Ragas

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Observability & Evaluation Python Grade C Listed Apache-2.0
Listing state
Listed
HVTrust
56.2/100 · Grade C
Last push
2026-02-24 · 100d ago
Recent change
Rank +8

Quick Trust Read

Verdict
Promising trust profile, but some evidence still deserves review.
56.2/100 · Grade C
Strongest Signal
Adoption
17.4/20
Weakest Signal
Maintenance
5.3/20
What Would Improve It
Publish package provenance or release attestations for stronger supply-chain evidence.
Recent Changes
2026-06-02
Rank Moved
Rank dropped 11 spots (#115 → #126)
2026-06-01
Rank Moved
Rank dropped 21 spots (#94 → #115)
2026-05-31
HVTrust Changed
HVTrust up 3.0pts (53.4 → 56.4)
Maintainer Checklist
Raise Scorecard signals Current OSSF Scorecard is 4.4/10. Tighten the weakest checks to improve public safety evidence.
Publish provenance Add package provenance or release attestations so users can verify where shipped artifacts came from.
Refresh maintenance signals The repo was last pushed 100 days ago. Fresh activity helps separate stable projects from stale ones.
50.7
Activity Score · out of 100
56.2
HVTrust Score · out of 100
#134
Global Rank · of 203
#11

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

Signals refreshed 2026-06-04 20:15 UTC · Repo last pushed 100 days ago

Rank Trend

2026-05-25 2026-06-04

Activity & Reach

Stars
14.2k
Forks
1.5k
Last Push
2026-02-24
100 days ago
Commits (4 wk)
0
Downloads (7d)
362,284
pypi
HN mentions (30d)
7
Open Issues
424
Rank Change
▼9
was #125

Analysis

HVTrust Dimensions

56.2 / 100 · 100.0% confidence
Safety / IntegrityOSSF, provenance, signatures
10.5 / 25
Identity / ProvenanceListing and build link
10.8 / 18
TransparencyLicense and public checks
12.2 / 17
MaintenanceFreshness and commits
5.3 / 20
AdoptionStars and downloads
17.4 / 20

Activity Inputs

50.7 / 100
StarsRepository reach
24.9 / 30
FreshnessLast push recency
11.1 / 25
ActivityRecent commits
0.0 / 25
CommunityFork signal
14.7 / 20

Supply Chain Trust

Package Provenance
None
No package attestations found
OSSF Scorecard
4.4 / 10
via deps.dev · OpenSSF
Signed Commits
100%
of last 100 commits verified
Binary-Artifacts 10
Branch-Protection 3
CI-Tests 9
CII-Best-Practices 0
Code-Review 4
Contributors 10
Dangerous-Workflow 0
Dependency-Update-Tool 0
Fuzzing 0
License 10
Maintained 0
Packaging 10
Pinned-Dependencies 0
SAST 0
Security-Policy 10
Signed-Releases -1
Token-Permissions 7
Vulnerabilities 10

Is Ragas safe?

Ragas 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 Ragas publish package provenance?
No published build provenance is currently detected for Ragas. This is common for open-source projects but means consumers cannot independently verify that the package on the registry matches the GitHub source.
Does Ragas have an OpenSSF Scorecard?
Ragas has an OpenSSF Scorecard score of 4.4/10. 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 Ragas actively maintained?
Slowing down. Last push was 100 days ago — keep an eye on whether activity resumes.
What license does Ragas use?
Ragas ships under Apache-2.0. A declared, OSI-approved license is one of the transparency signals HVTrust scores.
Are Ragas's commits signed?
100% of the last 100 commits to Ragas 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 Ragas?

HVTrust scores Ragas 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

Rank 4HVTrust 3Listed 1Scorecard 1
2026-06-02
Rank Moved
Rank dropped 11 spots (#115 → #126)
2026-06-01
Rank Moved
Rank dropped 21 spots (#94 → #115)
2026-05-31
HVTrust Changed
HVTrust up 3.0pts (53.4 → 56.4)
2026-05-30
Rank Moved
Rank rose 10 spots (#106 → #96)
2026-05-29
HVTrust Changed
HVTrust up 9.9pts (43.5 → 53.4)
2026-05-28
Rank Moved
Rank rose 25 spots (#133 → #108)
2026-05-27
Scorecard Added
OSSF Scorecard: 4.4/10
2026-05-27
HVTrust Changed
HVTrust up 17.6pts (28.8 → 46.4)
2026-05-25
Newly Listed
First tracked at rank #133

Embed Badge Badge guide for maintainers →

HVTrust 56.2 Grade C
Markdown:
[![HVTrust](https://hvtracker.net/badge/ragas.svg)](https://hvtracker.net/agents/ragas)
HTML:
<a href="https://hvtracker.net/agents/ragas"><img src="https://hvtracker.net/badge/ragas.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