the AniList GraphQL API — anime/manga search, details, and personal list ma 1 Claude Code, Codex, OpenCode 11 3,636 tok
ECD5A/OrchestrUI ecd5a.github.io Deterministic UI policy, discovery and quality gates for coding agents. 1 Claude Code, Codex, OpenCode 2 482 tok
DrBaher/compare-cli cli.drbaher.com Clause-aware drift detection between two contract versions — a pre-signature gate for lega 1 Codex, OpenCode 1 3,157 tok
EmiyaKatuz/crispasr-agent-transcriber Local CrispASR transcription for Codex and MCP agents. English via Cohere, Chinese via Qwe 1 Codex, OpenCode 1 387 tok
FrankXMX/dailyhotmcp 1 Claude Code, Codex, OpenCode 2 2,434 tok
DanielOrtiz0220/nyc-restroom-mcp 1 Codex, OpenCode 1 764 tok
Deesmo/Arch-AI-Tools archtools.dev 64 API tools behind one key. MCP native. x402 USDC payments. Web scraping, AI generation ( 1 Codex, OpenCode 1 1,388 tok
Enrico55/Chat-Lab humanity-commons.vercel.app Chat can use 1 Codex, OpenCode 1 444 tok
KultMember6Banger/kloakt Headless browser for AI agents — Rust/V8, smart extraction, MCP server 1 Codex, OpenCode 1 879 tok
SunrisesIllNeverSee/agent-universe signomy.xyz Signomy — governed AI agent marketplace and city-state. Agents register free, operators pa 1 Claude Code, Codex, OpenCode 2 10,632 tok
AURORA-NEURO/aurora-agent aurora-neuro.github.io Context engineering, with receipts. AURORA Agent compiles a typed query into the smallest 1 Claude Code, Codex, OpenCode 9 2,210 tok
ManddarinShop/Hikoutei npmjs.com Hikoutei — typed repository and safe write layer for Google Sheets-backed MVPs. 1 Codex, OpenCode 1 4,021 tok
ONE8943/ai-furniture-hub ai-furniture-hub.onrender.com MCP server for AI agents: 15 tools, 300+ products, 31 categories. mm-precision furniture s 1 Codex, Cursor, OpenCode 2 1,375 tok
MM-sheng/404-directory 404.directory Public read-only MCP server for official AI/cloud docs search, deployment verification, an 1 Codex, OpenCode 1 74 tok
MariusAure/needhuman-mcp Human-as-a-Service MCP server for AI agents. When your agent needs a real human (accept To 1 Codex, OpenCode 1 601 tok
MrWizardlyLoaf/rugcheck-ai web-production-58d585.up.railway.app On-chain token-safety MCP for Solana AI trading agents — rug check, honeypot detection & a 1 Codex, OpenCode 1 511 tok
RoleModel/optics-mcp MCP Server for Optics Design System 1 Claude Code, Codex, OpenCode 2 336 tok
Sandeeprdy1729/timps-swarm sandeeprdy1729.github.io 160 specialist AI agents for Claude Code, Cursor & Codex — one npm install puts them all i 1 Codex, OpenCode 1 3,150 tok
Perufitlife/incomeos incomeos.dev Open-source, self-hosted passive income dashboard — aggregate Stripe + affiliates + everyt 1 Codex, OpenCode 1 74 tok
ProAgentStore/platform SDK + CLI + compliance + backend for server-powered AI agents on proagentstore.online 1 Claude Code, Codex, OpenCode 2 1,454 tok
Shawn5cents/agentskin AgentSkin Suite: Complete token optimization stack — SSS JSON pruning + Tokenjuice CLI com 1 Claude Code, Codex, OpenCode 11 446 tok
TheStreamCode/chutes-media-mcp npmjs.com MCP server + CLI to generate image, video, music and speech through Chutes, saved straight 1 Codex, OpenCode 1 3,650 tok
Space-Raven/Smeltr smeltrweb.vercel.app Web3 token deployment platform 1 Claude Code, Codex, OpenCode 2 8,119 tok
Stahldavid/sensegrep Semantic + structural code search for AI-native development 1 Codex, OpenCode 1 1,172 tok
Vasilispapg/claude-handoff vspapg.gr Summarize & export a Claude Code session into one clean handoff.md for Gemini, GPT, or ano 1 Claude Code, Codex, OpenCode 2 4,160 tok
Wolfe-Jam/mcp-better AAIF-verified modern MCP setup optimised to 2026-07-28 (BETTER textbook). Rust · rmcp 3.0 1 Codex, OpenCode 1 794 tok
YS-projectcalc/agent-cold-email coldrig.dev Coldrig — cold email infrastructure run entirely by your coding agent (Claude Code / Codex 1 Claude Code, Codex, OpenCode 2 5,733 tok
XJTLUmedia/AI-HR-Management-Toolkit ai-hr-management-toolkit.vercel.app AI HR Management Toolkit 1 Claude Code, Codex, OpenCode 2 79 tok
Tom409114/research-repo-doctor research-repo-doctor-bckncrcwwmg6jrbsrd6btj.streamlit.app Artifact Evaluation readiness checker for research code: static scan, safe fixes, verify l 1 Codex, GitHub Copilot, OpenCode 2 1,043 tok
VelvetSP/web-retrieval-mcp MCP server for AI agents: high-fidelity web search (Exa) + tiered web fetch (Exa→browser→F 1 Codex, OpenCode 1 196 tok
XFuel-Lab/xfuel-protocol xfuel.app The book for paid AI compute. Hub, model, and amount on collected rows you hold. 1 Codex, Cursor, OpenCode 4 1,964 tok
amplichina/madeforai-supplychain-skill Give AI agents hands in the real world. An open-source MCP execution control layer between 1 Codex, OpenCode 1 119 tok
alyiox/mcp-walmart-ads MCP server for Walmart Connect Ads, Walmart Marketplace, and Sam's Club Sponsored Ads behi 1 Claude Code, Codex, OpenCode 2 1,291 tok
almostjacked/fitness-tools almostjacked.github.io Composable, deterministic fitness calculators (BMR/TDEE, body fat, 1RM, macros, powerlifti 1 Claude Code, Codex, OpenCode 2 1,117 tok
andreisilva1/binky binky-dev.vercel.app Every git worktree gets its own isolated local world — ports, env, a database slice, and U 1 Codex, OpenCode 1 714 tok