Evidently

Evidently is ​​an open-source ML and LLM observability framework. Evaluate, test, and monitor any AI-powered system or d

Observability & Evaluation Jupyter Notebook Grade B Listed Apache-2.0
Listing state
Listed
HVTrust
74.3/100 · Grade B
Last push
2026-05-02 · 33d ago
Recent change
New

Quick Trust Read

Verdict
Promising trust profile, but some evidence still deserves review.
74.3/100 · Grade B
Strongest Signal
Identity / Provenance
18.0/18
Weakest Signal
Maintenance
9.8/20
What Would Improve It
Improve maintenance to lift the weakest part of the trust profile.
Recent Changes
2026-06-02
Newly Listed
First tracked at rank #44
Maintainer Checklist
Raise Scorecard signals Current OSSF Scorecard is 4.5/10. Tighten the weakest checks to improve public safety evidence.
Refresh maintenance signals The repo was last pushed 33 days ago. Fresh activity helps separate stable projects from stale ones.
57.6
Activity Score · out of 100
74.3
HVTrust Score · out of 100
#45
Global Rank · of 196
#6

How to read this: HVTrust (0–100) weighs supply-chain signals (provenance, OSSF Scorecard, signed commits, open license) alongside real-world adoption. Grade B reflects the trust score band: A ≥ 80, B ≥ 65, C ≥ 50, D < 50. Full methodology →

Signals refreshed 2026-06-04 00:07 UTC · Repo last pushed 33 days ago

Rank Trend

2026-06-02 2026-06-03

Activity & Reach

Stars
7.6k
Forks
857
Last Push
2026-05-02
33 days ago
Commits (4 wk)
0
Downloads (7d)
271,375
pypi
HN mentions (30d)
1
Open Issues
273
Rank Change
▼2
was #43

Analysis

HVTrust Dimensions

74.3 / 100 · 100.0% confidence
Safety / IntegrityOSSF, provenance, signatures
17.6 / 25
Identity / ProvenanceListing and build link
18.0 / 18
TransparencyLicense and public checks
12.3 / 17
MaintenanceFreshness and commits
9.8 / 20
AdoptionStars and downloads
16.6 / 20

Activity Inputs

57.6 / 100
StarsRepository reach
23.3 / 30
FreshnessLast push recency
20.4 / 25
ActivityRecent commits
0.0 / 25
CommunityFork signal
13.6 / 20

Supply Chain Trust

Package Provenance
Verified
pypi attestation
OSSF Scorecard
4.5 / 10
via deps.dev · OpenSSF
Signed Commits
90%
of last 100 commits verified
Dangerous-Workflow 10
Code-Review 3
Maintained 10
CII-Best-Practices 0
Token-Permissions 0
Security-Policy 0
Binary-Artifacts 10
License 10
Fuzzing 0
Signed-Releases 0
Branch-Protection -1
Pinned-Dependencies 0
Packaging 10
SAST 0

Is Evidently safe?

Evidently has a mixed signal profile. Some trust indicators are present, others are missing. Whether it is safe for your use case depends on which gaps matter to you — review the breakdown below before adopting in production.
Does Evidently publish package provenance?
Yes. Evidently's package releases carry build provenance attestations, which cryptographically link the published package back to its source repository and CI workflow.
Does Evidently have an OpenSSF Scorecard?
Evidently has an OpenSSF Scorecard score of 4.5/10. The Scorecard checks for branch protection, signed releases, dependency updates, fuzzing, code review, and other supply-chain hygiene items. See the full check breakdown on this page.
Is Evidently actively maintained?
Slowing down. Last push was 33 days ago — keep an eye on whether activity resumes.
What license does Evidently use?
Evidently ships under Apache-2.0. A declared, OSI-approved license is one of the transparency signals HVTrust scores.
Are Evidently's commits signed?
90% of the last 100 commits to Evidently are verified-signed (GPG, SSH, S/MIME, or GitHub's signing flow). Signed commits help confirm that code was authored by who the commit claims.

Not a safety endorsement. HVTracker describes what public signals show, not whether a project is safe for your use case. Run your own security review before adopting in production.

Runtime trust — coming soon

HVTrust currently scores supply-chain signals. We're adding runtime trust next: what an agent actually does when it runs — what it can reach, which tools it carries, what external services it depends on. Track progress on the roadmap →

  • MCP support
  • Tool / plugin surface
  • External service deps
  • Package provenance drift

Maintain Evidently?

HVTrust scores Evidently from public signals only — we never contact maintainers first. If a signal is wrong, stale, or missing (provenance you publish, a Scorecard you run, signed releases), tell us and we'll review it. Corrections are public and tracked on GitHub.

Reputation Timeline

Listed 1
2026-06-02
Newly Listed
First tracked at rank #44

Embed Badge Badge guide for maintainers →

HVTrust 74.3 Grade B
Markdown:
[![HVTrust](https://hvtracker.net/badge/evidently.svg)](https://hvtracker.net/agents/evidently)
HTML:
<a href="https://hvtracker.net/agents/evidently"><img src="https://hvtracker.net/badge/evidently.svg" alt="HVTrust"></a>

Other agents in Observability & Evaluation

Data sources
GitHub REST API (repo, commits, stars, forks, license) · PyPI / pypistats (downloads, provenance) · OSSF Scorecard via deps.dev · Algolia HN Search API
Each agent's signals refresh once daily across 6 staggered batches. Methodology v3.1 · Raw JSON