How real projects configure their agents

43,636 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 agents7,571Claude Code6,627Data and AI3,684Backend and APIs3,492Languages3,401Planning3,221Git and workflow3,179Code review2,740Testing2,368Memory and context2,365Writing and docs2,309DevOps and cloud2,308Research2,298Frontend2,256Security2,015Productivity1,715

All Claude Code31,984 Codex23,196 OpenCode22,145 GitHub Copilot3,551 Gemini CLI1,917 Cursor1,736 Windsurf133 Kiro79

Project Stars Configures Files Always loaded
lihowfun/O-ALL-WANT A practical framework that integrates proven GitHub patterns for agent memory, skills, and 18 Claude Code, GitHub Copilot 2 1,665 tok
fortunto2/solo-factory 45 skills, 3 agents and a sensor harness for Claude Code — research, plan, ship and verify 18 Claude Code 1 2,911 tok
castle-x/skills-x AI Agent Skills Repo 18 Claude Code, Codex, OpenCode 26 1,100 tok
lucifertrj/skills-based-app App demo built using Agent Skills via Google Antigravity 18 Claude Code, Codex 19
marcelorodrigo/agent-skills Agents Skills 18 Codex, OpenCode 1 962 tok
jayll1303/AIEKit AI Agents skills for AI Engineer 18 Codex, OpenCode 1 311 tok
GetStream/agent-skills Give your AI coding agent the ability to build, query, and manage Stream - Chat, Video, Fe 18 Codex, OpenCode 1 1,069 tok
WayneChou-bot/LLM-Wiki-Agent-Workflow-Demo llm-wiki-agent-workflow-demo.vercel.app Karpathy-inspired LLM Wiki demo: AI agents compile raw sources into a persistent, self-lin 18 Codex, OpenCode 1 368 tok
minh2004pd/chatbotfullpipeline d3qrt08bgfyl3d.cloudfront.net Personalized Multimodal AI Agent via Google ADK & Gemini. Featuring Realtime Soniox STT, L 18 Claude Code 19 4,714 tok
lydakis/alloy alloy.fyi Python for logic. English for intelligence. 18 Codex, OpenCode 1 2,397 tok
serverlessclaw/serverlessclaw Official ServerlessClaw: The authoritative autonomous AI agent swarm for AWS. Zero idle co 18 GitHub Copilot 1 150 tok
yuanyuekejiJN/AivoClaw aivoclaw.com A beautiful and practical cross-platform OpenClaw desktop client with one-click installati 18 Codex, OpenCode 1 6,077 tok
natnew/awesome-ai-scientists natnew.github.io A curated collection of resources for building “AI Scientist” systems: AI that assists sci 18 Claude Code, Codex, OpenCode 2 4,113 tok
attogram/agents attogram.github.io Standardize your AI collaboration. AGENTS files for your AI. HUMANS files for you. And mo 18 Codex, OpenCode 1 157 tok
lidge-jun/claude-e npmjs.com PTY-backed claude -p-style executor for Claude Code, packaged as the claude-e npm CLI 18 Codex, OpenCode 1 227 tok
kingggg5/shipproof shipproof-site.sjet2744.chatgpt.site Evidence-first Codex, Claude plugin for bugs, security, and 10k-to-1M-user scale readiness 18 Claude Code, Codex, Gemini CLI, OpenCode 3 1,055 tok
ajipurn/fida fida.my.id a local-first secret leak prevention layer for AI coding agents 18 Codex, OpenCode 1 129 tok
TaimoorKhan10/replayd stonepathlab.net Turn failed AI agent runs into replayable regression tests. Catch regressions before you s 18 Codex, OpenCode 1 4,501 tok
11Yuxuanyang/seedance-viral-forge 11yuxuanyang.github.io Reusable AI video prompt skills for Seedance 2.0 / 即梦: product-selling scripts, merchant d 18 Claude Code, Codex, OpenCode 2 691 tok
aaronsb/claude-code-config Event-driven policy, process, and governance for Claude Code. Ways encode how we do things 18 Claude Code 1 106 tok
leodido/structcli leodido.github.io Define a Go struct. Get a CLI that an agent can discover, call, sandbox, and debug. Flags, 18 Claude Code, Codex 1
wasabeef/yank-for-claude.nvim A Neovim plugin that yanks code references in Claude AI's preferred format `@filename#L10- 18 Claude Code 1 751 tok
huifer/drug-discovery-skills wellally.tech Drug Discovery Intelligence plugin for Claude Code. AI-powered target validation, competi 18 Claude Code 1 814 tok
adidacta/pmf-detective Claude Code plugin for Product-Market Fit validation through 5 structured sprints 18 Claude Code 1 1,490 tok
callobuzz/cob-shopify-mcp callobuzz.com Production-grade MCP server and CLI tool for Shopify Admin GraphQL API — 49+ tools, YAML-e 18 Claude Code 1 1,927 tok
intellectronica/claude-agentsmd Claude Code plugin that syncs AGENTS.md → CLAUDE.md 18 Codex, OpenCode 1 107 tok
ihatesea69/kiro-kit ihatesea69.github.io Set up a Kiro IDE workspace with one command. Pick a preset and the agents, skills, comman 18 Claude Code, Gemini CLI 2 567 tok
Topman-14/mobius-mcp Let your AI agent control and see browser logs, network requests, and runtime events for r 18 Claude Code 1 3,055 tok
omar-A-hassan/medsci-agent Biomedical research agent with 28 MCP tools powered by MedGemma, TxGemma and OpenCode 18 Claude Code, GitHub Copilot, OpenCode 25 907 tok
wspringer/highs-mcp MCP tool to solve optimization problems using HiGHS 18 Claude Code 3 395 tok
marcorusc/mcp-biomodelling-servers A repository that stores all the MCP servers for creating biological mechanistic models. I 18 GitHub Copilot 1 3,052 tok
vibeforge1111/xmcp the most comprehensive mcp for X 18 Claude Code, Cursor 2 1,896 tok
argos-ci/argos-javascript docs.argos-ci.com Official Argos SDKs for JavaScript 18 Claude Code, Codex 1
ilgizar-valiullin/mcp-web-hound Unified MCP search server with 8 providers, caching, reranking, and rate limits 18 Codex, OpenCode 1 519 tok
robertdcurrier/erddap2mcp ERDDAP interface to LLMs using MCP 18 Claude Code 1 2,300 tok
hichana/goalstory-mcp 18 Claude Code 1 996 tok
Cadasto/openehr-assistant-mcp cadasto.github.io A Model Context Protocol (MCP) Server to assist you on various openEHR related tasks and A 18 Claude Code, Codex, GitHub Copilot, OpenCode 3 2,124 tok
michael-abdo/tmux-claude-mcp-server MCP Server for managing hierarchical Claude instances through tmux 18 Claude Code 1 767 tok
AceDataCloud/SeedanceMCP MCP server for ByteDance Seedance video generation via Ace Data Cloud. 18 Claude Code, GitHub Copilot 2 809 tok
jame581/LogseqBrain Persistent memory for Claude using a dedicated Logseq graph. Save and load project context 18 Claude Code 1 2,181 tok
Liberty91LTD/cti-skills liberty91.com Cyber Threat Intelligence Skills for each stage of the CTI Lifecycle. 18 Claude Code, Codex, OpenCode 4 2,048 tok
6missedcalls/personal-finance-skill agentskills.io AI-powered personal finance skill — 75 tools across 7 extensions for banking (Plaid), trad 18 Claude Code 1 984 tok
PrunaAI/pruna-skills dashboard.pruna.ai Agent skills and plugins to give your agents access to Pruna API and generation workflows. 18 Codex, OpenCode 1 1,052 tok
sophymarine/openregistry openregistry.sophymarine.com Real-time, direct-from-official-registry company data via MCP. 30 national registries; unm 18 Gemini CLI 1 522 tok
arthjean/rust-doctor Your agent writes bad Rust. This catches it. 18 Claude Code, Codex, OpenCode 5 2,198 tok
PSPDFKit-labs/nutrient-skills nutrient.io AI agent skills for Nutrient APIs and SDKs — works with Claude Code, Codex, Gemini CLI, C 18 Claude Code, Codex, OpenCode 2 840 tok
aahil62/unslop 18 Claude Code, Codex, OpenCode 1 488 tok
rejifald/StitchAPI stitchapi.dev The agent-native runtime where a typed, declarative stitch replaces fetch — for humans and 18 Claude Code 3 738 tok
clouisle/Clouisle clouisle.asia Next-Generation Multi-Agent Collaboration Platform and Workflow Engine. Build and orchestr 18 Claude Code, Codex, OpenCode 2 999 tok
Sensorica/nondominium sensorica.github.io Nondominium built on REA + Valueflows + Holochain is a distributed multi-agent system for 18 Claude Code, Codex, Gemini CLI, OpenCode 3 3 tok