Compare frameworks

Instructor vs DeepEval vs Pydantic AI

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.
Instructor vs DeepEval vs Pydantic AI, compared across 18 tracked fields. Each value shows the source that reported it and when.
FieldInstructorDeepEvalPydantic AI
Stars
13,939Synced from sourceCurrent3h ago
18,419Synced from sourceCurrent3h ago
20,133 (highest of the compared values)Synced from sourceCurrent3h ago
downloads
13,080,962 (highest of the compared values)Synced from sourceStale1mo ago· past SLA
3,076,771Synced from sourceStale1mo ago· past SLA
Last commit
2026-09-22Synced from sourceCurrent3h ago
2026-09-23Synced from sourceCurrent3h ago
2026-09-24Synced from sourceCurrent3h ago
Language
pythonSeeded, unreviewedwritten 1mo ago
pythonSeeded, unreviewedwritten 1mo ago
pythonSeeded, unreviewedwritten 1mo ago
Licence
MITSynced from sourceCurrent3h ago
Apache-2.0Synced from sourceCurrent3h ago
MITSynced from sourceCurrent3h ago
Archived
noSynced from sourceCurrent3h ago
noSynced from sourceCurrent3h ago
noSynced from sourceCurrent3h ago
Category
structured-outputSeeded, unreviewedwritten 1mo ago
evaluationSeeded, unreviewedwritten 1mo ago
structured-outputSeeded, unreviewedwritten 1mo ago
Contributors
267Synced from sourceCurrent3h ago
337Synced from sourceCurrent3h ago
589Synced from sourceCurrent3h ago
Forks
1262Synced from sourceCurrent3h ago
1973Synced from sourceCurrent3h ago
2768Synced from sourceCurrent3h ago
Maintainer
567 LabsSeeded, unreviewedwritten 1mo ago
Confident AISeeded, unreviewedwritten 1mo ago
PydanticSeeded, unreviewedwritten 1mo ago
Open issues
90Synced from sourceCurrent3h ago
654Synced from sourceCurrent3h ago
965Synced from sourceCurrent3h ago
PyPI downloads, monthly
27671654Synced from sourceStale1mo ago· past SLA
13478631Synced from sourceStale1mo ago· past SLA
PyPI downloads, weekly
13080962Synced from sourceStale1mo ago· past SLA
3076771Synced from sourceStale1mo ago· past SLA
PyPI package
instructorSynced from sourceCurrent3h ago
deepevalSynced from sourceCurrent3h ago
pydantic-aiSynced from sourceCurrent3h ago
PyPI released
2026-09-09T02:25:54.888746ZSynced from sourceCurrent3h ago
2026-09-22T19:26:34.903554ZSynced from sourceCurrent3h ago
2026-09-24T03:23:01.147978ZSynced from sourceCurrent3h ago
Requires Python
<4.0,>=3.9Synced from sourceCurrent3h ago
<4.0,>=3.9Synced from sourceCurrent3h ago
>=3.10Synced from sourceCurrent3h ago
PyPI version
1.17.0Synced from sourceCurrent3h ago
4.2.5Synced from sourceCurrent3h ago
2.49.0Synced from sourceCurrent3h ago
Repository
https://github.com/567-labs/instructorSynced from sourceCurrent3h ago
https://github.com/confident-ai/deepevalSynced from sourceCurrent3h ago
https://github.com/pydantic/pydantic-aiSynced 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.