Reproducibility as knowledge-graph navigation

Reproducible
AI science.

Glimmer turns a research project into a navigable knowledge graph you can explore, run, verify, and extend — every result carrying a trace you can check.

Ask · Gather · Analyze · Verify · Publish
What is Glimmer

A project becomes a living knowledge graph — not a folder of files.

Papers, datasets, methods, and results become linked nodes. Agents work across them and leave verifiable traces, so anyone can navigate from a finding back to the data and code that produced it. You explore it, run it in the browser, and extend it — reproducibly.
How it works

The scientific method, made reproducible.

01

Ask

Frame questions & hypotheses — preregistered, versioned.

02

Gather

Bring data & literature into the knowledge graph.

03

Analyze

Run pipelines & notebooks in the browser, with agents.

04

Verify

Reproduce & validate — provenance on every output.

05

Publish

Share openly: paper, graph, and runnable artifacts.

Everything in one place
🕸️

Knowledge graph

Navigate methods, concepts, datasets & publications.

📓

Runnable notebooks

In-browser Python — no install, nothing leaves your machine.

🧠

Multimodal viewers

Brain & data viewers with voxel readout and overlays.

📝

Free LaTeX editorsoon

Write the manuscript in the browser — no account needed.

⬇️

Provenance & data export

Ask for the data you need; every export is logged.

🖥️

Compute / DevOps HUD

Live services, deployments, cost & audit trail.

For researchers

Reproducible. Transparent. Yours.

Bring your data, your papers, your pipeline — Glimmer makes them reproducible and agent-ready, and keeps them yours. Built on open standards (BIDS, DataLad, a portable research-object model) so your work outlives any one tool.
Spotlight

Adolescent Development Study

A real, live instance — striatal parcellation across development — recovered into Glimmer: 140+ subjects, a literature graph, runnable analyses, and multicontrast brain images.

Start exploring, or bring your project.

Try the live demo, read the preprint, or join the waitlist to stand up your own reproducible project.

Explore the Research Graph

Bring your project to Glimmer

We're onboarding research groups one at a time. Tell us who you are and what you'd study.