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
E-Conners-Lab/NetworkOps_Platform AI-powered network automation via Netbox and Model Context Protocol (MCP). 178 tools for m 9 Claude Code 1 1,284 tok
qpiai/zoho-projects-mcp This is an mcp server for Zoho projects 9 Claude Code 1 1,251 tok
livetap/livetap Push live data streams into your AI coding agent. MQTT, WebSocket, file tailing → expressi 9 Claude Code 2 1,089 tok
physics91/openrouter-mcp A Model Context Protocol (MCP) server for OpenRouter API - Access 100+ AI models through a 9 Claude Code, Codex, OpenCode 6 1,088 tok
pvoo/bigquery-mcp Practical MCP server for large BigQuery datasets. Supports vector search. Keep LLM context 9 Claude Code 2 1,465 tok
qlitre/japan-tariff-mcp An MCP (Model Context Protocol) server for searching Japanese tariff rates by keyword. 9 Claude Code 1 454 tok
docentovich/chrometools-mcp MCP (Model Context Protocol) server for Chrome automation using Puppeteer. Persistent brow 9 Claude Code 1 2,168 tok
bun913/playwright-min-network-mcp A minimal network monitoring MCP tool for Playwright browser automation. **Just 3 simple t 9 Claude Code 1 703 tok
FujishigeTemma/typst-mcp 9 Claude Code 2 646 tok
shacharsol/js-package-manager-mcp Free MCP server for AI-powered JavaScript package management - Works with Claude, Windsurf 9 Claude Code, Cursor 2 1,686 tok
thomaswitt/mcp-agents npmjs.com MCP server that wraps the Claude Code and Gemini CLI so any MCP client (e.g. codex) can ca 9 Claude Code, Codex, OpenCode 2 2,792 tok
lauragift21/mcp-server-workshop Cloudflare MCP Server Workshop 9 Claude Code 1 596 tok
Tankatronic/ynab-mcp-server This is an experimental mcp server I made to try to make it easier to use YNAB without lin 9 Claude Code 54
alphaplapplap/mcp-memory-service Universal Memory Service implementing MCP for AI assistants - supports Claude Code, Claude 9 Claude Code, Codex, OpenCode 2 4,757 tok
backant-io/jerrycan jerrycan — the AI-native Rust backend platform: framework, CLI, and MCP server. https://je 9 Claude Code 1
AkbarDizaji/AgentRecall The initial .NET solution skeleton for a local-first memory and learning system for AI cod 9 Claude Code 5 4,625 tok
ifokeev/airbrowser-mcp ifokeev.github.io Undetectable Chrome for AI agents, web scraping, and automation. REST API + MCP server + V 9 Claude Code, Codex, OpenCode 5 2,665 tok
agentience/react-design-systems-mcp A Model Context Protocol (MCP) server that provides comprehensive information about React 9 Claude Code 1 993 tok
yumeminami/git_mcp 9 Claude Code 2 3,013 tok
seejux/waha-whatsapp-mcp 9 Claude Code 1 1,693 tok
deejay-hub/salesforce-ada-agent-skills Salesforce agent skills to learn and make decisions 9 Claude Code, Codex, Gemini CLI, OpenCode 5 4,569 tok
armalite/data-product-hub Composite MCP server that aggregates data product insights from multiple platforms (dbt, G 9 Claude Code, GitHub Copilot 2 2,220 tok
serkanhaslak/meta-mcp Comprehensive Meta Ads MCP Server — 77 tools for full campaign lifecycle management 9 Claude Code 2 1,724 tok
Parsa-29/rs-mcp 9 Claude Code 1 1,823 tok
UvRoxx/midnight-agent-skills 9 Claude Code, Codex, OpenCode 2 947 tok
kpbray/power-bi-agent-skills A comprehensive set of agent skills excellent at creating Power BI reports in PBIP format, 9 Claude Code, Codex 10
duc01226/EasyPlatform 9 Claude Code 9 15,306 tok
yasunori0418/skills Coding Agent skills for personal use 9 Claude Code, Codex, OpenCode 2 3,390 tok
GabrielAmz/web-anatomy webanatomy.ai Skills for your AI agent to audit, rewrite, and build landing pages that convert. Every mo 9 Claude Code, Codex, OpenCode 2 1,657 tok
AceDataCloud/MidjourneyMCP MCP server for Midjourney image generation through Ace Data Cloud. 9 Claude Code, GitHub Copilot 2 871 tok
MadaBurns/bv-mcp blackveilsecurity.com Open-source DNS & email security scanner. One MCP endpoint, 57 checks, zero install. Cloud 9 Claude Code, Codex, GitHub Copilot, Cursor, OpenCode 19 9,493 tok
lacvietanh/akidevrule Aki's rules and skills for UNIFY [Claude, AGY, Grok, Kiro, Ollama,v.v..] packaged for easy 9 Claude Code, Gemini CLI 2 2,007 tok
PIXARTSeu/Synapse Self-improving AI brain for Claude Code & Desktop — 28 MCP tools, 253 skills, collective m 9 Claude Code, Codex, OpenCode 2 7,498 tok
bks-lab/open-bridge bks-lab.github.io Your AI coding agent starts every session knowing your repos, your clients, and how you wo 9 Claude Code, Codex, GitHub Copilot, Gemini CLI, OpenCode 7 9,305 tok
Foysal50x/skills Opinionated Laravel engineering skills for AI coding agents. 9 Claude Code, Codex, OpenCode 2 2,095 tok
ChanMeng666/archlang archlang.uk 【Star us! ⭐】 A declarative language that compiles to professional SVG floor plans — like T 9 Claude Code, Codex, OpenCode 8 26,700 tok
alex-feel/mcp-context-server alexfeel.info MCP Context Server — a FastMCP-based server providing persistent multimodal context storag 9 Claude Code 1 17,293 tok
katareayush/video-captions Claude Code plugin: transcribe a video's speech locally and burn in accurately-timed capti 9 Claude Code, Codex, Gemini CLI, OpenCode 2 494 tok
YuliaNuzhnenko/bioinformatics-agent-skills The #1 open-source collection of scientific AI Agent Skills, tool specifications, and prom 9 Claude Code, Codex, OpenCode 2 435 tok
StringNLPLAB/FlexSQL FlexSQL: Flexible Exploration and Execution Make Better Text-to-SQL Agents 9 Claude Code 1
deevus/tea-skills Agent skills for Gitea/Forgejo issue, pull request, milestone, and label workflows using t 9 Claude Code, Codex, OpenCode 2 993 tok
HieuAnh87/sentry-selfhosted-mcp hieuanh87.github.io MCP server for self-hosted Sentry: issues, events, releases, users, org stats, and project 9 Claude Code, Codex, OpenCode 2 623 tok
eddmann/strava-mcp MCP server enabling LLMs to interact with the Strava API - activities, segments, routes, a 9 Claude Code, Codex, OpenCode 2 47 tok
dorukardahan/twitterapi-io-mcp npmjs.com TwitterAPI.io MCP server: offline docs (endpoints, pages, blogs) for Claude and other AI a 9 Claude Code, Codex, OpenCode 2 1,138 tok
SiluPanda/pith AI-native task management for humans & agents. MCP-first, CLI-native, self-hosted. Bring y 9 Claude Code 1 610 tok
cwooddgr/bezelbub macOS app that frames device screenshots with Apple product bezels 9 Claude Code 1 3,269 tok
strikersam/autonomous-ai-agency autonomous-ai-agency.strikersam.workers.dev An AI-powered workforce platform that executes multi-agent tasks with automatic provider f 9 Claude Code, Codex, OpenCode 5 8,644 tok
XAGI-Lab/melra xagilab.com The open-source autonomy kernel MELRA — Modular Execution Layer for Reliable Autonomy. An 9 Claude Code 1 3,354 tok
mlund01/squadron docs.squadron.sh Declarative multi-agent AI workflows in HCL. Single Go binary. Native MCP. Plugins in Go a 9 Claude Code 1 13,350 tok
planetabhi/figma-mcp-server registry.modelcontextprotocol.io A local Figma MCP server. Skill install: npx figma-agent 9 Claude Code, Codex 1