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Production Ready Python Packages

Python packages with the GitHub topic production-ready. Sorted by relevance, with stars and monthly downloads.
eventlet
eventlet

Concurrent networking library for Python

7.3M 1K 332
wenet-e2e
wetextprocessing

Text Normalization & Inverse Text Normalization

114K 758 102
zenml-io
zenml

ZenML ๐Ÿ™: One AI Platform from Pipelines to Agents. https://zenml.io.

100K 5K 611
StarlightSearch
embed-anything

Highly Performant, Modular, Memory Safe and Production-ready Inference, Ingestion and Indexing built in Rust ๐Ÿฆ€

20K 1K 118
zenml-io
zenml-nightly

ZenML ๐Ÿ™: One AI Platform from Pipelines to Agents. https://zenml.io.

15K 5K 611
wenet-e2e
wespeakerruntime

Research and Production Oriented Speaker Verification, Recognition and Diarization Toolkit

10K 1K 192
StarlightSearch
embed-anything-gpu

Embed anything at lightning speed

7K 1K 118
akerem16
captchakit

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

5K 2 0
The-Swarm-Corporation
swarm-models

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

4K 13 11
ClimbsRocks
auto-ml

[UNMAINTAINED] Automated machine learning for analytics & production

4K 2K 309
nitxiodev
pymongonnator

Just a simple production-ready paginator for Pymongo

4K 6 1
ClimbsRocks
automl

[UNMAINTAINED] Automated machine learning for analytics & production

1K 2K 309
inference-stack-llc
electripy-studio

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

616 1 0
ajayagrawalgit
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.

289 9 5
oluwafemidiakhoa
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.

235 5 0
Faerque
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.

208 0 0
vladlen-codes
ratelink

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

143 9 3
arroyoarellanoangela
suyven-rag

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

141 0 0
brkcvlk
mlfcrafter

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

116 4 1
dchrnv
ngcore

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

88 0 0
zenml-io
mseep-zenml

ZenML: Write production-ready ML code.

77 5K 611
Raxcore-dev
rax-ai

๐Ÿ 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+

53 0 0
Raxcore-dev
rax-api

๐Ÿ 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+

52 0 0
Raxcore-dev
rax-sdk

๐Ÿ 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+

44 0 0
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