How real projects configure their agents

44,996 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 agents8,544Claude Code6,892Git and workflow3,622Data and AI3,580Backend and APIs3,558Languages3,492Planning3,321Code review2,907Testing2,690DevOps and cloud2,489Writing and docs2,484Memory and context2,374Research2,321Frontend2,311Security2,178Project management1,971

All Claude Code32,539 Codex24,879 OpenCode23,799 GitHub Copilot3,723 Gemini CLI2,040 Cursor1,772 Windsurf202 Kiro116

Project Stars Configures Files Always loaded
Loctree/loctree loct.io Structural code intelligence for AI agents. Scan once, query everything — dead exports, ci 10 Codex, GitHub Copilot, OpenCode 2 1,731 tok
henryiii/skills Some agent skills that are useful for coding. 10 Codex, OpenCode 1 381 tok
alexsmirnov/obsidian-second-brain-mcp 10 Claude Code, Codex, GitHub Copilot, OpenCode 3 286 tok
kpbray/power-bi-agent-skills A comprehensive set of agent skills excellent at creating Power BI reports in PBIP format, 10 Claude Code, Codex 10 —
OrderlyNetwork/orderly-mcp 10 Codex, OpenCode 1 7,283 tok
lacvietanh/akidevrule Aki's rules and skills for UNIFY [Claude, AGY, Grok, Kiro, Ollama,v.v..] packaged for easy 10 Claude Code, Gemini CLI 2 2,665 tok
whenpoem/aiscientist An AI-driven research workflow for generating ideas, running experiments, and writing scie 10 Claude Code, Codex, OpenCode 6 1,865 tok
twominutereports/marketing-skills Claude Marketing Skills for SEO, PPC, and ecommerce reporting, analysis, and automation vi 10 Claude Code, Codex, OpenCode 2 1,185 tok
EricSanchezok/repo-seed Seed agent-native, self-governing repos: AGENTS.md, MADR decision logs, deterministic gate 10 Claude Code, Codex, OpenCode 2 1,047 tok
hamza-ali-shahjahan/hamzaish hamzaish.com Open-source agent OS for Claude Code that puts you in Builder Mode — and keeps you there f 10 Claude Code, Codex, OpenCode 5 10,643 tok
imboard-ai/ai-dossier ai-dossier.dev An open standard for signed, versioned agent skills. Model-driven orchestration with a det 10 Claude Code, Codex, OpenCode 2 941 tok
zircote/csharp-lsp Claude Code plugin for C# development with OmniSharp LSP and dotnet format hooks 10 Claude Code 1 202 tok
Utolaris/Stata-CLI Stata CLI for AI agents and coding agents (Codex, Claude Code, Cursor, OpenCode). Run Stat 10 Codex, OpenCode 1 559 tok
ZachArticulateV/designer-pro-and-seo Free MIT Claude Code plugin for the web-design + SEO workflow: design systems, on-brand pa 10 Claude Code, Codex, OpenCode 2 3,848 tok
YuliaNuzhnenko/bioinformatics-agent-skills The #1 open-source collection of scientific AI Agent Skills, tool specifications, and prom 10 Claude Code, Codex, OpenCode 2 435 tok
frankxai/Starlight-Intelligence-System starlightintelligence.org One shared brain for your whole AI fleet: attested memory, orchestration, governance and e 10 Claude Code, Codex, GitHub Copilot, Gemini CLI, OpenCode 9 14,794 tok
Avyayalaya/agent-prime avyayalaya.github.io A persistent AI operating system. 13 specialized agents + a runtime-portable 5-agent quali 10 Claude Code, Codex, GitHub Copilot, Gemini CLI, OpenCode 4 12,325 tok
HieuAnh87/sentry-selfhosted-mcp hieuanh87.github.io MCP server for self-hosted Sentry: issues, events, releases, users, org stats, and project 10 Claude Code, Codex, OpenCode 2 826 tok
ckalima/pipedrive-mcp-server MCP server for Pipedrive CRM. 155 contract-tested tools, v2-first API, gated destructive o 10 Claude Code 1 1,497 tok
dorukardahan/twitterapi-io-mcp npmjs.com TwitterAPI.io MCP server: offline docs (endpoints, pages, blogs) for Claude and other AI a 10 Claude Code, Codex, OpenCode 2 1,493 tok
Elnora-AI/elnora-merit-aktiva Merit Aktiva accounting + Merit Palk payroll API — CLI and Claude Code plugin. Universal, 10 Codex, OpenCode 1 1,006 tok
planetabhi/figma-mcp-server registry.modelcontextprotocol.io A local Figma MCP server with full Figma REST API coverage 10 Claude Code, Codex 1 —
erajasekar/ai-diagram-maker-mcp 10 Claude Code 1 —
cristianoaredes/mcp-dadosbr 🤖 Model Context Protocol (MCP) server for Brazilian public data lookup - Company (CNPJ) a 10 Claude Code, GitHub Copilot 2 3,843 tok
flyfish-dev/word-ai AGPL-licensed structure-preserving Word (DOCX) editing MCP server, Codex Skill, and Office 10 Codex, OpenCode 1 823 tok
Lexus2016/turbo_quant_memory Local-first MCP memory server for AI coding agents with compact retrieval and project/glob 10 Claude Code, Codex, OpenCode 2 1,656 tok
piprail/piprail piprail.com x402 (HTTP 402 Payment Required) SDK + MCP server: let any API charge for itself and any A 10 Claude Code, Codex, OpenCode 14 9,646 tok
noahain/Monoloth noahain.xyz Agent-agnostic desktop shell for CLI coding tools 10 Codex, OpenCode 1 3,574 tok
MannanSaood/termi Next-gen Android Terminal Environment. Built with Rust & Jetpack Compose, featuring a cust 10 Cursor 8 922 tok
PedroMosquera/squadai The agent config you can verify. Declare it once, apply it to seven agent harnesses, fail 10 Claude Code, Codex, GitHub Copilot, OpenCode 41 893 tok
OmicoDev/skills 10 Claude Code, Codex, OpenCode 2 138 tok
rwellinger/xp_pilot thwelly.ch X-Plane 12 plugin for macOS, Linux & Windows: Flight Logger with HTML logbook, Auto QNH sy 10 Claude Code 1 1,316 tok
toejough/engram Self-correcting memory for LLM agents. A Claude Code plugin that learns from sessions, sur 10 Claude Code, Codex, OpenCode 2 5,385 tok
shopsavvy/shopsavvy-mcp-server shopsavvy.com Free MCP server for ShopSavvy: gives Claude, ChatGPT, Cursor and other AI assistants produ 10 Claude Code, Codex, OpenCode 2 905 tok
elmochilyas/laraskills 10 Claude Code, Codex, GitHub Copilot, Cursor, OpenCode 10 6,522 tok
linkpranay-ai/context-engineering-protocol Portable AI coding-agent skills for source-attributed, human-approved context packages. 10 Codex, OpenCode 1 1,388 tok
longportapp/openapi open.longportapp.com Longport OpenAPI SDK Base. 10 Claude Code, Codex, OpenCode 2 1,222 tok
durapensa/claude-chrome-mcp Developer tool suite enabling Claude Desktop, Claude Code, and other MCP hosts like Cursor 10 Claude Code 1 4,232 tok
mohamed-hossam1/nextjs-skills Next.js 16+ caching architecture. Applies to any App Router project regardless of domain. 10 Claude Code, Codex, OpenCode 2 2,100 tok
jddunn/tenets tenets.dev Local-first MCP server for intelligent context that feeds your prompts 10 Cursor 1 511 tok
fellowship-dev/navvi fellowship.dev Turn a browser task into a reusable scraper. 10 Claude Code 1 615 tok
Initsnow/bilibili-subtitle-fetch MCP server for fetching Bilibili video subtitles with language and format options. 10 Codex 1 —
Sagargupta16/itr-agent Local-first MCP server for Indian income tax: deterministic tax computation, regime compar 10 Claude Code 1 3,116 tok
miltonhit/tibia_mcp tibia-mcp.vercel.app Give your AI access to the entire TibiaWiki database 10 Claude Code 1 —
luiox/openocd-mcp mcp server for openocd 10 Codex, OpenCode 1 1,261 tok
yigitkonur/mcp-parasut unofficial Paraşüt SDK and MCP server — Turkish accounting, invoices, e-fatura 10 Claude Code 1 80 tok
scidonia/rocq-piler MCP server for Coq LSP 10 Codex, OpenCode 1 706 tok
eriknewton/sanctuary-framework sanctuaryprotocol.ai Open source security for AI agents: an OS-enforced egress wall on macOS, and on Ubuntu 24. 10 Claude Code, Codex, OpenCode 2 6,599 tok
xgre1/troth troth.one An AI partner whose memory lives on your machine, not in a vendor account. Swap the model, 10 Claude Code, Codex, OpenCode 2 1,110 tok
adhocteam/recreation-mcp-server adhocteam.github.io An MCP server in Go that enables LLMs to discover and learn about recreation opportunities 10 Codex, OpenCode 1 2,464 tok