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
swarm-ai-research/swarm swarm-ai.org SWARM: System-Wide Assessment of Risk in Multi-agent systems 43 Claude Code, Codex, OpenCode 80 7,209 tok
LaplaceYoung/ansys-aedt-mcp MCP server for Ansys Electronics Desktop automation with PyAEDT, HFSS, Maxwell, Q3D, Icepa 43 Codex, OpenCode 1 182 tok
cobusgreyling/goal-engineering cobusgreyling.github.io The canonical reference for Grok Build CLI /goal — run-until-done objectives, patterns, ve 43 Claude Code, Codex, OpenCode 4 401 tok
vitalio-sh/thunderbird-cli Give Claude full access to your email through Mozilla Thunderbird. CLI + MCP server for AI 43 Claude Code, Codex, OpenCode 2 1,839 tok
artivisi/balaka balaka.id Open-source accounting application for Indonesian SMEs. Spring Boot 4 + Thymeleaf + Postgr 43 Claude Code 1 3,438 tok
olegvg/resume-tailor-plugin Resume Tailor — Claude Code Plugin 43 Claude Code, Codex, OpenCode 2 863 tok
asmartbear/asb-skills Skills for AI for frameworks and workflows from A Smart Bear articles and the book Hidden 43 Claude Code 2 1,771 tok
Anionex/dsh-computer-use Provides computer-control plugins for DeepSeek Harness: fresh Accessibility observations, 43 Codex, OpenCode 1 93 tok
Cognitohazard/ltspice-mcp MCP server giving LLMs the ability to design, simulate, and analyze SPICE circuits via LTS 43 Claude Code 1 9,596 tok
koul777/Public-Regulation-MCP-Builder PR MCP Builder - MCP builder for public institution regulations 43 Claude Code, Codex, OpenCode 3 467 tok
peva3/Lightroom-Presets Free Lightroom film simulation presets — Kodak Portra, Fujifilm Classic Chrome, Cinestill 43 Codex, OpenCode 1 1,871 tok
renatoasse/ibeia-skills 43 Claude Code 1 733 tok
raffertyuy/github-copilot-prompts 43 Claude Code, GitHub Copilot 14 1,117 tok
tsedio/tsed-cli 💻 CLI for Ts.ED framework 43 Claude Code, Codex, OpenCode 32 812 tok
bbc/bug bbc.github.io Started life at BBC News - BUG enables control and monitoring of broadcast kit from a sing 43 Codex, OpenCode 1 1,284 tok
chasinglogic/dfm A dotfile management tool for pair programmers. 43 Codex, OpenCode 1 780 tok
najaeda/naja-verilog A standalone structural (gate-level) verilog parser 43 Codex, OpenCode 1 456 tok
litestar-org/litestar-fullstack-inertia inertia.fullstack.litestar.dev A fully-functional reference application using Litestar, Inertia JS, and Advanced Alchemy 43 Claude Code, Codex, Gemini CLI, OpenCode 15 1,919 tok
nzh63/syc nzh63.github.io Optimizing compiler for SysY (C subset) 43 Codex, OpenCode 1 2,191 tok
jonigata/FramePlanner2 43 Claude Code, Codex, OpenCode 5 2,265 tok
Wuesteon/lean-memory Embedded, local-first agent memory. No server, no daemon, no mandatory cloud key. 42 Claude Code 1 1,646 tok
vuralserhat86/antigravity-agentic-skills OS for Agents: 130+ Agentic Skills, Gemini Protocols, and Autonomous Workflows. (Antigravi 42 Gemini CLI 1 1,034 tok
jefflester/claude-skills-supercharged A "supercharged" implementation of Claude Code Skills – using Haiku prompt analysis/critic 42 Claude Code 7
shyftai/GTMOS shyft.ai GTM Operating System — outbound sales, lead gen, campaigns. Brief it. Build it. Ship it. M 42 Claude Code 71 1,030 tok
477-Studio/claude-gym A pixel-art exercise companion that nudges you to move during long Claude Code runs 42 Claude Code 1 1,062 tok
lessthanseventy/excessibility hexdocs.pm Accessibility snapshot testing for Phoenix LiveView - capture HTML during tests, run Pa11y 42 Claude Code, Codex, OpenCode 2 5,614 tok
leeguooooo/Mailbox email skill 42 Codex, OpenCode 1 492 tok
goniszewski/cctray macOS menu bar app for monitoring Claude Code usage 42 Claude Code 1 934 tok
Robotti-io/copilot-security-instructions ✨ A customizable copilot-instructions.md ruleset & prompts to guide GitHub Copilot toward 42 Claude Code, Codex, GitHub Copilot 12 1,869 tok
ferdinandobons/CodeDebrief ferdinandobons.github.io Local-first static analysis that turns source code into deterministic, source-grounded wor 42 Claude Code, Codex, Gemini CLI, OpenCode 3 4,365 tok
cagataycali/devduck dev.duck.nyc Minimalist AI agent that fixes itself when things break. 42 Codex, OpenCode 1 1,592 tok
kfastov/tgcli Telegram user console client and archiver 42 Codex, OpenCode 1 661 tok
yx0716/clawd-insights Your agents do the work — you keep the knowledge. A local-first dashboard (+ desktop pet) 42 Claude Code, Codex, OpenCode 2 5,860 tok
mits-pl/wove Open-source AI coding agent. Desktop app, bring your own model. Writes code, browses the w 42 Claude Code, GitHub Copilot 18 816 tok
alti3/stk-mcp An MCP server allowing LLMs to interact with Ansys/AGI STK - Digital Mission Engineering S 42 Codex, OpenCode 1 288 tok
houseworthe/house-agents 42 Claude Code 4
szaffarano/org-mcp-server MCP server for org-mode and org-roam knowledge base management 42 Claude Code, GitHub Copilot 2 3,250 tok
hhhh124hhhh/godot-mcp godot-mcp: a powerful tool for game development using natural language 42 Claude Code 20 7,358 tok
agentjido/jidoka jido.run Developer-friendly LLM agent harness built on Jido and Jido AI 42 Codex, OpenCode 1 196 tok
KJLdefeated/RL.cu RLVR training for LLM in CUDA/C++ 42 Claude Code 1
oxbshw/Agent-Span The Web Access Gateway for AI Agents — 52 channels, 92 MCP tools, 9 SDKs, self-healing bac 42 Codex, OpenCode 1 700 tok
ifokeev/telegram-ai-agent Telegram AI Agent: A powerful Python library for creating AI-powered Telegram bots 42 Cursor 1 423 tok
qorstack/qorstack-report report.qorstack.com 42 Codex, GitHub Copilot, OpenCode 2 1,658 tok
mitchellbernstein/shabbat.md Make Agents Kosher Again. An open format for Shabbat-compliant AI agent configuration. 42 Codex, OpenCode 1 31 tok
kubevirt/kubevirt-tekton-tasks VM specific tasks for Tekton Pipelines 42 Codex, Cursor, OpenCode 2 1,374 tok
ChrisTitusTech/titusbooks I hate quickbooks, I'm making my own self-hosted all data never leaves local network. 42 Codex, OpenCode 1 1,477 tok
twitbruv/twitbruv 42 Claude Code, Codex, GitHub Copilot, Gemini CLI, OpenCode 4 2,081 tok
ActiveInferenceInstitute/ActiveInferenceJournal Transcripts, metadata, captions, and translations from the Active Inference Institute's vi 42 Codex, OpenCode 1 566 tok
NomaDamas/jikji nomadamas.github.io Non-destructive local file maps and instant search indexes for AI agents 42 Claude Code, Codex, Cursor, OpenCode 3 1,587 tok
Sunagatov/Lexora A modern English vocabulary learning app focused on topic-based study, fast review, and pr 42 Claude Code, Codex, GitHub Copilot, OpenCode 5 976 tok