How real projects configure their agents

3,700 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
blizzy78/mcp-task-manager Task Manager MCP Server 4 Claude Code, GitHub Copilot 3 1,284 tok
SuLG-ik/kmp-api-lookup-mcp Fast MCP server for Kotlin/Native Apple API lookup with local klib indexing, compact symbo 4 GitHub Copilot 1 254 tok
jpotter80/mcp A framework for building self-contained, searchable MCP servers from technical documentati 4 GitHub Copilot 1 1,173 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
AppsYogi-com/gsc-mcp-server Google Search Console MCP Server - Connect Google Search Console to Claude, Cursor, and ot 4 GitHub Copilot 1 820 tok
Bogzx/LearnLoop learnloop-gules.vercel.app A team-wide prompting coach. Scores every prompt sent through Claude Code, Claude.ai, VS C 4 GitHub Copilot 1 1,767 tok
azank1/cdv Conservative Dual-Verify — judging AI agent work with a deterministic floor + LLM critic ( 4 GitHub Copilot 1 353 tok
KyaniteLabs/DialectOS kyanitelabs.github.io Spanish dialect localization MCP server and CLI. Translate across 25 regional variants wit 4 Claude Code, Codex, GitHub Copilot, Cursor, OpenCode, Windsurf 5 4,542 tok
converra/agent-triage Diagnose your AI agents in production. Extract policies from prompts, evaluate traces, gen 4 Claude Code, GitHub Copilot 2 1,115 tok
felipesauer/mnema felipesauer.github.io Signed, append-only decision records for AI coding agents: an MCP server and CLI that hand 4 Codex, GitHub Copilot, OpenCode 2 2,425 tok
u9401066/nsforge-mcp Neurosymbolic Forge — an MCP server that turns concepts into verifiable, traceable formula 4 Claude Code, Codex, GitHub Copilot, OpenCode 23 5,925 tok
ozgurkarahan/salesforce-meta-tool-identity-propagation ozgurkarahan.com Build the engagement layer once: one Microsoft Foundry agent in Teams acts across Salesfor 4 Claude Code, Codex, GitHub Copilot, OpenCode 3 896 tok
Vahlame/create-vkm-kit npmjs.com Cross-platform kit that gives AI agents (Claude Code, Codex, Cursor) persistent memory: Ma 4 Claude Code, Codex, GitHub Copilot, OpenCode 3 6,822 tok
zircote/git-notes-memory pypi.org Git-native, semantically-searchable memory storage for Claude Code. Captures decisions, le 4 Claude Code, GitHub Copilot 2 3,796 tok
aws-samples/sample-healthomics-agentic-setup 4 GitHub Copilot 2 1,213 tok
rogerSuperBuilderAlpha/hult-cohort-program site-nine-rouge-68.vercel.app Open-source curriculum and platform for the Hult Cohort Developer Program — GitHub-native, 4 Claude Code, Codex, GitHub Copilot, OpenCode 3 2,400 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
jyunming/Axon jyunming.github.io Local-first RAG engine with cited answers from your own docs. GraphRAG, sealed sharing, MC 4 Codex, GitHub Copilot, OpenCode 10 9,191 tok
chevy155/agent-readiness Deterministic repo readiness scanner for AI coding agents. 4 Codex, GitHub Copilot, OpenCode 2 1,999 tok
Hundia/autospec AutoSpec - Your AI development blueprint generator 4 Claude Code, GitHub Copilot, OpenCode 25 2,290 tok
ani3198/threadbase 4 Claude Code, Codex, GitHub Copilot, Gemini CLI, OpenCode 4 785 tok
floytra-dev/ultra-max-token-burner akapust.in Turn dangerously efficient prompts into manager-visible AI work. 4 Claude Code, Codex, GitHub Copilot, OpenCode 3 437 tok
yugasun/aiops aiops.yugasun.com Personal agent skills bundle for AI-assisted software development — grill, plan, implement 4 Claude Code, Codex, GitHub Copilot, OpenCode 3 2,391 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
KeepThinking007/AI-Coding-Collaboration-Paradigm An AI coding collaboration template for large projects, enabling developers and AI agents 4 Claude Code, Codex, GitHub Copilot, OpenCode 3 3,401 tok
israads/token-efficient 4 Claude Code, Codex, GitHub Copilot, OpenCode 3 1,836 tok
Blackrose-blackhat/pux pux-site.vercel.app 4 Claude Code, Codex, GitHub Copilot, OpenCode 3 310 tok
ysfAskri/archguardian Stop AI from slowly destroying your codebase. Tool-agnostic CLI + git pre-commit hook that 4 Claude Code, GitHub Copilot, Cursor 36 1,619 tok
dallen4/labkit agentic patterns I find handy and reliable 4 Claude Code, GitHub Copilot 12 2,138 tok
rustkit-ai/aimemo Persistent memory for AI coding agents: Claude Code, Cursor, Windsurf, and Copilot. One co 4 Claude Code, GitHub Copilot 4 159 tok
segraef/sec-kit Security Pre-flight Kit 4 Claude Code, GitHub Copilot 3 947 tok
Shreyas-prog108/shreyas-skills Personal engineering skill framework for agentic AI development(Inspired by Karpathy) — fo 4 Claude Code, Codex, GitHub Copilot, Cursor, OpenCode 4 282 tok
ArogyaReddy/https-github.com-JuliusBrussee-caveman 4 Claude Code, Codex, GitHub Copilot, Cursor, Gemini CLI, OpenCode 5 2,822 tok
LiveTrack-X/spec-driven-ai-development SDAD Protocol — a repository-local operating protocol for AI-assisted development that kee 4 GitHub Copilot 1 1,138 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
backendforth/next-sanity-starter bef-next-sanity-starter.netlify.app Production-shaped Next.js 16 + Sanity Studio v5 starter with locale routing, Mux video, Vi 4 Claude Code, Codex, GitHub Copilot, OpenCode 3 9,498 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
rkttu/cadenza A custom MSBuild SDK family for writing console, worker, and web .NET apps as single .cs f 4 Claude Code, Codex, GitHub Copilot, OpenCode 3 4,742 tok
Mehtrick/bjoern Behaviordriven Javabased Onehundret and ten percent Efficient Readable Notation 4 Claude Code, Codex, GitHub Copilot, OpenCode 4 2,589 tok
HarperFast/Cortex Open-source AI memory system powered by Harper Fabric. Clone, configure, deploy. 4 Claude Code, Codex, GitHub Copilot, Cursor, OpenCode 4 5,244 tok
brycegao/android-finance-spec AI coding skill for Android finance apps: BigDecimal precision, RTL/i18n, Kotlin style, an 4 Claude Code, Codex, GitHub Copilot, OpenCode 3 392 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
agtm1199/uber-polya agtm1199.github.io A universal problem-solving skill for code agents (e.g. Claude, Codex), inspired by George 4 Claude Code, Codex, GitHub Copilot, OpenCode 3 3,214 tok
kitproj/coding-context-cli kitproj.github.io Get the session context for a coding agent. 4 GitHub Copilot 1 1,237 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
mjabreel77/Kontinue 4 Claude Code, GitHub Copilot 3 7,933 tok
Mazalucas/El-DT-Lightweight-Army El DT is the framework that turns your AI into a Technical Director: it structures the con 4 Claude Code, Codex, GitHub Copilot, Cursor, OpenCode 5 1,357 tok
Genocs/genocs-library genocs.com Enterprise library to build .NET microservice solution 4 Claude Code, Codex, GitHub Copilot, Cursor, Kiro 11 915 tok