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
nirholas/lyra-intel nirholas.github.io Lyra Intel is an intelligence platform designed to analyze repositories of any size - from 28 Claude Code, Codex, GitHub Copilot, Gemini CLI, OpenCode 4 807 tok
andrewlwn77/google-trends-mcp Google Trend MCP server 28 Claude Code 1 835 tok
Fearvox/multica-ultimate-workbench Public multi-agent workbench skill pack for SDD, review gates, context discipline, VM lane 28 Claude Code, Codex, GitHub Copilot, OpenCode 3 11,867 tok
u9401066/pubmed-search-mcp u9401066.github.io MCP SDK v2 server for PubMed and multi-source biomedical research, with resilient search, 28 Claude Code, Codex, GitHub Copilot, OpenCode 29 8,649 tok
Zevenue/headless-gtm zevenue.com Headless GTM: the full outbound chain as Claude Code and Codex skills on raw vendor APIs. 28 Claude Code, Codex, OpenCode 2 488 tok
junghan0611/entwurf junghanacs.com Garden-citizen dispatch for pi, Claude Code, Copilot CLI, OMP, Antigravity, and Codex; vis 28 Claude Code, Codex, OpenCode 4 3,044 tok
sturlese/hippocampus A deliberately lite personal brain: Obsidian to browse, Claude Code or Codex for everythin 28 Claude Code, Codex, OpenCode 8 1,624 tok
jkolo/debug-mcp debug-mcp.net MCP server for .NET debugging — 34 tools for breakpoints, inspection, exception autopsy, c 28 Claude Code 12 3,074 tok
odds-api/odds-api odds-api.net OpenAPI sports betting odds API for coding agents with REST examples, SDKs, MCP, mock mode 28 Codex, OpenCode 1 863 tok
verygoodplugins/mcp-freescout An MCP (Model Context Protocol) server for FreeScout helpdesk ticket management and workfl 28 Claude Code, Codex, OpenCode 3 417 tok
dorukardahan/domain-search-mcp npmjs.com Zero-config domain availability MCP server for Claude & ChatGPT. Live pricing via Porkbun, 28 Claude Code, Codex, OpenCode 2 1,700 tok
onebrain-ai/onebrain onebrain.run AI OS that extends Claude Code, Gemini CLI, Codex, Qwen — adding persistent memory, 24+ sk 28 Claude Code, Codex, Gemini CLI, OpenCode 4 767 tok
robert-malai/anafpy anafpy.readthedocs.io Typed async Python clients + MCP server for Romania's ANAF web services: e-Factura, e-Tran 28 Claude Code 1 9,900 tok
shantanugoel/rust-bash rustbash.dev A sandboxed bash interpreter for AI Agents, built in Rust 28 Codex, OpenCode 1 469 tok
lossless-claude/lcm lossless-claude.com Lossless context management for Claude Code 28 Claude Code, Codex, GitHub Copilot, OpenCode 7 2,042 tok
nrwl/metaharness.tools metaharness.tools The guide for AI meta harnesses 28 Codex, OpenCode 1 478 tok
leenkcool/humanasllm humanasllm.anytd.com Human as Agent · Human-as-LLM gateway: turns engineers into models and provides an OpenAI- 28 Claude Code 5 2,052 tok
wesleysimplicio/simplicio simpleti.com.br 🔥 Save up to 96% tokens — more than Caveman (65%) or RTK (80%). AI coding agent: chat, ma 28 Claude Code, Codex, OpenCode 2 533 tok
yashaiguy-dev/faceless-youtube-agents Automated faceless YouTube video pipeline - clone any channel's style, generate videos on 28 Claude Code 1 381 tok
federico-pepe/ableton-push-hack An unofficial extensible hack framework for Ableton Push 3 Standalone. 28 Claude Code 1 2,950 tok
cskwork/oh-my-symphony cskwork.github.io Multi-agent fork of OpenAI Symphony — drives Codex, Claude Code, Gemini, and Pi CLIs from 28 Codex, Gemini CLI, OpenCode 2 1,591 tok
aws-samples/sample-okf-llm-wiki aws-samples.github.io Data Wiki turns data into portable knowledge bundles following Open Knowledge Format (OKF) 28 Claude Code 2 3,757 tok
wavever/Clipth clipth.app An elegant and powerful clipboard manager designed specifically for macOS. A beautifully d 28 Codex, OpenCode 1 2,683 tok
kurrent-io/kcap-cli capacitor.kurrent.io Kurrent Capacitor CLI — collaboration for Agentic Coding era 28 Claude Code 1 5,251 tok
betahope/cofounder-team Portable Agent Skills. Essential AI co-founders plus coaches for specific needs. 28 Claude Code 1 3,905 tok
Kokxi/qa-test-skills A software testing skill set with 48 expert-level testing skills and one entry workflow, c 28 Claude Code, Codex, OpenCode 2 939 tok
amirkiarafiei/open-scholar-peer arxiv.org Open ScholarPeer: Implementation of DeepMind's ScholarPeer Protocol for AI Peer-Review. Us 28 Claude Code, Codex, Kiro, OpenCode 6 7,527 tok
daniviber/infomaniak_mcp Complete Infomaniak MCP server 28 Claude Code 1 1,023 tok
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
searchbrat/marketing-intelligence-layer kieranflanagan.substack.com Turn scattered marketing notes into a searchable intelligence layer your AI can read — one 28 Claude Code 1
wbopan/things-cloud-mcp thingscloudmcp.com MCP server for Things 3 via Things Cloud API 28 Claude Code, Codex, OpenCode 4 3,084 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
cabbage2000-lab/paper-tutor-skills An academic guidance skill suite for Chinese graduate students and researchers (supporting 28 Claude Code 1 4,204 tok
mattiasgeniar/offline-first-pwa Agent skill: the rules for building offline-first PWAs that launch instantly from the home 28 Codex, OpenCode 1 84 tok
Rekin226/aquascope Open-source Python toolkit for water data, hydrology, and agricultural water management — 28 Claude Code, GitHub Copilot 2 3,677 tok
oddbit/shrtnr oddb.it A no-BS, self-hosted URL shortener, AI first with MCP server built in, running on Cloudfla 28 Claude Code 2 1,790 tok
3x-haust/Mimikyu A skill for faithfully implementing Figma designs 28 Claude Code, Codex, OpenCode 3 7,964 tok
sergebulaev/youtube-skills cccrafts.ai YouTube and YouTube Shorts marketing skills for Claude Code and Codex: high-CTR titles, SE 28 Claude Code, Codex, OpenCode 2 3,769 tok
ScientiaCapital/skills Reusable Claude Code skills library - trading signals, sales automation, RunPod deployment 28 Claude Code 20 3,743 tok
vtrivedy/claude-banana-story-agent 🍌 Autonomous story agent creating illustrated storybooks with Claude Code SDK 28 Claude Code 1 1,124 tok
ready-to-release/eac ready-to-release.github.io Audit-ready Continuous Delivery for regulated industries. 28 Claude Code 23 523 tok
orecus/faber The AI Architect for your codebase 28 Claude Code, Codex, Gemini CLI, OpenCode 3 3,013 tok
labex-labs/labex-cheatsheets labex.io Cheatsheets for Programming Beginners 28 GitHub Copilot, Gemini CLI 2 1,788 tok
tonkeeper/android 28 Claude Code, Codex 6
gemini-cli-extensions/observability Cloud Observability Gemini CLI Extension 27 Gemini CLI 1 537 tok
umbraco/Umbraco-CMS-Backoffice-Skills 27 Claude Code 12 3,808 tok
SharkyND/mcp-atlassian MCP for Atlassian servers 27 Codex, OpenCode 1 733 tok
codingthefuturewithai/rag-retriever A Python application that loads and processes both web pages and local documents, indexing 27 Claude Code 11 2,759 tok
9crusher/mcp-server-kalshi A MCP server to interact with Kalshi prediction markets 27 Claude Code, Codex, OpenCode 2 1,471 tok