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
+629 stars
from 20,387 · score 6.45
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2.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
+546 stars
from 1,032 · score 6.30
+437 stars
from 18,462 · score 6.08
4.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
+393 stars
from 38,869 · score 5.98
5.567-labs / instructor
structured outputs for llms
- openai
- python
- pydantic-v2
- openai-functions
- validation
- openai-function-calli
+135 stars
from 13,959 · score 4.91
6.dottxt-ai / outlines
Structured Outputs
- generative-ai
- llms
- prompt-engineering
- symbolic-ai
- cfg
- json
- +2 more
+122 stars
from 15,879 · score 4.81
7.guidance-ai / guidance
A guidance language for controlling large language models.
+45 stars
from 21,772 · score 3.83