Local-first dataset triage

Ask questions. Classify fast. Move on.

DeckCheck is a tiny source-available desktop app for turning folders of images and CSV rows into clean classified datasets, one keyboard shortcut at a time.

birds-2026.deckcheck

Kingfisher perched on a branch, the current record being classified

photo 1 of 3 · IMG_4471.jpg

Question 1 of 1

Sharp enough for the field guide?

Try it: press 1

Folder or CSV to move Auto-resume

This preview is live: number keys answer, arrow keys change the photo.

Built for one job

Rapid human judgement, captured cleanly.

Images or rows

Open a folder of images or a CSV of data and classify each item in sequence.

Your questions

Define the multiple-choice questions you actually need, one or many per item.

Keyboard-first flow

Answer with 19, move with arrows, export with ⌘E. Mistakes are one keypress back.

Resumes where you left off

Everything lives in one .deckcheck file. Stop mid-run, reopen later, carry on.

No platform ceremony

Not an annotation suite. Not an AI pipeline.

DeckCheck is for the small, sharp classification jobs that should not require servers, accounts, Docker, bounding boxes, collaboration layers, or enterprise workflow. Open data, answer structured questions, export the result as CSV.

Free, source available

Download DeckCheck

Releases ship with SHA-256 checksums. Or build it yourself: instructions on GitHub.