Compare frameworks

Ragas vs Pydantic AI vs LangChain

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 Pydantic AI vs LangChain, compared across 22 tracked fields. Each value shows the source that reported it and when.
FieldRagasPydantic AILangChain
Stars
15,834Synced from sourceCurrent4h ago
20,133Synced from sourceCurrent4h ago
146,956 (highest of the compared values)Synced from sourceCurrent4h ago
downloads
3,076,771 (highest of the compared values)Synced from sourceStale1mo ago· past SLA
2,026,447Synced from sourceCurrent4h ago
Last commit
2026-02-24Synced from sourceCurrent4h ago
2026-09-24Synced from sourceCurrent4h ago
2026-09-24Synced from sourceCurrent4h ago
Language
pythonSeeded, unreviewedwritten 1mo ago
pythonSeeded, unreviewedwritten 1mo ago
pythonSeeded, unreviewedwritten 1mo ago
Licence
Apache-2.0Synced from sourceCurrent4h ago
MITSynced from sourceCurrent4h ago
MITSynced from sourceCurrent4h ago
Archived
noSynced from sourceCurrent4h ago
noSynced from sourceCurrent4h ago
noSynced from sourceCurrent4h ago
Category
evaluationSeeded, unreviewedwritten 1mo ago
structured-outputSeeded, unreviewedwritten 1mo ago
orchestrationSeeded, unreviewedwritten 1mo ago
Contributors
246Synced from sourceCurrent4h ago
589Synced from sourceCurrent4h ago
3740Synced from sourceCurrent4h ago
Forks
1725Synced from sourceCurrent4h ago
2768Synced from sourceCurrent4h ago
24587Synced from sourceCurrent4h ago
Maintainer
Vibrant LabsSeeded, unreviewedwritten 1mo ago
PydanticSeeded, unreviewedwritten 1mo ago
LangChainSeeded, unreviewedwritten 1mo ago
npm downloads, monthly
10553700Synced from sourceCurrent4h ago
npm downloads, weekly
2026447Synced from sourceCurrent4h ago
npm package
langchainSynced from sourceCurrent4h ago
npm window ends
2026-09-21Synced from sourceCurrent4h ago
Open issues
607Synced from sourceCurrent4h ago
965Synced from sourceCurrent4h ago
561Synced from sourceCurrent4h ago
PyPI downloads, monthly
13478631Synced from sourceStale1mo ago· past SLA
PyPI downloads, weekly
3076771Synced from sourceStale1mo ago· past SLA
PyPI package
ragasSynced from sourceCurrent4h ago
pydantic-aiSynced from sourceCurrent4h ago
langchainSynced from sourceCurrent4h ago
PyPI released
2026-01-13T17:47:59.200116ZSynced from sourceCurrent4h ago
2026-09-24T03:23:01.147978ZSynced from sourceCurrent4h ago
2026-09-18T17:31:10.056247ZSynced from sourceCurrent4h ago
Requires Python
>=3.9Synced from sourceCurrent4h ago
>=3.10Synced from sourceCurrent4h ago
<4.0.0,>=3.10.0Synced from sourceCurrent4h ago
PyPI version
0.4.3Synced from sourceCurrent4h ago
2.49.0Synced from sourceCurrent4h ago
1.4.2Synced from sourceCurrent4h ago
Repository
https://github.com/vibrantlabsai/ragasSynced from sourceCurrent4h ago
https://github.com/pydantic/pydantic-aiSynced from sourceCurrent4h ago
https://github.com/langchain-ai/langchainSynced from sourceCurrent4h ago

Sources: GitHub REST API, npm registry downloads, PyPI registry metadata, pypistats.org downloads. Most recent observation 4h 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.