How real projects configure their agents

44,931 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 agents8,489Claude Code6,881Git and workflow3,605Data and AI3,580Backend and APIs3,556Languages3,486Planning3,323Code review2,893Testing2,681Writing and docs2,477DevOps and cloud2,477Memory and context2,375Research2,318Frontend2,308Security2,170Project management1,960

All Claude Code32,505 Codex24,785 OpenCode23,702 GitHub Copilot3,719 Gemini CLI2,034 Cursor1,771 Windsurf202 Kiro114

Project Stars Configures Files Always loaded
albumentations-team/albucore A high-performance image processing library designed to optimize and extend the Albumentat 124 Codex, OpenCode 6 3,017 tok
trevor-nichols/agentrules-architect AGENTS.md/CLAUDE.md generator and ExecPlan harness for Codex, Claude Code, Cursor, Antigra 124 Claude Code, Codex, Cursor, OpenCode 2 4,520 tok
ZeroZ-lab/learn-opencode learn-opencode.vercel.app 124 Claude Code, Codex, OpenCode 2 2,211 tok
PrefectHQ/colin colin.prefect.io A context engine that treats skills as software. 124 Claude Code, Codex, OpenCode 2 759 tok
lemon07r/opencode-kimi-full 124 Codex, OpenCode 1 4,096 tok
rubenzantingh/claude-code-magento-agents Collection of Claude Code Subagents designed to be used for Magento (2) development. 124 Claude Code 1 930 tok
OmidZamani/dspy-skills Collection of Claude Skills for DSPy framework - program language models, optimize prompts 124 Codex, OpenCode 1 333 tok
kaichen/amap-skill Claude Code skill for the AMap Web Service API 124 Codex, OpenCode 1 588 tok
AyanbekDos/memoriki Memoriki - LLM Wiki + MemPalace. Personal knowledge base with real memory. 124 Claude Code 1 621 tok
pr-pm/prpm prpm.dev The universal registry for AI coding tools 124 Claude Code, Codex, OpenCode 5 12,079 tok
Houseofmvps/ultraship npmjs.com "ULTRASHIP" Claude Code plugin — 39 skills, 33 tools, 11 agents for ship-ready workflows: 124 Claude Code, Gemini CLI 2 3,228 tok
ceilf6/FrontAgent marketplace.visualstudio.com Frontend AI coding agent platform with CLI, VS Code extension, desktop app, MCP server, RA 124 Claude Code, Codex, OpenCode 8 2,350 tok
nambok/mentedb mentedb.com A cognition aware database engine for AI agent memory. Purpose built in Rust with WAL, HNS 124 Claude Code, GitHub Copilot 2 2,037 tok
tma1-ai/tma1 tma1.ai Local-first observability your agent reads back. TMA1 records every LLM call, then routes 124 Claude Code, Codex, OpenCode 2 2,387 tok
ossianhempel/things3-cli ossianhempel.github.io CLI for Things 3, implemented in Go 124 Claude Code, Codex, OpenCode 3 934 tok
closedloop-ai/claude-plugins Open-source Claude Code plugins for multi-agent software delivery. Plan-first SDLC workflo 124 Claude Code, Codex, OpenCode 3 3,307 tok
doordash-oss/agentic-orchestrator Turn a goal into a supervised run. 124 Codex, OpenCode 1 1,416 tok
Ephemeral-AI-Lab/ephemeral-sandbox ephemeral-sandbox.com Open-source agent sandbox infrastructure for parallel coding agents: isolated workspaces, 124 Claude Code, Codex, OpenCode 2 1,317 tok
nikolausm/imap-mcp-server Full-featured IMAP & SMTP email for AI assistants: search, read, send, organize and clean 124 Claude Code, Codex, OpenCode 2 1,806 tok
bcefghj/comic-guide-skill Comic-style infographic generator Skill | 10+ anime styles (Doraemon/Naruto/One Piece/Drag 124 Claude Code, Codex, OpenCode 2 279 tok
allocnode/oh-my-sage 🛠️ Geek Edition Mi Home Automation AI Agent (SKILL & MCP)—create complex automation rules 124 Claude Code, Codex, OpenCode 2 2,691 tok
gke-labs/kube-agents gke-labs.github.io An autonomous agentic harness for Kubernetes. Proactive fleet audits, declarative GitOps r 124 Claude Code, Codex, OpenCode 33 5,763 tok
ajitpratap0/GoSQLX gosqlx.dev Pure-Go SQL parser, formatter, linter and security scanner for 8 dialects. Zero-copy, race 124 Claude Code 1 3,398 tok
deusXmachina-dev/memorylane trymemorylane.com 124 Claude Code, Codex, Cursor, OpenCode 7 1,013 tok
spectral-mcp/spectral getspectral.sh Browse any app normally. Spectral captures the traffic, understands what each API call doe 124 Claude Code 1 2,285 tok
quran/quran-mcp mcp.quran.ai 124 Claude Code, Codex, Gemini CLI, OpenCode 5 4,674 tok
rajbos/ai-engineering-fluency marketplace.visualstudio.com Extension that shows information about the estimated token usage and more of AI in editors 124 Claude Code, Codex, GitHub Copilot, OpenCode 48 19,124 tok
Rigos0/superturtle superturtle.dev Coding agent on your phone 🐢 123 Claude Code, Codex, OpenCode 11 328 tok
xiehust/owork 123 Claude Code 1 2,881 tok
AztecProtocol/aztec-starter A simple aztec contract + test to get started. 123 Claude Code, Codex, OpenCode 3 2,598 tok
sinewaveai/agent-security-scanner-mcp npmjs.com Security scanner MCP server for AI coding agents. Prompt injection firewall, package hallu 123 Claude Code 3 1,918 tok
bartstc/vite-ts-react-template This project provides a basic dev setup intended for Single Page Application (SPA) develop 123 Claude Code, GitHub Copilot 7 1,986 tok
21pounder/terminalAgent A powerful terminal coding agent based on Claude Agent SDK. Better then Claude Code when s 123 Claude Code, Gemini CLI 3 2,384 tok
traefikturkey/onramp Traefik with all the stuffing. Onramp is a docker compose setup designed to allow users to 123 Claude Code, GitHub Copilot 13 4,277 tok
genggng/hermes-arxiv-agent genggng.github.io An agent skill based on Hermes: automatically fetches papers from arXiv daily, uses AI to 123 Codex, OpenCode 1 2,050 tok
opentiny/webmcp-sdk docs.opentiny.design OpenTiny NEXT-SDKs is a front-end AI and browser automation toolkit. It implements WebMCP 123 Codex, OpenCode 1 2,095 tok
momotech/LinkWork Open-source enterprise AI workforce platform — containerized roles, declarative skills, MC 123 Codex, OpenCode 1 1,632 tok
jhartquist/claude-remotion-kickstart youtu.be Create videos programmatically with Claude Code and Remotion 123 Claude Code 6 2,505 tok
aikts/yandex-tracker-mcp Yandex Tracker MCP Server with OAuth2 support 123 Claude Code, Codex, OpenCode 13 4,756 tok
joungminsung/OpenDocuments joungminsung.github.io Self-hosted RAG platform for AI document search across GitHub, Notion, Google Drive, local 123 Codex, OpenCode 1 3,109 tok
wez/wiff wezfurlong.org sniff out the wiff in your diff, from the comfort of your terminal. wiff is a terminal-cen 123 Codex, OpenCode 1 568 tok
majiayu000/litellm-rs docs.rs Self-hosted Rust LLM gateway with OpenAI-compatible APIs, load balancing, failover, and a 123 Claude Code, Codex, OpenCode 12 3,619 tok
kar2phi/video-lens video-lens is a coding agent skill that fetches a YouTube transcript and generates a struc 123 Claude Code 1 889 tok
raiyanyahya/Superlearn Learn anything, deeply from inside Claude Code, Codex or KiloCode 123 Claude Code, Codex, OpenCode 2 383 tok
yangtaihong59/siyuan-plugins-mcp-sisyphus yangtaihong59.github.io A tool for connecting Agents with Siyuan. 123 Claude Code, Codex, OpenCode 8 12,359 tok
aws-samples/appmod-blueprints 123 Claude Code, Kiro 37 30,116 tok
mrbuslov/capcut-ai-editor AI Capcut MCP server for automated "talking head" video processing. Removes pauses, detect 123 Claude Code 1 1,051 tok
praneybehl/llm-wiki-plugin praneybehl.github.io Andrej Karpathy's LLM Wiki pattern as a skill & Claude Code plugin — turn accumulated sour 123 Codex, OpenCode 1 215 tok
Bevel-Software/Hexis demo.bevel.software Centrally manage AI-agent skills, tools, context, permissions, and identity across your en 123 Codex, OpenCode 1 468 tok
cloudrift-ai/emmy riftstack.ai Optimized GPU compiler for LLM inference. Choose from a list of optimized recipes or optim 123 Claude Code, Codex, OpenCode 10 8,880 tok