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
zhpeng24/devkit Developer toolkit — cross-platform coding skills for AI agents 3 Claude Code, Codex, Gemini CLI, OpenCode 3 503 tok
suyancc/gpt-upi-tool 3 Claude Code, Codex, Gemini CLI, OpenCode 16 5,357 tok
dradoaica/cogov-a-sdlc Co-Governed Agentic SDLC (Software Development Life Cycle) 3 Claude Code, Codex, GitHub Copilot, Gemini CLI, Kiro, OpenCode, Windsurf 13 368 tok
tjmustard/Hypergraph-Coding-Agent-Framework A rigorous, Spec-First framework for autonomous software engineering. Solves the Specifica 3 Claude Code, Codex, Gemini CLI, OpenCode 75 5,009 tok
serenashenn3-art/wechat-forensic-pro wechat-forensic-pro 3 Claude Code, Codex, Cursor, Gemini CLI, OpenCode 4 13,264 tok
xrcodexcode/xr_node Personal wiki 3 Claude Code, Codex, Gemini CLI 5 6,109 tok
omtodkar/librarian AI coding assistant skill for 7 platforms. Turn your project into a searchable knowledge b 3 Claude Code, Codex, GitHub Copilot, Gemini CLI, OpenCode 4 4,194 tok
nassimna/karpathy-guidelines Cross-agent Karpathy-inspired behavioral guidelines for Claude Code, Codex, Cursor, and Ge 3 Claude Code, Codex, Gemini CLI, OpenCode 3 1,564 tok
impactbrussels/FounderOS impact.brussels The open operating system for first-time founders. Proof before hype. 22 AI skills across 3 Claude Code, Codex, Gemini CLI, OpenCode 3 2,085 tok
Enovatr-Labs/SpecRoute Open source framework for spec-driven agentic software engineering. PRDs, prompts, agents, 3 Claude Code, Codex, Gemini CLI, Kiro, OpenCode 10 3,768 tok
tingyiy/atlassian-mcp-server An open-source Model Context Protocol (MCP) server for Atlassian Jira and Confluence Cloud 3 Claude Code, Gemini CLI 2 2,292 tok
afaizalam2003/Master-claude-skill A comprehensive open-source collection of 220+ production-ready skills, agent plugins, and 3 Gemini CLI 187 —
SachieWang/java-jdtls-mcp-server MCP Server for Java using JDT.LS 3 Gemini CLI 1 542 tok
dirien/pulumi-events MCP server for managing events on Meetup.com via AI assistants 3 Claude Code, Codex, Gemini CLI, OpenCode 4 2,549 tok
ilyautov/moysklad-mcp-ru moysklad-mcp-ru.aifrontier.tech MCP server for MoySklad (JSON API 1.2): inventory, products, orders, documents, reports, a 3 Codex, Gemini CLI, OpenCode 2 1,231 tok
dinglebear-ai/rytdl npmjs.com Rust MCP server and CLI for yt-dlp media search/downloads, metadata tagging, transfer queu 3 Claude Code, Codex, Gemini CLI, OpenCode 4 3,620 tok
costory-io/costory-finops-mcp-skills costory.io FinOps agent MCP: one allocated view of cloud, AI and data costs across providers, shared 3 Claude Code, Codex, Gemini CLI, OpenCode 2 2,060 tok
impactbrussels/AINativeOS impact.brussels The open OS for building an AI-native company in hard-mode sectors. A 15-chapter Handbook, 3 Claude Code, Codex, Gemini CLI, OpenCode 3 2,832 tok
jpantsjoha/pinescript-plugin jpantsjoha.com Pine Script v6 skills and MCP tooling for coding agents — backed by a real validator, not 3 Codex, Gemini CLI, OpenCode 2 627 tok
Mcpgate-de/mcpgate mcpgate.de Self-hosted MCP gateway. Connects Claude, ChatGPT, Codex and any MCP agent to 50+ enterpri 3 Claude Code, Gemini CLI 2 1,327 tok
rex/mcp-apple-reminders MCP server for Apple Reminders. Full CRUD via EventKit, no shortcuts hacks. 3 Claude Code, Codex, Gemini CLI, OpenCode 26 3,552 tok
sky-access/skyaccess-mcp skyaccess.com Hosted SkyAccess MCP server for private jet empty legs: search 5,000+ live empty leg fligh 3 Gemini CLI 1 206 tok
AtlassianPS/JiraAgilePS PowerShell module to interact with Jira's Agile plugin 3 Claude Code, Codex, GitHub Copilot, Gemini CLI, OpenCode 5 2,263 tok
kestra-io/plugin-nats kestra.io Tasks that publish, subscribe, and work with NATS messaging. 3 Claude Code, Codex, Gemini CLI, OpenCode 3 399 tok
bnaylor/sharpei Sharpei Todo Management 3 Gemini CLI 1 90 tok
ormastes/simple Self-hosted programming language and toolchain with Python-like syntax, native compilation 2 Claude Code, Codex, Gemini CLI, OpenCode 15 12,193 tok
gemini-cli-extensions/google-secops Gemini CLI Extension for Google SecOps OneMCP. 2 Gemini CLI 1 1,356 tok
SecondLifes/code-intel Hybrid semantic+keyword code search, RAG chat, and a 17-tool MCP server for Delphi/Pascal 2 Claude Code, Codex, GitHub Copilot, Gemini CLI, OpenCode 50 8,454 tok
dinglebear-ai/synapse npmjs.com Rust MCP and CLI server for local Synapse workflows: Docker/Compose control, host inspecti 2 Claude Code, Codex, Gemini CLI, OpenCode 4 5,463 tok
dinglebear-ai/rgotify npmjs.com Rust MCP server and CLI for Gotify push notifications, with stdio/HTTP transports, auth, C 2 Claude Code, Codex, Gemini CLI, OpenCode 4 4,153 tok
sunub/obsidian-mcp-server npmjs.com An MCP Server designed to make it easy for AI agents or external applications to browse an 2 Gemini CLI 1 1,157 tok
dinglebear-ai/rapprise npmjs.com Rust MCP server and CLI for Apprise notification fan-out across dozens of delivery backend 2 Claude Code, Codex, Gemini CLI, OpenCode 4 1,363 tok
Tempguru-co/tempguru-mcp tempguru.co MCP server for W-2 event staffing across 345 US/CA markets: plan_staffing planner, live ra 2 Claude Code, Codex, GitHub Copilot, Gemini CLI, OpenCode 4 5,547 tok
sultanlive/vibeseo-mcp vibeseo.dev VibeSEO MCP — Model Context Protocol server for SEO research and content workflow 2 Gemini CLI 1 338 tok
MakeaMouse/fish-bridge-mcp An economical and fuel(token) efficient AI tool, graph session memory for looong chat sess 2 Claude Code, Codex, GitHub Copilot, Gemini CLI, OpenCode 4 360 tok
Wolfe-Jam/gemini-faf-mcp faf.one Persistent Project Context for Google Gemini — IANA-registered .faf format · MCP server + 2 Claude Code, Codex, Gemini CLI, OpenCode 3 1,921 tok
laffeyp/cascade-img greenrosesystems.com MCP server for LLM-operable Midjourney image generation — compose, generate, inspect with 2 Claude Code, Codex, GitHub Copilot, Gemini CLI, OpenCode 4 9,467 tok
yannmenec/inspectrum Catch the bad plan before you spend the tokens. Cross-LLM peer review via MCP. 2 Claude Code, Codex, Gemini CLI, OpenCode 3 2,681 tok
cqtrinv/trinvmcp a MCP server for TRINV 2 Gemini CLI 1 594 tok
scalixworld/scalix-cloud-mcp scalix.world Official MCP server for Scalix Cloud — the agent-native cloud: database, functions, AI, st 2 Gemini CLI 1 186 tok
nolindnaidoo/regex-le letools.dev Find every regex in a codebase, and report which can be driven into catastrophic backtrack 2 Claude Code, Codex, GitHub Copilot, Cursor, Gemini CLI, OpenCode, Windsurf 6 10,210 tok
nogoo9/no-crd k8s controller manager w/o using CRDs (cuz your organization lockdown your cluster permiss 2 Claude Code, Gemini CLI 3 3,660 tok
Decade-qiu/Multi-Source-Media-MCP-Server An MCP Tool Implementation for Multi-Source Image Access & Generation 2 Gemini CLI 1 3,068 tok
mcqua007/agents-skeleton A language-agnostic starter repo for AI-powered development. Single-source-of-truth AGENTS 2 Claude Code, Codex, GitHub Copilot, Gemini CLI, OpenCode 6 908 tok
promobase/facebook-business-mcp MCP server implementation of Facebook Business API 2 Claude Code, Codex, Gemini CLI, OpenCode 3 284 tok
SteinsFu/my-adhd-caveman A skill for your coding agent. Stops it from burying the answer in preamble. Numbered step 2 Codex, Gemini CLI, OpenCode 2 631 tok
supportersimulator/3-surgeons Multi-model consensus system — 3 LLMs cross-examine each other to catch blind spots on cri 2 Gemini CLI 1 1,037 tok
felipecabargas/gambit PM skills and workflow agents for Claude/Gemini — research to roadmap, sprint to stakehold 2 Claude Code, Gemini CLI 2 1,495 tok
Tranquility2/quizzing Front-load an AI agent's clarifying questions into one capped, paginated web form so your 2 Gemini CLI 1 144 tok
edwardxckf/humanizer-ms Remove signs of AI-generated writing from Malay (Bahasa Melayu) text. Agent skill for Clau 2 Claude Code, Codex, Gemini CLI, OpenCode 3 1,412 tok