How real projects configure their agents

43,652 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
Aero25x/ASO-Copilot persocia.com Self-hosted App Store Optimization tracker with keyword rank tracking, competitor spying, 5 Claude Code, Codex, OpenCode 2 79 tok
clouatre-labs/math-mcp-learning-server Educational MCP server with math operations, matrix algebra, data visualization, and persi 5 Codex, OpenCode 1 548 tok
andreacappelletti97/google-flights-mcp 5 Claude Code 1 1,168 tok
joelbarmettlerUZH/slidev-mcp slidev-mcp.org MCP server for generating, rendering, and hosting Slidev presentations 5 Claude Code 1 4,306 tok
felixAnhalt/figma-to-code-mcp MCP server to extract Figma design information and convert it to mostly css for coding age 5 Claude Code, Codex, OpenCode 14 1,298 tok
j-east/pixel-surgeon-mcp MCP server for AI image generation via Google Gemini Flash Image. Style presets, interacti 5 Claude Code 1 1,087 tok
KevinRabun/FedRAMP20xMCP MCP server for querying FedRAMP 20x requirements with Azure-first guidance 5 GitHub Copilot 2 3,979 tok
abenassi/argentina-data-mcp argentinadata.mymcps.dev MCP server exposing real-time Argentine legal and financial data (Infoleg, BCRA, AFIP) for 5 Claude Code 1 235 tok
fullstackdegen/agent-audit npmjs.com Turn Lighthouse audits into coding-agent tasks. 5 Claude Code, Codex, OpenCode 2 1,113 tok
iamalisson/inquisitor Hypothesis-driven problem solving for AI agents: probe, falsify, escalate — never blind-re 5 Codex, OpenCode 1 1,531 tok
New1Direction/korgex korgex-docs.pages.dev The verifiable AI coding agent : provider-agnostic, MCP-native, tamper-evident ledger 5 Codex, OpenCode 1 311 tok
NazarKalytiuk/tarn nazarkalytiuk.github.io CLI-first API testing tool. YAML-defined tests, structured JSON output, built for AI-assis 5 Claude Code, Codex, Cursor, OpenCode 3 5,987 tok
askads/mcp-yandex-wordstat npmjs.com MCP server for Yandex Wordstat — search query statistics: frequency, related phrases, tren 5 Claude Code 1 1,930 tok
goklab/guardvibe guardvibe.dev Security infrastructure your AI can't be — deterministic, daily CVE intel past your model' 5 Claude Code 1 597 tok
Kolonie-AI/kolonie-platform Kolonie AI platform monorepo — domain model, API, MCP, task engine, academy verifiers, coi 5 Codex, OpenCode 1 11,032 tok
DustinTrap/kvm-pilot Smart hands for your AI agents — write-capable, multi-plane (KVM + BMC + SSH) MCP server f 5 Claude Code 2 2,625 tok
GeiserX/spinnaker-mcp MCP Server for Spinnaker — manage applications, pipelines, and deployments via the Model C 5 Claude Code 1 432 tok
Sapientropic/AIppocampus aippocampus.com Source-backed continuity layer for long-running AI agent relationships. 5 Claude Code, Codex, OpenCode 3 2,664 tok
Shangri-la-0428/Thronglets P2P shared memory substrate for AI agents — stigmergic knowledge network via libp2p 5 Claude Code, Codex, OpenCode 2 4,571 tok
bkalafat/DiffPilot MCP server for PR review tools - diff analysis, code review, and PR title/description gene 5 GitHub Copilot 1 596 tok
cmd8/excalidraw-mcp npmjs.com Model Context Protocol server for Excalidraw diagrams 5 Codex, OpenCode 1 327 tok
cmeans/mcp-clipboard pypi.org MCP server that reads and writes your system clipboard — tables, text, code, JSON, URLs, i 5 Claude Code 1 1,875 tok
doc2mcp/doc2mcp doc2mcp.vercel.app Paste any docs URL — LangChain, Stripe, your own — and get a hosted MCP server Cursor can 5 Cursor 1
muba00/gitstandup Generate daily standup notes from your git commits using AI 5 GitHub Copilot 1 562 tok
agentailor/slimcontext-mcp-server agentailor.com MCP Server for SlimContext - AI chat history compression tools 5 Claude Code 1 636 tok
mspstack/mcp-itglue MCP server for IT Glue — semantic search, documents, and flexible assets for MSPs 5 Claude Code 1 1,259 tok
psyb0t/docker-talkies ciprian.51k.eu Self-hosted Docker speech API for OpenAI-compatible transcription and text-to-speech, stre 5 Claude Code 1
seongwon030/velog_mcp npmjs.com An MCP server for writing and managing posts on Velog with Claude and Codex 5 Claude Code, Codex, OpenCode 2 1,560 tok
talonicdev/talonic-mcp Official Talonic MCP server. Lets AI agents extract structured data from any document via 5 Claude Code, Codex, OpenCode 2 3,895 tok
beyondwin/FixThis Point at any Jetpack Compose UI element, annotate it, and hand off source pinned prompts t 5 Claude Code, Codex, OpenCode 4 1,389 tok
mrslbt/rakuten-mcp npmjs.com MCP server for the Rakuten Web Service API. 28 read-only tools across Ichiba (e-commerce), 5 Codex, OpenCode 1 4,094 tok
mspstack/mcp-connectwise-psa MCP server for ConnectWise PSA — tickets, time, dispatch, companies, and invoicing for MSP 5 Claude Code 1 3,474 tok
peturgeorgievv-factory/postfast-mcp postfa.st MCP server for the PostFast API — schedule and manage social media posts (X, Instagram, Fa 5 Claude Code 1 687 tok
slettmayer/oebb-mcp-server pypi.org MCP Server for OeBB (Austrian Railways) API 5 Claude Code 1 856 tok
benkaiser/mob-mcp-crm mobcrm.au Personal CRM - Remember your contacts better 5 Codex, OpenCode 1 990 tok
peter-fusek/oncofiles oncofiles.com Medical records scattered across Gmail and Google Drive? Oncofiles reads, organizes, and m 5 Claude Code 3 8,908 tok
WasmAgent/wasmagent-js wasmagent.github.io Embedded agent runtime compliance layer — WASM sandbox, MCP firewall, capability manifests 5 Claude Code, Codex, OpenCode 2 3,947 tok
francisco-perez-sorrosal/cv Francisco Perez-Sorrosal's CV 5 Claude Code 1 653 tok
ironclawdevs27/Argus argus-qa.com AI-powered QA harness for Claude Code — automated bug detection via Chrome Dev-Tools Proto 5 Claude Code 1 21,088 tok
marshally/mcp-refactoring MCP server exposing Martin Fowler's refactoring catalog to LLMs 5 Codex, OpenCode 1 230 tok
simplifier-ag/simplifier-mcp An MCP server for integrating AI agents with the Simplifier Low Code Platform 5 Claude Code 1 741 tok
theYahia/yandex-direct-mcp MCP server for Yandex Direct — PPC campaigns, ads, keywords, stats (Russia). Part of WWmcp 5 Claude Code 1
vincentwongso/mt5-trading-mcp engineering.fintrixmarkets.com MCP server wrapping the MetaTrader 5 Python library, read market data, watch your trades, 5 Claude Code 2
vuluu2k/webcake-landing-mcp mcp.toolvn.io.vn MCP server: Webcake landing-page element schemas + AI usage hints + page-source persistenc 5 Claude Code, Codex, OpenCode 9 8,425 tok
bruchris/canvas-lms-mcp bruchris.github.io Canvas LMS MCP server — read courses, assignments, submissions, rubrics, quizzes; grade an 5 Claude Code, Codex, OpenCode 7 1,800 tok
magna-nz/backstory Search your data exports from Google, Telegram, Spotify, and Instagram in one place. Every 5 Gemini CLI 1 357 tok
tokenrip/cli tokenrip cli 5 Codex, OpenCode 1 9,536 tok
up2itnow0822/agentpay-mcp npmjs.com Non-custodial x402 MCP payment layer for AI agents — the open-source alternative to Vercel 5 Codex, Cursor, OpenCode 2 900 tok
Warmplane/warmplane A Local Control Plane for Deterministic, Token-Efficient MCP Operations 5 Claude Code, Codex, OpenCode 3 1,157 tok
cherninlab/ennodia ennodia.cherninlab.com MCP server that lets one AI agent ask other agents for help 5 Claude Code, Codex, OpenCode 2 153 tok