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
ya5huk/findash An Israeli Claude Finance Plugin 20 Claude Code, Codex, OpenCode 3 5,865 tok
aldegad/safedeps npmjs.com Dependency safety gate for Claude Code & Codex CLI — OSV pre-approval, npm lockfile-closur 20 Claude Code, Codex, OpenCode 2 4,254 tok
sordi-ai/skill-everything Git-versioned agent memory: agents that never make the same mistake twice. Anthropic-Skill 20 Claude Code, Codex, Cursor, Gemini CLI, OpenCode 4 4,060 tok
goldspanlabs/optopsy-mcp Rust-based rewrite of Optopsy: An options backtesting engine exposed via Model Context Pro 20 Claude Code, GitHub Copilot 2 8,111 tok
ProvablyAI/sourcerykit provably.ai Python SDK for accurate and verifiable agent tool use. Agents verify that answers came fro 20 Codex, OpenCode 1 1,399 tok
aptos-labs/aptos-agent-skills AI skills for building secure, modern Aptos dApps — Move contracts, TypeScript SDK, and fr 20 Claude Code 1 2,840 tok
realnaka/alphaloop A human-agent investment research loop: you set the direction, AI helps verify information 20 Codex, OpenCode 1 980 tok
kagent-dev/website kagent.dev kagent and kMCP website and documentation | Join Discord: https://bit.ly/kagentdiscord 20 Claude Code, Codex, OpenCode 2 159 tok
stemma-sh/stemma stemma.sh Local-first DOCX editing for agents and automation, with native Microsoft Word tracked cha 20 Claude Code 1 518 tok
Brainwires/rullama-framework brainwires.dev A modular framework for building complete AI solutions. It's mostly a Rust framework with 20 Claude Code, Codex, OpenCode 5 1,887 tok
A-G-U-P-T-A/wireshark-mcp a-g-u-p-t-a.github.io TShark/Wireshark MCP server for network packet analysis via Claude 20 Cursor 1
MiguelTVMS/tplink-omada-mcp hub.docker.com MCP server for TP-Link Omada Controller. Use your prefered AI agent to see all the informa 20 Claude Code, Codex, GitHub Copilot, OpenCode 4 4,435 tok
DanielHashmi/Q4_learning This repository serves as the comprehensive workspace for Quarter 4-5 academic endeavors, 20 Claude Code 1
saniales/ai-lesson-planner Chat-first toolkit for teachers to plan complete courses and lessons with multi-agent work 20 GitHub Copilot 1 720 tok
rhofkens/business-idea-multi-agent A multi-agent system that generates and evaluates business ideas 20 Claude Code 3 100 tok
Syncause/debug-skill syn-cause.com Agent debugging skill. Stop AI debugging guesswork with runtime evidence. 20 Codex, OpenCode 1 317 tok
ma-pony/deepspider AI-native web scraping and JavaScript reverse-engineering platform powered by DSH, Patchri 20 Claude Code 1 803 tok
MoonshotAI/kimi-help-center kimi.com Kimi Help Center is an intelligent Q&A routing system that directs user questions to the r 20 Codex, OpenCode 1 1,549 tok
linshidream/skill-hub A general-purpose Skill Hub for multi-Agent systems, enterprise self-hosted Agents, and se 20 Claude Code, Codex, OpenCode 2 1,505 tok
acedergren/oci-agent-skills Oracle Cloud Infrastructure operations plugin with intelligent agent skills for managing c 20 Claude Code, Codex, OpenCode 2 1,008 tok
MHW888888/aegisloop Open-source local policy, recovery, and audit layer for explicit Codex execution. 20 Codex, OpenCode 1 224 tok
marlinjai/email-mcp Unified MCP server for email access across Gmail, Outlook, iCloud, and IMAP 20 Claude Code 1
volomydyr/design-engineer-plugin volomydyr.com A plugin for Claude Code that walks you through building a product, start to finish. Think 20 Claude Code 1 17,303 tok
sapiom/sapiom-js TypeScript / Node libraries 20 Claude Code 4
DataZooDE/erpl-adt erpl.io CLI and MCP server for the SAP ADT REST API — search, read/write ABAP source, run tests, m 20 Claude Code, Codex, OpenCode 2 6,802 tok
xobotyi/cc-foundry Claude Code foundry - plugins, skills, and tools 20 Claude Code 3 1,438 tok
chadthornton/upnote-mcp Model Context Protocol server for Upnote integration 20 Claude Code 1 770 tok
aiya000/dotfiles Practical configuration files by 5000++ commits. e.g., Neovim and tmux with editprompt for 20 Claude Code 2 1,491 tok
ArjenSchwarz/agentic-coding 20 Claude Code 2
johunsang/vive-md A collection of CLAUDE.md templates and waterfall deliverables for vibe coding (Spring Boo 20 Claude Code 1 2,920 tok
navisbio/AACT_clinicaltrials_MCP 20 Claude Code 1 530 tok
MRIIOT/WatchPATONERE WatchPAT ONE Reverse Engineering 20 Claude Code 2 1,929 tok
ai-analyst-lab/ai-analyst-plus AI Product Analyst Plus — full system + premium skills for bootcamp and consulting 20 Claude Code 3 9,546 tok
nokia/mcp-redfish 20 Codex, GitHub Copilot, OpenCode 2 4,668 tok
cloudrepo-io/founder-os Run your company with an AI team. No complex tooling—just markdown files and Claude. 20 Claude Code 11 2,991 tok
devfullcycle/mba-ia-greenfield-project 20 Claude Code 32 1,208 tok
context-foundry/context-foundry contextfoundry.dev Stop vibe coding. Start building. 20 Claude Code, GitHub Copilot 9 2,921 tok
doodledood/claude-code-plugins A curated marketplace of Claude Code plugins for agentic development workflows, featuring 20 Claude Code, Codex, OpenCode 5 3,092 tok
MinhThang1009/dotclaude 20 Claude Code 1 1,212 tok
topos-sh/topos topos.sh Behavior sharing for AI agents in teams — the topos CLI + self-hostable plane keep every a 20 Claude Code, Codex, OpenCode 2 1,503 tok
a-lottes/aSPARK aspark.lottes.dev A gated agile delivery process for Claude Code: an AI product team (PO, Designer, EM, Revi 20 Claude Code 1 766 tok
netresearch/skill-repo-skill netresearch.github.io Agent Skill guide for structuring skill repositories - multi-channel distribution | Claude 20 Codex, OpenCode 1 2,130 tok
JagjeevanAK/OpenFoodFacts-MCP npmjs.com OpenFoodFacts-MCP is a project for managing, processing, and analyzing food product data u 20 GitHub Copilot 1 139 tok
GGbond-bo/MemOmics-Agent Autonomous research Agent for bioinformatics: 300+ bioinformatics skills, persistent R/Pyt 20 Codex, OpenCode 1 810 tok
HWYD/ai-mind An AI Native Runtime Skeleton that continuously evolves by version. It starts with a local 20 Claude Code, Codex, OpenCode 17 3,169 tok
TakaGoto/rag-learning-academy A structured, multi-agent Claude Code learning environment for mastering Retrieval-Augment 20 Claude Code, Codex, OpenCode 47 3,377 tok
coyaSONG/youtube-mcp-server smithery.ai Citation-ready YouTube research for AI agents — transcript search, exact timestamp links, 20 Claude Code, Codex, OpenCode 2 1,611 tok
nonatofabio/luna-agent Custom minimal AI agent with persistent memory, MCP tools, and Discord 20 Claude Code 1 1,019 tok
Echoer009/Nion AI companion + task manager · nags you so you don't forget 20 Codex, OpenCode 2 2,432 tok
BoxLogoDev/sapstack Universal SAP skills and agents for Claude Code — FI, CO, TR, MM, SD, PP, HCM, SFSF, ABAP, 20 Claude Code, Codex, GitHub Copilot, Kiro, OpenCode, Windsurf 11 14,979 tok