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8 repositories by Attention Score · Oct 28, 2026 – Nov 3, 2026 (UTC)

Tag: Structured output

1.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

+205 stars

from 39,057 · score 5.33

2.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

+108 stars

from 20,908 · score 4.69

3.Generated-Computers / Locals

Run many AI agents at once on your Mac, up to 3x faster.

agents
apple-silicon
artificial-intelligence
inference-acceleration
inference-engine
macos
+2 more

Python APACHE-2.0451 total36 forks

+95 stars

from 356 · score 4.56

4.vercel-labs / json-render

The Generative UI framework

TypeScript APACHE-2.019K total1K forks

+88 stars

from 18,811 · score 4.49

5.nokia-applied-research / AnyJev

Turn any LLM into a Jev-style decision model: typed decisions, real probabilities, no training. (continue updating, welcome any issue and PR request)

calibration
decision-model
jev
jev-model
llm
system-one
+2 more

Python APACHE-2.01.6K total179 forks

+80 stars

from 1,498 · score 4.39

6.567-labs / instructor

structured outputs for llms

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

Python MIT14K total1.4K forks

+27 stars

from 14,067 · score 3.33

7.dottxt-ai / outlines

Structured Outputs

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

Python APACHE-2.016K total910 forks

+16 stars

from 15,985 · score 2.83

8.guidance-ai / guidance

A guidance language for controlling large language models.

Jupyter Notebook MIT22K total1.2K forks

+4 stars

from 21,813 · score 1.61

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