Ragas

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Observability & Evaluation Python Grade D Listed Apache-2.0
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Listing state
Listed
HVTrust
47.0/100 · Grade D
Evidence coverage
Grade A · 4/5 signals
Last push
2026-02-24 · 137d ago
Recent change
No recent signal change

Is Ragas safe? Ragas scores 47.0/100 (Grade D), ranked #250 of 328 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 →

Quick Trust Read

Verdict
Thin or incomplete trust evidence. Review carefully before production use.
47.0/100 · Grade D
Strongest Signal
Adoption
17.5/20
Weakest Signal
Maintenance
2.9/20
What Would Improve It
Publish package provenance or release attestations for stronger supply-chain evidence.
Recent Changes
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)
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 137 days ago. Fresh activity helps separate stable projects from stale ones.
45.9
Activity Score · out of 100
47.0
HVTrust Score · out of 100
#250
Global Rank · of 328
#15

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 →

Signals refreshed 2026-07-11 05:00 UTC · Repo last pushed 137 days ago

Rank Trend

2026-07-05 2026-07-11

Activity & Reach

Stars
14.8k
Forks
1.6k
Last Push
2026-02-24
137 days ago
Commits (4 wk)
0
Downloads (7d)
390,877
pypi
HN mentions (30d)
3
Open Issues
328
Rank Change
=
was #250

Analysis

HVTrust Dimensions

47.0 / 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
2.9 / 20
AdoptionStars and downloads
17.5 / 20

Activity Inputs

45.9 / 100
StarsRepository reach
25.0 / 30
FreshnessLast push recency
6.0 / 25
ActivityRecent commits
0.0 / 25
CommunityFork signal
14.8 / 20

Supply Chain Trust

Package Provenance
None
No package attestations found
OSSF Scorecard
4.4 / 10
OpenSSF Scorecard · scanned Jul 11, 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 137 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.

Ranked neighbours in Observability & Evaluation

AI agent 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.
Credential signal: API keys or service config markers documented.
Tool / Plugin Surface
high confidence
Declared
Declared plugin/integration surface detected.
  • code
  • search
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
Tool Surface Changed
Detected tool/plugin surface changed: none → declared
2026-06-05
Provider Added
Runtime surface grew — new detected provider dependency: OpenAI
2026-06-05
Drift Warning Raised
Package-provenance drift warning: package metadata no longer clearly points at this repo

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 2Listed 1Grade 1Scorecard 1Drift 1Surface 1Surface 1
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
Tool Surface Changed
Detected tool/plugin surface changed: none → declared
2026-06-05
Provider Added
Runtime surface grew — new detected provider dependency: OpenAI
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

Embed Badge Badge guide for maintainers →

HVTrust 47.0 Grade D
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 v4.2 · Raw JSON