How real projects configure their agents

31,986 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 agents7,699Claude Code6,660Data and AI3,668Backend and APIs3,501Languages3,399Planning3,231Git and workflow3,226Code review2,759Testing2,389Memory and context2,368Writing and docs2,333DevOps and cloud2,313Research2,290Frontend2,267Security2,038Project management1,731

All Claude Code31,986 Codex23,430 OpenCode22,372 GitHub Copilot3,564 Gemini CLI1,915 Cursor1,742 Windsurf150 Kiro84

Project Stars Configures Files Always loaded
swisstruthorg/swiss-truth-mcp swisstruth.org Verified knowledge base for AI agents via MCP — certified facts with source references, co 0 Claude Code 5 391 tok
syamaner/coffee-roaster-mcp pypi.org RoastPilot MCP server for coffee-roaster telemetry, controlled actuation, first-crack dete 0 Claude Code, Codex, GitHub Copilot, OpenCode 15 2,635 tok
sylenzor/rigelonchain 0 Claude Code 1 1,147 tok
symbionix-sl/airstrings-cli airstrings.com AirStrings CLI — manage strings, locales, bundles, and publishing from the terminal 0 Claude Code, Codex, OpenCode 2 3,660 tok
takeyaqa/PictMCP Pairwise testing for your AI assistant 0 Claude Code, Codex, GitHub Copilot, OpenCode 3 511 tok
teabagkim/claude-interview-mode 0 Claude Code 1 1,277 tok
srotzin/hivegate MCP server for cross-platform agent onboarding. Registers external agents, translates inte 0 Claude Code 1 548 tok
ssd7830-cmyk/korean-firefighter-law-mcp MCP server combining National Fire Agency public data (fires, emergency care, firefighting 0 Claude Code 2 962 tok
sseshachala/conduct-cli conductai.ai ConductGuard CLI — AI tool governance hook installer for Claude Code, Codex, and Cursor 0 Claude Code 6 136 tok
telegraphprotocol/telegraph-mcp 0 Claude Code, Codex 1
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
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 1,658 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
vicseeai/vicsee-mcp-server vicsee.com Official MCP server for the VicSee AI video & image generation API. 0 Claude Code 1 1,103 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
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
WYRE-AI/avanan-legacy-mcp MCP server for the Avanan MSP SmartAPI (legacy tenant management) 0 Claude Code 1 1,185 tok