The definitive Web UI for local AI, with powerful features and easy setup.

Project documentation with Markdown.

Python composable command line interface toolkit

Image Polygonal Annotation with Python (polygon, rectangle, circle, line, point and image-level flag annotation).

Install and Run Python Applications in Isolated Environments

The little ASGI framework that shines. 🌟

Companion code to my O'Reilly book "Flask Web Development", second edition.

A library that allows you to easily mock out tests based on AWS infrastructure.

Light, flexible and extensible ASGI framework | Built to scale

A collection of projects showcasing RAG, agents, workflows, and other AI use cases

Library for building WebSocket servers and clients in Python

Connexion is a modern Python web framework that makes spec-first and api-first development easy.

A High-performance cross-platform Video Processing Python framework powerpacked with unique trailblazing features 🔥

A familiar HTTP Service Framework for Python.

Class activation maps for your PyTorch models (CAM, Grad-CAM, Grad-CAM++, Smooth Grad-CAM++, Score-CAM, SS-CAM, IS-CAM, XGrad-CAM, Layer-CAM)

pip script installer

An authorization library that supports access control models like ACL, RBAC, ABAC in Python

Asyncio support for pytest

Asyncio cache manager for redis, memcached and memory

Python wrapper for MLB Stats API

Adds simple SQLAlchemy support to FastAPI

Programmatically generate SVG (vector) images, animations, and interactive Jupyter widgets

Middleware for Starlette that allows you to store and access the context data of a request. Can be used with logging so logs automatically use request headers such as x-request-id or x-correlation-id.

Augmentation pipeline for rendering synthetic paper printing, faxing, scanning and copy machine processes

Exporting Segment Anything, MobileSAM, and Segment Anything 2 into ONNX format for easy deployment

Python scripts for the Segment Anythin 2 (SAM2) model in ONNX

Drop-in MessagePack support for ASGI applications and frameworks

OnnxTR a docTR (Document Text Recognition) library Onnx pipeline wrapper - for seamless, high-performing & accessible OCR

a Python extension that provides bindings to WebRTC M92

SignalR Core python client