How real projects configure their agents

44,969 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 agents8,530Claude Code6,887Git and workflow3,618Data and AI3,582Backend and APIs3,558Languages3,485Planning3,325Code review2,903Testing2,691DevOps and cloud2,482Writing and docs2,481Memory and context2,373Research2,322Frontend2,310Security2,179Project management1,971

All Claude Code32,523 Codex24,842 OpenCode23,761 GitHub Copilot3,723 Gemini CLI2,038 Cursor1,771 Windsurf201 Kiro116

Project Stars Configures Files Always loaded
nirholas/crypto-market-data crypto-market-data.modelcontextprotocol.name Live cryptocurrency and DeFi market data. Simple, easy, straight to the point. Market dat 32 Claude Code, Codex, GitHub Copilot, Gemini CLI, OpenCode 4 795 tok
vsaranyuk/kaiten-mcp-server Production-ready MCP server for Kaiten API integration with Claude Desktop 32 Claude Code 1 2,064 tok
lacion/fleet-deck Mission control for every Claude Code session on your machine. 32 Claude Code 2 —
Daghis/teamcity-mcp Model Context Protocol (MCP) server for JetBrains TeamCity: control builds, tests, agents 32 Claude Code, Codex, OpenCode 2 2,706 tok
TencentCloudCommunity/mcp-server Tencent Cloud MCP Server, Support Remote Hosted and Local Installation 32 GitHub Copilot 1 2,482 tok
nirholas/mcp-notify mcp-notify.modelcontextprotocol.name Monitor the Model Context Protocol (MCP) Registry for new, updated, and removed servers. G 32 Claude Code, Codex, GitHub Copilot, Gemini CLI, OpenCode 4 827 tok
danieleteti/mcp-server-delphi MCP (Model Context Protocol) server library for Delphi. Built on DMVCFramework, it lets yo 32 Claude Code 1 4,459 tok
9crusher/mcp-server-kalshi A MCP server to interact with Kalshi prediction markets 32 Claude Code, Codex, OpenCode 2 1,471 tok
TsukumoHQ/WRAI.TH tsukumo.ch Multi-agent orchestration via MCP. Persistent memory, inter-agent messaging, goal cascade, 32 Claude Code 3 —
rcarmo/python-office-mcp-server rcarmo.github.io An MCP server for OOXML documents 32 Codex, OpenCode 1 344 tok
derive-to/derive derive.to Review and approval for work made by AI agents. Fair Source, self-hostable, and MCP-native 32 Claude Code, Codex, OpenCode 6 1,506 tok
strzhao/autopilot Self-driving loops for AI coding — a state-machine loop engine plugin for Claude Code & Co 32 Claude Code 1 1,603 tok
jonradoff/lightcms metavert.io Self-hosted CMS that works human or headless: full admin UI plus REST and MCP APIs, built- 32 Claude Code 1 10,086 tok
shreyas-s-rao/claude-code-narrator medium.com A text-to-speech plugin for Claude Code. 32 Claude Code 1 1,319 tok
DollarDill/beads-superpowers algocents.com Superpowers & Beads task memory for AI coding agents - supports Claude Code, Codex, OpenCo 32 Claude Code, Codex, Gemini CLI, OpenCode 3 6,322 tok
indranilbanerjee/contentforge indranil.in An open-source editorial production system that researches, verifies, drafts, and delivers 32 Codex, OpenCode 1 1,826 tok
mercadopago/mercadopago-claude-marketplace Claude Code plugin marketplace for Mercado Pago payment integrations — checkout, webhooks, 32 Claude Code, Codex, OpenCode 3 1,920 tok
dancolta/subscope Free Claude Code plugin that surfaces buyer-intent Reddit threads with no API key and no R 32 Claude Code 1 3,399 tok
Cognitic-Labs/geoskills aivsrank.com Open-source Agent Skills for GEO — 6 skills to diagnose, fix, and monitor AI visibility fo 32 Claude Code, Codex, OpenCode 2 1,603 tok
hail-hq/hail hail.so Give your agent a real phone number and an email inbox — in minutes, not days. 32 Claude Code, GitHub Copilot, Cursor 5 2,844 tok
sophronesis/borne-m57-firmware QMK/Vial firmware patches for the BORNE m57 (Knauf Corne 4x6) split keyboard - fixes broke 32 Claude Code 2 1,301 tok
frostyard/snosi A bootable container image build system using mkosi for creating Debian-based bootable con 32 Claude Code, Codex, GitHub Copilot, Cursor, Gemini CLI, OpenCode 12 4,748 tok
mudler/face-detect.cpp face-detect.cpp is a from-scratch C++17 port of the insightface buffalo face-recognition p 32 Codex, OpenCode 1 1,571 tok
hamr0/beeperbox Plug your AI agent into 50+ messengers (WhatsApp, iMessage, Signal, Telegram, Slack…) thro 32 Claude Code 1 2,307 tok
yazelin/ipas-ai-quiz yazelin.github.io iPAS AI Application Planner online mock exam practice (611 past exam questions, frontend-o 32 Claude Code, Codex, OpenCode 4 4,281 tok
braiins/llm-jail A Nix script for running CLI coding tools in an isolated MicroVM environment 32 Claude Code, Codex, OpenCode 2 2,449 tok
sseshachala/conductai conductai.ai Runtime governance for AI agents. Allow, warn, or block every model and tool call before i 32 Claude Code, Codex, GitHub Copilot, Cursor, OpenCode, Windsurf 11 5,722 tok
Vincent-Carrier/oxytone oxytone.xyz A web application for studying Ancient Greek texts with integrated lexical, syntactic, and 32 Claude Code 2 1,648 tok
pinchen147/system-design-skill System design from evidence, not vibes — reads your repo as the current architecture, runs 32 Claude Code, Codex, OpenCode 2 860 tok
ZICXR/A-Stock-Skills 📈 Claude Agent Skills for A-share analysis | 29 plug-and-play Skills covering data collec 32 Claude Code 1 —
ajhcs/mbse-agents Portable MBSE domain agents for AI-assisted systems engineering 32 Claude Code 1 182 tok
EthereumPhone/PQ1 32 Claude Code, Codex, OpenCode 3 28,369 tok
pradeepsiddappa/indian-trading-agent Indian market (NSE/BSE) adaptation of TauricResearch/TradingAgents: multi-agent analysis, 32 Claude Code 1 9,909 tok
tajchert/suuntool Unofficial CLI and MCP for the Suunto cloud API. Read and write your own fitness data from 32 Claude Code 1 4,299 tok
Dicklesworthstone/storage_ballast_helper Cross-platform Rust daemon that prevents disk-full incidents for AI coding workloads using 32 Claude Code, Codex, OpenCode 2 19,040 tok
TulanCN/vibe-noveling Claude Code Skills for Chinese web novel writing workflow 32 Claude Code 1 799 tok
mainwp/mainwp-mcp mainwp.com Official MainWP MCP server: manage your WordPress sites from Claude, Cursor, Codex, and ot 32 Claude Code, Codex 1 —
davidbuenov/dbv-specs-ops The blueprint that turns any AI assistant into a disciplined Senior Engineer. 32 Claude Code, Codex, GitHub Copilot, Gemini CLI, OpenCode, Windsurf 12 2,425 tok
ma4nn/pp-terminal The Analytic Companion for Portfolio Performance 32 Claude Code 1 2,137 tok
tskovlund/mcp-score MCP server for AI-driven music score generation and manipulation. Natural language to nota 32 Claude Code, Codex, OpenCode 2 1,755 tok
caomengxuan666/cxxmcp A conformance-tested C++17 SDK for Model Context Protocol servers and clients. 32 Codex, OpenCode 1 2,073 tok
badchars/cve-mcp npmjs.com 23-tool MCP server for CVE & vulnerability intelligence. NVD, EPSS, CISA KEV, GitHub Advis 32 Claude Code 1 845 tok
krogh-jacobsen/unity-code-style-guide A C# code style guide for Unity projects 32 Claude Code, Codex, OpenCode 2 3,463 tok
bradautomates/focus-group Clone your customers from real sales-call transcripts and run them as a standing focus gro 32 Claude Code, Codex, OpenCode 2 935 tok
afrotools/afrotools afro.tools AI-ready registry of structured API specs for African providers. Powers the Afro.tools MCP 32 Claude Code 1 2,370 tok
AoleiC/ai-mock-trade stock.objie.com Youzi AI · A-share AI research project package: market data queries, AI monitoring, AI mar 32 Codex, OpenCode 1 16,586 tok
cpatrickalves/plane-cli A command-line interface for https://plane.so, an open-source project management tool. The 32 Codex, OpenCode 1 312 tok
MnemeHQ/mneme mnemehq.com Architectural drift prevention for the agentic AI SDLC. 32 Claude Code, Codex, OpenCode 6 1,308 tok
brightwave-inc/tidebreak tidebreak.io Open-source, local-first desktop for AI coding agents and document work. Run Claude Code, 32 Claude Code, Codex, OpenCode 2 1,147 tok
PyModel/claude-architect Claude Code delegates coding to isolated CLI agents it doesn't trust (Codex, OpenCode, Pi, 32 Claude Code, Codex, OpenCode 2 4,416 tok