Python Deployment

Open-source Python projects categorized as Deployment

Top 23 Python Deployment Projects

  1. 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 | 2026-02-06

    Main: https://github.com/ray-project/ray ⭐ 34k+

  2. SaaSHub

    SaaSHub - Software Alternatives and Reviews. SaaSHub helps you find the best software and product alternatives

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  3. 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.

  4. 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

  5. ByteTrack

    [ECCV 2022] ByteTrack: Multi-Object Tracking by Associating Every Detection Box

  6. devpush

    Like Vercel, but open source and for all languages.

    Project mention: An Update on Heroku | news.ycombinator.com | 2026-02-06

    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

  7. opyrator

    🪄 Turns your machine learning code into microservices with web API, interactive GUI, and more.

  8. mmdeploy

    OpenMMLab Model Deployment Framework

  9. Cobbler

    Cobbler is a versatile Linux deployment server

  10. inference

    Turn any computer or edge device into a command center for your computer vision projects. (by roboflow)

  11. llama_deploy

    Deploy your agentic worfklows to production

  12. transformer-deploy

    Efficient, scalable and enterprise-grade CPU/GPU inference server for 🤗 Hugging Face transformer models 🚀

  13. budgetml

    Deploy a ML inference service on a budget in less than 10 lines of code.

  14. AutoDMG

    Create deployable system images from OS X installer

  15. ecs-deploy

    Powerful CLI tool to simplify Amazon ECS deployments, rollbacks & scaling (by fabfuel)

  16. kubectl-mcp-server

    Published in CNCF Landscape: A MCP server for Kubernetes.

  17. hands-on-train-and-deploy-ml

    Train and Deploy an ML REST API to predict crypto prices, in 10 steps

  18. 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.

  19. FedScale

    FedScale is a scalable and extensible open-source federated learning (FL) platform.

  20. 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

  21. runway

    Simplify infrastructure/app deployment.

  22. cfn-secret-provider

    A CloudFormation custom resource provider for deploying secrets and keys

  23. Winget-Repo

    Winget-Repo is a local, private repository for Winget.

  24. ansible-esxi

    Ansible management for stand-alone vmware esxi host

NOTE: The open source projects on this list are ordered by number of github stars. The number of mentions indicates repo mentiontions in the last 12 Months or since we started tracking (Dec 2020).

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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

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