How real projects configure their agents

31,984 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 agents7,571Claude Code6,627Data and AI3,684Backend and APIs3,492Languages3,401Planning3,221Git and workflow3,179Code review2,740Testing2,368Memory and context2,365Writing and docs2,309DevOps and cloud2,308Research2,298Frontend2,256Security2,015Productivity1,715

All Claude Code31,984 Codex23,196 OpenCode22,145 GitHub Copilot3,551 Gemini CLI1,917 Cursor1,736 Windsurf133 Kiro79

Project Stars Configures Files Always loaded
event4u-app/agent-config event4u.app Every claim machine-checked, including "zero runtime daemon" — governed skills, rules and 10 Claude Code, Codex, GitHub Copilot, OpenCode 3 2,650 tok
openronin/openronin AI dev teammate for GitHub. Picks up issues, asks questions, ships PRs, answers your revie 10 Claude Code 1 2,240 tok
ashfulcra/fulcra-tools fulcradynamics.com Long-running AI agents coordinating over their human's own Fulcra account — shared bus, c 10 Claude Code, Codex, OpenCode 3 35,649 tok
mantacron/manta mantacron.github.io 20 AI agents in your git workflow. Secrets, injection flaws and unsafe migrations are bloc 10 Claude Code, Codex, GitHub Copilot, Gemini CLI, OpenCode 7 5,337 tok
codedev-david/termpolis termpolis.com AI terminal tool supporting multiple AI Terminals, multiple agents and an internal memory 10 Claude Code 1
haroontrailblazer/EduOrchestrate eolearn.vercel.app Turn any AI coding agent into a daily learning command center — adaptive role plans, sourc 10 Claude Code, Codex, Gemini CLI, OpenCode 10 1,081 tok
ababol/bnot bnot.app Claude Code, live in your notch. Every session, every worktree. One glance, one keystroke 10 Claude Code 2 2,592 tok
studiozedward/pip-token PipBoy-style VS Code Extension to understand your Claude Code usage. Now live. 10 Claude Code 1 689 tok
crypdick/pynchy pynchy.ricardodecal.com OpenClaw alternative with strict container isolation for security measures. Connects to Wh 10 Claude Code, Codex, OpenCode 4 1,021 tok
ChainAware/behavioral-prediction-mcp chainaware.ai AI-powered tools to analyze wallet behaviour prediction,fraud detection and rug pull predi 10 Claude Code, Codex, OpenCode 2 13,695 tok
rossshannon/weekly-weather-mcp Weather MCP server which returns 7 days of detailed weather forecasts anywhere in the worl 10 Claude Code 1 283 tok
tobs-code/a-mem-mcp-server A-MEM Agentic Memory System - MCP Server for IDE Integration (Cursor, VSCode) | Dual-Stora 10 Claude Code 1 8,913 tok
sdebruyn/fabric-dw-mcp-cli fdw.debruyn.dev Python CLI and MCP server for Microsoft Fabric Data Warehouses and SQL Analytics Endpoints 10 Claude Code 1 195 tok
teehooai/spidershield spidershield.dev Scan, rate, and harden MCP servers for AI agent safety 10 Claude Code, Codex, OpenCode 2 2,869 tok
cfdude/mcp-finnhub Model Context Protocol server for Finnhub financial market data API 10 Claude Code 1 3,347 tok
paulbreuler/limps basestate.io limps your Local Intelligent MCP Planning Server across AI assistants. No subscriptions, n 10 Claude Code 19 1,941 tok
bees-roadhouse/bookstack-mcp MCP server for BookStack — 56 tools covering the full API + semantic vector search. Rust/t 10 Claude Code 1 3,084 tok
chew-z/itunes.vim This is MCP server for playing from Apple Music Library 10 Claude Code 1 3,308 tok
whiteknightonhorse/APIbase apibase.pro Universal MCP gateway for AI agents — 1387 tools, 397 providers. One endpoint (https://api 10 Claude Code 5
megamen32/gptadmin_opensource became.bezrabotnyi.com One MCP hub — any AI controls any infrastructure. Self-hosted, works with ChatGPT, Claude, 10 Claude Code, Codex, OpenCode 27 5,742 tok
inetgas/arch-compiler An architecture-level AI harness that compiles constraints and NFRs into explicit, reviewa 10 Claude Code, Codex, OpenCode 2 1,375 tok
kunbo928/kflow kunbo928.github.io Platform-neutral engineering Skills and deterministic tooling for AI coding agents. 10 Claude Code, Codex, OpenCode 2 874 tok
StacklokLabs/plotting-mcp MCP server that transforms CSV data into visualizations 10 Claude Code 2 210 tok
CodeFormers-it/ksefnik KSeF SDK for TypeScript/Node.js — invoice reconciliation with bank statements (MT940, mBan 10 Claude Code 1 796 tok
rlespinasse/agent-skills A collection of Agent Skills for AI coding assistants (Claude, Cursor, Copilot). Following 10 Claude Code 1 1,235 tok
a-tokyo/agent-skills-harness agent-skills-harness.ahmedtokyo.com A factory for building production-grade agent skills — benchmarked against gold standards, 10 Claude Code, Codex, OpenCode 2 1,925 tok
segentic-lab/periscope-mcp lab.segentic.dev Web-app QA, testing & analysis for AI agents — 74 Playwright tools: authenticated flows (2 10 Claude Code, Codex, OpenCode 2 8,976 tok
AlanOgic/mcp-odoo-adv Enhanced Odoo MCP server (STDIO, SSE, Streamable HTTP) 10 Claude Code, Codex, OpenCode 10 4,934 tok
MadnessEngineering/Omnispindle madnessinteractive.cc A comprehensive MCP-based todo management system, that serves as a central nervous system 10 Claude Code 2 5,096 tok
zaydiscold/robinhood-cli-mcp-api Robinhood CLI (MCP + API) — unofficial Robinhood API map + CLI + MCP for a real account (r 10 Claude Code, Codex, OpenCode 2 12,087 tok
aaearon/mcp-privilege-cloud A production-ready Model Context Protocol (MCP) server for Idira (formerly CyberArk) Privi 10 Claude Code 1 5,769 tok
CyranoB/web-forager A search-and-fetch toolkit for AI agents, available as an MCP server and as standalone Age 10 Claude Code, Codex, OpenCode 2 379 tok
bakissation/mcp-google-multi berkati.xyz Multi-account Google MCP server for Claude Code: Gmail, Drive, Calendar, Sheets, Docs, Con 10 Claude Code 1 3,764 tok
Knuckles-Team/gitlab-api GitLab MCP Server and Python API Wrapper 10 Claude Code, Codex, OpenCode 2 4,509 tok
taoq-ai/ziran taoq-ai.github.io ZIRAN is an open-source security testing framework for AI agents. It discovers dangerous t 10 Claude Code 1 2,930 tok
etr/wonk Structure-aware code search that cuts LLM token burn. Tree-sitter indexing, ranked results 10 Claude Code 1 1,429 tok
Pro-GenAI/Agent-Action-Guard action-guard.github.io 🛡️ Safe AI Agents through Action Classifier 10 Claude Code, Codex, OpenCode 2 2,871 tok
ITmedes/browserpane browserpane.io A web-native remote desktop protocol built on WebTransport, WebCodecs, and WebGL 2 — crisp 10 Claude Code, Codex, OpenCode 2 8,355 tok
drolosoft/go-docs-mcp drolosoft.com 📄🐹⚡ Go MCP server for multi-format document access — PDF, TXT, MD, DOCX, CSV, images. In 10 Claude Code 1 718 tok
courtemancheatelier/tandem-gtd tandemgtd.com A self-hosted GTD app that actually does GTD. Cascade engine, context views, horizons, wee 10 Claude Code 1 3,256 tok
MosaicXR-AI/mosaic-bridge mosaicxr.ai Unity Editor MCP plugin — AI agents drive Unity via Model Context Protocol. Apache 2.0, ~2 10 Claude Code 1 644 tok
axiomantic/spellbook axiomantic.github.io Multi-platform AI assistant skills and workflows. Serious engineering. Also fun. 10 Claude Code, Codex, Gemini CLI, OpenCode 5 7,668 tok
lucaperret/tidal-cli tidal-cli.lucaperret.ch Control Tidal from your terminal — search, playlists, playback, library, and recommendatio 10 Claude Code 1 1,456 tok
major7apps/tiingo-mcp crates.io Native Rust/RMCP server for the Tiingo financial data API — stocks, forex, crypto, news, f 10 Claude Code, Codex, OpenCode 2 751 tok
mjunaidca/taskforce avixato.com MultiTenant Human-Agent (claude, gemini etc.) Task Orchestration Platform. 10 Claude Code, Cursor, Gemini CLI 41 5,814 tok
mdesalvo/Morgana mdesalvo.github.io A magical witch assistant equipped with an enchanted grimoire powered by AI, yet shaped by 10 Claude Code 3
Metaworkers-ai/governedmemory demo.metaworkers.ai Open-source governed memory for AI agents: prompt-injection-resistant writes, purpose-boun 10 Claude Code 1 48 tok
DesignPipe/exfig designpipe.github.io ExFig — fast design-to-code CLI for Figma & Penpot with parallel exports, batch processing 10 Claude Code, Codex, Cursor, Gemini CLI, OpenCode 34 2,210 tok
MCPWorks-Technologies-Inc/mcpworks-api mcpworks.io Open-source platform for token-efficient AI agents. Self-host with docker compose up. 10 Claude Code, Codex, OpenCode 12 4,187 tok
onEnterFrame/lobsterroll lobsterroll.chat 🦞 Agent-native messaging — where AI agents and humans are equal participants. Open source 10 Claude Code, Codex, OpenCode 2 3,245 tok