How real projects configure their agents

31,984 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
agentic-hil/agentic-hil agentic-hil.github.io Let your coding agent develop firmware on the real board, with the hardware as the gate. 13 Claude Code, Codex, OpenCode 2 5,815 tok
zhitongblog/unterm unterm.app The terminal AI agents can drive — and the cockpit to run them from. 99 MCP methods / 21 n 13 Claude Code 1 1,773 tok
taehyeonglim/korean-elementary-learning-map-mcp MCP server for the Korean elementary school 2022 revised curriculum learning graph — inclu 13 Claude Code 1 918 tok
pedrobraiti/agentic-trading-mcp Valet - MCP servers that let an AI agent (Claude Code) trade for real: Interactive Brokers 13 Claude Code 1 3,211 tok
DatalisHQ/zuckerbot zuckerbot.ai Public ZuckerBot MCP client, CLI, agent skills and release source 13 Claude Code, Codex, OpenCode 2 235 tok
alexey-pelykh/lhremote lhremote.org CLI and MCP server for LinkedHelper automation — let AI assistants control LinkedIn outrea 13 Claude Code, GitHub Copilot 3 6,838 tok
SonAIengine/ku-portal-mcp pypi.org MCP server for Korea University KUPID portal & Canvas LMS — notices, schedules, library se 13 Claude Code 1 292 tok
vargahis/monarch-mcp MCP Server for use with Monarch Money 13 Claude Code 2 578 tok
cogni-work/insight-wave Open-source Claude Code plugins for knowledge work — consulting, B2B sales, marketing, and 13 Claude Code 1 10,511 tok
fixed-width/glass fixedwidth.tech MCP server: build → see → interact → debug loop over native GUI apps 13 Claude Code, Codex, OpenCode 2 2,437 tok
DankerMu/novel-writer-plugin Multi-Agent collaborative writing system for Chinese web fiction (Claude Code Plugin) 13 Claude Code, Codex 11 2,911 tok
OfficialBoomi/bc-integration Boomi Companion: Claude plugin for the boomi-integration skill 13 Claude Code 1 698 tok
sint-ai/sint-protocol sint.gg Open-source runtime security and governance for AI agents, MCP tools, robotics, industrial 13 Claude Code, Codex, OpenCode 2 4,746 tok
spanlens/Spanlens spanlens.io Open source LLM observability and monitoring. Drop-in proxy for OpenAI, Anthropic, and Gem 13 Claude Code 2 19,588 tok
richer-richard/fenestra crates.io Pure-Rust native GUI framework with web-grade aesthetics and first-class headless PNG rend 13 Claude Code, Codex, OpenCode 2 3,490 tok
jungjaehoon-lifegamez/MAMA Local-first operating memory for AI coding agents - Claude Code, Codex, and any MCP client 13 Claude Code, Codex, OpenCode 2 9,861 tok
harshii0509/designStack designStack is a collection of skills for people who have never written code or understand 13 Claude Code, Codex, OpenCode 2 1,259 tok
lonestone/lonestone-boilerplate Starter kit for full-stack webapps, SaaS and websites with React and NestJS 13 Claude Code, Codex, OpenCode 2 574 tok
LumabyteCo/clarifyprompt-mcp 13 Claude Code 1
teoobarca/perplexity-mcp Free Perplexity AI MCP server with multi-account pooling, React admin dashboard, zero-cost 13 Claude Code 1 1,188 tok
AndyShaman/Soroka Personal Telegram knowledge base — forward anything, search via DM. Hybrid SQLite + FTS5 + 13 Claude Code, Codex, OpenCode 2 978 tok
jezweb/smart-prompts-mcp Enhanced MCP server for managing prompts from GitHub with intelligent discovery and compos 13 Claude Code 1 1,500 tok
corbym/memoryweb A memory web MCP server for Agents. Stores knowledge as a graph of nodes connected by type 13 Claude Code, Codex, OpenCode 2 7,874 tok
mozi-app/mermAId AI-agent-focused Mermaid editor for planning, with built-in MCP server and CLI tool 13 Claude Code, Codex, OpenCode 2 370 tok
chenhunghan/garmin-mcp-app Garmin MCP app server 13 Claude Code 2 4,602 tok
marduk191/qwen3_mcp MCP server for LM Studio with 80+ tools - file ops, git, web search, skills system 13 Claude Code 1 5,679 tok
odyssey4me/agent-skills AI Agent Skills to support software architecture, design and development 13 Claude Code 3 1,061 tok
srigi/mcp-google-images-search MCP server for searching images with Google 13 Claude Code 1 712 tok
JSungMin/vs-token-safer Token-saving code search for AI coding agents — TypeScript, JavaScript & Python (zero setu 13 Claude Code 1 19,098 tok
Athroniaeth/piighost piighost.athroniaeth.cloud Protect personal data (PII) in your LLM prompts. piighost hides sensitive values from the 13 Claude Code 5 3,168 tok
mbeacom/adrkit adrkit.dev Machine-readable architecture decision records. Git-native decision memory and governance 13 Claude Code, Codex, GitHub Copilot, OpenCode 15 7,504 tok
RamaAditya49/titen titen.dev Agent memory that needs no API key, no LLM, and no embedding provider. One command on Bun 13 Claude Code, Codex, OpenCode 2 1,715 tok
199-biotechnologies/whatsrust WhatsApp in pure Rust. Single binary, 5 MB, 15 MB RAM. 54 API endpoints, 30 MCP tools, ful 13 Claude Code 1 648 tok
eddmann/garmin-connect-cli eddmann.com Garmin Connect from your terminal. Pipe it, script it, automate it. 13 Claude Code, Codex, OpenCode 2 88 tok
ejklock/living-docs-skill Living Docs — a AI agent skill that runs your project's documentation as a living system: 13 Claude Code, GitHub Copilot 5 3,295 tok
b3rys/b3rys-team-os An AI team that stays on my Mac. Assign work through Telegram or Slack, and it decides who 13 Claude Code 1 383 tok
ngthluu/loope Label a GitHub issue ai-agent and loope drives it to a PR with headless Claude Code. State 13 Claude Code 3 339 tok
KalarisLabs/Skill-Doctor Deterministic security analysis for agent skill files. 13 Claude Code, Codex, OpenCode 3 1,336 tok
mhlaghari/stuntman Claude doesn't do its own stunts. Plan with Claude, execute with a near-free model, review 13 Claude Code 1 270 tok
abhinaykrupa/cowork-to-code-bridge Let Claude run code on your real machine — safely — from any Claude chat. Bridges Claude C 13 Claude Code 1 1,377 tok
sliday/google-fonts-skill Claude Code skill: Google Fonts typography system generator 13 Claude Code 1 33 tok
nemori-ai/cc-master Turn any Code Harness session into a long-horizon master orchestrator — pick the right dyn 13 Claude Code, Codex, OpenCode 11 31,873 tok
open-metadata/ai-sdk Bring Semantics to your AI Agents via the OpenMetadata & Collate AI SDK 13 Claude Code 1 2,448 tok
tlennon-ie/neurodock neurodock.org A local-first cognitive substrate for neurodivergent professionals. Gives Claude memory, a 13 Claude Code 51 698 tok
autonomous-ai/autonomous-workshop Autonomous AI inventors that daydream, invent, and make new toys and games around the cloc 13 Claude Code, Codex, OpenCode 2 3,170 tok
Threat-Vector-Security/guardian-agent Local workstation and network security with ContextCypher diagrams, threat analysis and GR 13 Claude Code, Codex, Gemini CLI, OpenCode 3 1,991 tok
laf-rge/quickbooks-mcp MCP server for QuickBooks Online - query, create, and edit accounting data with Claude 13 Claude Code 2 2,227 tok
ndif-team/skills Teach LLMs to use NNSight with Skills 13 Claude Code 1 1,809 tok
Venere-Labs/ragfs venere-labs.github.io A FUSE semantic filesystem for LLM/AI AgentsAgentic FUSE filesystem for LLM agents. Struc 13 Claude Code 1 1,101 tok
beerandcodeteam/worthly-api 13 Claude Code, Codex, Gemini CLI, OpenCode 14 10,763 tok