Production Ready Python Packages

eventlet

Concurrent networking library for Python

zenml

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

wetextprocessing

Text Normalization & Inverse Text Normalization

wespeakerruntime

Research and Production Oriented Speaker Verification, Recognition and Diarization Toolkit

zenml-nightly

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 🦀

pymongonnator

Just a simple production-ready paginator for Pymongo

embed-anything-gpu

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

auto-ml

[UNMAINTAINED] Automated machine learning for analytics & production

swarm-models

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

automl

[UNMAINTAINED] Automated machine learning for analytics & production

wespeaker-unofficial

Research and Production Oriented Speaker Verification, Recognition and Diarization Toolkit

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.

socrates-ai

Production-ready AI multi-agent orchestration platform. 37+ modules, constitutional governance, RAG knowledge integration, real-time collaboration. Kubernetes & Docker ready.

socrates-core-api

Production-ready AI multi-agent orchestration platform. 37+ modules, constitutional governance, RAG knowledge integration, real-time collaboration. Kubernetes & Docker ready.

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.

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.

dagploy-dax

AIOps Infra for deploy and manage self-hosted local AI in your own cloud. Vibe coding and AI agents compatible.

socrates-cli

Production-ready AI multi-agent orchestration platform. 37+ modules, constitutional governance, RAG knowledge integration, real-time collaboration. Kubernetes & Docker ready.

ratelink

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

mlfcrafter

ML Pipeline Automation Tool - Chain together data processing, model training, and deployment with minimal code. Build production-ready ML workflows in minutes, not hours.

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.

mseep-zenml

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

socrates-ai-langraph

Production-ready AI multi-agent orchestration platform. 37+ modules, constitutional governance, RAG knowledge integration, real-time collaboration. Kubernetes & Docker ready.