hs_model_quality
shallownet.hunter-seeker/hunter-seeker · Verify this server
Free; no engine run. For a ranking already produced by hs_rank_topk (pass its ranking_ref), return the model DIAGNOSTICS so you can judge how much to trust it BEFORE acting on it. Returns: top_decile_lift (how concentrated the outcome is in the top-ranked group), calibration_error (ECE - lower is better-calibrated), validation (scheme: out-of-time, holdout, or none when no rows could be held back; n_holdout is null when nothing was held back; plus n_train and a plain-English reason), lift_curve (relative cumulative lift per decile), and leak_guard (columns quarantined as likely target leakage, each with a plain-English reason). These are validation statistics - never a threshold, weight, score, or arm. Best for: due diligence before acting, a governance / trust check, or a model-quality section in a report. A low top_decile_lift, a high calibration_error, or a populated leak_guard is a signal to be cautious. It reuses the analysis behind the ranking_ref - no new engine run. Common mistakes: passing an expired or never-cleared ranking_ref (call hs_rank_topk first); treating a null field as zero - it means there was no finding.
1 trials · measured 8 days ago
hs_model_quality scores 100.0/100 on Vouch's measured behaviour index, from 1 real invocation trials against net.hunter-seeker/hunter-seeker, measured 25 Aug 2026 under methodology v0.2.0. Every measured component scored 100.
Component breakdown
| Component | Weight | Value |
|---|---|---|
| Reliability | 35% | not applicable |
| Schema integrity | 25% | 100.0 |
| Failure behaviour | 15% | not applicable |
| Latency | 15% | not applicable |
| Concurrency | 10% | not applicable |
Tool details
- Transport
- remote
- Credential class
- gated
- Input schema
- not declared
- Output schema
- not declared
- Side-effect classification
- unclassified
Score history
| Day | Score | Tier | Methodology |
|---|---|---|---|
| 2026-08-25 | 100.0 | shallow | v0.2.0 |
Probe evidence
| Probe | Outcomes |
|---|---|
| schema_integrity | pass: 1 |
Raw request/response logs are not archived yet — the outcome counts above are drawn directly from every recorded trial.
Embed this score
Available for every tool, scored or not — not a verification perk. Always links back to this page.
[](https://vouch.tools/tools/ae4b31ef-018d-4259-a4a9-b33481369c94)