How real projects configure their agents

43,761 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
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
nbaradar/obsidian-mcp-server nbaradar.github.io Local MCP Server implementation for Obsidian . Allows multi-vault usage, optimized for tok 1 Codex, OpenCode 1 5,118 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
2019-02-18/MCX Bridge between MCP protocol and Chrome extensions. Connect AI models to browser capabiliti 1 Cursor 1 170 tok
robinmordasiewicz/f5xc-api-mcp robinmordasiewicz.github.io 1 Claude Code 1 2,137 tok
Blekline/blekline-oss app.blekline.com Non-Human Identity & Runtime Enforcement for AI Agents — open-core MCP/SDK to mask, enforc 1 Codex, OpenCode 1 553 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
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
MatiasLaukka/Support-Ticket-Triage-MCP Reliability-first support operations platform combining deterministic workflows and AI-ass 1 Codex 1
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
olssonsten/mcp-redmine A redmine MCP server covering close to 100% of redmines API 1 Codex, OpenCode 1 412 tok
Jame0077/mcp-code-mode 🤖 Enable AI code generation using the Code Execution MCP Server, integrating large langua 1 Codex, OpenCode 1 243 tok
hkopenai/hk-misc-mcp-server This is an MCP server that provides access to government miscellaneous data through a Fast 1 Gemini CLI 1 77 tok
adpena/teadata-mcp Model Context Protocol server and assistant UI for Texas public school data. 1 Codex, Gemini CLI, OpenCode 2 1,541 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
atobouh/symapse Symapse indexes a codebase, builds a deterministic call graph, and gives AI agents instant 1 Codex, OpenCode 1 497 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
teleomorph/pinako-mcp An MCP server that lets Claude, Cursor, or any MCP client organize your Pinako tabs and li 1 Codex, OpenCode 1 588 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
zachspar/fred-mcp FRED Python MCP server using fred-py-api 1 Codex, OpenCode 1 600 tok
uppinote20/ghost-mcp MCP server for managing Ghost blogs from AI coding editors 1 Claude Code 1 1,189 tok
agentspan-ai/mcp-testkit 1 Codex, OpenCode 1 1,441 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
torsday/omnifocus-mcp An MCP server exposing the full OmniFocus surface to LLM agents. 1 Codex, OpenCode 1 6,885 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
zzhan111/multi-agents-browser MultiAgentsBrowser (ma-browser) - your real browser as the API, shared safely by many AI a 1 Claude Code, Codex, OpenCode 2 3,738 tok