1) Browse ModelHub
Search, filter, and open a model page. Every model has a consistent layout.
Skip to content
Research Scientist
ML Engineer
Computational Biologist
MolComp GitHub models, simplified
Run GitHub’s best models with zero code.
MolComp turns complex repos into one-click apps. Browse ModelHub, fill a friendly Playground, run on our GPUs, and get outputs in your private Workspace. Pay only for compute time.
No installs
No docs required
Cheap pay-per-compute
Outputs in your Workspace
Starter credits after email verification. Run mode aws models are one-click runnable.
The story
Stop setting up. Start running.
Most GitHub models demand a full afternoon: environments, CUDA, dependencies, flags, and endless docs. MolComp turns them into a consistent interface—so anyone can run them.
Zero programming required
No “read the docs to find the right flags”
Click Run → track jobs → download outputs
Pay cheaply for compute time, not complexity
How it works
From model to result in minutes.
Everything is the same every time: browse → playground → run → outputs.
2) Use the Playground
We convert messy repos into simple inputs with safe defaults. No guessing flags.
3) Track + download outputs
Jobs, status, retry, and files live in one place: Dashboard + Workspace.
Breadth
The models you already trust—now one-click runnable.
Community-loved GitHub models become “apps”: Documentation + Playground + Runner + Workspace. If you can paste inputs, you can run models.
Bio
Chemistry
Vision
Audio
3D
LLMs
Experience
Docs are there. But you won’t need them.
We translate each model’s complexity into a friendly Playground. Keep the docs open when you want depth—close them when you just want results.
Playground-first UX
Simple inputs, safe defaults, predictable outputs.
Reproducible runs
Payload stored for retries and provenance.
Files you can trust
Everything lands in your per-user Workspace.
Power
Built-in chemistry + 3D tools.
Sketch, view, validate—without leaving the page. The toolbelt is draggable, resizable, and persists state per user.
JSME editor
Sketch molecules and feed them into the Playground.
3Dmol viewer
Preview structures and outputs right in Workspace.
One workflow
Inputs → Run → Outputs, all in one consistent UI.
Pricing
Cheap compute. No surprises.
You pay for GPU time—nothing else. We place a small hold to start, then settle to actual usage.
Pay-per-compute
Only pay when a job runs. No long contracts. No “platform tax” bloat.
Transparent holds
Start jobs instantly with an estimate; final credits match actual runtime.
Starter credits
New accounts unlock starter credits after email verification—run something today.
Trust
Built for real work.
Per-user files, signed requests, job tracking, and a clean audit trail. Keep control of your outputs.
Private Workspace
Outputs are organized per user and easy to download.
Signed credit settlement
Authorize / capture / void are protected and traceable.
Job lifecycle visibility
Queued → running → done with progress + stored payload.
Proof
People use MolComp to move faster.
Short quotes for now—swap in real ones when ready.
“I ran a model I’d been avoiding for months. No setup. Just results.”
“The Playground makes every repo feel like a polished product.”
“Credits + Dashboard + Workspace is the workflow we needed.”
FAQ
Everything you’re thinking.
Do I need a GPU or any setup?
No. You run models in the browser. We handle GPUs, containers, and dependencies.
Do I need to read documentation?
No. We turn model repos into simple controls with safe defaults. Docs are optional.
Where do outputs go?
Outputs land in your Workspace and are easy to preview and download from the Dashboard.
How do I pay?
Credits. We place a small hold to start a job, then settle to actual runtime.
Run your first model in under a minute.
Click → run → outputs. Zero code. Cheap compute.