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Top 23 Python Deployment Projects
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Ray
Ray is an AI compute engine. Ray consists of a core distributed runtime and a set of AI Libraries for accelerating ML workloads.
Project mention: GSoC 2026 Predictions: 30 NEW AI/ML/Security Organizations You Should Start Contributing to NOW! | dev.to | 2026-02-06Main: https://github.com/ray-project/ray ⭐ 34k+
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SaaSHub
SaaSHub - Software Alternatives and Reviews. SaaSHub helps you find the best software and product alternatives
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inference
Swap GPT for any LLM by changing a single line of code. Xinference lets you run open-source, speech, and multimodal models on cloud, on-prem, or your laptop — all through one unified, production-ready inference API.
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StackStorm
StackStorm (aka "IFTTT for Ops") is event-driven automation for auto-remediation, incident responses, troubleshooting, deployments, and more for DevOps and SREs. Includes rules engine, workflow, 160 integration packs with 6000+ actions (see https://exchange.stackstorm.org) and ChatOps. Installer at https://docs.stackstorm.com/install/index.html
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I remember reading The Twelve-Factor App [1] from the Heroku folks back in the day, and was blown away by how well they understood the problem. Not only that but they had great taste.
I moved things to Render a while back, and then to my own Hetzner server (I built kind of an open source Vercel clone for that reason [2]).
I'm not quite sure any of these platforms are going to be relevant 5 years from now when you can summon your own DevOps AI agent. At the very least it's going to be incredibly difficult to justify the premium on top of AWS.
1: https://www.12factor.net/
2: https://devpu.sh
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opyrator
🪄 Turns your machine learning code into microservices with web API, interactive GUI, and more.
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inference
Turn any computer or edge device into a command center for your computer vision projects. (by roboflow)
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transformer-deploy
Efficient, scalable and enterprise-grade CPU/GPU inference server for 🤗 Hugging Face transformer models 🚀
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aws-deployment-framework
The AWS Deployment Framework (ADF) is an extensive and flexible framework to manage and deploy resources across multiple AWS accounts and regions based on AWS Organizations.
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sailor
Sailor is a tiny PaaS to install on your servers/VPS that uses git push to deploy micro-apps, micro-services, sites with SSL, on your own servers or VPS
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Python Deployment discussion
Python Deployment related posts
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PyTorch Monarch
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Show HN: Next.js-like Python web framework, built for Htmx with FastAPI
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Show HN: The Last Agentic Workflow Library You'll Ever Need (For Real This Time)
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Open Source Alternative to Vercel, Netlify and Heroku
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Social Media Ban for Children & Building Your Personal Brand - FAV0 Weekly #021
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Show HN: Vdm, an alternative to e.g. Git submodules
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Bridging the Last Mile in LangChain Application Development
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A note from our sponsor - SaaSHub
www.saashub.com | 6 Jun 2026
Index
What are some of the best open-source Deployment projects in Python? This list will help you:
| # | Project | Stars |
|---|---|---|
| 1 | Ray | 42,713 |
| 2 | inference | 9,338 |
| 3 | StackStorm | 6,473 |
| 4 | ByteTrack | 6,151 |
| 5 | devpush | 4,670 |
| 6 | opyrator | 3,136 |
| 7 | mmdeploy | 3,112 |
| 8 | Cobbler | 2,760 |
| 9 | inference | 2,298 |
| 10 | llama_deploy | 2,069 |
| 11 | transformer-deploy | 1,687 |
| 12 | budgetml | 1,345 |
| 13 | AutoDMG | 1,234 |
| 14 | ecs-deploy | 903 |
| 15 | kubectl-mcp-server | 907 |
| 16 | hands-on-train-and-deploy-ml | 884 |
| 17 | aws-deployment-framework | 699 |
| 18 | FedScale | 412 |
| 19 | sailor | 298 |
| 20 | runway | 180 |
| 21 | cfn-secret-provider | 145 |
| 22 | Winget-Repo | 111 |
| 23 | ansible-esxi | 102 |