Compare frameworks

Ragas vs DeepEval vs Guardrails

Every figure below carries the source that reported it and the moment it was observed. Values that failed validation are withheld rather than shown, and a dash means no source we track carries that field for that framework.
Ragas vs DeepEval vs Guardrails, compared across 15 tracked fields. Each value shows the source that reported it and when.
FieldRagasDeepEvalGuardrails
Stars
16,259Synced from sourceCurrent3h ago
19,359 (highest of the compared values)Synced from sourceCurrent3h ago
7,587Synced from sourceCurrent3h ago
Last commit
2026-02-24Synced from sourceCurrent3h ago
2026-11-07Synced from sourceCurrent3h ago
2026-11-05Synced from sourceCurrent3h ago
Language
pythonSeeded, unreviewedwritten 2mo ago
pythonSeeded, unreviewedwritten 2mo ago
pythonSeeded, unreviewedwritten 2mo ago
Licence
Apache-2.0Synced from sourceCurrent3h ago
Apache-2.0Synced from sourceCurrent3h ago
Apache-2.0Synced from sourceCurrent3h ago
Archived
noSynced from sourceCurrent3h ago
noSynced from sourceCurrent3h ago
noSynced from sourceCurrent3h ago
Category
evaluationSeeded, unreviewedwritten 2mo ago
evaluationSeeded, unreviewedwritten 2mo ago
validationSeeded, unreviewedwritten 2mo ago
Contributors
246Synced from sourceCurrent3h ago
348Synced from sourceCurrent3h ago
79Synced from sourceCurrent3h ago
Forks
1803Synced from sourceCurrent3h ago
2177Synced from sourceCurrent3h ago
737Synced from sourceCurrent3h ago
Maintainer
Vibrant LabsSeeded, unreviewedwritten 2mo ago
Confident AISeeded, unreviewedwritten 2mo ago
Guardrails AISeeded, unreviewedwritten 2mo ago
Open issues
658Synced from sourceCurrent3h ago
814Synced from sourceCurrent3h ago
63Synced from sourceCurrent3h ago
PyPI package
ragasSynced from sourceCurrent3h ago
deepevalSynced from sourceCurrent3h ago
guardrails-aiSynced from sourceCurrent3h ago
PyPI released
2026-01-13T17:47:59.200116ZSynced from sourceCurrent3h ago
2026-11-04T11:29:23.499144ZSynced from sourceCurrent3h ago
2026-08-14T14:22:27.750056ZSynced from sourceCurrent3h ago
Requires Python
>=3.9Synced from sourceCurrent3h ago
<4.0,>=3.9Synced from sourceCurrent3h ago
<3.14,>=3.10Synced from sourceCurrent3h ago
PyPI version
0.4.3Synced from sourceCurrent3h ago
4.3.3Synced from sourceCurrent3h ago
0.11.0Synced from sourceCurrent3h ago
Repository
https://github.com/vibrantlabsai/ragasSynced from sourceCurrent3h ago
https://github.com/confident-ai/deepevalSynced from sourceCurrent3h ago
https://github.com/guardrails-ai/guardrailsSynced from sourceCurrent3h ago

Sources: GitHub REST API, npm registry downloads, PyPI registry metadata, pypistats.org downloads. Most recent observation 3h ago. Where a row is marked, ▲ is the highest of the values shown and ▼ the lowest — arithmetic on the figures above, not a ranking or a recommendation. Rows where neither extreme is meaningful are left unmarked rather than given a direction they do not have.

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Every figure on this site resolves to the source that reported it, the moment it was observed, and how it was measured. A value that fails validation is withheld rather than shown — withheld means we refused to publish it, not that it is zero.