How real projects configure their agents

43,813 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 agents7,750Claude Code6,665Data and AI3,660Backend and APIs3,501Languages3,396Git and workflow3,240Planning3,237Code review2,765Testing2,405Memory and context2,365Writing and docs2,337DevOps and cloud2,319Research2,286Frontend2,267Security2,044Project management1,742

All Claude Code31,993 Codex23,503 OpenCode22,448 GitHub Copilot3,567 Gemini CLI1,915 Cursor1,740 Windsurf150 Kiro86

Project Stars Configures Files Always loaded
thalovant/thalovant-mcp docs.thalovant.com MCP server for Thalovant control-plane and hub runtime APIs 0 Codex, OpenCode 1 283 tok
thatdudealso/musicwire musicwire.5432wire.com Musicwire: x402-monetized music composition & render API for AI agents - compose MusicXML 0 Claude Code, Codex, OpenCode 2 1,739 tok
theYahia/amocrm-mcp npmjs.com MCP server for amoCRM — leads, contacts, pipelines, tasks (Russia) 0 Claude Code 1 —
theYahia/boxberry-mcp npmjs.com MCP server for Boxberry — delivery points, shipping, tracking (Russia) 0 Claude Code 3 —
theYahia/calltouch-mcp npmjs.com MCP server for Calltouch — call tracking, attribution analytics (Russia) 0 Claude Code 1 —
theYahia/cloudpayments-mcp npmjs.com MCP server for CloudPayments — acquiring, subscriptions, refunds (Russia) 0 Claude Code 1 —
theYahia/gigachat-mcp npmjs.com MCP server for GigaChat — Sber AI chat, embeddings, image generation (Russia) 0 Claude Code 1 —
theYahia/jivosite-mcp npmjs.com MCP server for JivoSite — live chat, visitor tracking, agents (Russia) 0 Claude Code 1 —
sns45/dear-claude 0 Claude Code 1 1,363 tok
theYahia/roistat-mcp npmjs.com MCP server for Roistat — marketing analytics, ROI tracking (Russia) 0 Claude Code 1 —
theYahia/mts-exolve-mcp npmjs.com MCP server for MTS Exolve — SMS, calls, recordings, Viber (Russia) 0 Claude Code 1 —
theYahia/kontur-focus-mcp npmjs.com MCP server for Kontur.Focus — company search, financials, counterparty check (Russia) 0 Claude Code 1 —
theYahia/sendpulse-mcp npmjs.com MCP server for SendPulse — email campaigns, mailing lists (Russia) 0 Claude Code 1 —
theYahia/sms-ru-mcp npmjs.com MCP server for SMS.RU — SMS sending, delivery status, balance (Russia) 0 Claude Code 2 —
theYahia/superjob-mcp npmjs.com MCP server for SuperJob — vacancy search, employers (Russia) 0 Claude Code 2 —
theYahia/tkassa-mcp npmjs.com MCP server for T-Kassa — payments, refunds, recurring, SBP, receipts (Russia) 0 Claude Code 1 —
theYahia/unisender-mcp npmjs.com MCP server for UniSender — email campaigns, newsletters (Russia) 0 Claude Code 1 —
theYahia/yandex-speechkit-mcp MCP server for Yandex SpeechKit — speech recognition, synthesis (Russia). Part of WWmcp — 0 Claude Code 1 —
thehesiod/aa-mcp MCP server for read-only American Airlines AAdvantage account access via direct API calls 0 Claude Code 1 2,327 tok
therealtimex/browser-use browser-use.com Make websites accessible for AI agents 0 Claude Code 1 2,495 tok
therealtimex/un-datacommons-mcp Tools and agents for interacting with the Data Commons Knowledge Graph using the Model Con 0 Codex, OpenCode 1 687 tok
thuupx/lunge lunge-mcp.thupham.io.vn Agent-native API client for REST/GraphQL/WS/SSE/gRPC - driven entirely by MCP tools, built 0 Codex, OpenCode 1 2,050 tok
theYahia/kaspi-mcp npmjs.com MCP server for Kaspi.kz Shop — orders, products (Kazakhstan) 0 Claude Code 1 —
tje8x/anvx anvx.vercel.app Intelligence layer for token economy routing and orchestration 0 Claude Code 1 528 tok
turbopress-de/turbometrics-mcp 0 Claude Code 1 2,856 tok
tydung26/websupport-mcp MCP server for the Websupport REST API — DNS, FTP, hosting, databases, mailboxes, VPS and 0 Claude Code 1 1,116 tok
uncfreak1255-code/hostaway-mcp Read-only, hospitality-shaped MCP server for Hostaway 0 Claude Code, Codex, OpenCode 2 1,624 tok
tonylchang/janus-mcp janus-mcp.ns47.com A local MCP server that gives LLMs safe, redacted access to Kubernetes - credentials never 0 Claude Code 1 1,151 tok
toreva/kit toreva.com SDK, CLI, and MCP connectors for the Toreva gateway. Wire any AI agent to Toreva in minute 0 Claude Code, Codex, OpenCode 2 10,835 tok
trustscoreagent/trustscoreagent Free, open reputation registry for AI microservices. Agents check trust scores before call 0 Claude Code 1 561 tok
us-all/dbt-mcp-server dbt MCP server — manifest, run results, sources, freshness, coverage, and DQ result tables 0 Claude Code 1 2,273 tok
us-all/google-drive-mcp-server Google Drive MCP server — 96 tools for Drive, Docs, Sheets, Slides with Google Workspace a 0 Claude Code 1 3,568 tok
vaibhavmule/aft.page Hosted deploy + share for agent-built small software (*.aft.page) 0 Claude Code, Cursor 1 —
vasparshin/b2b-outreach-skills 0 Claude Code 19 —
vedangvatsa/PDFtoWebsite cvinbio.vercel.app 0 Codex, OpenCode 1 424 tok
vicseeai/vicsee-mcp-server vicsee.com Official MCP server for the VicSee AI video & image generation API. 0 Claude Code 1 1,103 tok
viralnote/mcp-server Model Context Protocol server for ViralNote — schedule posts, manage media, read analytics 0 Codex, OpenCode 1 607 tok
vk0dev/agent-claim-mcp Local-first MCP server: parallel AI coding agents (Claude Code, Cursor, Codex) coordinate 0 Claude Code 1 220 tok
vlad-public-code/org.json-kula.valem valem.run Valem — deterministic reactive computation runtime for AI-generated structured data models 0 Claude Code 1 6,810 tok
wagamama/apple-app-mcp 0 Claude Code, Codex, OpenCode 2 6,318 tok
waka4674/shipsaving-mcp MCP Server for ShipSaving logistics platform — shipping rates, labels, orders, tracking & 0 Claude Code 1 691 tok
warfare-hub/revenue-mcp Revenue Dashboard MCP — query your MRR, churn, and revenue from Stripe, Gumroad, Lemon Squ 0 Codex, OpenCode 1 369 tok
withinfocus/statbotics-mcp-server MCP server for Statbotics. 0 Claude Code 1 574 tok
work0r-ai/agent-kit workorai.com Universal WorkorAI Agent Skill and MCP installer for Codex, Claude Code, OpenCode, and oth 0 Claude Code, Codex, OpenCode 2 3,019 tok
wujinkim/korea-business-verify 0 Claude Code 1 730 tok
wwwwujl/yuque-mcp Production-grade Yuque MCP server with safe read/write tools 0 Codex, OpenCode 1 311 tok
WYRE-AI/atera-mcp conduit.wyre.ai MCP server for Atera — ticketing, device monitoring, alerts, and customer management tools 0 GitHub Copilot 1 858 tok
WYRE-AI/avanan-legacy-mcp MCP server for the Avanan MSP SmartAPI (legacy tenant management) 0 Claude Code 1 1,185 tok
wywy-llc/gas-library-hub appscripthub.com Gas Library Hub, a platform where anyone can easily search, share, and rate GAS libraries 0 Claude Code 4 2,153 tok
xetenet/xete-mcp xete.net Encrypted, sovereign agent-to-agent messaging — an MCP server for xete 0 Claude Code 7 816 tok