How real projects configure their agents

31,977 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
Praeviso/crawl4weibo An out-of-the-box Weibo scraper Python library, based on a successfully tested solution, u 44 Claude Code, Codex, OpenCode 2 2,382 tok
aliou/pi-synthetic Pi provider for Synthetic - open-source models via OpenAI-compatible API 44 Claude Code, Codex, OpenCode 2 2,049 tok
eighteendreamer/Ai_Test_Agent eapi.site Yuce Tianjian · AI testing platform: Web version (LLM + browser automation testing, discon 44 Claude Code 1
felipeerias/clangd-mcp-server Experimental implementation of a MCP for Claude Code that lets it connect to a language se 44 Claude Code 1 669 tok
yf0522/ai-companion-runtime Eldercare runtime: risk-gated companion with reminders, anti-fraud, family escalation, and 44 Claude Code 1 1,897 tok
dwqdaiwenqi/claude-code-web Claude Web service providing a Web UI and REST API. 44 Claude Code 1 1,087 tok
ailake-io/ai-lakehouse AI-Lake Format: self-contained Parquet + HNSW index — unifying tabular data, embeddings, a 44 Claude Code 1 33,745 tok
Community-Access/quill Screen-reader-first writing, review, and document-intelligence environment for Windows wit 44 Claude Code, GitHub Copilot 3 12,301 tok
kaieye/Livo 44 Claude Code, Codex, OpenCode 2 2,789 tok
minusxai/minusx minusx.ai MinusX is an Agentic Business Intelligence platform. It's Claude Code for data. 44 Claude Code 3 7,283 tok
chatwork/chatwork-mcp-server MCP (Model Context Protocol) server for operating Chatwork through AI 44 Claude Code 1 670 tok
SpillwaveSolutions/document-specialist-skill Claude Code Skill. AI-powered software documentation automation. Professional software doc 44 Claude Code, Codex, OpenCode 2 139 tok
logly/mureo mureo.io Your local-first AI ad ops crew. Works with Claude Code, Cursor, Codex & Gemini. 44 Claude Code, Codex, OpenCode 3 10,199 tok
weather-mcp/weather-mcp npmjs.com Free, open-source MCP server giving AI assistants 17 weather tools — a one-call weather su 44 Claude Code, GitHub Copilot 2 11,031 tok
cloud-ru-tech/mcp-server-mattermost mcp-server-mattermost.readthedocs.io MCP server for Mattermost — let Claude, Cursor, and other AI assistants work with channels 44 Claude Code, Codex, OpenCode 2 2,480 tok
xg-gh-25/SwarmAI A self-evolving Agent OS — every interaction sharpens how it judges, not just what it know 44 Claude Code, Codex, Kiro, OpenCode 11 17,379 tok
UnicomAI/wanwu-workflow This project is a secondary development based on the coze-studio project and follows its A 44 Claude Code 2 1,417 tok
jamesrochabrun/XcodeTraceMCP 44 Claude Code, Codex, OpenCode 2 6,267 tok
karalang/kara karac.dev The Kāra programming language — compiled via LLVM, with automatic parallelization and W 44 Claude Code 1 15,937 tok
aws-samples/sample-kiro-cli-prompts-for-product-teams 44 Claude Code, Cursor 17 3,924 tok
brycewang-stanford/stata-code Agent-native Stata bridge for empirical research — run DiD/IV/RDD and publication-ready ta 44 Claude Code, Codex, OpenCode 2 4,487 tok
KongFangXun/sofagent Audit-first governance layer for AI coding agents — 24 git-diff rules, HMAC tamper-evident 44 Claude Code, Codex, Gemini CLI, OpenCode 4 1,026 tok
holla2040/ThomsonLint 44 Claude Code 2 3,351 tok
dvdxfv/skill-writing-dna Writing DNA + AI rewriting skill workflow: a paper/document rewriting pipeline based on an 44 Claude Code, Codex, GitHub Copilot 4 10,844 tok
loonghao/auroraview loonghao.github.io A blazingly fast, lightweight WebView framework for DCC (Digital Content Creation) softwar 44 Claude Code, Codex, Gemini CLI, OpenCode 26 1,428 tok
hexxt-git/anime-sdk anime-sdk.hexxt.dev Typescript SDK for building anime streaming apps with over 30k+ titles available 44 Claude Code, Codex 4 3,355 tok
TelivityAI/otaip telivity.app Open Travel AI Platform — domain-specific AI agent orchestration for the travel industry 44 Claude Code 1 5,118 tok
KonstantinMB/exploreyc exploreyc.com Explore the Y Combinator portfolio: AI idea validator, success predictor, live hiring boar 44 Claude Code 1 1,153 tok
josesiqueira/zotero-watch-folder josesiqueira.github.io Zotero 7/8/9 plugin: watch a folder and auto-import PDFs with metadata, dedup, smart rules 44 Claude Code 1 4,482 tok
utensils/mold utensils.io CLI-native local AI image and video generation for people, scripts, and agents — CUDA on L 44 Claude Code, Codex, OpenCode 4 15,937 tok
Pixel-Process-UG/agent-office agent-office.pixelandprocess.de Pixel-art virtual office for AI agent teams 44 Claude Code 1 1,974 tok
thevibeworks/claude-code-docs Everything Anthropic ships for builders, archived and updated 4× daily. 3,900+ files. 12 s 44 Claude Code 2 2,775 tok
karthikrshet/Career-Agents career-agents.vercel.app The Open-Source AI Career Operating System. 167 Specialized AI Agents across 19 Divisions, 44 Claude Code, Codex, OpenCode 13 609 tok
sandraschi/blender-mcp Headless Blender automation via FastMCP — 41 portmanteau tools (150+ ops). Batch mesh/VSE/ 44 Claude Code, Codex, GitHub Copilot, Cursor, OpenCode, Windsurf 8 906 tok
kahliburke/Kaimon.jl kahliburke.github.io MCP server giving AI agents full access to Julia's runtime via a live Gate — code executio 44 Claude Code 1 67 tok
Clawdlinux/agentic-operator-core clawdlinux.org Runtime-agnostic Kubernetes governance for AI agents: gVisor isolation, egress policy, cos 44 Claude Code 1 160 tok
goccy/sheena A lightweight, in-process sandbox for safely executing the tool calls an AI agent requests 44 Claude Code, Codex, OpenCode 2 2,052 tok
IgniteUI/igniteui-theming A set of Sass mixins, functions, and variables used to create themes for a variety of UI f 44 Claude Code, GitHub Copilot 30
ibm-granite/granite.build Build orchestration for LLM pipelines 44 Claude Code, Codex, OpenCode 10 4,306 tok
amoslee2026/Babel AI-native Chiplet design flow based on open-source EDA toolchain 44 Claude Code 56 751 tok
shopwareLabs/ai-coding-tools Claude Code plugin marketplace for Shopware development. Provides MCP servers, skills, age 43 Claude Code, Codex, OpenCode 4 2,732 tok
honeycombio/honeycomb-mcp Allows Honeycomb Enterprise customers to use AI to query and analyze their data, alerts, d 43 Claude Code 1 354 tok
frostant/awesome-claude-skills Claude Skills collection - fork from ComposioHQ with Chinese docs and enhancements 43 Claude Code 1 311 tok
kaorii-ako/Shiori-v1 shiori-v1.vercel.app Open-source AI study companion — Google Classroom sync, Gemini AI plans, SRS flashcards, G 43 Claude Code, Codex, OpenCode 2 2,544 tok
loomi-labs/arco Arco is an incremental backup tool designed with simplicity in mind. 43 Claude Code 5 1,971 tok
LiorCohen/sdd Spec-driven development (SDD) plugin for Claude Code — a collection of specialized AI agen 43 Claude Code 4 1,242 tok
1024XEngineer/bytemind 1024xengineer.github.io ByteMind is a lightweight Coding Agent designed to help users complete the software engine 43 Claude Code, Codex, OpenCode 7 524 tok
yechielby/claude-code-rtl-extension marketplace.visualstudio.com VS Code/Cursor extension that adds RTL (Right-to-Left) support for Hebrew and Arabic to th 43 Claude Code 1 785 tok
anthroos/plaintext-crm AI-native CRM that runs in your IDE. No SaaS, no dashboards — just CSV files and Claude Co 43 Claude Code 1 2,248 tok
Heratiki/locallama-mcp An MCP Server that works with Roo Code/Cline.Bot/Claude Desktop to optimize costs by intel 43 Claude Code, Codex, GitHub Copilot, OpenCode 9 9,399 tok