Debug mode

Debug mode runs the classifier and shows you its verdict, without deleting anything or requiring a group at all.

In a private chat

Message @NudesRemoverBot directly:

• A sticker, GIF or video note is always analysed in debug mode — no caption needed.
• A photo or video needs the caption (or text) debug to trigger it.

For a photo you get one verdict. For video-like content (video, video note, GIF, video sticker) the bot analyses up to 10 frames spread across it and replies with a breakdown per frame, plus an album of the analysed frames themselves, so you can see exactly what the model looked at.

In a group, as an admin

A group administrator can send a file captioned debug directly in the group the same way — the bot replies with the breakdown without deleting the original message either way. This is useful for testing your live threshold and category settings against real examples without risking a false deletion.

Why this exists

The classifier's confidence varies a lot by content — a borderline image might score 60% on one category and 85% on another. Debug mode lets you calibrate your threshold and categories against real examples before trusting the bot to delete things unattended.