How real projects configure their agents

43,608 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
ypollak2/llm-router Universal LLM router for AI coding tools. Works with Claude Code, Cursor, Codex, Gemini CL 79 GitHub Copilot 1 850 tok
AgoraIO/skills The fastest way to build real-time Conversational AI and Voice Agents with Claude Code, Cu 79 Claude Code, Codex, OpenCode 2 1,762 tok
pantalytics/odoo-mcp-pro AI connector for Odoo ERP | Connect Claude, ChatGPT, Cursor and other AI tools to Odoo via 79 Claude Code 1 1,659 tok
promovaweb/specsfy promovaweb.com O Specsfy ajuda você a transformar uma ideia em software testado sem espalhar requisitos, 79 Codex, OpenCode 1 1,450 tok
takeshy/obsidian-local-llm-hub All-in-one local AI hub for Obsidian — LLM chat with vault tools, MCP servers, RAG, workfl 79 Codex, OpenCode 1 74 tok
adamzhang1987/kingdee-k3cloud-mcp adamzhang1987.github.io Kingdee MCP Server (Kingdee K3Cloud MCP): Allows AI assistants such as Claude and Cursor t 79 Claude Code 1 501 tok
subev/libratory libratory.dev Your free book and audiobook laboratory. Turn the PDFs you own into chapter-marked M4B aud 79 Codex, OpenCode 1 28,024 tok
wooter-s/weixin-devtools-mcp 79 Claude Code, Codex, OpenCode 2 6,860 tok
sergebulaev/instagram-skills cccrafts.ai Instagram marketing skills for Claude Code and Codex: captions, carousels, hooks, hashtag 79 Claude Code, Codex, OpenCode 2 3,556 tok
byigitt/postmaker-x Optimize your X (Twitter) posts using the official open-source algorithm. Analyze engageme 79 Claude Code, Codex, OpenCode 2 738 tok
brucemcpherson/gas-fakes mcpher.com Bringing Google Apps Script to the modern dev stack via local service emulation. 79 Claude Code, Codex 4
wham/github-brain An experimental GitHub MCP server with local database. 78 Claude Code, Codex, OpenCode 2 103 tok
serac-labs/serac serac.build A ServiceNow MCP server, and the skill guides that teach an agent to use it. 400+ snow_* t 78 Claude Code, Codex, OpenCode 1 1,554 tok
moru-ai/moru moru.io Run AI Agents in the cloud 78 Claude Code, Codex, OpenCode 2 4,294 tok
benjaminshoemaker/vibecode_spec_generator vibescaffold.dev Wizard-style app to help people generate specs that AI coding agents can execute & keep tr 78 Codex, OpenCode 1 4,606 tok
juntoku9/Sessory Shared memory for AI coding sessions. 78 Claude Code 1 522 tok
deep-copilot/DeepCopilot marketplace.visualstudio.com Copilot-style AI coding agent for VS Code, powered by DeepSeek V4. 78 GitHub Copilot 1 640 tok
lipas-liikuntapaikat/lipas Lipas is a nationwide, public GIS service of Finnish sport and recreation facilities. 78 Claude Code 5
kyungseo/skillstead Practical, portable skills for agentic coding workflows — clearer diagrams, checked claims 78 Claude Code, Codex, OpenCode 2 190 tok
amaynez/kiro-style-sdd Kiro Style Spec Driven Development using any LLM 78 Claude Code, Codex, Cursor 4 162 tok
sinaptik-ai/starpod starpod.sh Open-source AI agent runtime built in Rust. Define once, deploy isolated instances per ten 78 Claude Code 2 941 tok
ronikobrosly/RigorLoop A statistically-sound agentic build framework that employs agentic loops to create code ar 78 Claude Code, Codex, OpenCode 2 1,515 tok
jaylfc/taosmd Local-first AI memory — runs offline on any machine with 8 GB+ RAM (SBC, mini PC, laptop, 78 Claude Code, Codex, OpenCode 3 3,177 tok
strands-rl/strands-sglang SGLang model provider for Strands Agents. 78 Claude Code, Codex, OpenCode 7 3,558 tok
smith-horn/skillsmith skillsmith.app Shared skills, safe for production. 78 Claude Code 8 29,367 tok
ahtavarasmus/lightfriend lightfriend.ai The first verifiably private cloud AI assistant. Runs in AWS Nitro Enclave with hardware a 78 Claude Code, Codex, OpenCode 17 3,248 tok
whiteboardmonk/agcluster-container agcluster.dev Self-hosted platform for Claude Agent SDK agents. Container isolation, real-time execution 78 Claude Code, Codex, OpenCode 2 5,418 tok
synadia-ai/synadia-agents SDKs and reference implementations for the Synadia Agent Protocol for NATS 78 Claude Code 2 4,187 tok
lfglabs-dev/awesome-amp-code An unofficial curated list of resources for Amp, an AI coding agent. 78 Codex, OpenCode 1 385 tok
ripmilla/netwalk Read-only network survey toolkit for AI coding agents: crawl a site from one device, diagn 78 Codex, OpenCode 1 16,337 tok
go-gost/x Extended (may be experimental) features outside the main gost tree. 78 Claude Code 1 1,523 tok
KilledByAPixel/LittleJS-AI An AI-assisted toolkit for making HTML5 games with LittleJS 78 Claude Code, Codex, OpenCode 2 3,670 tok
tan-yong-sheng/ai-vision-mcp A Model Context Protocol (MCP) server that provides vision capabilities to analyze image a 78 Claude Code, Codex, OpenCode 30 4,139 tok
vakovalskii/ontoship md+git knowledge base: FTS5 search (bm25+trigram/fuzzy), HTML+graph, code-ontology linter, 78 Claude Code 1 434 tok
jonnyzzz/mcp-steroid devrig.dev Give your AI Agent a whole IDE, not just the files 78 Claude Code, Codex, OpenCode 2 6,920 tok
simota/agent-skills simota.github.io 90 specialist AI agents + 3 project-local extensions for Claude Code / Codex CLI / Antigra 78 Claude Code, Codex, OpenCode 2 3,864 tok
genai-io/san genai-io.github.io Small context, native speed, open all the way down — an open-source terminal agent runtime 78 Codex, OpenCode 1 676 tok
mukul975/Threatswarm 27 scope-enforced AI agents that run the full pentest kill-chain (recon → exploit → post-e 78 Claude Code 5 4,171 tok
TOKTOKHAN-DEV/agent-company agent-company.site Create an automated organization with an AI Company 78 Claude Code, Codex, OpenCode 8 5,073 tok
jmagar/claude-homelab Comprehensive Agents, Commands, Hooks, and Skills for homelab service management - media a 78 Claude Code, Codex, Gemini CLI, OpenCode 3 6,390 tok
luke-harriman/Codesys-MCP An MCP server for Codesys that enables AI systems to stand up a live UI where they can edi 78 Claude Code 1 5,180 tok
supernovae-st/nika nika.sh Intent as Code | the workflow language for AI. One file, 4 verbs, one Rust binary. Local-f 78 Claude Code, Codex, OpenCode 14 1,547 tok
JingxuanC/causal-memory Causal memory layer for AI agents — MCP server that records decision→outcome relationships 78 Claude Code 1 680 tok
sergebulaev/x-skills cccrafts.ai X (Twitter) marketing skills for Claude Code and Codex: write tweets, threads, and replies 78 Claude Code, Codex, OpenCode 2 3,378 tok
LofiFren/PicoCalc lofifren.com PicoCalc - MicroPython by Lofi Fren 78 Codex, OpenCode 1 151 tok
runpod/runpod-mcp runpod-mcp.vercel.app 78 Claude Code 1 2,045 tok
dralkh/seerai Zotero AI plugin Research assistant for Zotero 9. Chat with your library, run federated sc 77 Codex, OpenCode 1 11,896 tok
AI4CreativityLab/Index.skill “Index.skill,” a personal knowledge management, updating, and interaction system based on 77 Claude Code 6 2,933 tok
eresende/pitlane-mcp Token-efficient navigation substrate for AI coding agents. Index code once and retrieve on 77 Codex, OpenCode 1 1,648 tok
workstream-labs/workstreams IDE for parallel AI coding agents 77 GitHub Copilot 15 9,773 tok