BazaarLinkBazaarLink
Sign in
← Back to model

toptoolsai · Model identity and integrity report

Last updatedSep 11, 2026, 12:10 PM · Data window: past 90 days

Measured results (90 days)

5 runs · 2 hosts · 5 anomalies

Family-fingerprint consistency

  anthropic        4  ████████████████████░░░░░   80% (suspicious)
  openai           1  █████░░░░░░░░░░░░░░░░░░░░   20% (suspicious)

Observed V3 sub-model mapping

  → abstain                                  5 (100%) — low confidence

Capability score distribution (auxiliary)

  0-49     █████████████████████████    5
  50-69    ░░░░░░░░░░░░░░░░░░░░░░░░░    0
  70-89    ░░░░░░░░░░░░░░░░░░░░░░░░░    0
  90-100   ░░░░░░░░░░░░░░░░░░░░░░░░░    0

Host integrity ranking

HostRunsAverage scoreFamily matchMost common V3 match
https://top-tools-ai.com/api/v1400%
http://161.97.109.243:18799/v1100%

Recent anomalies

https://top-tools-ai.com/api/v1Sep 9, 2026, 8:58 AM
Self-claimed model
Top-Tools-Ai
V2 predicted family
anthropic
V3 best match
Verdict
V3 low confidence · Abstain
https://top-tools-ai.com/api/v1Sep 9, 2026, 2:34 AM
Self-claimed model
Top-Tools-Ai
V2 predicted family
anthropic
V3 best match
Verdict
V3 low confidence · Abstain
https://top-tools-ai.com/api/v1Sep 8, 2026, 1:03 AM
Self-claimed model
Top-Tools-Ai
V2 predicted family
anthropic
V3 best match
Verdict
V3 low confidence · Abstain
https://top-tools-ai.com/api/v1Sep 8, 2026, 12:52 AM
Self-claimed model
Top-Tools-Ai
V2 predicted family
anthropic
V3 best match
Verdict
V3 low confidence · Abstain
http://161.97.109.243:18799/v1Aug 29, 2026, 10:11 PM
Self-claimed model
Top-Tools-Ai
V2 predicted family
openai
V3 best match
Verdict
V3 low confidence · Abstain

Methodology

BazaarLink Probe combines a Bayesian V2 family classifier across nine fingerprint categories with V3 sub-model references to verify endpoints claiming toptoolsai. Low family consistency, a different V3 match, or divergence from selfClaim is flagged as anomalous. BazaarLink Probe home.

Test an endpoint yourself →
Support
Support
Hi! How can we help you?
Send a message and we'll get back to you soon.