How real projects configure their agents

31,992 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 agents7,690Claude Code6,656Data and AI3,669Backend and APIs3,506Languages3,395Planning3,227Git and workflow3,219Code review2,753Testing2,387Memory and context2,368Writing and docs2,331DevOps and cloud2,317Research2,292Frontend2,266Security2,036Productivity1,725

All Claude Code31,992 Codex23,401 OpenCode22,346 GitHub Copilot3,564 Gemini CLI1,917 Cursor1,741 Windsurf146 Kiro83

Project Stars Configures Files Always loaded
numbererikson/shinobi shinobi-apps.com Task spine + dead-end search + approvals for AI coding agents. Past dead ends are semantic 2 Claude Code 1 1,118 tok
nyuchi/mukoko-news news.mukoko.com Pan-African aggregated new source. All your news in one place. 2 Claude Code 2 29,926 tok
oaslananka/debug-recorder-mcp TypeScript MCP server for structured debug session capture, reproducible diagnostics, even 2 Claude Code, Codex, OpenCode 4 1,292 tok
oaslananka/health-monitor-mcp TypeScript MCP server for service health monitoring, status checks, uptime probes, and ope 2 Claude Code, Codex, GitHub Copilot, Gemini CLI, OpenCode 7 2,927 tok
oaslananka/infra-lens-mcp TypeScript MCP server for infrastructure visibility, health checks, inventory inspection, 2 Claude Code, Codex, OpenCode 4 482 tok
oaslananka/ssh-mcp-pro TypeScript MCP server for controlled SSH operations, remote host workflows, command execut 2 Claude Code, Codex, OpenCode 4 1,363 tok
olafkfreund/myrmex-hive Myrmex Hive: Secure Agent Orchestrator & Gateway with multi-transport MCP integrations 2 Claude Code 1 2,361 tok
snoozelieb/coach-mcp 2 Claude Code 6 2,567 tok
waanvar/samong samong.dev Local-first, Obsidian-compatible knowledge base. Your notes stay on your machine — full-te 2 Claude Code 2 695 tok
xiaojiou176-open/notes-recover xiaojiou176-open.github.io Copy-first Apple Notes recovery and review toolkit for macOS, with AI-assisted triage, evi 2 Claude Code, Codex, OpenCode 2 950 tok
ostin-pil/aboard aboard.untype.me A research-stage registry where AI agents file falsifiable claims about systemic problems 2 Claude Code, Codex, OpenCode 2 5,901 tok
hirokidaichi/deepre local mcp server perplexity 2 Claude Code, Cursor 2 529 tok
rkreddyp/investrecipes 2 Claude Code 15
arashbehmand/learners-mcp An MCP server that turns books, PDFs, articles, and videos into a portable, structured stu 2 Claude Code 1 6,436 tok
adamkwhite/google-workspace-mcp Google Calendar MCP Server for Claude Desktop 2 Claude Code 4 2,369 tok
asgard-ai-platform/mcp-tdcc pypi.org MCP Server for TDCC (Taiwan Depository & Clearing Corporation) — 8 AI-callable tools for T 2 Claude Code 1 545 tok
YawLabs/npmjs-mcp yaw.sh npm registry MCP server — package intelligence, security audits, and dependency analysis f 2 Claude Code 2
whoamiTM/bi-mcp MCP server for Blue Iris NVR — exposes the Blue Iris JSON API and .reg config to LLM age 2 Claude Code, Codex, OpenCode 4 8,958 tok
LVTD-LLC/pgsandbox pgsandbox.dev Agent-facing MCP for disposable Postgres experimentation databases 2 Claude Code, Codex, OpenCode 2 1,576 tok
DeepBlueCoding/mcp-replay-dota2 MCP server for parsing dota2 replay .dem files 2 Claude Code, Codex, OpenCode 7 3,253 tok
nadimtuhin/antigravity-cli-mcp CLI MCP server for antigravity tooling 2 Claude Code, Codex, Cursor, Gemini CLI, OpenCode 7 1,688 tok
dongtang3/mnemic Local-first memory kernel for coding agents: MCP-native, temporal, auditable, source-keyed 2 Claude Code, Codex, OpenCode 2 316 tok
k-rister/ephemeral-buffer-mcp Ephemeral in-memory command output capture and hybrid search MCP server for coding agents. 2 Claude Code, Codex, OpenCode 2 949 tok
dynmie/foolfuuka-mcp-server MCP server for querying 4chan archives via the FoolFuuka API 2 Claude Code, OpenCode 10
sinanpl/mcp-memes A situation-aware meme editor, served over MCP. Describe a situation, get five captioned m 2 Claude Code 1 1,509 tok
zai-one/telegram-ads-mcp zai.one Unofficial MCP server for Telegram Ads (TON cabinet, Gram currency). For Claude, Cursor, a 2 Claude Code, Codex, OpenCode 2 2,892 tok
Muqaram0/oscp-companion oscp-companion.vercel.app OSCP methodology knowledge base with web UI and MCP server 2 Claude Code, Codex, OpenCode 2 79 tok
cunzai97/Memory-DB Minimal vector memory for AI agents — store, search, update, delete via semantic similarit 2 Claude Code 1 473 tok
ingjohnfigueroablanco/Fast-browser-MCP 2 Claude Code 1
ikraamg/csstruth Hard ground truth for CSS — the browser's rendered layout as deterministic, diffable text 2 Claude Code 1 2,060 tok
ShreddyKrueger75/claude-orcaslicer-mcp MCP server for OrcaSlicer: headless slicing, preset management, G-code analysis, and Elego 2 Claude Code 1 31 tok
coltonbearden/carrel coltonbearden.github.io Read, index, pack and file your documents — from the terminal, for you and your agents. 2 Claude Code 2 1,201 tok
oscarthroedsson/willys-mcp 2 Claude Code 1 1,528 tok
fmilioni/agents-board A Jira for your agents. sprint/card/doc project management exposed over MCP, so AI agents 2 Claude Code, Codex, OpenCode 3 2,090 tok
zai-one/grok-build-mcp zai.one MCP bridge that hands the coding loop to Grok CLI and returns a verified receipt. Save Cla 2 Claude Code, Codex, OpenCode 3 8,527 tok
0xZoharHuang/garment-cad-mcp Agent-safe transactional garment CAD tooling for Valentina, GarmentCode, and remote Warp s 2 Claude Code 1
dgraziosi/foundation Personal ontology + MCP for agents — a foundation they can grow. 2 Claude Code, Codex, Cursor 11
ajmichels/moneta-notes A personal notes system built around an Obsidian vault, providing fast full-text and seman 2 Claude Code 1 2,149 tok
TimWongUp/keepygaga Cross-agent core memory in local Markdown, with MCP tools, native hooks, and installers fo 2 Claude Code, Codex, OpenCode 2 2,140 tok
no-materials/hird A typed language for LLM agent systems on BEAM: effect-row tracking, auditable tool effect 2 Claude Code, Codex, OpenCode 2 1,667 tok
altryne/mcpilled mcpilled.vercel.app MCPilled.com is a collection of curated news about MCP servers, clients, protocol updates 2 Claude Code 1 252 tok
Baighasan/Chat-Royale chat-royale.com A Clash Royale agent, powered by a custom built Clash Royale MCP server. Enables the agent 2 Claude Code 1 3,760 tok
darcivieira/kanbanize-sdk 2 Claude Code 11 1,692 tok
fiscaltec/vitally-mcp 1 Claude Code 3 32,358 tok
fo0/clawstash AI-optimized stash storage — dynamic RAG for agents. Store, search, and retrieve docs, cod 1 Claude Code, Codex, OpenCode 25 3,997 tok
ormastes/simple 1 Claude Code, Codex, Gemini CLI, OpenCode 84 11,207 tok
aiven/aiven-ai-plugins A plugin for Claude and Cursor for managing services and building applications with Aiven 1 Claude Code 1
ebenezer-isaac/llmconveyors-mcp llmconveyors.com MCP server that connects AI agents to LLM Conveyors — run Job Hunter, B2B Sales, and more 1 Claude Code 1 2,331 tok
phuetz/code-explorer Graph-powered code intelligence for AI agents — a Rust engine that maps your whole codebas 1 Claude Code 2 4,914 tok
s-nems/open-northland A modern, open-source reimplementation of the Cultures game series 1 Claude Code, Codex, OpenCode 8 2,436 tok