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Productivity

Marginalia

Last updated 2026-10-09 · benchmark measured 2026-10-09 — deterministic & reproducible

PDF and EPUB reader that answers questions with citations back to the source page.

78/100
7/7 frames
Top 54% of 17,496 measured · #3 of 4 in pdf chat tool
Legit Benchmark — the simple average of 7 measured frames. Frames we could not measure are left out of the average, never counted as zero. Every frame is shown below with its evidence.
Checked 2026-10-09 · scores move as sites change

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To cite this score: legit.show/s/marginal-ia-app/2026-10-09. That address never changes; this page moves with every re-measure.

Legit.Show scored Marginalia 78/100 on 2026-10-09, measured across all 7 frames from its public surface. legit.show/s/marginal-ia-app/2026-10-09

Is Marginalia production-ready?

Legit.Show scores Marginalia 78 out of 100 — the simple average of its 7 measured frames. Legit.Show ran its deterministic 7-Frame production-readiness benchmark on Marginalia (public-surface assessment), measured from the public surface with no LLM in the scoring path. Its strongest frame is Reliability; its weakest is Privacy. Every frame it averages is published with its evidence on the Legit.Show listing.

The 7 Frames

What we measured

Who it's for

Medicine professionals · Law professionals · Programmers · Mathematicians · Students

Pricing

Free (3 questions without account; additional features with account)

Sources and updates

Description
Taken from marginal-ia.app's own website on 2026-10-09.
Benchmark
Measured by Legit.Show from the live site, the way any visitor sees it — with no access to its code or accounts. Same method for every product, and no AI decides the score. Last checked 2026-10-09.

Put together from public information, without Marginalia's involvement. If anything here is wrong, tell us and a person will check it.

Visit Marginalia → · Alternatives to Marginalia → · How this was measured →

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