How real projects configure their agents

23,157 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 agents7,557Claude Code6,620Data and AI3,682Backend and APIs3,496Languages3,401Planning3,217Git and workflow3,165Code review2,733Testing2,364Memory and context2,364DevOps and cloud2,310Writing and docs2,303Research2,297Frontend2,252Security2,013Productivity1,710

All Claude Code31,977 Codex23,157 OpenCode22,109 GitHub Copilot3,551 Gemini CLI1,917 Cursor1,739 Windsurf129 Kiro79

Project Stars Configures Files Always loaded
sou350121/Spatial-Intelligence-Handbook kensou.mintlify.app A cross-embodiment handbook on spatial intelligence — compares SLAM / VIO / 3D representat 28 Codex, OpenCode 1 6,856 tok
ultralytics/lite A fast, local workspace for Claude Code, Codex, Gemini CLI, Kimi Code, Qwen Code, DeepSeek 28 Claude Code, Codex, OpenCode 2 1,784 tok
neoswarm/neosh neoswarm.dev A TUI agent orchestrator for power users. 28 Claude Code, Codex, OpenCode 2 33,979 tok
Shilo/pixellab-pip Meet PixelLab Pip: a tiny pup who fetches the right PixelLab workflow. He follows human co 28 Claude Code, Codex, Gemini CLI, OpenCode 3 939 tok
apexcheng/yingdao-xbot-ai-agent Yingdao xbot AI Agent development knowledge base|Yingdao coding edition API, RPA automatio 28 Codex, OpenCode 1 2,439 tok
OpenDrone-hw/OpenFC-Lite opendrone.be OpenFC-Lite — open-source Betaflight flight controller. RP2354B, 30.5×30.5 mm, 6-layer, 3S 28 Codex, OpenCode 1 3,100 tok
ilyautov/marketplaces-mcp-ru marketplaces-mcp-ru.aifrontier.tech MCP server for Wildberries and Ozon seller accounts: sales, inventory, prices, finances, a 28 Codex, Gemini CLI, OpenCode 2 1,013 tok
3x-haust/Mimikyu A skill for faithfully implementing Figma designs 28 Claude Code, Codex, OpenCode 3 7,964 tok
orecus/faber The AI Architect for your codebase 28 Claude Code, Codex, Gemini CLI, OpenCode 3 3,013 tok
tonkeeper/android 28 Claude Code, Codex 6
SharkyND/mcp-atlassian MCP for Atlassian servers 27 Codex, OpenCode 1 733 tok
9crusher/mcp-server-kalshi A MCP server to interact with Kalshi prediction markets 27 Claude Code, Codex, OpenCode 2 1,471 tok
Foxfire1st/agents-remember foxfire1st.github.io A branch-aware, dual-revision epistemic ledger and control plane for AI coding agents. Fro 27 Claude Code, Codex, OpenCode 17 2,531 tok
florianwittkamp/bring-mcp MCP Server for Bring! Shopping 27 Codex, OpenCode 1 362 tok
initlabsai/vibekit getvibekit.ai The agentic stack for Algorand builders. 27 Codex, OpenCode 1 3,319 tok
desplega-ai/qa-use qa-use.dev Agent-first E2E testing CLI 27 Claude Code, Codex, OpenCode 2 3,220 tok
mralaminahamed/wp-dev-skills WordPress plugin development skills for AI coding agents — Claude Code, Gemini CLI, Cursor 27 Claude Code, Codex, GitHub Copilot, Gemini CLI, OpenCode 4 3,376 tok
raccioly/docguard npmjs.com The enforcement tool for Canonical-Driven Development (CDD). Audit, generate, and guard yo 27 Claude Code, Codex, OpenCode 34 2,579 tok
amingclawdev/aming-claw Shared workspace for AI agents and human developers. See, audit, and review every change A 27 Claude Code, Codex, OpenCode 2 1,846 tok
hackafterdark/context-sherpa Context Sherpa MCP server provides code mapping, deterministic feedback loops, and tiered 27 Claude Code, Codex, OpenCode 3 2,907 tok
outfitter-dev/blz blz.run Local-first, line-accurate search for blazing-fast lookups of llms.txt documentation. Huma 27 Claude Code, Codex, OpenCode 14 1,618 tok
holon-run/webmcp-bridge webmcp-bridge.holon.run Bridge local MCP clients to browser WebMCP tools through Playwright, using native WebMCP w 27 Codex, OpenCode 1 614 tok
anthony-maio/mnemos mnemos.making-minds.ai Biomimetic memory architectures for LLMs — surprisal gating, reconsolidation, affective ro 27 Claude Code, Codex, OpenCode 2 1,144 tok
jmanhype/claude-code-plugin-marketplace Multi-agent trading, swarm intelligence, and GitHub automation plugins for Claude Code. 19 27 Claude Code, Codex, OpenCode 2 1,097 tok
tdwhere123/do-it Installable AI coding workflow for risk-based routing, scoped sub-agents, and evidence-bac 27 Codex, OpenCode 1 822 tok
ZhuoZhuoCrayon/ai-workspace zhuozhuocrayon.github.io A general-purpose workspace template for coding agents such as Cursor / Codex / Claude, pr 27 Claude Code, Codex, OpenCode 10 196 tok
strzhao/autopilot claude code plugins 27 Claude Code, Codex 5 1,383 tok
react-native-community/skills skills.sh Agent skills for the React Native Community 27 Codex, OpenCode 1 213 tok
himorishige/hatago-mcp-hub hatago.dev Hatago MCP Hub is a lightweight hub server that provides unified management for multiple M 27 Claude Code, Codex, Gemini CLI, OpenCode 4 7,904 tok
illscience/vibe-debug CLI debugger that lets coding agents inspect live Python runtime state, with optional MCP 27 Claude Code, Codex, OpenCode 2 430 tok
manusa/ai-cli ai-cli lets you go from zero to AI-powered in seconds in a safe, automated and tailored wa 27 Claude Code, Codex, GitHub Copilot, OpenCode 3 1,248 tok
deslicer/mcp-for-splunk MCP Server for integrating with Splunk Enterprise 27 Claude Code, Codex, Cursor, OpenCode 3 2,012 tok
wazionapps/nexo nexo-desktop.com NEXO runtime core for NEXO Desktop: local memory, automation, MCP tools and update-managed 27 Claude Code, Codex, OpenCode 2 843 tok
Fearvox/multica-ultimate-workbench Public multi-agent workbench skill pack for SDD, review gates, context discipline, VM lane 27 Claude Code, Codex, GitHub Copilot, OpenCode 3 11,867 tok
helius-labs/core-ai Official Helius AI tooling repository 27 Claude Code, Codex, OpenCode 2 3,334 tok
rigour-labs/rigour rigour.run The immune system for AI coding agents 27 Claude Code, Codex, Cursor, OpenCode, Windsurf 4 6,294 tok
akougkas/zulipchat-mcp pypi.org ZulipChat MCP Server - A Model Context Protocol server that bridges AI agents with Zulip C 27 Claude Code, Codex, OpenCode 3 5,795 tok
nirholas/lyra-web3-playground lyra.works Free Solidity compiler & Web3 IDE with interactive tutorials. Learn blockchain development 27 Claude Code, Codex, GitHub Copilot, Gemini CLI, OpenCode 4 906 tok
CaicoLeung/bob-plugin-ollama-translator Bob translation plugin: integrates Ollama/OpenAI/DeepSeek/Grok/Claude/Gemini/Zhipu and oth 27 Claude Code, Codex, OpenCode 2 3,747 tok
vinnividivicci/ifc-ids-mcp An MCP to create IDS files deterministically using IfcOpenShell's IfcTester 27 Claude Code, Codex, OpenCode 2 6,852 tok
semihbugrasezer/seerxo seerxo.com AI-powered Etsy product listing generator for Claude Desktop Generate perfect SEO titles, 27 Codex, OpenCode 1 192 tok
shyuan/writing-humanizer Claude Code plugin: removes traces of AI writing from articles, making the text more natur 27 Claude Code, Codex, OpenCode 2 1,332 tok
jiadizhunine/deepPPT Lightweight agent framework for research PowerPoint generation, editable PPTX delivery, an 27 Codex, OpenCode 1 1,300 tok
Borda/AI-Rig borda.github.io A collection of personal AI coding assistant configurations, specialist agents, and automa 27 Claude Code, Codex, OpenCode 3 6,019 tok
dorukardahan/domain-search-mcp npmjs.com Zero-config domain availability MCP server for Claude & ChatGPT. Live pricing via Porkbun, 27 Claude Code, Codex, OpenCode 2 1,700 tok
JeongJaeSoon/agent-guard Real-time secret-leak guardrails for AI coding agents (Claude Code, Codex), Git hooks, and 27 Codex, OpenCode 1 235 tok
luanmorenommaciel/brief-spec Type-aware, evidence-backed delivery contract for AI coding harnesses. Different agents in 27 Codex, OpenCode 1 41 tok
lxsolutions/studio-foundation lxsolutions.github.io AI-native, source-available (PolyForm Perimeter) game-dev toolkit: bforge — deterministic 27 Claude Code, Codex, OpenCode 2 944 tok
lossless-claude/lcm lossless-claude.com Lossless context management for Claude Code 27 Claude Code, Codex, GitHub Copilot, OpenCode 7 2,042 tok
nrwl/metaharness.tools metaharness.tools The guide for AI meta harnesses 27 Codex, OpenCode 1 478 tok