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CodeProject.AI Server vs DeepStack

A side-by-side comparison of two self-hosted video surveillance options — licensing, setup difficulty, resource needs, and what each one replaces.

Not the right match-up?
CodeProject.AI Server Self-hosted AI server for surveillance object detection VS DE DeepStack Self-hosted AI server for object and face detection
FeatureCodeProject.AI ServerDeepStack
Deploy effortUnder-an-hour setupUnder-an-hour setup
Health score26 · At risk13 · At risk
CategoryVideo SurveillanceVideo Surveillance
LicenseSSPL-1.0Apache-2.0
LanguageC#Python
Setup difficultyMediumMedium
Min. RAM2,048 MB2,048 MB
Deploymentdocker, bare-metaldocker
GitHub stars★ 982★ 818
First released20222019
ReplacesAmazon RekognitionAmazon Rekognition

What are CodeProject.AI Server and DeepStack?

CodeProject.AI Server

CodeProject.AI Server is a self-hosted, open-source AI service designed as a drop-in successor to DeepStack for surveillance object detection. It runs on your own hardware and integrates with Blue Iris, Home Assistant, and other tools.

  • DeepStack-compatible API
  • Object and face detection
  • Modular AI services
  • GPU acceleration

DeepStack

DeepStack is a self-hosted AI server providing object detection, face recognition, and scene analysis through a simple REST API. It is widely used to add AI detection to surveillance tools like Blue Iris and Home Assistant.

  • Object and face detection
  • Scene recognition
  • Simple REST API
  • GPU acceleration support

CodeProject.AI Server vs DeepStack: key differences

CodeProject.AI Server is written in C#, while DeepStack is built with Python. Licensing differs — SSPL-1.0 for CodeProject.AI Server versus Apache-2.0 for DeepStack. DeepStack is the more established project (first released 2019), while CodeProject.AI Server arrived in 2022.

Why pick each one

Choose CodeProject.AI Server if…

  • Active development
  • Drop-in DeepStack replacement

Watch out for

  • Detection service only
  • SSPL license
CodeProject.AI Server details

Choose DeepStack if…

  • Easy AI integration
  • Works with many NVRs

Watch out for

  • Detection only, not an NVR
  • Heavier with GPU models
DeepStack details

Frequently asked questions

Is CodeProject.AI Server or DeepStack better?

Neither is universally better. CodeProject.AI Server has the larger community; both share a medium setup difficulty, so the decision comes down to features and licensing.

Are CodeProject.AI Server and DeepStack free and open-source?

Yes. CodeProject.AI Server is licensed under SSPL-1.0 and DeepStack under Apache-2.0. Both can be self-hosted at no software cost.

Can I run CodeProject.AI Server and DeepStack with Docker?

CodeProject.AI Server: yes. DeepStack: yes.

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