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oleost/VisionState

Teach a local AI what your camera sees and turn it into Home Assistant sensors — garage door open/closed, gate shut, car parked. 100% local, any CPU.

Python ◇ computer-vision Apache-2.0
★109STARS
⑂5FORKS
!3ISSUES
🏆#15,649GLOBAL RANK
🔥2DAYS TRENDING
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Momentum

+10

STARS · LAST 30 DAYS

1

PER DAY

#2,035

MOST-STARRED Python

Window7 days30 days90 days
Stars gained+7+10+90
Per day111
Forks gained+1+3+10

VisionState gained 10 stars in the last 30 days, about 1 a day, and now has 109. It is about 1 year old and has averaged roughly 109 stars a year. It ranks #2,035 among Python repositories and #15,649 across all languages on GitHubRepo.

Trending Record

VisionState has maintained a continuous presence across global trending indexes, peaking at #4921. Below is the 30-day activity profile:

💡 Overview

VisionState is an open-source project written in Python: Teach a local AI what your camera sees and turn it into Home Assistant sensors — garage door open/closed, gate shut, car parked. 100% local, any CPU.

Engineered for speed, consistency, and developer ease, it solves common hurdles in computer-vision, dinov2, frigate. It provides clear interfaces, comprehensive configuration options, and seamless integration with existing tools across the modern development stack.

⚡ Key Features

1

Optimized execution pipeline written in Python for predictable speed.

2

Zero-friction configuration with comprehensive sensible defaults out of the box.

3

Cross-platform runtime support across Linux, macOS, and Windows environments.

4

Strong typing and modular architecture designed for easy extension and maintainability.

5

Standardized CLI and API interfaces for smooth integration into CI/CD workflows.

6

Active community maintenance with regular dependency updates and security patches.

📥 Installation

terminal
$ pip install VisionState

⚙ System Requirements

Platforms

  • • macOS
  • • Linux
  • • Windows

Runtime & Dependencies

Python >= 3.9, pip, virtualenv

Architecture

x86_64, ARM64 (Apple Silicon & Graviton)

🧠 How It Works

VisionState coordinates its core functionality through a modular Python pipeline. It parses configuration parameters, validates inputs, and resolves dependencies asynchronously. By minimizing runtime overhead and keeping allocations localized, it delivers predictable performance in both local development environments and automated production workloads.

🎯 Production Use Cases

Production System Integration

Embed VisionState into Python backend services to handle core application logic.

CI/CD Automated Pipelines

Run automated validation, builds, and integration suites during deployments.

Developer Tooling & Workflows

Accelerate developer onboarding with pre-configured project utilities.

Open Source Extension

Fork and customize internal modules under the repository's open Apache-2.0 license.

🚀 Getting Started

1

Install VisionState using your package manager: `pip install VisionState`

2

Initialize your project workspace or configuration file for VisionState.

3

Import VisionState into your codebase or invoke it directly from your terminal.

4

Execute your test suite or run `VisionState --help` to verify successful setup.

👍 Strengths

Active community backing with 109 GitHub stars and verified adoption.
Permissive open-source distribution under the Apache-2.0 license.
Built in Python for high execution speed and developer familiarity.
Cross-platform compatibility across modern Linux, macOS, and Windows environments.
Clean modular design allowing flexible configuration and pipeline integration.

⚠️ Considerations

Requires familiarity with Python and modern CLI workflows.
Ecosystem extensions may require manual configuration depending on environment constraints.
Active development roadmap means breaking API changes may occur across major versions.

⇄ Alternatives & Direct Competitors

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👥 Who Should Use This

Developers and engineering teams building with Python, seeking reliable, tested, and actively maintained tooling for production workloads.

🏆 Nearby in the Rankings

oleost/VisionState is currently ranked #15,649 by stars across every repository tracked on GitHubRepo. These are adjacent projects:

RankRepositoryLanguageStarsAction
#15,595 GhalebDweikat/winnow Python ★ 110 Compare ↗
#15,595 NousResearch/hermes-plugin-claude-subscription-directsdk Python ★ 110 Compare ↗
#15,595 shhivv/biome-s1 Python ★ 110 Compare ↗
#15,595 Synpath-ai/synpath Python ★ 110 Compare ↗
#15,595 wieslawsoltes/VB6 JavaScript ★ 110 Compare ↗
#15,649 oleost/VisionState This Project Python ★ 109
#15,649 telmich/gpm C ★ 109 Compare ↗
#15,649 sjlombardo/acts_as_network Ruby ★ 109 Compare ↗
#15,649 robbyrussell/shorturl Ruby ★ 109 Compare ↗
#15,649 nicksieger/jsonpretty Go ★ 109 Compare ↗
#15,649 vidageek/mirror Java ★ 109 Compare ↗
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Frequently Asked Questions

What does VisionState do? +

Teach a local AI what your camera sees and turn it into Home Assistant sensors — garage door open/closed, gate shut, car parked. 100% local, any CPU.

What language is VisionState written in? +

The primary language is Python. Topics include: computer-vision, dinov2, frigate, home-assistant, home-assistant-addon.

Is VisionState actively maintained? +

Yes, the last recorded push was on Oct 13, 2026 with 3 open issues being tracked.

How many stars does VisionState have? +

VisionState has 109 stars and 5 forks on GitHub.

How does VisionState rank among GitHub repositories? +

With 109 stars, oleost/VisionState is ranked #15,649 globally across all repositories tracked on GitHubRepo and #2,035 among Python projects.

What license is VisionState distributed under? +

The repository reports a Apache-2.0 license. Always verify the repository LICENSE file for legal terms.

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