SPAM Card Game Deck Recommender: Source Guide
An automated spam card game deck recommender is not documented as an implemented feature in the supplied sources. The material does support choosing among confirmed lineups by checking owned cards, element synergy, durability, income and preferred roles. This page explains that manual process and keeps personalized automation, account imports and predicted win rates pending confirmation.
Table of Contents⌃
Begin with a complete example
A recommendation is more useful when it names all four cards. Feather Storm contains Polychrome Owl, Moxilys, the Humming One, Aidan and Catimimi, while Bloom & Heal contains Polychrome Owl, Floral Zombie, Aidan and Glimmer of Hope. Both are confirmed common-card examples in the curated collection, with different support plans.
For an element-focused option, the editorial Water Starter Shell contains Water Spirit, Marineflower, Murmurs of Black Coral and Hibernatus. The same source describes durability and a slow finish as its tradeoff. That gives a manual chooser an understandable reason to consider it without presenting the description as a personalized prediction.
The patch 1.23 editorial Shadow shell contains Shadow Spirit, Catixy, Moxilys and Wandering Feline. Its description favors pressure while warning about fragility. Choosing it for that documented tradeoff is different from claiming an algorithm has calculated it as the best deck for your account.
Filter by availability before ranking
Check whether all four named cards are actually available to you. Then check the talent options relevant to the intended plan, because owning a card does not establish that every talent has been unlocked. The supplied beginner guide connects talent unlocks with duplicate cards.
If a card is missing, identify its role before substituting. An element engine, a damage contributor, healing and income are not automatically interchangeable. The construction guide supports those role checks but supplies no universal replacement table for every missing card.
No source here documents an inventory connection. A statement such as best for your collection would therefore require information the page does not have. Manual availability checks can be explained honestly while automated personalization remains unconfirmed.
Match the deck to a clear purpose
The supplied examples distinguish broad area pressure, sustain, element engines and economy. A player wanting to practice survival can inspect the defensive examples, while a player studying wide damage can inspect Specter Swarm or the Shadow AoE lineup. Those are editorial choices based on documented roles, not a validated questionnaire or scoring system.
The guide also emphasizes matching damage with generated element points. A deck assembled from highly ranked cards can still lack that connection. Any useful recommendation should explain why the selected cards work together rather than merely repeat their individual grades.
Be careful with the word best. The curated model and patch 1.23 editorial ranking disagree substantially on some cards and prioritize different complete decks. Neither supplies a measured probability that one choice will outperform another for a particular player.
A worked manual decision
Suppose the available shortlist consists of complete Feather Storm and Bloom & Heal lineups. The supplied descriptions say Feather Storm combines broad-element damage and Aidan's recurring random bonus, while Bloom & Heal emphasizes healing, shielding and damage from Polychrome Owl. A manual choice can start from which plan the player wants to learn and which support roles are comfortable to use.
That example does not establish which deck wins the matchup between them. No such matchup data, sequence analysis or controlled test is supplied. It simply shows how to use documented roles without inventing personalized results.
A change to one card should prompt another review of the engine, damage coverage, durability and income. It should not automatically inherit the original lineup's model grade or editorial label. The confirmed example and the modified deck are different objects for evaluation.
Automated capabilities still unconfirmed
The excerpts do not substantiate a functioning recommendation form, a searchable owned-card filter or an automatic deck generator here. They also do not establish saved preferences, matchup-aware suggestions, current-patch synchronization or account imports. Those capabilities should not be advertised as available.
The referenced third-party builder is described as summarizing a deck and estimating modeled strength. That is not enough evidence to claim it recommends complete teams from a collection. A summary tool and a personalized recommender solve related but distinct problems.
Use best decks for complete examples and deck building for the manual evaluation method. The collection tracker page explains what an ownership checklist can and cannot establish. This recommendation page remains partial until real automated behavior and its evidence are confirmed.