How real projects configure their agents

23,799 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 agents8,544Claude Code6,892Git and workflow3,622Data and AI3,580Backend and APIs3,558Languages3,492Planning3,321Code review2,907Testing2,690DevOps and cloud2,489Writing and docs2,484Memory and context2,374Research2,321Frontend2,311Security2,178Project management1,971

All Claude Code32,539 Codex24,879 OpenCode23,799 GitHub Copilot3,723 Gemini CLI2,040 Cursor1,772 Windsurf202 Kiro116

Project Stars Configures Files Always loaded
AiDimag/aidimag aidimag.com Verified memory for AI coding agents. Every memory carries evidence and is re-verified on 1 Codex, OpenCode 1 117 tok
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
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 Before you commit, know what broke. Pre-commit regression detection for Go projects. 1 Claude Code, Codex, OpenCode 2 3,736 tok
GuillaumeLessard/qector-claude-plugin qector.store QECTOR quantum error correction tools for Claude Code and Claude Desktop: a local MCP serv 1 Claude Code, Codex, OpenCode 2 1,463 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 4,007 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
Couchbase-Ecosystem/couchbase-guru MCP Server to interact with the Couchbase documentation 1 Codex, OpenCode 1 996 tok
DanielOrtiz0220/nyc-restroom-mcp 1 Codex, OpenCode 1 764 tok
Enrico55/Chat-Lab humanity-commons.vercel.app Chat can use 1 Codex, OpenCode 1 444 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 10,809 tok
JaviMaligno/vitamind getvitamind.app Solar Vitamin D Explorer - Know when and where you can synthesize Vitamin D 1 Claude Code, Codex, OpenCode 2 14,083 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 Experimental risk preflight for AI Agent actions: evidence-backed allow, review, or block 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
ProAgentStore/platform SDK + CLI + compliance + backend for server-powered AI agents on proagentstore.online 1 Claude Code, Codex, OpenCode 2 5,405 tok
SakuraCianna/agentic-sdlc-mcp agentic-sdlc-mcp is an SDLC orchestration layer and control plane built on the Model Conte 1 Claude Code, Codex, OpenCode 2 3,098 tok
Shawn5cents/agentskin AgentSkin Suite: Complete token optimization stack — SSS JSON pruning + Tokenjuice CLI com 1 Codex, OpenCode 1 244 tok
TheStreamCode/chutes-media-mcp npmjs.com MCP server and CLI for image, video, music and speech generation through Chutes, saved int 1 Codex, OpenCode 1 4,006 tok
Space-Raven/Smeltr smeltrweb.vercel.app Web3 token deployment platform 1 Claude Code, Codex, OpenCode 2 8,119 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
YS-projectcalc/agent-cold-email coldrig.dev Coldrig — cold email infrastructure run entirely by your coding agent (Claude Code / Codex 1 Codex, OpenCode 1 5,089 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
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
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
atakanelik34/Bilinc bilinc.space Hosted memory for AI agents: commit, recall, revise, snapshot and roll back agent state wi 1 Codex, OpenCode 1 881 tok
ashwinvis/scb-opendata-mcp An unofficial FastMCP server that provides access to Statistics Sweden's PxWebApi v2, offe 1 Codex, OpenCode 1 750 tok
berkingurcan/stellar-agent-search stellar8004.com Read-only MCP server + CLI to discover, rank, and vet on-chain stellar-8004 agents on Stel 1 Claude Code, Codex, Gemini CLI, OpenCode 3 2,002 tok
bubilife1202/crossfin crossfin.dev The only way AI agents access Asian crypto markets. Routing engine + x402 payments across 1 Codex, OpenCode 1 1,327 tok