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ShotSieve

ShotSieve is a free, open-source application that helps photographers sort local photo folders using learned image-quality models.

Place
#22 of 29
Score
6.0
ShotSieve's website

What ShotSieve is

ShotSieve is a free, open-source application that helps photographers sort local photo folders using learned image-quality models. It supports keep-or-reject review, with TOPIQ as the default model and CLIPIQA and Q-ReAlign Mini also available. Users can compare models on the same library before a larger culling pass. Review tools filter and sort by score, format, resolution, file size, and metadata completeness, with batch actions. The listed capabilities include RAW photo support, blur detection, and AI quality scoring. The project describes a local workflow: the review interface runs on loopback, binding to 127.0.0.1:8765 by default, while the photo library remains on the user's machine. Releases are listed for Windows, Linux, and Apple Silicon macOS. CPU is a fallback; accelerator use depends on compatible hardware, operating system, drivers, model, and runtime. The application uses the AGPLv3-or-later license, but its pinned PyIQA dependency and model checkpoints have separate terms to check before commercial use. Model weights are not included in release archives and must be downloaded separately when preparing or first using a model.

Good

  • Photo library stays on the user's machine
  • Compare supported models on the same library
  • Filters include score and metadata completeness
  • Batch review actions
  • Supports RAW photos and blur detection

Watch out

  • Model weights must be downloaded separately
  • Accelerator support depends on compatible hardware and software
  • Model checkpoints have separate commercial-use terms

Who it suits

ShotSieve suits photographers and hobbyists who want help narrowing large local photo folders while keeping the library on their own machine. It is also relevant to users willing to obtain model weights and check separate terms for commercial work.

Verdict

ShotSieve offers model-assisted culling with local processing and flexible review filters. Before commercial use, check the terms for its dependency and model checkpoints, and plan to obtain model weights separately.

Plans and prices

From ShotSieve's own pricing page, checked 4 Oct 2026.

All about pricing
PlanPriceWhat it gives you
Free and open sourceFreeAGPLv3+ · learned-IQA dependencies and model weights have separate terms

The facts

Each one read from ShotSieve's own pages, with the date it was checked.

What it does

Compare
Users can compare learned models on the same library before using one for a larger culling pass.checked 4 Oct 2026
Hardware support
Accelerator support depends on matching hardware, operating system, drivers, model, and runtime; CPU is the fallback when an accelerator is unavailable.checked 4 Oct 2026
Integrations
No third-party service integrations are listed; model assets are obtained through the learned-IQA backend and stored in configured upstream caches.checked 4 Oct 2026
Intended users
The project is aimed at photographers and hobbyists who want help narrowing large photo folders while keeping the workflow local.checked 4 Oct 2026
Licensing
The application is licensed under AGPLv3 or later, while the pinned PyIQA package is PolyForm Noncommercial and model checkpoints have separate terms to review before commercial use.checked 4 Oct 2026
Local processing
The project says the review UI runs on loopback and the photo library stays on the user's machine.checked 4 Oct 2026
Models
The supported model catalog includes TOPIQ as the default, CLIPIQA for quick comparisons, and Q-ReAlign Mini.checked 4 Oct 2026
Notable limit
Model weights are not bundled in release archives and must be downloaded separately when preparing or first using a model.checked 4 Oct 2026
Review tools
Review supports filtering and sorting by score, format, resolution, file size, and metadata completeness, plus batch actions.checked 4 Oct 2026
Security and privacy
The README describes a local-first workflow, with the review server binding to 127.0.0.1:8765 by default.checked 4 Oct 2026
What it does
ShotSieve analyzes local photo folders with learned image-quality models and helps photographers review keep or reject decisions.checked 4 Oct 2026

Where it runs

Download platforms
Packaged releases are listed for Windows, Linux, and Apple Silicon macOS, with CPU and supported accelerator runtime options.checked 4 Oct 2026

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