hs_model_quality

shallow

net.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.

100.0/100

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

ComponentWeightValue
Reliability35%not applicable
Schema integrity25%100.0
Failure behaviour15%not applicable
Latency15%not applicable
Concurrency10%not applicable

Tool details

Transport
remote
Credential class
gated
Input schema
not declared
Output schema
not declared
Side-effect classification
unclassified

Score history

DayScoreTierMethodology
2026-08-25100.0shallowv0.2.0

Probe evidence

ProbeOutcomes
schema_integritypass: 1

Raw request/response logs are not archived yet — the outcome counts above are drawn directly from every recorded trial.

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Vouch score: hs_model_quality
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hs_model_quality — Vouch