Research the literature and evidence
Retrieve and cross-check relevant databases, prior art, and published methods.
From question to evidence—and back again.
Humans over the loop. Marvin coordinates the complete scientific workflow from literature synthesis to experimental design and analysis as autonomously (or not) as you want.
Seamless integration. Marvin integrates with a vast ecosystem of platforms and scientific tools with its world-class memory system to enable unmatched long-horizon reasoning throughout your project's life cycle.
Multi-disciplinary. Whether your work is in basic research or in the clinic, Marvin's agentic tools can help accelerate discovery and deliver better results faster.
Identify plausible and novel directions
Synthesize literature and experimental results to generate grounded, testable hypotheses.
Create your experiments
Plan experiments, define controls, and track your overall project's trajectory across batches.
Run the plan
Build, audit, review, and execute across local, hybrid, and cloud compute.
Interrogate the full corpus
Extract findings, quantify uncertainty, and test the result against alternatives.
Preserve the logic trail
Record every iteration, interpretation, and decision—not only the final result.
Scientific skills curated by real human experts.
Marvin is built with scientific rigor in mind. That's why all of our hundreds of scientific skills -- from experimental design to writing to analysis -- are custom written or curated by PhD-level scientists and KOLs in their respective fields.
And Marvin isn't just for the life sciences! Marvin's diverse repertoire includes expertise in economics, physics, materials science, and chemical engineering.
Analyze multi-omic databulk / single-cell / spatial
Interpret variantsgermline / somatic / population
Design experimentscontrols / power / readouts
Evaluate therapeutic candidatestargets / molecules / developability
Build numerical modelssimulate / calibrate / test
Reproduce published resultscode / data / sensitivity
Literature Search with Marvin Atlas
Search over 250 million scientific publications, patents, and clinical trials across disciplines through one centralized portal.
Model Agnostic & BYOK
Use a variety of models across providers -- including Anthropic, OpenAI, z.ai, Kimi -- and tailor Marvin to your specific research tasks. You can also bring your own subscriptions and API keys or even use your privately hosted inference.
Explore Marvin's work in the wild
Marvin is the engine behind Iluvatar Open Research Initiative's open research projects and public benefit programs.
Learn more about IORIYour data is yours and yours alone.
As scientists, we understand how important it is that your work stays private until you're ready to share it.
That's why Marvin is end-to-end encrypted to keep your data safe. Marvin does not use your data to train models. External providers handle content under the applicable disclosed route and terms.
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