How real projects configure their agents

32,564 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 agents8,576Claude Code6,909Git and workflow3,638Data and AI3,577Backend and APIs3,561Languages3,499Planning3,322Code review2,907Testing2,704DevOps and cloud2,498Writing and docs2,488Memory and context2,373Research2,320Frontend2,317Security2,182Project management1,989

All Claude Code32,564 Codex24,947 OpenCode23,868 GitHub Copilot3,726 Gemini CLI2,040 Cursor1,770 Windsurf203 Kiro117

Project Stars Configures Files Always loaded
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
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 —
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 4,023 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
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
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
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
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
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
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
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
Shangri-la-0428/Thronglets P2P shared memory substrate for AI agents — stigmergic knowledge network via libp2p 5 Claude Code, Codex, OpenCode 2 4,571 tok
agentailor/slimcontext-mcp-server agentailor.com MCP Server for SlimContext - AI chat history compression tools 5 Claude Code 1 636 tok
talonicdev/talonic-mcp Official Talonic MCP server. Lets AI agents extract structured data from any document via 5 Claude Code, Codex, OpenCode 2 6,536 tok
beyondwin/FixThis Point at any Jetpack Compose UI element, annotate it, and hand off source pinned prompts t 5 Claude Code, Codex, OpenCode 4 1,393 tok
mikhae1/kubeview-mcp A Modern, Lightweight MCP Server for Kubernetes 5 Claude Code, Codex 1 —
peter-fusek/oncofiles oncofiles.com Medical records scattered across Google Drive and Gmail? Oncofiles keeps the folder organi 5 Claude Code 3 19,056 tok
francisco-perez-sorrosal/cv Francisco Perez-Sorrosal's CV 5 Claude Code 1 653 tok
ironclawdevs27/Argus argus-qa.com AI-powered QA harness for Claude Code — automated bug detection via Chrome Dev-Tools Proto 5 Claude Code 1 21,088 tok
simplifier-ag/simplifier-mcp An MCP server for integrating AI agents with the Simplifier Low Code Platform 5 Claude Code 1 808 tok
dioniipereyraa/memex Local-first MCP server that indexes your Claude.ai chats and exposes them to Claude Code ( 5 Claude Code 1 20,569 tok
xmpuspus/ph-civic-data-mcp pypi.org Philippine civic data as MCP tools: the full PSA OpenSTAT statistical catalog, hazards, we 5 Claude Code 2 4,321 tok
piyushpathakqa/Vigilis Agentic QA framework: Claude authors, generates, triages & self-heals Playwright tests. MC 5 Claude Code, Codex, Cursor, OpenCode 3 2,755 tok
RadOrigin-LLC/RAD-Claude-Skills Marketplace of plugins and skills for Claude Code 5 Claude Code, Codex, OpenCode 2 590 tok
glassBead-tc/audius-mcp-atris Audius MCP Server using Code Mode for lightning-fast search and analysis. (local-first for 5 Claude Code 10 1,172 tok
kenneives/design-token-bridge-mcp MCP server that translates design tokens between platforms — Tailwind, Figma, CSS to Mater 5 Claude Code 1 556 tok