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
ProjectAtlantis-dev/atlantis-mcp-server projectatlantis.ai Multix virtual filesystem node, MCP-compatible, really just a glorified function container 10 Claude Code, Codex, OpenCode, Windsurf 3 548 tok
Hryhorii77/aero-allocator aero-allocator.vercel.app Aerodrome Predictive Allocation optimizer — MCP server that forecasts next-epoch pool dema 10 Claude Code 1 11,254 tok
RobotDisco/adhd-skills Personal Claude skills for ADHD self-management. Not a general-purpose toolkit. 10 Claude Code 1 3,578 tok
alyiox/mcp-mssql Read-only-by-default MCP server for one or many SQL Servers: schema discovery, SELECT-only 10 Claude Code, Codex, OpenCode 2 767 tok
Kaguara/emerging-market-skills Agent skills for building software that works on the other five billion phones. 10 Codex, OpenCode 1 2,492 tok
Hhhkarimi/repo2skill repo2skill.vercel.app Turn any public GitHub repository into professional, repository-native Agent Skills for Ch 10 Codex, OpenCode 1 150 tok
agentkitai/lore Cross-agent memory SDK. Agents publish lessons, query shared knowledge, with built-in reda 10 Claude Code, Cursor 2 814 tok
qingye-lab/rootloom qingye-lab.github.io Inspectable engineering workflows for OpenAI Codex. 10 Codex, OpenCode 1 337 tok
RonMizrahi/sdlc-graph-engineering Turn any multi-step process into a guarded graph a machine can actually execute — typed no 10 Claude Code 1 896 tok
netresearch/github-project-skill Agent Skill for GitHub repository setup and platform-specific features | Claude Code compa 10 Codex, OpenCode 1 963 tok
littlewindy123/lianhuanhua-skills Comic short-video Codex Skill: token-saving prompt pack, external/built-in image generatio 10 Codex, OpenCode 1 249 tok
deepshal99/notch-so-good notchsogood.com The world's smallest coworker lives in your Mac's notch. Peek, a tiny 3D character, watche 10 Claude Code, Codex, OpenCode 2 1,747 tok
sapdev-ai/sap-dev sapdev.ai SAP GUI automation plugins for AI coding assistants 10 Claude Code 1 28,059 tok
frangelbarrera/agentic-harness pypi.org Open-source Python agent harness for auditable, cost-controlled LLM workflows with YAML pl 10 Claude Code, Codex, OpenCode 2 1,806 tok
kishorkukreja/anylogic-mcp-server MCP Server for AnyLogic Cloud simulation platform integration with AI assistants 10 Claude Code 1 2,165 tok
katalon-labs/true-skills katalon.com Agent-neutral AI testing skills for Katalon True Platform: 18 skills covering the full tes 10 Codex, GitHub Copilot, Kiro, OpenCode 21 68,208 tok
Smeldr/core smeldr.dev Keeps decisions coherent when people and AI agents move fast. A searchable graph of your d 10 Claude Code, Codex, OpenCode 3 54,213 tok
ivo-toby/postgram postgram.dev Self-hosted knowledge for humans and agents. 10 Claude Code, Codex, OpenCode 11 1,132 tok
sandraschi/resonite-mcp FastMCP server for natural language control of Resonite social VR platform.. with webapp a 10 Claude Code, Codex, GitHub Copilot, Cursor, OpenCode, Windsurf 8 1,497 tok
odrasile/ai-usage-widget odrasile.github.io Floating desktop widget for monitoring local AI coding CLI usage across Codex, Claude Code 10 Codex, OpenCode 1 1,575 tok
ishizakahiroshi/many-ai-cli Run Claude Code, Codex, Copilot, Cursor, and Grok CLIs in parallel — approve every session 10 Claude Code, Codex, Gemini CLI, OpenCode 3 7,675 tok
rushikeshmore/CodeCortex codecortex-ai.vercel.app Persistent codebase knowledge layer for AI agents. Pre-builds architecture, dependency, co 10 Claude Code 1 1,942 tok
AtharvaMaik/PromptQueue Dependency-free prompt scheduler for AI rate-limit resets. Queue prompts for Claude, Codex 10 Claude Code, Codex, Gemini CLI, OpenCode 3 597 tok
pylit-ai/opendream pylit.ai Local-first memory and dreaming automation for agents. 10 Codex, OpenCode 1 446 tok
iris-eval/mcp-server iris-eval.com Stop shipping agents on vibes. Score every agent output for quality, safety, and cost. 10 Codex, OpenCode 1 2,054 tok
raunakkathuria/buildwright Approve intent, ship autonomously. Agent-first autonomous development workflow for Claude 10 Claude Code, Codex, OpenCode 2 108 tok
beadnall/codemap A Claude skill that turns a codebase into an explorable isometric diagram, with real data 10 Codex, GitHub Copilot, OpenCode 2 1,072 tok
abdullahkhawer/devops-skills A curated collection of DevOps Skills that enhance your development using AI to work smart 10 Claude Code 1 —
0xhubed/agent-trading-arena 10 Claude Code 5 9,768 tok
microsoft/AKS-Lab-GitHubCopilot ZavaShop multi-agent retail demo on AKS + ACA. Specs, MCP servers, agents, tests, Bicep/He 10 Claude Code, Codex, GitHub Copilot, OpenCode 16 4,662 tok
AlgoVaultLabs/crypto-quant-signal-mcp algovault.com AI trading brain for crypto perps — composite signals, funding rate arb scanning, and mark 10 Claude Code, Cursor 3 —
rokasklive/opengrok-go-mcp opengrok MCP but in Go 10 Claude Code, Codex, GitHub Copilot, OpenCode 35 2,055 tok
fulcradynamics/fulcra-context-mcp Fulcra MCP Server 10 Codex, OpenCode 1 4,713 tok
austin-starks/nexustrade-ts nexustrade.io Typed TypeScript SDK for NexusTrade portfolio authoring, backtesting, and optimization 10 Claude Code, Codex, OpenCode 2 3,850 tok
luyangkk/trae-superpowers Install obra/superpowers skills into the Trae IDE, activated from the first message via Us 10 Claude Code, Codex, OpenCode 2 1,760 tok
gaelic-ghost/socket macOS Agent Workflows, Research, & Experiments 10 Codex, OpenCode 1 741 tok
PBNZ/newton-skill newton.mystuffonline.org A Claude skill that turns Claude into a rigorous reasoning and sparring partner — honest e 10 Codex, OpenCode 1 184 tok
Bannovich/arabic-word-production Deterministic Agent Skill and plugin for Arabic-first and bilingual Microsoft Word DOCX pr 10 Codex, OpenCode 1 220 tok
Mozurok/fhorja.dev fhorja.dev A workflow operating system for AI-assisted engineering. Task state, decisions, and plans 10 Claude Code, Codex, OpenCode 5 2,283 tok
hutzelmann/thesis-proposal-skills skills.sh Write a convincing thesis proposal with support from AI 10 Claude Code, Codex, OpenCode 3 7,245 tok
rogerdigital/vault-inspector community.obsidian.md An Obsidian vault health checker for finding broken links, orphan attachments, duplicate f 10 Claude Code, Codex, OpenCode 2 2,410 tok
happy520ai/unified-ai-system happy520ai.github.io Self-hosted model routing gateway and agent control plane for OpenAI, Anthropic, Gemini an 10 Codex, OpenCode 1 1,642 tok
yu-iskw/github-project-skills Specialized Agent Skills to automate GitHub workflows using the GitHub CLI 10 Claude Code, Codex, OpenCode 2 822 tok
skymanbp/cc-memory Persistent memory for Claude Code. Survives compaction and session boundaries: anti-patch 10 Claude Code 1 7,787 tok
LEO001020/codex-loop-orchestra A control loop that turns Codex subagents into a continuously refilled engineering team—wi 10 Claude Code, Codex, OpenCode 1 2,189 tok
jcucci/dotnet-sherlock-mcp MCP server that uses reflection to provide LLM's with knowledger about dotnet classes, the 10 Claude Code, Codex, OpenCode 2 6,430 tok
openSUSE/openSUSE-packaging-skill en.opensuse.org Agent skill for authoring, updating, building, and submitting openSUSE RPM packages via OB 10 Codex, OpenCode 1 1,682 tok
iolairus/borderlint A tool for mapping where your AI data flows and governing it against your residency and so 10 Claude Code, Codex, OpenCode 30 1,718 tok
lza6/Agent-skills-code-op A full-stack language development and SaaS product delivery skill that lets one person do 10 Claude Code 10 —
ASDAlexey/vitest-auto-spy npmjs.com Auto-generate fully-typed test spies from a class — across Vitest, Bun & node:test, with A 10 Claude Code, Codex, Gemini CLI, OpenCode 3 8,404 tok