Legit.Show measured LiminalML's Security frame at 45/100. Security headers present: HSTS. Served over HTTPS with a valid certificate.

How does Legit.Show measure LiminalML?

Legit.Show scores seven frames — Performance, Accessibility, Security, Privacy, Reliability, Standards and Discoverability — deterministically from the public surface (URL, HTTP headers, real Lighthouse), with no LLM in the scoring path. See legit.show/methodology.

Education & Reference

LiminalML

Last updated 2026-07-05 · benchmark measured 2026-09-17 — deterministic & reproducible

Structured six-stage review sessions for machine learning and software engineering topics.

81/100

7/7 frames

Top 40% of 14,178 measured

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 2026-09-17 · scores move as sites change

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To cite this score: legit.show/s/liminalml-com/2026-09-17. That address never changes; this page moves with every re-measure.

Legit.Show scored LiminalML 81/100 on 2026-09-17, measured across all 7 frames from its public surface. legit.show/s/liminalml-com/2026-09-17

Is LiminalML production-ready?

Legit.Show scores LiminalML 81 out of 100 — the simple average of its 7 measured frames. Legit.Show ran its deterministic 7-Frame production-readiness benchmark on LiminalML (public-surface assessment), measured from the public surface with no LLM in the scoring path. Its strongest frame is Reliability; its weakest is Security. Every frame it averages is published with its evidence on the Legit.Show listing.

The 7 Frames

Performance — 72/100
Accessibility — 97/100
Security — 45/100
How this compares across the catalogue: The Web Security Baseline
Privacy — 75/100
How this compares across the catalogue: The Privacy Gap
Reliability — 100/100
Standards — 92/100
Discoverability — 85/100

What we measured

Security headers present: HSTS.
No Content-Security-Policy.
Served over HTTPS with a valid certificate.
Real Lighthouse performance run — 1336 ms to first byte.
Returns a proper 404 for unknown routes.
3 of 3 sampled routes reachable.
Has a reachable privacy policy.
Sets cookies / loads scripts with no consent prompt.

Who built it

product account @LiminalML

Who it's for

ML engineers · Research engineers · Software engineers · Interview prep candidates · Students

Pricing

Free (20 sessions/month, $0); Pro ($9/month for unlimited sessions, 7-day free trial)

Sources and updates

Description: Taken from liminalml.com's own website on 2026-07-05.
Operator: Oliver Perrin, as named in liminalml.com's terms, privacy page or footer.
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 2026-09-17.

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

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