How real projects configure their agents

45,030 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 agents8,564Claude Code6,906Git and workflow3,633Data and AI3,578Backend and APIs3,558Languages3,494Planning3,322Code review2,906Testing2,695DevOps and cloud2,496Writing and docs2,489Memory and context2,375Research2,320Frontend2,312Security2,181Project management1,980

All Claude Code32,552 Codex24,920 OpenCode23,840 GitHub Copilot3,723 Gemini CLI2,039 Cursor1,771 Windsurf202 Kiro117

Project Stars Configures Files Always loaded
adbertram/cli-tools Service-specific Python CLI tools with shared auth, browser automation, runtime profiles, 6 Claude Code, Codex, Gemini CLI, OpenCode 3 491 tok
not-really-a-coder/sugarota ESP32-S3 Glucose Monitor Firmware, Android App, and Web Installer 6 Gemini CLI 1 1,030 tok
mrgnhnt96/sip A command-line tool to manage Dart mono-repos. 5 Claude Code, Codex, OpenCode 7 2,808 tok
rhi-zone/normalize docs.rhi.zone Structural code intelligence for humans and AI agents 5 Claude Code 13 7,124 tok
villagesql/villagesql-skills villagesql.com Agent skills for VillageSQL - gemini-cli-extension; claude-code-plugin 5 Codex, OpenCode 1 382 tok
bradygaster/squad bradygaster.github.io Squad: AI agent teams for any project 5 Claude Code, Codex, GitHub Copilot 37 2,314 tok
Kyure-A/nix-config NixOS configuration 5 Claude Code, Codex, OpenCode 2 212 tok
arifulislamat/database-mcp npmjs.com MCP servers for SQL databases. One package per engine (SQLite, libSQL, MySQL, MariaDB, Pos 5 Claude Code 1 —
youngde811/Lisa A production-quality expert-system shell, written in thoroughly modern Common Lisp. 5 Claude Code 1 2,440 tok
aeriondyseti/vector-memory-mcp A local-first MCP server providing semantic memory storage with RAG-powered context re 5 Claude Code 1 2,697 tok
HereditaryDog/gaster-code-releases hereditarydog.github.io Gaster Code: public local AI coding assistant with CLI, desktop app, MCP, Skills, Agents, 5 Codex, OpenCode 1 1,619 tok
lonestone/lonestone-boilerplate lonestone.github.io Starter kit for full-stack webapps, SaaS and websites with React and NestJS 5 Claude Code, Codex, OpenCode 2 572 tok
ij5a/subrosa Persistent, private memory for Claude Code — every session archived locally, searchable. S 5 Claude Code 1 3,724 tok
kanetran29/uigraph npmjs.com Your app generates its own verified UI transition graph — screens as nodes, guarded (event 5 Claude Code 1 36 tok
ondata/skills Curated AI skills for open data workflows — tool-agnostic instructions following the Agent 5 Claude Code 1 803 tok
NathanZane/codex-mobile Remote-control Codex from Discord, with mirrored conversations, approvals, queueing, and s 5 Codex, OpenCode 1 2,561 tok
RonaldBunk/minestom-mcp ronaldbunk.me A stdio MCP server for Minestom, implemented with the Model Context Protocol SDK and TanSt 5 Claude Code, Codex, OpenCode 2 379 tok
alexanderop/awesome-ai-coding A curated list of awesome AI coding resources, blog posts, videos, and people to follow 5 Claude Code 1 252 tok
RanaNadeemAslam/android-ai-skills Production-grade Android best practices for AI coding assistants. Works with Cursor, Claud 5 GitHub Copilot 1 14,995 tok
alexsvdk/gigaplexity-mcp MCP server that turns GigaChat into a web-connected search assistant with ask, research, a 5 Claude Code 1 522 tok
hubvue/skills skillset-by-kim.cckcc-kim.chatgpt.site Kim's skills 5 Claude Code, Codex, OpenCode 2 3,599 tok
aegntic/cognitive-os aegntic.github.io Cognitive OS v3.0 — Universal AI agent operating system specification. 16-section cognitiv 5 Claude Code, Codex, Cursor, Gemini CLI, OpenCode 4 8,074 tok
nosenfield/ai-project-template 5 Claude Code, Cursor 13 —
GaZmagik/claude-memory-plugin Persistent knowledge storage with semantic search, graph linking, and contextual gotcha in 5 Claude Code 1 39 tok
v11g/codex-review-cc A Claude Code plugin that summons OpenAI Codex as an adversarial reviewer and debates it t 5 Claude Code 1 97 tok
berkkorkmaz/signal-hunter AI-powered daily trend hunter. Aggregates 15+ sources, detects cross-source signals, gener 5 Claude Code 1 747 tok
mordor-forge/trident-mcp Unofficial MCP server for the Tripo 3D API (v3): text/image/multiview to 3D, P1/P2 low-pol 5 Codex, OpenCode 1 1,258 tok
Siiichenggg/claude-hud-glm Claude Code statusline HUD plugin with GLM API balance tracking. Shows context usage, acti 5 Claude Code 1 1,084 tok
levi-qiao/sherlock-claude An AI-powered code analysis platform built on [Claude Agent SDK](https://github.com/anthro 5 Claude Code 1 2,041 tok
proofmath-owner/ai-filesystem-mcp Your AI agent's Edit isn't atomic. This MCP makes it so — atomic multi-file changes with r 5 Claude Code 1 767 tok
Memstem/memstem Unified memory and skill infrastructure for AI agents — pull-based ingestion across Claude 5 Claude Code 1 941 tok
jzjzzzzzzz/IntentForge Intent-preserving deterministic CAD pipeline for editable, validated CadQuery models. 5 Codex, OpenCode 1 207 tok
PierfrancescoLijoi/mcp-brain Local-first MCP server that tells coding agents which files to read, and how sure it is. 9 5 Claude Code 1 760 tok
nicobailon/code-summarizer A command-line tool and MCP server that summarizes code files using Gemini Flash 2.0 5 Claude Code 1 430 tok
NaNMesh/nan-forget Never forget. Long-term memory for any LLM. 5 Claude Code, Codex, OpenCode 9 2,972 tok
RareSense/nova3d-mcp 🚨 MOVED: MCP server for Nova3D. Development continues in the main monorepo: https://githu 5 Claude Code 1 813 tok
TonySimonovsky/claude-code-conversation-search-mcp Stop losing Claude Code conversations. Search across all projects, find old chats, and res 5 Claude Code 1 44 tok
Oncorporation/filesystem_server Give AI agents access to additional folders in Visual Studio 2022 5 GitHub Copilot 1 87 tok
Digital-Threads/token-pilot npmjs.com Save 60-80% tokens when AI reads code — MCP server for token-efficient code navigation wit 5 Claude Code, Codex, OpenCode 2 1,566 tok
InvoiceXML/invoicexml-mcp mcp.invoicexml.com InvoiceXML MCP Server for global invoice compliance: Factur-X, ZUGFeRD, XRechnung, CII and 5 Codex, Gemini CLI, OpenCode 2 2,976 tok
cioffiAI/mcp-agora MCP Server with cross-agent persistent memory for AI agent fleets. Vector memory (ChromaDB 5 Codex, OpenCode 1 3,759 tok
dinglebear-ai/rtailscale npmjs.com Rust MCP server and CLI for Tailscale tailnet operations: devices, users, keys, policies, 5 Claude Code, Codex, Gemini CLI, OpenCode 4 3,084 tok
andreacappelletti97/google-flights-mcp 5 Claude Code 1 1,381 tok
joelbarmettlerUZH/slidev-mcp slidev-mcp.org MCP server for generating, rendering, and hosting Slidev presentations 5 Claude Code 1 5,005 tok
j-east/pixel-surgeon-mcp MCP server for AI image generation via Google Gemini Flash Image. Style presets, interacti 5 Claude Code 1 1,087 tok
iamalisson/inquisitor Hypothesis-driven problem solving for AI agents: probe, falsify, escalate — never blind-re 5 Codex, OpenCode 1 1,531 tok
New1Direction/korgex korgex-docs.pages.dev The verifiable AI coding agent : provider-agnostic, MCP-native, tamper-evident ledger 5 Codex, OpenCode 1 311 tok
NazarKalytiuk/tarn nazarkalytiuk.github.io CLI-first API testing tool. YAML-defined tests, structured JSON output, built for AI-assis 5 Claude Code, Codex, Cursor, OpenCode 3 5,987 tok
GeiserX/spinnaker-mcp geiserx.github.io MCP Server for Spinnaker — manage applications, pipelines, and deployments via the Model C 5 Claude Code, Codex, OpenCode 4 2,456 tok
Sapientropic/AIppocampus aippocampus.com Source-backed continuity layer for long-running AI agent relationships. 5 Claude Code, Codex, OpenCode 3 2,664 tok