Compare frameworks

Instructor vs Pydantic AI vs Haystack

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 Pydantic AI vs Haystack, compared across 18 tracked fields. Each value shows the source that reported it and when.
FieldInstructorPydantic AIHaystack
Stars
13,939Synced from sourceCurrent4h ago
20,133Synced from sourceCurrent4h ago
26,584 (highest of the compared values)Synced from sourceCurrent4h 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 sourceCurrent4h ago
2026-09-24Synced from sourceCurrent4h ago
2026-09-23Synced from sourceCurrent4h ago
Language
pythonSeeded, unreviewedwritten 1mo ago
pythonSeeded, unreviewedwritten 1mo ago
pythonSeeded, unreviewedwritten 1mo ago
Licence
MITSynced from sourceCurrent4h ago
MITSynced from sourceCurrent4h ago
Apache-2.0Synced from sourceCurrent4h ago
Archived
noSynced from sourceCurrent4h ago
noSynced from sourceCurrent4h ago
noSynced from sourceCurrent4h ago
Category
structured-outputSeeded, unreviewedwritten 1mo ago
structured-outputSeeded, unreviewedwritten 1mo ago
ragSeeded, unreviewedwritten 1mo ago
Contributors
267Synced from sourceCurrent4h ago
589Synced from sourceCurrent4h ago
475Synced from sourceCurrent4h ago
Forks
1262Synced from sourceCurrent4h ago
2768Synced from sourceCurrent4h ago
3176Synced from sourceCurrent4h ago
Maintainer
567 LabsSeeded, unreviewedwritten 1mo ago
PydanticSeeded, unreviewedwritten 1mo ago
deepsetSeeded, unreviewedwritten 1mo ago
Open issues
90Synced from sourceCurrent4h ago
965Synced from sourceCurrent4h ago
168Synced from sourceCurrent4h 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 sourceCurrent4h ago
pydantic-aiSynced from sourceCurrent4h ago
haystack-aiSynced from sourceCurrent4h ago
PyPI released
2026-09-09T02:25:54.888746ZSynced from sourceCurrent4h ago
2026-09-24T03:23:01.147978ZSynced from sourceCurrent4h ago
2026-09-03T09:27:43.312258ZSynced from sourceCurrent4h ago
Requires Python
<4.0,>=3.9Synced from sourceCurrent4h ago
>=3.10Synced from sourceCurrent4h ago
>=3.10Synced from sourceCurrent4h ago
PyPI version
1.17.0Synced from sourceCurrent4h ago
2.49.0Synced from sourceCurrent4h ago
3.1.1Synced from sourceCurrent4h ago
Repository
https://github.com/567-labs/instructorSynced from sourceCurrent4h ago
https://github.com/pydantic/pydantic-aiSynced from sourceCurrent4h ago
https://github.com/deepset-ai/haystackSynced 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.