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4 repositories by Attention Score · Aug 6, 2026 – Nov 3, 2026 (UTC)

Language: Python
Tag: Structured output
Clear all

1.pydantic / pydantic-ai

How Python does AI. Agents, realtime voice, image generation, embeddings. Every model, every interface, typed end to end.

agent-framework
pydantic
python
genai
llm
harness
+1 more

Python MIT21K total3.1K forks

+2,042 stars

from 18,974 · score 7.62

2.google / langextract

A Python library for extracting structured information from unstructured text using LLMs with precise source grounding and interactive visualization.

llm
nlp
python
gemini-ai
information-extration
large-language-models
+5 more

Python APACHE-2.039K total2.8K forks

+1,447 stars

from 37,815 · score 7.28

3.dottxt-ai / outlines

Structured Outputs

generative-ai
llms
prompt-engineering
symbolic-ai
cfg
json
+2 more

Python APACHE-2.016K total910 forks

+536 stars

from 15,465 · score 6.29

4.567-labs / instructor

structured outputs for llms

openai
python
pydantic-v2
openai-functions
validation
openai-function-calli

Python MIT14K total1.4K forks

+451 stars

from 13,643 · score 6.11

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