Production Ready Python Packages

eventlet

Concurrent networking library for Python

wetextprocessing

Text Normalization & Inverse Text Normalization

zenml

ZenML 🙏: One AI Platform from Pipelines to Agents. https://zenml.io.

embed-anything

Highly Performant, Modular, Memory Safe and Production-ready Inference, Ingestion and Indexing built in Rust 🦀

zenml-nightly

ZenML 🙏: One AI Platform from Pipelines to Agents. https://zenml.io.

wespeakerruntime

Research and Production Oriented Speaker Verification, Recognition and Diarization Toolkit

embed-anything-gpu

Embed anything at lightning speed

captchakit

Production-ready, async-first captcha library for Python 3.10+ — FastAPI, aiogram, Discord, Django adapters · Redis & Postgres storage · rate limiting · Prometheus metrics · fully typed.

swarm-models

A simple to use package to call various model providers such as openai, anthropic, and others with utmost reliability, security, and performance.

auto-ml

[UNMAINTAINED] Automated machine learning for analytics & production

pymongonnator

Just a simple production-ready paginator for Pymongo

automl

[UNMAINTAINED] Automated machine learning for analytics & production

electripy-studio

Production-grade Python toolkit for AI product engineering — LLM gateway, policy guardrails, RAG eval, agent collaboration, telemetry, and more.

micktrace

Modern Python logging library for production applications - async-native, structured logging, zero-config, cloud-ready with AWS/Azure/GCP integration, context propagation, and performance optimization.

adaptive-sparse-training

Adaptive Sparse Training (AST): 92.1% ImageNet-100 accuracy with 61% energy savings and zero degradation. Production-ready implementations for energy-efficient deep learning with ResNet50 and modern architectures.

pymedsec

PyMedSec is a Python library for secure medical image processing in healthcare environments. It provides policy-driven sanitization, encryption, and audit logging for protected health information (PHI) workflows.

ratelink

A production-grade rate limiter module with 5+ algorithms (Token Bucket, Sliding Window, Leaky Bucket, etc.) with multi-backend support (Redis, memory, distributed).

suyven-rag

GPU-first RAG engine with cross-encoder reranking and quality validation. One engine, any domain.

mlfcrafter

ML Pipeline Automation Framework - Chain together data processing, model training, and deployment with minimal code

ngcore

High-performance cognitive computing platform with Rust Core, WebSocket API, and real-time event processing (304K events/sec)

mseep-zenml

ZenML: Write production-ready ML code.

rax-ai

🐍 Official Python SDK for Rax AI Platform - Enterprise-grade AI API client with async support, streaming, input validation, and comprehensive error handling. Compatible with Python 3.7+

rax-api

🐍 Official Python SDK for Rax AI Platform - Enterprise-grade AI API client with async support, streaming, input validation, and comprehensive error handling. Compatible with Python 3.7+

rax-sdk

🐍 Official Python SDK for Rax AI Platform - Enterprise-grade AI API client with async support, streaming, input validation, and comprehensive error handling. Compatible with Python 3.7+