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
EremesNG/thoth-mem Persistent memory MCP server for AI coding agents, built for durable cross-session context 1 Claude Code, Codex, OpenCode 19 1,372 tok
Chisanan232/slack-mcp-server chisanan232.github.io 🦾 A strong MCP server for Slack. 1 Claude Code 1 1,711 tok
JoaoCarabetta/basedosdados-mcp 1 Claude Code, Gemini CLI 2 3,411 tok
LA3D/mcp_vocabulary_service Vocabulary Service using Model Context Protocol (MCP) 1 Claude Code 1 1,441 tok
n2400813g/blop-mcp blopai.com MCP-native release confidence control plane for web apps 1 Claude Code, Codex, OpenCode 2 4,752 tok
iaynidn-sudo/ai-translation-tool Customer needs research summary tool: audio transcription (Whisper) + AI-generated researc 1 Claude Code 1
ardaglobal/mcp-ardaglobal-code arda-global.fastmcp.app Arda Vector Database MCP Server 1 Claude Code 1 4,927 tok
paragraph-xyz/paragraph-mcp MCP server for Paragraph — expose your publication to AI agents 1 Claude Code 1
u-daveblack/gurufocus-mcp Gurufocus MCP server and Python API client 1 Claude Code 1 865 tok
chals-go/kakaocloud-openapi-mcp KakaoCloud OpenAPI MCP server — provides KakaoCloud API documentation for AI coding assist 1 Claude Code 7 185 tok
YawLabs/electron-mcp yaw.sh Electron.js MCP server — IPC scaffolding, security auditing, build tooling, and developmen 1 Claude Code 1 1,763 tok
sassoftware/sas-score-mcp-serverjs A Model Context Protocol (MCP) server for scoring with SAS Viya 1 Claude Code, Codex, GitHub Copilot 15 912 tok
mosse/seshat-mcp 1 Claude Code 1 532 tok
leanzero-srl/leanzero-mcp-doc-processor leanzero.net This is a Model Context Protocol server that helps you work with PDF, DOCX, and Excel file 1 Claude Code 1 12,227 tok
SVerITG/Metis_PH A Research Cortex. A research companion for Claude. Your library, notes & memory stay on y 1 Claude Code, Codex, OpenCode 43 10,839 tok
FradSer/mcp-server-osascript 1 Claude Code 1 1,113 tok
allenrobel/bug-tracker-mcp MCP server to track bugs 1 Claude Code 1 1,867 tok
julianken/civic-awareness-mcp An MCP server for US federal and state legislative data. Pulls from OpenStates and Congres 1 Claude Code 1 748 tok
miziodel/navigravity NaviGravity (NG) is an intelligent MCP (Model Context Protocol) server that empowers an AI 1 Claude Code, Codex 1
ValiantEvers/skatt-mcp Lokal MCP-server for norske skatteberegninger, Claude svarer med faktiske tall. Alt kjører 1 Claude Code, Codex, OpenCode 2 2,699 tok
noma4i/office-mcp Complete office mcp for MacOS 1 Claude Code 1 7,017 tok
Bloomidea/saft-mcp MCP server for analyzing Portuguese SAF-T tax files with AI. Validate, query, and extract 1 Claude Code 1 1,325 tok
x10send/plex-mcp-server MCP server for Plex Media Server — browse libraries, search media, and get viewing recomme 1 Claude Code 1 1,065 tok
templetwo/sovereign-stack thetempleoftwo.com MCP server for AI memory, governance, and continuity across session-death. A self-verifyin 1 Claude Code 1 6,440 tok
WtecHtec/agentation-qa-skill Compatible with agentation-zero. 1 Claude Code 1 907 tok
robinmordasiewicz/f5xc-api-mcp robinmordasiewicz.github.io 1 Claude Code 1 2,137 tok
AustinMander/ghl-mcp GoHighLevel MCP Server — 50 tools for contacts, pipelines, conversations, calendars, workf 1 Claude Code 1 2,441 tok
qxbao/qldt-hanu-mcp Model Context Protocol (MCP) server for QLDT HANU — the student management system of Hanoi 1 Claude Code 1
PurdueRCAC/globus-mcp Model Context Protocol server implementation to manage Globus endpoints and transfers 1 Claude Code, Codex, OpenCode 10 7,786 tok
dholliday3/blacksmith-usage-mcp Local MCP server for Blacksmith.sh CI usage & cost APIs (unofficial) 1 Claude Code, Codex, OpenCode 2 1,173 tok
nic01asFr/docs-mcp-server MCP Server for Docs - Professional collaborative document management through Model Context 1 Claude Code 1 2,877 tok
PraveenJayaprakash-JP/repomemory repomemory-omega.vercel.app Project Intelligence Platform for AI Coding Agents. Scan, audit, generate, and monitor con 1 Claude Code 1 1,643 tok
MiguelRipoll23/eml-mcp MCP/CLI server for interacting with your .eml files 1 Claude Code 1 696 tok
DON-VXNKS/mcp-sentiment-analyzer MCP server for Hacker News sentiment analysis. Track developer sentiment on any tech topic 1 Claude Code 1 746 tok
derekbar90/zenhub-mcp 1 Claude Code 1 226 tok
lidless-labs/n8nctrl lidless.dev n8n automations are locked behind its own UI. n8nctrl hands workflow inspect, validate, ru 1 Claude Code, Codex, OpenCode 2 1,673 tok
produckteavity/ticktick-mcp MCP server that connects AI assistants to TickTick task management 1 Claude Code 1 1,533 tok
digitalsamba/embedded-api-mcp-server digitalsamba.com Digital Samba Embedded API MCP Server 1 Claude Code 1 2,006 tok
NengjiangLunpi/astockevent-mcp MCP Server for AStockEvent — structured A-share announcement event feed for AI agents 1 Claude Code 1 406 tok
blasrodri/truth Deterministic fact-checker for AI coding agents — verify an agent's claims about its own w 1 Claude Code 3
utenadev/qwencode-mcp-server QwenCode MCP Server - Model Context Protocol integration for Qwen 1 Claude Code, Gemini CLI 2 3,113 tok
nelsonra/mixcloud-mcp Mixcloud MCP project to learn FastMCP and Python 1 Claude Code 1 1,836 tok
Netts-official/tron_mcp_server netts.io Advanced TRON blockchain MCP server with smart contract interaction, energy estimation, an 1 Claude Code 1 1,521 tok
uppinote20/ghost-mcp MCP server for managing Ghost blogs from AI coding editors 1 Claude Code 1 1,189 tok
poliakarmai/bybit-ws t.me AI-Native Trading Engine — Bollinger Grid LONG/SHORT. REST API + MCP for AI agents. 24/7 a 1 Claude Code, Codex, OpenCode 2 3,817 tok
uidaho-nsummers/tdx-cli-mcp TypeScript CLI and MCP server for the TeamDynamix Web API — built for AI coding agents (Cl 1 Claude Code, Codex, OpenCode 2 2,982 tok
congzhou09/chrome-dev-mcp An MCP server for Chrome runtime debugging 1 Claude Code 1 137 tok
cuber-it/mcp_playwright_tools MCP-Server für Browser-Automatisierung mit Playwright. Steuert Chrome per Chat, zeichnet T 1 Claude Code 1 286 tok
rzippert/libvirt-mcp MCP server to manage KVM/QEMU domains on remote libvirt hosts via SSH-tunneled libvirt RPC 1 Claude Code 1 1,326 tok
aud1ence/obsidian-wiki-mcp MCP server implement Karpathy's LLM Wiki pattern 1 Claude Code, Codex, OpenCode 2 1,899 tok