Item detail
github.com

cvs-health/uqlm

RepoRadar surfaced cvs-health/uqlm — a package — into the Radar section, where it sits at Silver tier with a 'try now' verdict. Its strongest signal is workflow potential, scored 8.5 out of 10.

Score7.4
Popularity100.0
Risklow
TierSilver
Score breakdown
Usefulness8.0
Novelty8.0
Momentum7.0
Maturity7.9
Open-source/build8.4
Evidence7.2
Workflow potential8.5
Setup ease8.0

Popularity is tracked separately. Support, ads, sponsorships, and tips never affect these signals.

Why it matters

Useful for teams that need a numeric confidence signal on model output before showing it to a user, for developers choosing between cheap token-probability checks and expensive multi-generation consistency checks, and for anyone building a human-review gate who needs something better than a vibe threshold.

Where this stands now

cvs-health/uqlm ranks #924 of 1096 tracked Radar items by composite score (7.4 against a section median of 8.0). The section currently carries 629 Gold, 422 Silver, 45 Bronze.

Who should use it

teams that need a numeric confidence signal on model output before showing it to a user developers choosing between cheap token-probability checks and expensive multi-generation consistency checks anyone building a human-review gate who needs a calibrated threshold rather than a guess researchers comparing black-box, white-box, judge, and ensemble uncertainty methods on the same data

Who should skip it

Consider cvs-health/uqlm lower priority if you already have a working solution in this category.

About this signal

cvs-health/uqlm is tracked by RepoRadar as a package in the Radar section. First seen 2026-08-28; the source record was last checked on 2026-08-28. The current verdict is 'try now' with a Silver tier and easy setup difficulty. Across RepoRadar's eight signals, cvs-health/uqlm is strongest on workflow potential (8.5) and open-source/build quality (8.4) and weakest on momentum (7.0) — a profile worth weighing against your own priorities. This page summarizes the evidence RepoRadar captured from https://github.com/cvs-health/uqlm.

How this item is evaluated

The cvs-health/uqlm record combines a 7.4/10 composite score with separate popularity (100.0), risk (low), and setup (easy) signals. See the scoring methodology for the current weights and evidence definitions.

Putting this into practice? Read How to evaluate an AI tool before you adopt it for the checklist behind this score.

Risk explanation

A confidence score is not a correctness guarantee. Do not present these numbers to end users as a factuality certification, and do not use them as the sole gate for high-stakes output; Black-box and LLM-as-a-judge scorers issue additional model calls, so the README's own table flags high latency and high cost for those classes. Budget for it before wiring them into a request path; White-box scorers require access to token probabilities, which many hosted endpoints do not expose. Confirm your provider before assuming the cheap path; Version 0.x with a young repository (created 2025-04), so expect API changes between minor versions and pin your dependency.

Evidence links
Closest alternatives / related signals
uqlm cvs-health hallucination-detection uncertainty-quantification llm-evaluation confidence-score llm-as-a-judge ensemble
Verification record

What RepoRadar actually verified

Discovered

Automated discovery and source capture. Last checked 2026-08-28T18:50:43Z.

No editorial or hands-on review is claimed. This record remains at Discovered.

Verification sources

Longitudinal intelligence

How this decision record is moving

Raw history JSON →

History begins 2026-08-28; trends appear after a second dated snapshot. Stars, version, release, pricing, integration, risk, maintenance, verdict, score, and momentum fields remain explicit even when a source has not reported them. Repository momentum is a normalized 0–10 RepoRadar signal; GitHub stars appear only where the popularity monitor retained exact timestamped observations.

RepoRadar scoreTrend begins after a second recorded point.
Repository momentumTrend begins after a second recorded point.
GitHub starsNot tracked for this record
VersionNot reported by source
Last releaseNot reported by source
Maintenancesource activity not yet measured
Current risklow
Current verdicttry now
Pricing baselineNo structured commercial pricing baseline
Pricing checkedNot applicable or not recorded
Pricing freshnessNo dated commercial pricing review
Integrations baselineNo structured integrations recorded

Recent dated points

DateScoreMomentumStarsRiskVerdictMaintenance
2026-08-287.47.0Not recordedlowtry nowsource activity not yet measured

Why the record changed

new entity

Newly added to RepoRadar's decision catalog.