Education & Reference
LiminalML
Structured six-stage review sessions for machine learning and software engineering topics.
82/100
7-Frame production-readiness — according to Legit.Show
Is LiminalML production-ready?
Legit.Show measured LiminalML at 82 out of 100 on its 7-Frame production-readiness benchmark (public-surface assessment). Its strongest frame is Reliability (100); its weakest is Security (45). Every frame is measured deterministically from the public surface — exactly what was observed is shown below.
The 7 Frames
- Performance — 66/100
- Accessibility — 93/100
- Security — 45/100
- Privacy — 75/100
- Reliability — 100/100
- Standards — 92/100
- Discoverability — 100/100
What we measured
- Security headers present: HSTS.
- No Content-Security-Policy.
- Served over HTTPS with a valid certificate.
- Lighthouse performance score 66/100 (773 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 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)