Popular GitHub Repositories for Pydantic

structured outputs for llms

Agent Framework / shim to use Pydantic with LLMs

? Turns your machine learning code into microservices with web API, interactive GUI, and more.

Represent, send, store and search multimodal data

Seamlessly integrate LLMs as Python functions

LLM abstractions that aren't obstructions

Prompt engineering for developers

A hub for various industry-specific schemas to be used with VLMs.

A comprehensive code for AI & Robotics.

Directly Connecting Python to LLMs via Strongly-Typed Functions, Dataclasses, Interfaces & Generic Types

⛓️ build cognitive systems, pythonic

Lightweight LLM Interaction Framework

Python framework for building scalable multi-agent systems with built-in orchestration, LLM integration, and intelligent task processing. Features dynamic scaling, fault tolerance, and advanced load balancing.

? minimalistic ChatBot Interface in pure python

一个命令行工具，用于威胁建模和可视化基于LangGraph、AutoGen、CrewAI等流行框架构建的AI智能体。

? Proof of Concept for a RESTful API made with Python 3 and FastAPI

A Web Crawler based on LLMs implemented with Ray and Huggingface. The embeddings are saved into a vector database for fast clustering and retrieval. Use it for your RAG.

Code examples for Building Effective Agents ported and adapted to use Pydantic AI

Python library that allows you to get structured responses in the form of Pydantic models and Python types from Anthropic, Google Vertex AI and OpenAI models

Python library for the instruction and reliable validation of structured outputs (JSON) of Large Language Models (LLMs) with Ollama and Pydantic. -> Deterministic work with LLMs.