takescake

Brew by meaning.

Scan cards, build Commander lists, and price the gap—without fighting the UI.

Live coverage

Embeddings, vision batches, and scanner readiness on this host.

Text embeddings
ollama:embeddinggemma
37,788cards indexed

38 shards

Drives semantic search + deck flows

Vision embeddings
embeddinggemma
4,480art vectors

Processing 12 cards

Vision model gemma3:4b

Updated 282 days agoOct 12, 2025, 5:28 AM UTC

Scanner adapter
0 snapshots
147 MBLoRA package

mtg-card-model-100-3epochs

0 checkpoints archived

Saved 280 days agoOct 13, 2025, 3:36 PM UTC

Pipeline health
embeddinggemma
Jobs runningstatus

Scanner ready for captures

Vision build in progress

37,788 text cards in index

Vision sync 282 days ago0 checkpoints

Tools that finish the job

Scan at the table, plan the delta, brew at home—same expressive shell everywhere.

Scan at tables, build at home

Card Scanner surfaces prices and similar picks from a single photo. Save carts, export lists, and sync scans into deck ideas instantly.

Buy-the-delta upgrade planning

Compare a commander shell, precon, or pasted deck list against the collection stored on this device, then jump straight to the cheapest missing stack.

Semantic AI-powered search

Our Gemma embeddings understand strategy, play style, and synergies. Ask for “pillow fort answers” or “spell-slinger finishers” and get cards that fit.

Commander Deck Studio

AI-assisted deck building keeps ramp, draw, interaction, and win lines balanced. Export to Moxfield or Archidekt when you are ready to jam.

Nightly TCGplayer pricing

tcgcsv imports refresh the market, low, and direct prices every evening so trade binder math and article callouts stay sharp.

Start with staples, then close the gap

Staples hub, buy-the-delta planner, and precon guides share your on-device collection so missing cards become a buy list.

Budget upgrades

Start from proven Commander staples when you want cheap, reliable improvements plus a quick owned-vs-missing checklist for precons and casual lists.

Direct price context

Check the cards people actually buy for ramp, draw, and removal with budget-print prices and collection context without opening a pile of search tabs.

Buy-ready paths

Use the hub as a shortlist, then jump straight to current card prices and purchase paths when the 99 is ready.

Built for speed, crawlability, and trust

Offline price defaults, structured data, and affiliate hygiene keep the experience fast and honest.

Fast-first rendering

Hourly revalidation keeps homepage and post content static for speed while updating prices and posts without sacrificing cacheability.

SEO + NLWeb aligned

Clean metadata, FAQ and ItemList schema, ai.txt, and OpenAPI keep crawlers, agents, and Discover happy without keyword stuffing.

Affiliate-safe by default

Every TCGplayer link is wrapped server-side with sponsored rel attributes so jump-offs stay compliant and traceable.

One-click TCGplayer jump-offs

Trending searches that keep affiliate tracking intact while you upgrade decks and restock the binder.

Links to TCGplayer are affiliate links that may earn us a commission.

Latest posts & brewing intel

Deep dives, scanner guides, and price tech.

View all posts →
Shared CardRow for dark studio surfaces

Deck and Shared Decks now use one studio-toned list row: readable navy contrast, Owned/Missing badges, and a single primary action plus More overflow.

Read guide →
takescake site-wide 2026 expressive redesign

The whole site now shares Deck Studio’s navy/teal expressive system—fonts, tokens, header, homepage, and major tools—so humans can finish tasks without fighting light-on-dark chrome.

Read guide →

Deck Studio 2026 redesign: expressive UX that humans can finish

We rebuilt Deck Studio around CHI 2026 expressive design and progressive disclosure—bigger primary actions, staged brew→list flow, and one calm surface instead of a control dump.

Read the latest breakdown →

Card data and images courtesy of Scryfall. Š Wizards of the Coast.

Links to TCGplayer are affiliate links that may earn us a commission.