How real projects configure their agents

43,695 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 agents7,622Claude Code6,647Data and AI3,678Backend and APIs3,504Languages3,404Planning3,218Git and workflow3,203Code review2,744Testing2,378Memory and context2,367Writing and docs2,318DevOps and cloud2,312Research2,291Frontend2,259Security2,027Productivity1,717

All Claude Code32,008 Codex23,279 OpenCode22,224 GitHub Copilot3,555 Gemini CLI1,920 Cursor1,736 Windsurf139 Kiro81

Project Stars Configures Files Always loaded
lyndonkl/graphragmcp A comprehensive Model Context Protocol (MCP) server providing structured access to knowled 3 Claude Code 3
Syndicats/mcp-initializer POC on how to use an mcp server as project initialization tool for agentic coding 3 Claude Code 1 381 tok
prandogabriel/ieee2030.5-mcp A MPC server to interact with your IEEE 2030.5 server to enable AI integration in micro gr 3 Claude Code 3 942 tok
flrngel/mcp-master-puppeteer An advanced MCP server for browser automation using Puppeteer, optimized for minimal token 3 Claude Code 1 1,337 tok
buYoung/mcp 3 Claude Code, Codex, OpenCode 2 853 tok
ATERCATES/bitbucket-mcp Bitbucket MCP - A Model Context Protocol (MCP) server for integrating with Bitbucket Cloud 3 Claude Code 1 1,308 tok
mokhtarabadi/blowsh-mcp Model Context Protocol (MCP) server for terminal-based, JS-capable web browsing via Browsh 3 Codex, OpenCode 1 3,319 tok
damieng-zx/zx84 zx84.envytech.workers.dev Sinclair ZX Spectrum emulator for your browser with MCP server 3 Claude Code, Codex, OpenCode 2 3,843 tok
vohongtho/code-intel-platform 3 Claude Code, Codex, GitHub Copilot, Kiro, OpenCode, Windsurf 24 9,599 tok
ralforion/orionbelt-semantic-layer-mcp ralforion.com MCP server for the OrionBelt Semantic Layer. Enables LLMs to explore semantic models, comp 3 Claude Code, Codex, OpenCode 2 1,763 tok
culstrup/unanet-mcp-server gsdat.work MCP server connecting Claude Desktop to Unanet GovCon ERP - Manage projects, timesheets, a 3 Claude Code 1 867 tok
henrychong-ai/yggdrasil-mcp henrychong.com Reasoning orchestration MCP server — Tree of Thoughts with deep planning, branching, and r 3 Claude Code 1 5,952 tok
yasinyaman/graphlore MCP server that lets AI assistants explore a codebase through its knowledge graph (Graphif 3 Claude Code 1
PRUVALEX-Systems/PruvaGraph An MCP server and IDE extension that cuts Cursor and Claude API costs by 99% using local A 3 Claude Code 1 523 tok
v3velev/memorythreads MemoryThreads - MCP-based persistent conversation memory shared across Claude Code and Cod 3 Claude Code 1 614 tok
yangyue1974/kobox Talk to Claude, play your Teenage Engineering EP-133 K.O. II — an MCP server for MIDI cont 3 Claude Code 1 483 tok
robotto-xyz/ai-drone-toolkit robotto.xyz AI Drone Toolkit - MCP servers and tools for intelligent drone development (PX4 and beyond 3 Codex, OpenCode 1 3,816 tok
stevemurr/windex Self-hosted web index for search agents: news, GitHub projects, Wikipedia, arXiv, small-we 3 Claude Code 1 811 tok
1942293420/Evolvmem_MCP A memory management MCP with a vector database 3 Codex, OpenCode 1 880 tok
axelfreeman/tapac-mcp tapacapi.com MCP server that finds and verifies B2B contacts in real time (websites, Discord, Telegram) 3 Codex, OpenCode 1 407 tok
SpikedPunchVictim/mast MAST is a code-search engine that runs as either an MCP server (for AI assistants) or a st 3 Claude Code 1 10,821 tok
HarperFast/skills Developer skills for building with Harper. Auto-generated from the documentation. 3 Codex, OpenCode 1 100 tok
dgutierrez1/concurrent-playwright-mcp 3 Codex, OpenCode 1 1,312 tok
contentstack/contentstack-ios iOS SDK for Contentstack's Content Delivery API 3 Codex, OpenCode 1 905 tok
grahama1970/extractor Advanced multi-format document processing with AI accuracy improvements - Enhanced marker- 3 Claude Code, Codex, OpenCode 54 8,882 tok
tatargabor/set-copilot Voice dictation + real-time meeting copilot for Claude Code — speak into the mic, cross-re 3 Claude Code 60 11,768 tok
quay/ai-helpers 3 Claude Code 1
AtlassianPS/JiraAgilePS PowerShell module to interact with Jira's Agile plugin 3 Claude Code, Codex, GitHub Copilot, Gemini CLI, OpenCode 5 2,263 tok
anthony-spruyt/claude-plugins 2 Claude Code 3 352 tok
stoeier87/stoeier87.github.io Homepage 2 Claude Code, Codex, OpenCode 21 654 tok
adam-s-k-i/super-backlog adam-s-k-i.github.io One command to give any repo an AI agent workflow: Backlog.md task tracking + Superpowers 2 Claude Code, Codex, OpenCode 2 1,021 tok
intercom/claude-plugin-external Intercom plugin for Claude Code 2 Claude Code 1 667 tok
Sharrmavishal/operating-kit Portable, project-agnostic operating kit for Claude Code and Cursor. A disciplined builder 2 Claude Code 1 1,086 tok
gemini-cli-extensions/google-secops Gemini CLI Extension for Google SecOps OneMCP. 2 Gemini CLI 1 1,356 tok
youngde811/Lisa A production-quality expert-system shell, written in thoroughly modern Common Lisp. 2 Claude Code 1 2,440 tok
alrcatraz/astra-knowledge-base-mcp Knowledge base for AI Agent, supports vectorisation, SAG 2 Codex, OpenCode 1 2,276 tok
PranavNagrecha/Salesforce-Intelligence sfi.auditforce.cloud Salesforce Org Intelligence for AI agents - a read-only, offline, source-available MCP ser 2 Claude Code 1 2,423 tok
ralvarezdev/ralvaskills skills.ralvarez.dev My personal, ever-growing collection of AI skills for OpenCode and Claude Code. Enforces s 2 Claude Code 1 10 tok
jspw/exciton npmjs.com Run Claude Code with an agentic framework dialled to the level the task deserves — for one 2 Claude Code 1 2,489 tok
prosperkartik/hostaway-mcp Open-source Model Context Protocol (MCP) server for the Hostaway PMS - connect Claude to 2 Claude Code 1 2,668 tok
raihan0824/mcp-fooocus-api 2 Claude Code 1 856 tok
bobleer/deepseek-harness-plugin-mcp MCP server that lets any agent discover, install, and run DeepSeek Harness plugins (topic: 2 Codex, OpenCode 1 122 tok
Junjianxin/jjx-js-reverse-mcp An enhanced MCP tool combining js-reverse-mcp and chrome-devtool-mcp. 2 Claude Code 1 796 tok
CSOAI-ORG/music-production-ai-mcp meok.ai MEOK AI Labs MCP Server 2 Cursor 1 76 tok
Augustas11/antseed-explorer antfeed.org On-chain buyer intelligence for the AntSeed P2P AI services network on Base 2 Codex, OpenCode 1 163 tok
Agenxy/dibs agenxy.org Keeps your agents in the loop about each other. See what the fleet is doing, then message, 2 Claude Code, Codex, OpenCode 2 4,341 tok
Agnuxo1/enigmagent-mcp npmjs.com Local encrypted vault MCP server. AES-256-GCM + Argon2id. Resolves {{PLACEHOLDER}} secrets 2 Codex, OpenCode 1 481 tok
banksynchq/banksync-mcp BankSync MCP server — connect AI agents to bank accounts, transactions, balances, and inve 2 Claude Code, Codex, OpenCode 2 2,316 tok
SecondLifes/code-intel Hybrid semantic+keyword code search, RAG chat, and a 17-tool MCP server for Delphi/Pascal 2 Claude Code, Codex, GitHub Copilot, Gemini CLI, OpenCode 50 8,454 tok
rajephon/k-lottery CLI + MCP server for purchasing Donghaeng Lottery Lotto 6/45 tickets, checking balances, a 2 Claude Code, Codex, OpenCode 2 4,976 tok