How real projects configure their agents

23,222 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 agents7,588Claude Code6,636Data and AI3,676Backend and APIs3,496Languages3,402Planning3,219Git and workflow3,187Code review2,745Testing2,374Memory and context2,364DevOps and cloud2,310Writing and docs2,309Research2,295Frontend2,261Security2,021Productivity1,715

All Claude Code31,998 Codex23,222 OpenCode22,170 GitHub Copilot3,550 Gemini CLI1,918 Cursor1,738 Windsurf137 Kiro80

Project Stars Configures Files Always loaded
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
Rishav0123/sentimatix 1 Claude Code, Codex 2
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
abhiyoheswaran1/AgentLoopKit baseframelabs.com A drop-in engineering loop for coding agents: task contracts, verification reports, review 1 Codex, OpenCode 1 2,127 tok
atakanelik34/Bilinc bilinc.space Verifiable state plane for autonomous agents: memory, belief revision, rollback, audit, an 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
attenlabs/hotato hotato.dev Find what broke in your agent calls. Pin it so it never ships again. Local voice-agent cal 1 Codex, OpenCode 1 2,697 tok
instavar/remotion-templates instavar.com Open-source, agent-friendly Remotion templates for Codex and Claude Code 1 Claude Code, Codex, OpenCode 2 122 tok
orieg/gws-connector orieg.github.io Multi-account Google Workspace MCP server — Gmail, Calendar, and Drive with smart routing. 1 Codex, GitHub Copilot, OpenCode 2 1,312 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
burakaydinofficial/searxng-deepdive 1 Claude Code, Codex, OpenCode 2 3,173 tok
benseverndev-oss/goldenflow [Archived] Now part of the Golden Suite monorepo: github.com/benseverndev-oss/goldenmatch 1 Claude Code, Codex, GitHub Copilot, OpenCode 3 13,577 tok
bierlingm/spikes Drop-in feedback collection for static HTML mockups 1 Claude Code, Codex, OpenCode 2 2,365 tok
bridgenode-ai/bridgenode-mcp bridgenode.cc BridgeNode — x402 pay-per-request AI inference. MCP server for AI agents. 1 Codex, OpenCode 1 386 tok
capabilityhostprotocol/chp-core capabilityhostprotocol.com Capability Host Protocol — make agent and tool execution visible, replayable, and ready fo 1 Claude Code, Codex, OpenCode 2 3,361 tok
croit/mcp-croit-ceph Model Context Protocol (MCP) server for croit Ceph cluster management. Dynamically generat 1 Codex, OpenCode 1 4,034 tok
ccustomai/custom-ai-view ccustom.ai Mobile preview for developers and AI agents. See any website the way it looks on a real iP 1 Codex, OpenCode 1 554 tok
cyanheads/exchange-rates-mcp-server npmjs.com Convert currencies, get FX rates, and query historical ECB exchange rate data via MCP. STD 1 Claude Code, Codex, OpenCode 2 13,382 tok
cyanheads/evals-mcp-server Author verifiable eval records through a draft → review → revise → submit loop with server 1 Claude Code, Codex, OpenCode 2 12,314 tok
cyanheads/anime-mcp-server npmjs.com Search anime/manga, get full detail, franchise watch order, seasonal schedule, characters, 1 Claude Code, Codex, OpenCode 2 11,112 tok