How real projects configure their agents

32,539 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
cagatayuncu/marketing-machine Claim-provenance and brand-compliance harness for marketing content: scans your codebase f 21 Claude Code 1 623 tok
Jinsong-Zhou/xhs-autopilot RedNote content creation autopilot — full-process automation with an AI Agent 21 Claude Code 3 882 tok
pariyar07/ariadne satyampariyar.com Open-source agent skills for building scope-safe Markdown knowledge vaults with determinis 21 Claude Code, Codex, Gemini CLI, OpenCode 3 1,921 tok
ya5huk/findash An Israeli Claude Finance Plugin 21 Claude Code, Codex, OpenCode 3 5,982 tok
branover/hexgraph Self-hosted, agentic vulnerability research for binaries & firmware: an AI agent decompile 21 Claude Code, Codex, OpenCode 6 11,238 tok
cyijun/china-financial-services AI agent plugins & managed-agent templates for China A-share market research and financial 21 Claude Code, Codex, OpenCode 2 1,506 tok
sordi-ai/skill-everything Git-versioned agent memory: agents that never make the same mistake twice. Anthropic-Skill 21 Claude Code, Codex, Cursor, Gemini CLI, OpenCode 4 4,060 tok
ansari-project/ansari-skill Islamic Knowledge Agent Skill — answers questions about Islam using authentic sources. Wor 21 Claude Code, Codex, OpenCode 2 4,154 tok
lac5q/beastmode Beastmode: MofA (Mixture of Agents) orchestration framework for Hermes/OpenClaw/Codex with 21 Claude Code, Codex, OpenCode 8 1,900 tok
aptos-labs/aptos-agent-skills AI skills for building secure, modern Aptos dApps — Move contracts, TypeScript SDK, and fr 21 Claude Code 1 2,840 tok
apache/solr-mcp solr.apache.org Solr MCP Server 21 Claude Code, Codex, OpenCode 2 7,872 tok
nirholas/modelcontextprotocol.name modelcontextprotocol.name Registry content for modelcontextprotocol.name: a Sperax x402 facilitator listing and the 21 Claude Code, Codex, OpenCode 2 472 tok
AI-by-design/primitiv primitiv.design The design system infrastructure keeping teams and agents in sync. 21 Claude Code, Codex, OpenCode 2 2,298 tok
Brainwires/rullama-framework brainwires.dev A modular framework for building complete AI solutions. It's mostly a Rust framework with 21 Claude Code, Codex, OpenCode 5 1,887 tok
ZenRows/zenrows-mcp zenrows.com Official Zenrows MCP integration 21 Claude Code, Codex, OpenCode 2 683 tok
docdyhr/simplenote-mcp-server MCP Server for Simplenote integration with Claude Desktop 21 Claude Code, Codex, GitHub Copilot, OpenCode 12 3,384 tok
husniadil/ultrathink MCP server for sequential thinking and complex problem-solving. Built iteratively using it 21 Claude Code 3 2,854 tok
anurmatov/phleet Open-source autonomous multi-agent AI platform. Dockerized agents driven by Claude or Code 21 Claude Code 1 8,563 tok
grafana/grafana-pathfinder-app grafana.com Get help exactly when and where you need it. Grafana Interactive Learning brings contextua 21 Claude Code, Codex, OpenCode 19 1,685 tok
accordproject/apap Accord Project Agreement Protocol. Agreement Runtime and MCP Server 21 Claude Code 1 2,196 tok
bonnguyenitc/antigravity-superpowers npmjs.com Superpowers for Google Antigravity — composable skills, smart workflows, and always-on rul 21 Claude Code, Codex 24 —
uberskillsdev/uberSKILLS uberskills.dev Design, test, and deploy Claude Code Agent Skills through a visual, AI-assisted workflow. 21 Claude Code 1 3,915 tok
lexmount/browseruse-agent-bench lexmount.github.io Real-world browser-agent benchmark: 210 tasks across 107 websites, multi-agent/multi-brows 21 Claude Code, Codex, GitHub Copilot, OpenCode 3 4,862 tok
sflinter/banktivity-swift-mcp MCP server for Banktivity personal finance files — Swift/Core Data rewrite for CloudKit-sa 21 Claude Code 1 2,077 tok
DataZooDE/erpl-adt erpl.io CLI and MCP server for the SAP ADT REST API — search, read/write ABAP source, run tests, m 21 Claude Code, Codex, OpenCode 2 6,802 tok
dpmadsen/multimodels-mcp MCP server that lets Claude Code delegate tasks to GPT-5.6 (Codex CLI), DeepSeek, GLM, Ope 21 Claude Code, Codex, OpenCode 2 2,571 tok
ObscuritySRL/bun-win32 Zero-dependency, zero-overhead Win32 FFI bindings for Bun on Windows. 21 Claude Code, Codex, OpenCode 2 6,102 tok
aiya000/dotfiles Practical configuration files by 5000++ commits. e.g., Neovim and tmux with editprompt for 21 Claude Code 2 1,491 tok
navisbio/AACT_clinicaltrials_MCP 21 Claude Code 1 567 tok
khairold/pibun 21 Claude Code, Codex 5 3,749 tok
ai-analyst-lab/ai-analyst-plus AI Product Analyst Plus — full system + premium skills for bootcamp and consulting 21 Claude Code 3 9,546 tok
context-foundry/context-foundry contextfoundry.dev Stop vibe coding. Start building. 21 Claude Code, GitHub Copilot 9 2,921 tok
wearelamplit/lamp-os LampOS 21 Claude Code 1 4,431 tok
saadnvd1/hydra Never stop coding when your AI CLI hits a rate limit. Unified wrapper for Claude Code, Cod 21 Claude Code 1 625 tok
mohanagy/madar mohanagy.github.io Stop AI coding agents from rediscovering large TypeScript/Node repos with task-aware local 21 Claude Code 1 —
topos-sh/topos topos.sh Behavior sharing for AI agents in teams — the topos CLI + self-hostable plane keep every a 21 Claude Code, Codex, OpenCode 2 1,503 tok
corveil/crow Web-based session manager for AI-powered development — orchestrates git worktrees, Claude 21 Claude Code 1 15,472 tok
noemica-io/design-graph noemica.io AI design tools give you pages. Design Graph gives you flows. A canvas where each node is 21 Claude Code 1 —
aiconnai/agentshield aiconnai.github.io 🛡️ Offline Rust security scanner for AI agent tools & MCP servers — MCP, Hermes Agent, Cr 21 Claude Code, Codex, OpenCode 2 7,799 tok
staticroostermedia-arch/engram glama.ai Geometric agent memory for Agents: 8-tool lean contract, harness injection at wake, sessio 21 Claude Code, Codex, OpenCode 2 3,188 tok
jukkan/xrm-mcp An MCP server for Dataverse people who know where this thing is coming from. 21 Claude Code 1 1,815 tok
imatza-rh/mcp-zuul pypi.org MCP server for Zuul CI - debug build failures, search logs, manage pipelines, and monitor 21 Claude Code 1 2,037 tok
marcosd4h/DeepExtractRuntime AI-driven agent runtime for Windows PE binary analysis. Turns IDA Pro decompiled code and 21 Claude Code 1 1,730 tok
shutootaki/gwm Git worktree manager cli. Switch Git contexts with zero friction. Review pull requests, cr 21 Claude Code, Codex, OpenCode 6 1,160 tok
saidsurucu/rlang-mcp-python MCP Server for Running R Language 21 Claude Code 1 3,196 tok
hemanth/mcp-web-client mcphost.link A web-based client for connecting to MCP servers with OAuth support 21 Claude Code, Codex 1 —
ai4curation/owl-mcp ai4curation.github.io MCP server for OWL applications 21 Claude Code 1 661 tok
nonatofabio/luna-agent Custom minimal AI agent with persistent memory, MCP tools, and Discord 21 Claude Code 1 1,019 tok
Rushik-B/Clira tryclira.com Open-source AI chief of staff — manages email, calendar, reminders, and tools with human a 21 Claude Code, Codex, OpenCode 3 3,665 tok
11Yuxuanyang/seedance-viral-forge 11yuxuanyang.github.io Reusable AI video prompt skills for Seedance 2.0 / 即梦: product-selling scripts, merchant d 21 Claude Code, Codex, OpenCode 2 691 tok