Your personalautonomousco-scientist.

Marvin works alongside you as your autonomous collaborator through every step of the research loop.

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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.

Research the literature and evidence

Retrieve and cross-check relevant databases, prior art, and published methods.

Hypothesize

Identify plausible and novel directions

Synthesize literature and experimental results to generate grounded, testable hypotheses.

Design

Create your experiments

Plan experiments, define controls, and track your overall project's trajectory across batches.

Execute

Run the plan

Build, audit, review, and execute across local, hybrid, and cloud compute.

Analyze

Interrogate the full corpus

Extract findings, quantify uncertainty, and test the result against alternatives.

Document

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.

Design experiments

Plan experiments with appropriate controls, biological replicates, and readouts. Estimate statistical power and sample sizes, choose randomization or factorial designs, and identify confounding before committing time and resources to the study.

Build numerical models

Build and calibrate numerical models, including differential-equation simulations. Explore parameter sensitivity and uncertainty, compare predictions against observations, and check numerical stability and convergence before interpreting the output.

Reproduce published results

Reconstruct a published analysis from its methods, code, and data. Rerun key figures and test how preprocessing, parameter choices, and statistical assumptions affect the result—making agreements, discrepancies, and missing methodological details explicit.

Analyze multi-omic data

Explore bulk, single-cell, and spatial data with workflows for quality control, cell-type annotation, differential expression, pathway enrichment, and multi-omic integration. Account for batch effects and biological replication when interpreting the signals.

Interpret variants

Investigate germline and somatic variants using population frequencies, functional annotations, and the available clinical literature. Assess phenotype and inheritance evidence where relevant, while keeping uncertain significance, conflicting classifications, and gaps in the evidence visible.

Evaluate therapeutic candidates

Compare targets and therapeutic candidates across disease genetics, expression, tractability, and safety evidence. Assess structures and docking results, flag ADMET and antibody-developability concerns, and identify the experiments needed to resolve the most consequential uncertainties.

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 IORI

Your 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.