Is Ragas safe to use?

Ragas has an HVTrust score of 45.5/100 (Grade D), ranked #513 of 1283 tracked AI agent projects. This score reflects verifiable supply-chain integrity, transparency, maintenance, and adoption signals.

What is the trust score for Ragas?

Ragas scores 45.5/100 on HVTracker's evidence-weighted HVTrust scale. It has 15.3k GitHub stars and is categorized under Observability & Evaluation.

Ragas

explodinggradients/ragas

Supercharge Your LLM Application Evaluations 🚀

Observability & Evaluation Python Grade D Listed Apache-2.0

45.5/100

Rank #513 of 1283

Compare Ragas

How does it stack up against its Observability & Evaluation neighbours?

Pick any agent to compare →

Thin or incomplete trust evidence. Review carefully before production use.

Open compare tool Suggest correction

Listing state

Listed

Evidence coverage

Grade A · 4/5 signals

Last push

2026-02-24 · 168d ago

Recent change

Rank +1

Is Ragas safe? Ragas scores 45.5/100 (Grade D), ranked #513 of 1283 tracked open-source AI agent projects, on evidence coverage A (4 of 5 independent signal types). The public evidence: no package-provenance attestation found; OSSF Scorecard rates its supply-chain practices 4.4/10; 100% of recent commits are signed; last pushed 2026-02-24. Every point is earned from checkable signals — never paid placement. How scoring works →

Ranked neighbours in Observability & Evaluation

#16 AgentOps — 57.7 (C) → #17 Opik — 48.5 (D) → #19 TruLens — 44.4 (D) → #20 AgentBench — 37.3 (D) →

Quick Trust Read

What Would Improve It

Publish package provenance or release attestations for stronger supply-chain evidence.

Recent Changes

2026-08-10

Rank Moved

Rank dropped 17 spots (#496 → #513)

2026-08-08

Rank Moved

Rank dropped 134 spots (#359 → #493)

2026-07-29

Rank Moved

Rank dropped 10 spots (#337 → #347)

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 168 days ago. Fresh activity helps separate stable projects from stale ones.

Compare with another agent Get email alerts for Ragas View Observability & Evaluation Report missing data

41.7

Activity sub-score · out of 100

#18

In Observability & Evaluation

How to read this: HVTrust (0–100) weighs supply-chain signals (provenance, OSSF Scorecard, signed commits, open license) alongside real-world adoption. Grade D reflects the trust score band: A ≥ 80, B ≥ 65, C ≥ 50, D < 50. Evidence coverage A is separate — it grades how many independent signal types back the score (4 of 5), so a high score on thin evidence stays visible. Full methodology →

Activity & Reach

Stars

15.3k

Forks

1.6k

Last Push

2026-02-24

168 days ago

Commits (4 wk)

Downloads (7d)

390,877

pypi

HN mentions (30d)

Open Issues

358

Rank Change

was #513

Analysis

HVTrust Dimensions vs Observability & Evaluation

45.5 / 100 · 100.0% confidence

Ragas Observability & Evaluation average (23 agents)

Safety / Integrity50% OSSF Scorecard · 30% provenance · 20% signed commits

10.5 / 25

in line with avg 10.8

Identity / Provenance60% listing status · 40% build provenance

10.8 / 18

2.2 below avg 13.0

Transparency50% declared license · 50% OSSF Scorecard

12.2 / 17

in line with avg 11.9

Maintenance60% last-push freshness · 40% commit activity

0.8 / 20

14.3 below avg 15.1

AdoptionLog-scaled stars · package downloads

17.5 / 20

3.6 above avg 13.9

Activity Inputs

41.7 / 100

StarsRepository reach

25.1 / 30

FreshnessLast push recency

1.7 / 25

ActivityRecent commits

0.0 / 25

CommunityFork signal

14.9 / 20

Supply Chain Trust

Package Provenance

None

No package attestations found

OSSF Scorecard

4.4 / 10

OpenSSF Scorecard · scanned Aug 10, 2026

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?

Public trust evidence for Ragas is thin: several supply-chain signals are missing or weak. This does not mean the project is unsafe — it means an outside observer cannot easily verify the usual integrity checks. Treat with extra scrutiny.

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 168 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.

AI agent surface

MCP, providers, tool surface

Scored in HVTrust

These runtime-trust fields — detected from public repo docs and manifests — contribute a bounded adjustment to this project's HVTrust score alongside supply-chain evidence. The exact values each field can add or subtract are documented in the methodology → Compare this surface across every listed agent in the capability matrix →

MCP Server Support

None detected

No MCP server signal detected.

Detailed evidence is not shown in the public view.

External Service Dependencies

high confidence

1 detected

Public provider/service dependencies detected.

OpenAI

Credential signal: API keys or service config markers documented.

Tool / Plugin Surface

high confidence

1 tags

Broad capability areas detected.

code

Detailed evidence is not shown in the public view.

Package Provenance Drift

high confidence

Warning

1 package source mismatch detected

Detailed evidence is not shown in the public view.

MCP signal live
External deps live
Tool / plugin surface live
Package provenance drift live

How this surface has changed

Detected changes to Ragas's runtime surface and supply-chain posture, from daily public-signal snapshots. A change here means our detectors see something different — a genuinely changed capability, or better evidence of an existing one.

2026-06-05

Drift Warning Raised

Package-provenance drift warning: package metadata no longer clearly points at this repo

Maintain Ragas?

For maintainers

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.

Submit a correction → Add the trust badge

Reputation Timeline

Signal history

2026-08-10

Rank Moved

Rank dropped 17 spots (#496 → #513)

2026-08-08

Rank Moved

Rank dropped 134 spots (#359 → #493)

2026-07-29

Rank Moved

Rank dropped 10 spots (#337 → #347)

2026-07-15

Rank Moved

Rank dropped 22 spots (#299 → #321)

2026-07-14

Rank Moved

Rank dropped 16 spots (#283 → #299)

2026-07-13

Rank Moved

Rank dropped 34 spots (#249 → #283)

2026-06-24

Rank Moved

Rank dropped 23 spots (#184 → #207)

2026-06-23

Rank Moved

Rank dropped 11 spots (#173 → #184)

2026-06-18

Rank Moved

Rank dropped 13 spots (#142 → #155)

2026-06-05

Drift Warning Raised

Package-provenance drift warning: package metadata no longer clearly points at this repo

2026-06-01

Rank Moved

Rank dropped 15 spots (#101 → #116)

2026-05-29

HVTrust Changed

HVTrust up 9.9pts (43.5 → 53.4)

2026-05-27

Scorecard Added

OSSF Scorecard: 4.4/10

2026-05-27

Grade Changed

Trust grade C → B

2026-05-27

HVTrust Changed

HVTrust up 17.6pts (28.8 → 46.4)

2026-05-25

Newly Listed

First tracked at rank #133

GitHub → PyPI: ragas

Embed Badge Badge guide for maintainers →

For maintainers

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) · OpenSSF Scorecard CLI · Algolia HN Search API
Each agent's signals refresh once daily across 6 staggered batches. Methodology v4.3 · Raw JSON