How real projects configure their agents

44,931 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 agents8,489Claude Code6,881Git and workflow3,605Data and AI3,580Backend and APIs3,556Languages3,486Planning3,323Code review2,893Testing2,681Writing and docs2,477DevOps and cloud2,477Memory and context2,375Research2,318Frontend2,308Security2,170Project management1,960

All Claude Code32,505 Codex24,785 OpenCode23,702 GitHub Copilot3,719 Gemini CLI2,034 Cursor1,771 Windsurf202 Kiro114

Project Stars Configures Files Always loaded
thearnavrustagi/marketmenow An agentic outbound marketing automation for startups (ClawCompatible) 138 Claude Code, Codex, OpenCode 2 6,328 tok
bestagentkits/motion-video-skill Agent skill that produces beat-synced 1080p motion-graphic videos in HyperFrames (HTML + G 138 Codex, OpenCode 1 874 tok
BrendanGraham14/steer TUI-oriented coding agent written in Rust. 137 Codex, OpenCode 1 3,198 tok
remichu-ai/gallama 137 Codex, OpenCode 1 823 tok
PrestaShop/hummingbird Default theme for PrestaShop 9.1+ 137 Claude Code, GitHub Copilot, Cursor, Windsurf 4 268 tok
IgniteUI/igniteui-cli bit.ly Ignite UI Command-Line Interface by Infragistics 137 Claude Code, Codex, OpenCode 9 2,087 tok
karaage0703/ai-assistant-workspace 137 Claude Code, Codex, OpenCode 2 3,188 tok
dynatrace-oss/dynatrace-mcp MCP server for Dynatrace Observability 137 GitHub Copilot 6 2,847 tok
zhinjs/zhin zhin.js.org AI-native TypeScript bot framework — one codebase for 20+ chat platforms (QQ, Discord, Tel 137 Claude Code, Codex, GitHub Copilot, OpenCode 17 11,866 tok
jameslemon2002/research-idea-explorer Literature-grounded research idea exploration for CLI agents. A literature-driven tool for 137 Claude Code 1 —
ascenx/safe_wallet A security-focused, self-custodial multichain mobile wallet for Android and iOS, built wit 137 Codex, OpenCode 1 1,091 tok
KittenCN/predict_Lottery_ticket_pytorch coderfan.com Lottery prediction based on transformer / LSTM models in PyTorch. 137 Codex, OpenCode 1 4,012 tok
cybernetix-lab/moss-harness A production-grade AI Agent Harness engineering template providing a reliable, observable, 137 Claude Code, Codex, OpenCode 2 9,463 tok
enderzcx/pi-docs-playbook A docs navigator and agent-readable playbook for building on earendil-works/pi 137 Codex, OpenCode 1 451 tok
llm-exe/llm-exe llm-exe.com A package that provides simplified base components to make building and maintaining LLM-po 137 Claude Code 2 1,914 tok
ls1intum/thesis-template-typst TUM AET thesis typst template 137 GitHub Copilot 1 1,302 tok
302ai/302-AI-Studio 137 Claude Code, Codex, Gemini CLI, OpenCode 21 2,267 tok
ikamensh/kodo Orchestrator for AI coding (claude code, cursor, codex, gemini) 137 Claude Code, Codex, OpenCode 2 2,244 tok
minghinmatthewlam/openbench Same model, different wrapper: a from-scratch benchmark comparing coding-agent harnesses ( 137 Codex, OpenCode 1 2,496 tok
bernatvadell/muonline 137 Claude Code, Codex, OpenCode 2 6,460 tok
cemalturkcan/opencode-anthropic-login-via-cli OpenCode plugin for using Anthropic models with your Claude Pro/Max subscription 137 Claude Code, Codex, OpenCode 2 832 tok
db-ux-design-system/core-web design-system.deutschebahn.com DB UX Design System monorepo - Provides Design Tokens and components for Web UIs 137 Claude Code, Codex, GitHub Copilot, Kiro, OpenCode 6 19,958 tok
poemswe/co-researcher coresearcher.poemswe.com Academic research plugin for Claude Code with literature reviews, systematic reviews, peer 137 Gemini CLI 1 629 tok
affromero/gitpane Multi-repo Git dashboard for the terminal and VS Code. Track branches, worktrees, and chan 137 Codex, OpenCode 1 1,962 tok
hugr-lab/mssql-extension hugr-lab.github.io DuckDB extension for Microsoft SQL Server (TDS + TLS), with catalog integration and pushdo 137 Claude Code 1 26,912 tok
valory-xyz/open-autonomy stack.olas.network A framework for the creation of autonomous agent services. 137 Claude Code 1 2,643 tok
damionrashford/RivalSearchMCP Deterministic research MCP server on FastMCP 3 — 5-engine web search, 9-platform social se 137 Claude Code, Codex, OpenCode 2 5,408 tok
lance-format/lance-duckdb The lance extensions for DuckDB enable reading and writing of lance tables. 137 Claude Code, Codex, OpenCode 2 1,967 tok
lucifer1004/claude-skill-typst Typst skill for agents. 137 Claude Code 1 1,522 tok
TheGoat395/Codex-Skills Codex-first Agent Skills library for premium frontend, website, motion, accessibility, QA, 137 Codex, OpenCode 1 346 tok
fallow-rs/fallow-skills docs.fallow.tools Agent skills for fallow. They teach coding agents (Claude Code, Codex, Cursor, and others) 137 Claude Code, Codex, OpenCode 5 1,094 tok
alex-durango/pingfusi pingfusi.com MCP server + CLI that puts a real human in your coding agent's loop. It publishes work mid 137 Claude Code 1 182 tok
ai-hero-dev/cohort-004-project Cohort 004 project 137 Claude Code 2 —
frankchu91/mindbase-llm-wiki frankchu91.github.io Karpathy's LLM Wiki idea as a product — an AI that builds and maintains a markdown wiki fr 137 Claude Code 1 3,400 tok
jiushiwon/wg-skills My Good AI SKILLS 137 Claude Code, Codex, OpenCode 2 9,752 tok
WaHaiLong/KingdeeMCP wahailong.github.io Kingdee Cloud Star MCP Server: lets AI assistants such as Claude/Cursor directly query and 137 Claude Code 1 2,467 tok
ArihantDeva/heimdall npmjs.com A lightweight CPU only memory approach with ranked retrieval. Simple, yet effective. 137 Codex, OpenCode 1 3,458 tok
ShadowWalker2014/open-sunsama opensunsama.com Open-source Sunsama alternative: a daily planner with kanban, time blocking, and focus mod 137 Claude Code, Codex, OpenCode 4 4,708 tok
aws/tools-for-devops-agent aws.github.io Open-source tools for AWS DevOps Agent - extend DevOps Agent with ready-to-use skills, cus 137 Kiro 2 20,256 tok
Zfinix/aster withaster.dev An open-source agent harness for software work. 137 Codex, OpenCode 1 2,757 tok
giocaizzi/ralph-copilot Copilot implementation of Ralph loop 136 Codex, OpenCode 1 219 tok
batmany13/about-me linkedin.com About my leadership philosophy, a little about me, and a peek into my AI work 136 Claude Code, Codex, OpenCode 8 5,746 tok
c0dezli/claude-code-personal-assistant AI personal assistant setup for Claude Code 136 Claude Code 10 4,363 tok
1Password/SCAM 1password.github.io SCAM - Security Comprehension Awareness Measure | Open-source benchmark that tests AI agen 136 Codex, OpenCode 1 3,027 tok
chris-tse/opencode-web A web-based UI for interacting with the opencode API 136 Codex, OpenCode 1 489 tok
yiliqi78/memory-work An AI-first knowledge management system with evolvable memory 136 Claude Code 1 4,330 tok
opsrobot-ai/opsrobot opsrobot.aishugroup.com Observability platform for Digital Employee, providing real-time tracing, session insights 136 Cursor 3 —
lwyBZss8924d/DeepSearchAgents deepwiki.com DeepSearch Code-Actions Agent (DSCA). Build 🙌 with 🤗 smolagents 136 Claude Code 1 3,728 tok
terryso/AutoQA-Agent autoqa.lovable.app AutoQA-Agent is an open-source automated testing CLI tool built on the Claude Agent SDK. 136 Claude Code 49 —
1661169091kiwi/Knote 1661169091kiwi.github.io Local-first Feishu-like Markdown editor with a built-in reviewable AI assistant | Local-fi 136 Codex, OpenCode 1 259 tok