Ultra Lab
March 22, 2026 · View on GitHub
AI product company. We build and operate AI products — not consulting, not freelancing. 4 products live, 4 AI agents running 24/7.
ultralab.tw ・ Discord ・ Blog
Products
| Product | What it does | URL |
|---|---|---|
| UltraProbe | AI security scanner — 19 attack vectors, prompt injection detection | ultralab.tw/probe |
| MindThread | Threads multi-account automation — 27 accounts, AI-driven content | mindthread.tw |
| AI Agent Fleet | 4 autonomous agents on local GPU + Gemini free tier | ultralab.tw/agent |
| Ultra Advisor | AI-powered financial planning | ultra-advisor.tw |
Open Source
| Package | Description | Install |
|---|---|---|
| prompt-defense-audit | LLM prompt defense scanner — 12 vectors, pure regex, < 1ms | npm i ppcvote/prompt-defense-audit |
| free-tier-agent-fleet | Run 4 AI agents on Gemini free tier — $0/month playbook | — |
| threads-api-sdk | Unofficial Threads API SDK for Node.js | npm i ppcvote/threads-api-sdk |
| ultralab-react-hooks | useInView, useCountUp, useMeta, useCachedFetch | npm i ppcvote/ultralab-react-hooks |
| ultralab-scanners | SEO + AEO + AI security scanners, zero deps | npm i ppcvote/ultralab-scanners |
Stack
Frontend React 18 · TypeScript · Vite · Tailwind CSS v4
Backend Vercel Serverless Functions
Database Firebase Firestore (asia-east1)
AI Gemini 2.5 Flash · Ollama ultralab:7b (RTX 3060 Ti) · Claude
Agents OpenClaw · MCP Protocol
Email Resend
Architecture
ultralab.tw (Vercel)
├── / Landing page
├── /probe UltraProbe AI security scanner
├── /agent Agent fleet dashboard
├── /admin Admin panel
├── /shop Product store
└── /developers API docs
api/ Vercel serverless (notify, probe-scan, stripe, etc.)
src/
├── components/ Landing page sections
├── probe/ UltraProbe scanner UI
├── agent/ Agent fleet visualization
├── shop/ Product store
├── admin/ Dashboard + fleet panel + intelligence panel
├── i18n/ Bilingual (zh-TW + English)
└── lib/ Firebase, auth, cart, i18n
No React Router — uses window.location.pathname + React.lazy() for multi-page routing.
Numbers
| Metric | Value |
|---|---|
| AI agents running 24/7 | 4 |
| Daily automated tasks | 105 |
| Threads accounts managed | 27 |
| Blog posts (bilingual) | 80+ |
| Monthly LLM cost | $0 (Gemini free tier) |
| Systemd timers | 25 |
| Attack vectors scanned | 19 |
Development
npm install
npm run dev # Vite dev server at localhost:5173
npm run build # Production build
Blog
All posts are bilingual (zh-TW + English). Built with a custom markdown → static HTML pipeline.
node scripts/build-blog.js
License
Proprietary — Ultra Creation Co., Ltd.
Open-source packages are MIT licensed individually.