datasets

Name: datasets
Rating: 4.58 (1 reviews)
Author: Hugging Face

#17 · by Hugging Face

data-api REST webhooks

4.58/ 5.00

trustedBeta

Mar 20, 2026 at 6:16 AM6 signals analysedNo manual reviews · fully automated

Trust Signal Breakdown

high23 sub-signals across 6 dimensions

CVEs, dependency health, and supply chain integrity

3 of 3 sub-signals with data

Known CVEs40%5.0

No known CVEs

via OSV.dev

Dependency Health30%2.0

132 dependencies (high)

via npm / PyPI

Supply Chain30%4.8

944 transitive CVEs found (penalty: -0.25)

via npm provenance

Uptime, latency, error rates, and incident history

4 of 4 sub-signals with data

Uptime35%5.0

100.00% over 1000 checks

via Health checks

Response Latency25%5.0

p99: 105ms, p50: 55ms

via Health checks

Error Rate20%5.0

0.00% error rate (0/1000)

via Health checks

Incident History20%3.0

3 incidents in last 90 days

via Incidents table

Commit recency, release cadence, issue response, CI/CD

4 of 4 sub-signals with data

Commit Recency30%5.0

via GitHub

Release Cadence25%5.0

via GitHub

Issue Response20%5.0

via GitHub

CI/CD Presence25%5.0

via GitHub Actions

Downloads, stars, dependents, and growth trajectory

2 of 4 sub-signals with data

Download Volume55%5.0

16,324,346 weekly downloads

via npm / PyPI

GitHub Stars45%5.0

21,304 stars

via GitHub

Dependent Packagesno data—

Weight redistributed to sub-signals with data

Growth Trendno data—

Weight redistributed to sub-signals with data

License, documentation, security policy, changelog

4 of 4 sub-signals with data

Open Source30%5.0

Public repo with OSI-approved license (apache-2.0)

via GitHub

Documentation25%5.0

Docs site present with comprehensive README (>2000 bytes + examples)

via GitHub

Security Policy20%5.0

SECURITY.md present

via GitHub

Changelog25%4.0

Releases exist but no CHANGELOG.md

via GitHub

Track record, org maturity, community standing

4 of 4 sub-signals with data

Track Record30%4.5

Internal: 3.0 (5 services), External: 4.5 (60607 followers, 20583 stars)

via Fabric index

Org Maturity30%5.0

Organization, 9.1 years old

via GitHub

Community Standing20%5.0

397 public repositories

via GitHub

Cross-Platform20%3.0

Present on 2 platform(s): github, pypi

via Registry scan

About this score

Scored across 23 sub-signals in 6 dimensionsScoring engine v1 (beta) — actively being expandedPhase 1: Core sub-signal architecture (live)Phase 2: Permission scope & expanded collection (in progress)

Trust AssessmentAI Assessment

The `datasets` library by Hugging Face (Apache 2.0) provides a community-driven interface for accessing and processing machine learning datasets with integration across PyTorch, TensorFlow, and JAX ecosystems. The library shows strong adoption metrics and no known vulnerabilities, though it carries 132 dependencies which increases supply chain exposure. Users should be aware that the dependency tree includes multiple ML frameworks that may introduce significant installation overhead and version conflicts in constrained environments.

Generated by Fabric AI · Mar 4, 2026 at 4:18 AM

Service Health (30d)

100.00%

p50: 55ms · p99: 105ms

Avg Latency

57ms

averaged across 30d health checks

Weekly Downloads

16.3M

PyPI weekly

Transparency & Compliance5/5 passed

✓