The platform for
scientific discovery.
Thousands of datasets. Multi-agent multi-model peer review. GPU compute on demand. Make real discoveries, not summaries — in the brief window before the moats close.
in the browser
native macOS app
in your terminal
Thousands of datasets. Every domain in science.
Hubify Labs ships with first-class connectors to the major scientific data sources. HuggingFace · NASA · arXiv · Wolfram · the K-Dense 250-database catalog · plus the long tail of domain-specific archives. Pull data. Train custom models. Publish enhanced catalogs back. Real discoveries, not summaries.
11 agents. 4 model providers. Zero echo chamber.
Every lab ships with a pre-wired team of 11 agents: 1 orchestrator, 4 domain leads, and 6 workers — plus 4 cross-provider reviewers from different model families. You stay in the driver's seat. They handle the boring parts — and they argue with each other before they show you anything.
Every meaningful result is adversarially reviewed by 4 agents from different providers before it reaches you. Each model family has different blind spots, different priors, and different failure modes — so they catch what the others miss. No single model gets to be the only voice in the room.
A real claim. Four reviewers. Four different lenses.
When the bigbounce lab proposed that Branch V matter bounce predicts a parameter-free fNL = -4.375, the cross-provider peer review pipeline ran the claim through 4 reviewers from 4 different model families. Here is what each one said.
Four labs. Four domains. One platform.
Hubify Labs is domain-agnostic by design. Cosmology · drug discovery · materials · climate · neuroscience · economics — if there's a dataset, an experiment to run, and a paper to write, the platform fits. Here are four discoveries currently moving through the system.
Three surfaces. One lab. Zero compromise.
The full Discovery IDE lives in your browser, your menu bar, and your terminal — the same lab in all three, always in sync. Your laptop dies mid-experiment? Pick it up on the web from your phone. Stuck on a friend's machine? The CLI has every command. Switching surfaces never costs a thought.
hubify single binary, interactive TUI mirror of the web views, scriptable from any shell.Real mockups. Real BigBounce data.
Live previews of the actual app mockups, embedded inline. Tap a tab to flip between the three surfaces. Same lab data flows through all of them.
Spin up labs as fast as you can name them.
Each lab is its own self-contained discovery environment with agents, compute, a public site, and the publishing pipeline already wired up. Run as many in parallel as your work needs — bounce cosmology in one, dark energy MCMC in another, ETI search in a third. Pin your favorites. Switch between them. They can read each other (with explicit grant), but never write across the boundary.
bigbounce.hubify.app) with a standard template that auto-syncs from your research. Chat with the site agent to customize style, layout, and content. Papers, figures, and experiments flow to the site automatically.What labs look like.
Real discovery labs running on Hubify Labs. Each one is open-source and remixable — clone any lab into your account in one click and pick up where the original left off.
Papers, models, datasets — written by labs running on Hubify.
Every lab on Hubify has its own publishing pipeline. Papers compile through the publish-ready loop. Models get pushed to Hugging Face. Datasets get cataloged with provenance. Here's what BigBounce has shipped so far.
14 ECH Barriers · ALP β=0.27°
SPHEREx 2027 Forecast
195,829 Objects
8.47M Galaxies
Ninety seconds from idea to live lab.
No cluster admins. No infra weeks. No ticket queues. No grant applications. Type one command and your lab is on the internet — with agents, compute, datasets, and a public site already wired up.
Create your lab
Run hubify lab create my-lab in your terminal, or click + New lab in the web UI. We scaffold a GitHub repo, a database, an always-on orchestrator, and a vibe-codable public site at my-lab.hubify.app. Total time: under 90 seconds.
Talk to your orchestrator
Open the chat in the web or desktop app and tell it what you want to study. The orchestrator routes work to the right reasoning level — high for paper drafts, medium for analysis, low for cron — and dispatches agents and experiments.
Watch your lab grow
Papers compile in the background. Figures render in an ephemeral sandbox. Contributions get cross-model peer reviewed by GPT, Gemini, Perplexity, and Sonnet. The publish-ready loop runs while you sleep.
Built for science.
Not retrofitted.
Jupyter is for notebooks. Notion is for notes. k-dense has incredible dataset coverage but no agents. feynman.is is CLI-first but has no GPU, no paper pipeline, and no memory. Hubify Labs was built from scratch for independent researchers who want real discoveries, not just better note-taking.
| Capability | Hubify Labs | k-dense.ai | feynman.is | Jupyter / Colab |
|---|---|---|---|---|
| Multi-agent orchestration | ✓ | ✗ | ✗ | ✗ |
| Cross-model peer review (GPT-5 · Gemini · Sonnet · Pplx) | ✓ | ✗ | ✗ | ✗ |
| GPU compute integration (H200 built in, credits) | ✓ | ✗ | ✗ | ~ |
| Publish-ready loop (paper → arXiv → Hugging Face) | ✓ | ✗ | ~ | ✗ |
| Novelty scoring | ✓ | ✗ | ✗ | ✗ |
| 4-layer agent memory (agents remember your lab) | ✓ | ✗ | ✗ | ✗ |
| 250+ scientific dataset connectors | ✓ | ✓ | ~ | ✗ |
| Scientific skills catalog | ✓ | ✓ | ~ | ✗ |
| Vibe-codable public lab site | ✓ | ✗ | ✗ | ✗ |
| Web + Desktop + CLI TUI (equivalent IDEs) | ✓ | ✗ | ~ | ✗ |
| Always-on orchestrator (24/7, no babysitting) | ✓ | ✗ | ✗ | ✗ |
✓ = full support · ~ = partial · ✗ = not supported · Based on publicly available information as of early 2026.