TF
TraitForge
Open Studio

Generative Collection Studio

Build collections
layer by layer.

Create trait categories, upload layer assets, generate deterministic collections with weighted randomness, and export AVIF-optimized assets ready for Ordinals inscription.

Enter Studio

How it works

01

Create categories

Background, Body, Eyes, Headwear — define the layers that make up each edition.

02

Upload layers

Drop PNG, JPG, WebP, or AVIF files. Set weights and target counts to control rarity.

03

Generate

Seeded randomness creates unique editions. Weighted, hybrid, or exact count modes.

04

Export & inscribe

Download AVIF assets, metadata, rarity reports, and inscription templates.

Built for serious creators

Three generation modes

Weighted random, exact target counts, or hybrid. Full control over your collection's distribution.

Incompatibility rules

Define which layers can't appear together. Prevent visual conflicts automatically.

AVIF-first export

Default to AVIF for smallest inscription byte cost. Also supports WebP and PNG.

Portable project bundles

Export your entire project with images as a ZIP. Import on any machine.

Deterministic seeded generation

Same seed always produces the same output. Reproducible and verifiable.

Inscription-ready handoff

Export gallery templates, map inscription IDs, download CSV or JSON.

Start building.

No sign-up required. Everything runs locally in your browser.

Enter Studio