How real projects configure their agents

23,251 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
libtmux/libtmux-go libtmux.org Alpha - libtmux for Go: a typed tmux API with no runtime dependencies, plus an MCP server 0 Claude Code, Codex, OpenCode 3 771 tok
linxule/deepthonk TypeScript CLI + MCP server implementing OpenDeepThink (Zhou et al., arXiv:2605.15177). In 0 Claude Code, Codex, OpenCode 2 4,278 tok
litheonhq/seizn seizn.vercel.app 0 Claude Code, Codex, OpenCode 2 6,096 tok
ljcl/strava-mcp 0 Claude Code, Codex, OpenCode 8 4,394 tok
loved0543-dotcom/no-shell-agent-operating-pack ai-automation-operating-pack.vercel.app Plain-language operating pack for preventing empty-shell AI automation with agents, plugin 0 Codex, OpenCode 1 214 tok
lucyfox199818-collab/codex-binance-agent Terminal MCP for crypto trading 0 Codex, Cursor, OpenCode 4 516 tok
m-dev-tools/m-dev-tools-mcp MCP server for the m-dev-tools org catalog — exposes route_intent, describe, and verify as 0 Claude Code, Codex, OpenCode 2 2,406 tok
major/pcp-mcp MCP server for Performance Co-Pilot metrics 0 Codex, GitHub Copilot, OpenCode 2 2,209 tok
matematicsolutions/mcp-nsa matematicsolutions.com MCP server for Polish administrative court rulings (NSA + 16 WSA) via CBOSA (orzeczenia.ns 0 Claude Code, Codex, OpenCode 3 980 tok
mattpicone/upgradelens upgradelens.mattpicone.workers.dev Evidence-backed dependency upgrade intelligence for AI coding agents. REST API + remote MC 0 Codex, Gemini CLI, OpenCode 2 884 tok
michaelcolenso/babynames Fun with the Social Security Administration's baby name data 0 Claude Code, Codex, OpenCode 2 3,064 tok
mifactory-bot/mifactory-contratos 0 Codex, OpenCode 1 1,838 tok
mrslbt/japan-ux-mcp npmjs.com MCP server for Japanese web UX conventions. Generates and audits forms, typography, layout 0 Codex, OpenCode 1 1,135 tok
mrslbt/nankai-trough-mcp Honest Nankai Trough earthquake hazard + building-safety MCP — official Japan data only, n 0 Codex, OpenCode 1 1,852 tok
mrslbt/paypay-mcp npmjs.com MCP server for the PayPay Open Payment API. Create QR codes, check payments, refunds, and 0 Codex, OpenCode 1 2,571 tok
msanchezgrice/audioform talkform-taupe.vercel.app 0 Codex, OpenCode 1 593 tok
mityda/ClauseKeeper clausekeeper.app Open-source tool to scan & generate always-current website legal documents (privacy, terms 0 Codex, GitHub Copilot, OpenCode 3 2,704 tok
nccurry/mtg-mcp An MCP server for building Magic the Gathering decks 0 Claude Code, Codex, OpenCode 2 1,887 tok
moooonad/mcp-google-sheets-full npmjs.com Full-featured Google Sheets MCP server with arbitrary Node code execution. 26 tools + run 0 Codex, OpenCode 1 2,182 tok
nexus-mcp-infra/similarity-search-api-sdk API real generada por FORGE 0 Codex, OpenCode 1 5,406 tok
nexus-mcp-infra/useful-data-source-for-agents-doing-product-price-sdk Useful data source for agents doing product/price research: BuyWhere Singapore catalog API 0 Codex, OpenCode 1 3,011 tok
neprel/git-a2a git-a2a.com A git repository that can be imported together with the agents that own it. 0 Claude Code, Codex, OpenCode 2 189 tok
panth-net/sancho-fetch 0 Claude Code, Codex, OpenCode 4 4,251 tok
partymola/bosch-flow-mcp modelcontextprotocol.io MCP server for the Bosch eBike Flow API with OAuth, local cache, and battery trend analysi 0 Claude Code, Codex, OpenCode 2 3,556 tok
partymola/google-health-mcp MCP server for the Google Health API: heart rate, activity, sleep, SpO2, HRV, ECG and irre 0 Claude Code, Codex, OpenCode 2 12,771 tok
pascalallen/pgmcp Read-only Postgres ops/DBA MCP server in Go (official go-sdk): top queries, EXPLAIN analys 0 Claude Code, Codex, OpenCode 2 2,384 tok
olk/architecture-pattern-mcp MCP server that provides architecture design expertise to AI coding agents 0 Codex, OpenCode 1 812 tok
ondeinference/onde-cli ondeinference.com Fine-tune, quantize, and publish your model all from your Apple silicon devices. 0 Claude Code, Codex, OpenCode 4 12 tok
pelazas/carrydesk carry.pelazas.com Cross-sectional funding-carry rankings for Hyperliquid perps — published hourly, sold per 0 Codex, OpenCode 1 2,885 tok
pelletnetwork/pellet pellet.network Wallets and identities for agents 0 Claude Code, Codex, OpenCode 3 79 tok
philly88r/localtry-mcp localtry.com Tenant-isolated MCP server for operating and customizing LocalTry CRM from ChatGPT and oth 0 Codex, OpenCode 1 180 tok
pooriaarab/aigentify Make any product agent-native: audit a repo or site for AGENTS.md, MCP/server.json, Offer 0 Codex, OpenCode 1 818 tok
pooriaarab/vibedating getvibe.dev Dating by tokens — connect your Claude/Codex/etc usage, matched by league (1M/5M/1B+). Ver 0 Codex, OpenCode 1 595 tok
pooriaarab/vibelive getvibe.dev Share a live Claude Code, Codex, or Gemini terminal on your LAN, one driver at a time. 0 Codex, OpenCode 1 589 tok
pooriaarab/vibemovie getvibe.dev Your vibe coding session, as a cinematic narrated movie. Not a screen recording — a story. 0 Codex, OpenCode 1 621 tok
pooriaarab/vibenetwork Decentralized social network for AI coders — P2P, verified-by-usage identity (ed25519), pr 0 Codex, OpenCode 1 576 tok
pooriaarab/viberadio getvibe.dev Your agent's output as audio — spoken narration, monologue, two-host podcast, or reactive 0 Codex, OpenCode 1 666 tok
pooriaarab/vibeshare getvibe.dev Share a live agent coding session by URL, for developers who pair in a browser. 0 Codex, OpenCode 1 593 tok
quality-screener/quality-screener-mcp-server MCP server for the Quality Screener stock screener 0 Claude Code, Codex, OpenCode 9 1,840 tok
r3dz4r/datapulse-my data-pulse.my Open-source trust & interoperability layer for Malaysian public data: freshness monitoring 0 Claude Code, Codex, OpenCode 2 2,688 tok
professor2k8/agent-security-lens npmjs.com Safe-install and trust-check MCP for autonomous agents before they install MCPs, Skills or 0 Codex, OpenCode 1 489 tok
proscar87/oura-mcp The Oura v2 API as an MCP server. Paginates, fixes the date range, warns when data is miss 0 Codex, OpenCode 1 3,371 tok
reesehammer/umbra-py umbra-py.space A Python-first toolkit to make Umbra SAR open data easy to discover, load, process, and an 0 Claude Code, Codex, OpenCode 4 7,176 tok
r0x0d/linux-mcp-server Tools to allow LLM clients to interact with Linux systems remotely 0 Codex, OpenCode 1 471 tok
ronniechong/healthchecks-io-mcp npmjs.com Healthchecks.io MCP 0 Claude Code, Codex, OpenCode 2 1,524 tok
richard-kim-79/popup 0 Claude Code, Codex, OpenCode 2 999 tok
rijul170/qualys-mcp MCP server for full Qualys portal management — VMDR, Policy Compliance, WAS, Cloud Agent, 0 Claude Code, Codex, OpenCode 2 658 tok
rlawogh1005/green-mcp 0 Claude Code, Codex, OpenCode 2 1,017 tok
adamkrawczyk/agentpact-mcp-server agentpact.xyz MCP server for AgentPact — the AI agent marketplace. 42 tools for discovering offers, nego 0 Claude Code, Codex, OpenCode 2 2,538 tok
saagpatel/mcp-trust mcp-trust-synthetic-preview-git-202.vercel.app Neutral trust registry for MCP servers — check before you connect 0 Codex, OpenCode 1 1,682 tok