πŸš€ Product Hunt launch β€” Tuesday June 10, 12:01 AM Pacific Upvote on Product Hunt β†’
Live now · 30-day free trial · No credit card

1,557 scientific tools
your AI can actually run

QuLab Infinite is a hosted MCP server with 220+ virtual labs β€” materials, chemistry, quantum, medicine, and more. Sign in with email, ask in plain English, or plug into ChatGPT, Claude, or Cursor. No install required.

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No credit card Email sign-in only Copy-paste MCP setup Reproducible results
Qulab Infinite: Rapid R&D w/ real labs - 1,500+ MCP tools for science | Product Hunt
1,557
MCP Tools
220+
Virtual Labs
30 days
Free Trial
NL
Ask Interface
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Try it in under a minute

Everything runs on our hosted MCP β€” no repo clone, no Python setup. After sign-in you get your personal API key and ready-to-paste configs.

1

Sign in with email

Open the trial page, enter your work email, and click Start free trial. No password or credit card.

2

Ask or connect

Type a research question on the page β€” e.g. β€œfind lightweight alloys above 800 MPa” β€” or copy MCP URL + API key into your AI client.

3

Run real labs

Every call hits a validated simulation or algorithm. Results include provenance so you can repeat and cite the run.

Open live trial β†’
The Problem

AI can write code β€” but it can't run your lab

Researchers and R&D teams need validated simulations, not hallucinated numbers. Legacy tools weren't built for the agent era.

No MCP path for science

ChatGPT and Claude have thousands of plugins β€” almost none expose real materials databases, quantum sims, or clinical-grade diagnostics.

Install hell for demos

Traditional scientific software means venvs, licenses, and 40 GB downloads before a prospect can try one experiment.

Fragmented toolchains

Physics in COMSOL, chemistry elsewhere, biology in a third tool. No single API for cross-domain discovery.

No reproducibility

Chat outputs aren't experiments. QuLab logs tool name, inputs, and checksums on every run.

The Platform

One MCP server for all of science

Materials, quantum, chemistry, medicine, engineering β€” 1,557 callable tools behind a single hosted endpoint. Built for humans and AI agents alike.

MCP-Native

Works with ChatGPT connectors, Claude Desktop, and Cursor. One URL, one API key β€” copy from the login page after sign-in.

💬

Natural-Language Ask

Not a developer? Type what you need on the trial page. We route your question to the right lab automatically.

220+ Virtual Labs

Materials, quantum (30-qubit), chemistry, biology, medicine, engineering, earth science, and more β€” each with validated models.

Materials Intelligence

Live Materials Project API plus local validated datasets. Structure validation, property prediction, alloy screening.

🔬

Clinical-Grade Diagnostics

10 medical labs implemented per peer-reviewed standards β€” NIA-AA, Sepsis-3, CKD-EPI 2021, MDS-UPDRS, and more.

Self-Hostable Later

Start on our hosted pilot. Move to on-prem Docker or Kubernetes when your team needs SLA, compliance, or private deploy.

# Ask in natural language (browser or API)
curl -X POST "https://jalapeno-squire-donator.ngrok-free.dev/ask" \
  -H "Authorization: Bearer YOUR_API_KEY" \
  -H "Content-Type: application/json" \
  -d '{"query": "screen titanium alloys under 4.5 g/cc with tensile strength above 800 MPa"}'

# Or call a specific tool
curl -X POST "https://jalapeno-squire-donator.ngrok-free.dev/tools/call" \
  -H "Authorization: Bearer YOUR_API_KEY" \
  -d '{"tool": "materials.search", "params": {"query": "Ti alloy"}}'
Connect Your AI

ChatGPT, Claude, or Cursor

After email sign-in, the trial page fills in your MCP URL and API key. Copy each block into the matching field in your AI app.

ChatGPT

Settings β†’ Connectors β†’ Add MCP server. Paste URL and Bearer token from the trial page.

MCP URL + Authorization header

Claude Desktop

Edit claude_desktop_config.json β€” full JSON snippet is on the trial page after sign-in.

claude_desktop_config.json

Cursor

Add to Cursor MCP settings (mcp.json). Copy the pre-filled config from the trial page.

~/.cursor/mcp.json
Get your connection details β†’
Why QuLab

Built for the agent era

Capability QuLab Infinite COMSOL Typical AI plugins
Callable MCP / agent tools 1,557 < 20 (generic)
Natural-language routing /ask Chat only
Virtual lab domains 220+ Physics-focused N/A
Try without install Hosted trial Desktop Varies
Run provenance / checksums Manual
Product Hunt trial Free Β· 30 days $10K+/yr N/A
Who It's For

Researchers, engineers, and AI builders

Whether you're screening materials, validating diagnostics, or wiring agents into real science.

Materials Science

Alloy & composite R&D

Search materials, validate structures, predict properties β€” ask in English or call tools from your agent.

Pharma & Biotech

Diagnostics & molecular work

Run clinical-grade diagnostic engines and chemistry simulations through the same MCP endpoint.

AI & Agents

MCP toolchains

Give Claude, ChatGPT, or Cursor 1,557 scientific tools instead of guessing. Gateway tools: ask_qulab, list_qulab_tools, call_qulab_tool.

Start Now

Free 30-day trial β€” through July 6, 2026

Unrestricted tool calls after email sign-in. Enterprise teams: support@aios.is for SLA, private deploy, and compliance.

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No install required β€” try in your browser or connect your AI client in minutes. Questions? support@aios.is