How real projects configure their agents

2,016 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 agents8,442Claude Code6,875Data and AI3,584Git and workflow3,574Backend and APIs3,550Languages3,468Planning3,315Code review2,876Testing2,653DevOps and cloud2,462Writing and docs2,461Memory and context2,373Research2,315Frontend2,301Security2,167Project management1,944

All Claude Code32,436 Codex24,692 OpenCode23,614 GitHub Copilot3,700 Gemini CLI2,016 Cursor1,769 Windsurf202 Kiro113

Project Stars Configures Files Always loaded
N4M3Z/forge-core Module-building skills for your AI ecosystem — build skills, build agents, architect repos 4 Claude Code, Codex, Gemini CLI, OpenCode 3 3,271 tok
ccivlcid/VibeHarness 4 Claude Code, Codex, Gemini CLI, OpenCode 24 3,278 tok
ownego/token-slayer Cooperative idle boss raid for engineering teams. Every token your coding agents spend (Cl 4 Claude Code, Codex, Gemini CLI, OpenCode 19 24,839 tok
davidf9999/gx-mcp-server A Python server that exposes Great Expectations data quality tools to LLM agents via the M 4 Claude Code, Codex, Gemini CLI, OpenCode 3 1,420 tok
plumbkit/plumb getplumb.sh IDE intelligence for AI coding agents, with LSP semantics, tree-sitter indexing, project m 4 Claude Code, Codex, Gemini CLI, OpenCode 5 1,864 tok
n-shadloo/secure-code-auditor Backend security Agent Skill that helps AI audit code, detect vulnerabilities, and generat 4 Codex, Gemini CLI, OpenCode 2 1,598 tok
entr0pia/scoop-skills Scoop Skills: A specialized skill for the AI Agent agent to manage Windows packages using 4 Codex, Gemini CLI, OpenCode 2 1,788 tok
gustavo-meilus/superpipelines Loop Engineering for AI coding agents, with real review boundaries. Your AI reviewer canno 4 Claude Code, Codex, Gemini CLI, OpenCode 8 2,954 tok
n-shadloo/git-authoring Agent skill that turns your git diff into clean Conventional Commits — plus on-request fil 4 Codex, Gemini CLI, OpenCode 2 12,754 tok
mpagot/os-autoinst-distri-opensuse-skills mpagot.github.io OSADO educated clankers 4 Codex, Gemini CLI, OpenCode 2 2,201 tok
vikisingh23/neuraforge-ai Stop correcting the same AI mistakes. 40 agents for Claude Code, Cursor & Copilot that enf 4 Codex, Gemini CLI, OpenCode, Windsurf 3 2,269 tok
haarshitgarg/Nudge-Server An MCP server to control all things Mac 4 Claude Code, Gemini CLI 2 864 tok
tanaikech/nexus-mcp-extension medium.com Nexus-MCP solves Tool Space Interference in LLMs. It uses a single gateway to aggregate mu 4 Gemini CLI 1 905 tok
HassanMahomed/HoloCore Local-first AI context engine combining a structural Atlas, verified Archive, episodic Ani 4 Claude Code, Codex, Gemini CLI, OpenCode 39 678 tok
dinglebear-ai/axon Self-hosted RAG stack for crawl, scrape, search, ingest, query, and ask workflows with Qdr 4 Claude Code, Codex, Gemini CLI, OpenCode 4 1,603 tok
adamoutler/joplin-server-vector-memory An MCP search and memory system for Joplin Notes 4 Claude Code, Gemini CLI 6 555 tok
pouyanafisi/gmail-mcp Gmail MCP Server - Email management for AI assistants. Send, search, organize emails with 4 Claude Code, Gemini CLI 2 3,567 tok
RutvikPansare/Reqly API testing for AI agents. From codebase to CI in one agent session. 4 Claude Code, GitHub Copilot, Gemini CLI 3 9,204 tok
shaul1991/localmind 🧠 A local second brain that helps my AI remember “me” — a personal memory layer that reco 4 Claude Code, Codex, Gemini CLI, OpenCode 3 3,953 tok
palladius/booth-ideas-sg App Ideas Gemini CLI + GH Actions demo (forked from Paul Datta awesome demo) 4 Gemini CLI 1 1,251 tok
SeidSmatti/promptPrimer Meta-prompt system for agentic CLIs. Classifies your task, loads domain-specific best prac 4 Claude Code, Codex, Gemini CLI, OpenCode 3 7,731 tok
meta-quest/Meta-Spatial-SDK-Templates The Meta Spatial SDK Templates is a collection of code samples that demonstrate the capabi 4 Claude Code, Codex, GitHub Copilot, Gemini CLI, OpenCode, Windsurf 6 413 tok
d4551/piratebao PirateBao is a TypeScript/Bun agent-skill package for terse pirate-speak AI coding replies 4 Claude Code, Codex, GitHub Copilot, Cursor, Gemini CLI, OpenCode 14 795 tok
ani3198/threadbase 4 Claude Code, Codex, GitHub Copilot, Gemini CLI, OpenCode 4 785 tok
getmaat/maat Keep docs and AI-agent instructions in sync. Scaffold docs-as-code, generate agent files, 4 Claude Code, Codex, GitHub Copilot, Gemini CLI, OpenCode 4 1,972 tok
ArogyaReddy/https-github.com-JuliusBrussee-caveman 4 Claude Code, Codex, GitHub Copilot, Cursor, Gemini CLI, OpenCode 5 2,822 tok
Rebell-Leader/SpatialAI_MCP Empowering spatial transcriptomics research by providing AI agents with a standardized int 4 Claude Code, Codex, GitHub Copilot, Gemini CLI, OpenCode 8 9,039 tok
KaranTankshali/site-seo-pipeline A pipeline to research and suggest seo improvements 4 Claude Code, Codex, GitHub Copilot, Gemini CLI, OpenCode 4 1,731 tok
IvanTsxx/AI-Nextjs-Monorepo-Starter A modern, AI-first Next.js monorepo template equipped with PostgreSQL, Prisma, Better-Auth 4 Claude Code, GitHub Copilot, Gemini CLI 4 4,440 tok
florian101010/awesome-agentic-AI-coding-template Stop re-explaining your project to every AI agent. Pre-wired for Claude Code, Copilot, Cur 4 Claude Code, Codex, GitHub Copilot, Cursor, Gemini CLI, OpenCode 29 3,985 tok
bullboy1/babycoding This protocol is like a shared "tool inventory" for the project. Before writing any code, 4 Claude Code, Codex, GitHub Copilot, Gemini CLI, OpenCode 4 10,135 tok
greglas75/codesift codesift.dev Token-efficient code intelligence for AI agents — 66 MCP tools via tree-sitter AST, BM25F 4 Claude Code, Codex, Gemini CLI, OpenCode 3 40,340 tok
jpantsjoha/googlecloud-plugin A full Google Cloud delivery team for your coding agent — vendor-objective solution design 4 Codex, Gemini CLI, OpenCode 2 985 tok
VoytechG/spec-driven-development Multi-area spec-driven development plugin for Claude Code, Codex, and Gemini CLI. Loads th 4 Claude Code, Codex, Gemini CLI, OpenCode 3 868 tok
hkopenai/hk-health-mcp-server This is an MCP server that provides access to health related data in Hong Kong through a F 4 Gemini CLI 1 109 tok
rweisssieker-xp/GBL-CREO-WINDCHILL-MCP MCP Server for Creo and Windchill 4 Gemini CLI 14 —
raxITlabs/mcp-oauth-sample raxitai.github.io OAuth 2.1 authorization and MCP server on Vercel for MCP clients with real-time analytics 4 Claude Code, Gemini CLI 2 1,409 tok
TomBener/devonthink-mcp DEVONthink MCP Server 4 Claude Code, Codex, GitHub Copilot, Gemini CLI, OpenCode 4 5,712 tok
jpcors/ring-mcp MCP server for Ring home security devices 4 Claude Code, Gemini CLI 2 2,184 tok
app-sre/proms-mcp A Prometheus Mesh MCP server 4 Claude Code, Gemini CLI 2 6 tok
plusplusoneplusplus/mcp mcp server 4 Gemini CLI 1 158 tok
bmya/claude-odoo-api MCP server for Odoo 19 External JSON-2 API with multi-company support, image processing, r 4 Claude Code, Gemini CLI 2 4,550 tok
dinglebear-ai/cortex npmjs.com Rust MCP/HTTP log aggregation platform for homelab syslog, Docker logs, OTLP ingest, SQLit 4 Claude Code, Codex, Gemini CLI, OpenCode 4 1,659 tok
dinglebear-ai/rarcane npmjs.com Rust MCP server and CLI for Arcane Docker/container management, with action-dispatched too 4 Claude Code, Codex, Gemini CLI, OpenCode 4 4,903 tok
Apomera/AlloFlow apomera.github.io AI-powered instructional differentiation engine that runs in Gemini canvas preview mode. A 4 Claude Code, Codex, Gemini CLI, OpenCode 11 1,842 tok
matbanik/Pomera-AI-Commander Turn messy text into clean output fast—GUI for humans, MCP tools for AI IDEs (Cursor/Claud 4 Gemini CLI 1 3,113 tok
HubWu42/hubwu-skills HubWu's curated collection of open-source Agent Skills — cross-agent compatible, following 4 Claude Code, Codex, Gemini CLI, OpenCode 3 834 tok
biggora/dev-team gordejev.lv Claude Code plugin that orchestrates a team of specialized AI agents for full-cycle softwa 4 Claude Code, Codex, Gemini CLI, OpenCode 3 15,400 tok
Codename-11/ARC arc-cli.dev Agent Runtime Control — unified CLI + TUI + web dashboard for managing AI coding agent pro 4 Claude Code, Codex, Gemini CLI, OpenCode 3 4,880 tok
aaronhuff/awesome-gemini A curated list of resources, tools, apps, and power-user workflows for Google Gemini 4 Gemini CLI 1 554 tok