Developer Tools

Automated GGUF Inference Test Suite

Last updated 2026-09-03 · benchmark measured 2026-09-03 — deterministic & reproducible

Browser-based inference test suite for GGUF language models.

Is Automated GGUF Inference Test Suite production-ready?

Legit.Show scores Automated GGUF Inference Test Suite 60 out of 100 — the simple average of its 7 measured frames. Legit.Show ran its deterministic 7-Frame production-readiness benchmark on Automated GGUF Inference Test Suite (public-surface assessment), measured from the public surface with no LLM in the scoring path. Its strongest frame is Performance; its weakest is Discoverability. Every frame it averages is published with its evidence on the Legit.Show listing.

The 7 Frames

• Performance — 100/100
• Accessibility — 73/100
• Security — 45/100
• Privacy — 25/100
• Reliability — 92/100
• Standards — 70/100
• Discoverability — 15/100

What we measured

• Security headers present: HSTS.
• No Content-Security-Policy.
• Served over HTTPS with a valid certificate.
• Real Lighthouse performance run — 148 ms to first byte.
• Returns a proper 404 for unknown routes.
• 0 of 0 sampled routes reachable.
• No privacy policy found.
• Sets cookies / loads scripts with no consent prompt.

Who it's for

ML engineers · Model developers · GGUF testers · Developers

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