How real projects configure their agents

43,652 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 agents7,588Claude Code6,636Data and AI3,676Backend and APIs3,496Languages3,402Planning3,219Git and workflow3,187Code review2,745Testing2,374Memory and context2,364DevOps and cloud2,310Writing and docs2,309Research2,295Frontend2,261Security2,021Productivity1,715

All Claude Code31,998 Codex23,222 OpenCode22,170 GitHub Copilot3,550 Gemini CLI1,918 Cursor1,738 Windsurf137 Kiro80

Project Stars Configures Files Always loaded
ZuiTiti/Zuiti-Desktop Rather than being the smartest assistant, it aims to be the one that best understands emot 5 Codex, OpenCode 1 2,083 tok
zebbern/pocmap zebbern.github.io MCP-native CVE, PoC & exploit discovery toolkit (Metasploit, Nuclei, GitHub & more) 5 Claude Code, Codex, OpenCode 2 4,679 tok
Miguell-J/mcp-one MCP-one is a central server that connects multiple independent MCP servers and exposes a u 5 Codex, OpenCode 1 193 tok
criblio/ultra-jira-mcp MCP server for Jira Cloud - Full API access for AI models 5 Claude Code, Codex, OpenCode 5 2,007 tok
sandervanscheepen/silverstripe-mcp MCP server that provides real-time validation feedback when AI assistants generate Silvers 5 Claude Code 1 384 tok
badarosama/mcp-control-plane Policy-based authorization middleware for MCP servers. Role-based tool filtering, call enf 5 Claude Code 1 30 tok
AppsYogi-com/adsense-mcp-server A CLI-installable MCP (Model Context Protocol) server that enables Claude, Cursor, and oth 5 GitHub Copilot 1 686 tok
dongsheng123132/2origin 2origin.org Benxiang Protocol · One source, myriad projections: preserve the original form and project 5 Claude Code, Codex 4
hexxla/mosaic MCP server for agent memory over HexxlaDB—ring retrieval, embeddings + lexical search, sea 5 Claude Code, Codex, OpenCode 2 1,785 tok
sandraschi/ai-games-collection Web-based games collection with 100+ games and AI opponents 5 Claude Code, Codex, GitHub Copilot, Cursor, OpenCode, Windsurf 5 2,134 tok
bit2me-devs/bit2me-mcp mcp.bit2me.com Official MCP local server for Bit2Me digital assets platform 5 Codex, OpenCode 1 5,152 tok
bookedsolidtech/helixir npmjs.com MCP server that gives AI coding agents deep knowledge of any web component library — prope 5 Claude Code, Codex, OpenCode 35 1,572 tok
developer-overheid-nl/skills-standaarden Claude Code plugin voor het werken met Logius standaarden voor Nederlandse overheidsintero 5 Claude Code 1 2,562 tok
ericvoltolin/xc-mcp XC-MCP delivers an intelligent MCP server for Xcode tooling with progressive disclosure an 5 Claude Code 1 1,830 tok
vika2603/db-mcp-server A Rust-based MCP server that enables AI assistants to interact with SQL databases (SQLite, 5 Claude Code 1 780 tok
Bortlesboat/bitcoin-api Self-hostable Bitcoin fee intelligence API with optional MCP and x402 integrations. Former 5 Claude Code, Codex, GitHub Copilot, OpenCode 3 4,843 tok
jwalsh/mcp-server-qrcode Model Context Protocol server for generating QR codes 5 Claude Code 1 600 tok
ai-screams/Howl ⚡ Blazing-fast Go statusline HUD for Claude Code — 13 metrics, adaptive layouts, zero depe 5 Claude Code 1 2,401 tok
zircote/svelte-lsp Claude Code plugin for Svelte development with svelte-language-server and eslint-plugin-sv 5 Claude Code 1 612 tok
webdevelopers-eu/zolinga zolinga.org 🤖 A PHP framework built by people, for AI. Lightweight, extensible, and handcrafted from 5 GitHub Copilot 1 2,658 tok
aetherwing-io/mish ohitsmish.com The LLM-native shell — five MCP tools for structured output, error diagnostics, and proces 5 Claude Code, Codex, OpenCode 2 1,715 tok
MrMebelMan/bambuddy-mcp An MCP server that exposes the full Bambuddy REST API as tools for AI assistants. 5 Claude Code 1 928 tok
ANFAIA/ClimaSafe Early warning system for heat and cold risk. Predicts personalized thermal mortality risk 5 Claude Code, Codex, OpenCode 2 3,155 tok
gupta29470/codewalk codewalk.xyz AI-powered codebase onboarding tool — point it at any repo and ask questions about the cod 5 Claude Code 1
PavelUngr/seznam-webmaster-mcp MCP server for Seznam Webmaster API — manage multiple sites, check indexation, request rei 5 Claude Code 1 5,963 tok
lroy-stack/ai-pod-store skapara.com AI-native commerce platform where customers discover and purchase products through convers 5 Claude Code 1
lj22503/diaolong-skill diaolong.mangofolio.com A narrative methodology toolkit: story thinking × narrative atoms × brand stories | 20+ na 5 Claude Code 1 547 tok
ytvee-dev/webdev-agent-kit ytdev.me A cross-platform frontend kit for Codex, Claude Code, Cursor, OpenCode, etc. It helps AI c 5 Codex, OpenCode 1 1,414 tok
LeomaiaJr/wol-mcp-server wol-mcp.leomaiajr.dev An MCP server that gives LLMs read-only access to the WOL 5 Claude Code 1 1,706 tok
raultov/knot knot.kz High-performance Rust MCP server & CLI codebase indexer for AI agents. Unlocks deep codeba 5 Codex, OpenCode 1 5,828 tok
okforge/okforge-webui okforge.github.io LAN web UI + job runner for okforge knowledge bases: scanned PDF -> VLM OCR -> translated, 5 Codex, OpenCode 1 554 tok
marcominerva/McpServerAspNetCore Minimal implementation of an MCP sample server featuring API Key authentication, CORS supp 5 GitHub Copilot 1 1,001 tok
tidyinfo/qmd A high-performance, private Markdown search engine with Hybrid Search (BM25 + Vector) and 5 Codex, OpenCode 1 1,522 tok
sam-siavoshian/forged Browser automation that learns. An MCP server that makes AI agents faster at repeated brow 5 Claude Code 1 199 tok
pblagoje/mcp-ollama-python pblagoje.github.io Ollama MCP Server, let's you chat with your local LLM running on your local OLLAMA server. 5 Claude Code, Codex, OpenCode 8 1,857 tok
Yinzhanqing/embodied-eval-automation A permission-aware Agent Skill for reproducible, auditable batch episode collection across 5 Codex, OpenCode 1 179 tok
senlindesign/coding-wrapped A local-first Coding Wrapped Skill for Claude Code and Codex. 5 Codex, OpenCode 1 315 tok
perhapsspy/project-legibility Keep long-running repository work coherent and easy to resume. 5 Codex, OpenCode 1 449 tok
colinwilliams91/gaitor-orchestrator-cli npmjs.com CLI for AIDDLC -- Scaffolded, parallelized, context aware agent runtime in seconds. 5 Codex, GitHub Copilot, OpenCode 6 4,548 tok
Amatofrancesco99/thoughtweave The SDD (+TDD) workflow for coding agents that adapts to your level - teaching when new, c 5 Claude Code, Codex, OpenCode 2 899 tok
IsmaelMartinez/delegate-local Claude Code skill that delegates summarisation, log triage, and bulk-text tasks to local m 5 Claude Code 3 8,790 tok
smss123/ABP-ai-skills skill and agent to make your ai strong in abp work and project 5 Claude Code, GitHub Copilot 2 3,728 tok
noboru-i/web-development-toolbox npmjs.com MCP Server for various web development utilities. 5 Claude Code, GitHub Copilot 2 1,164 tok
YuriyEnshin/ConfluenceImportExport CLI and MCP server for two-way syncing Confluence Server / Data Center / Cloud pages with 5 Claude Code, Codex, OpenCode 4 1,065 tok
lulin70/carrymem Your portable AI memory — preferences, decisions, and corrections that follow you across m 5 Claude Code 1 3,750 tok
jcast90/relay Orchestrate coding agents across repos. Local-first, self-hosted, runs inside your existin 5 Claude Code, Codex, OpenCode 2 3,098 tok
Lingelo/azerothcore-wotlk-mcp MCP Server for managing AzerothCore WotLK via SOAP — enables LLM-powered GM administration 5 Claude Code 1 518 tok
gapra/gp-nuxt-migration-mcp MCP (Model Context Protocol) Server for Nuxt 2/3 to Nuxt 3/4 migration analysis and automa 5 Claude Code, Codex 9
YugantM/hvtracker hvtracker.net AI agent & MCP trust registry — independent, evidence-based trust scores for 1.3K+ open-so 5 Claude Code, Codex, OpenCode 2 16,698 tok
shahzebqazi/mhn-ai-agent-memory shahzebqazi.github.io AI agent memory using Modern Hopfield Networks — no LLM calls, no database, one matrix mul 5 Cursor 1