AI & automation
Describe it, and watch it build.
An assistant already lives in the editor: it wires up nodes, runs the workflow, and fixes failures for you. A public REST API and lifecycle webhooks are on the roadmap, and we keep that honest.
AI assistant · shipped · public API on the roadmap
Describe it, and watch it build.
An agent inside the editor. It reads your graph, adds and validates nodes against the real registry, runs the workflow, then reads the logs and fixes what broke. You review the plan instead of wiring every step by hand.
nodes validated against the registry before they land
Turn a paper into a starting workflow.
Enter a DOI to explore a suggested workflow based on the paper’s available information. Open it in the editor as a starting point and shape it into your own analysis.
Illustrative workflow preview
Example single-cell RNA-seq workflow
Fixed example steps; no paper is retrieved for this preview.
Shipped vs roadmap
Automation you can use, and what’s coming.
The AI assistant and paper-to-pipeline ship today. The public REST API and webhooks are roadmap, labeled on every card.
In-editor AI assistant
An agent that reads your graph, adds and validates nodes against the real 1370-node registry, runs the workflow, then reads the logs and fixes what broke. Free on a hosted model, or bring your own model key.
Paper → pipeline
Paste a DOI and BioNodulo reads the methods, then suggests an editable pipeline scaffold you open in the editor and refine. A starting point you can take apart, not a sealed result.
REST API
Planned endpoints will cover workflow management, run creation, status lookup, and artifact access once the public API is stabilized.
Lifecycle webhooks
Queued, running, completed, and failed events should be delivered through webhooks so pipelines can react as work moves through the queue. Delivery is still incomplete.
Batch & CI integration
Batch, scheduler, and CI integrations are target use cases for the public API. Treat them as product direction, not current guarantees.
Automate the busywork today.
Use the in-editor AI assistant now. Until the public API is released, treat its docs as product direction rather than an operational integration guide.