Machine Learning Clusters by Mana Cost for Scholar of the Lost Trove

In TCG ·

Scholar of the Lost Trove card art by Volkan Bağaa from Jumpstart, blue sphinx with flying

Image courtesy of Scryfall.com

Clustering by Mana Cost: A Jumpstart Blue Sphinx in the Spotlight

In the sprawling universe of MTG data, mana cost is a deceptively simple feature with outsized influence on how a card plays out in a given deck. When you’re building a blue-heavy shell in Jumpstart’s draft-invention format, Scholar of the Lost Trove stands out as a fascinating data point. With a mana cost of 5UU, this rare sphinx isn’t just a big body with a sunny price tag on the curve—it’s a doorway to graveyard choreography and tempo swings that reward careful sequencing. Let’s explore how clustering by mana cost helps us reflect the strategic value of high-CMC blue cards, and why this particular creature becomes a natural exemplar in ML-led analyses 🧙‍♂️🔥.

Why mana cost matters in clustering

Machine learning models that predict card value, win rate, or synergy often rely on cost-sensitive features. Mana cost acts as a compact signal about resource commitment and timing windows. When we bucket costs into ranges (for example, 1–2, 3–4, 5–6, and 7+), we can reveal distinct play patterns and archetype alignments. In blue, those patterns frequently reflect control elements, permission-based strategies, and graveyard-focused loops. Scholar of the Lost Trove sits in the upper-middle band with a total mana value of seven. That makes it a kind of “late-game challenger” that still arrives with surprising immediacy thanks to flying and a fairly sturdy 5/5 body. The clustering exercise helps us compare it with peers that also demand time, such as other 5–7 CMC fliers, versus lower-cost cantrips and countermagic that anchor tempo or midrange decks 🧭💎⚔️.

Card anatomy that informs the cluster story

Scholar of the Lost Trove is a Creature — Sphinx with flying and a potent ETB ability: “When this creature enters, you may cast target instant, sorcery, or artifact card from your graveyard without paying its mana cost. If an instant or sorcery spell cast this way would be put into your graveyard, exile it instead.” That clause is the heart of its value proposition. It creates a one-shot, mana-free recursion engine that can fetch a crucial spell from the graveyard, then ensures the chain doesn’t loop indefinitely. In clustering terms, this adds a high-leverage feature that interacts with other instant, sorcery, and artifact cards in a deck—especially those with cheap mana costs or games states where you’re trying to dry up your graveyard to fuel future plays 💬🎲.

Design, rarity, and the Jumpstart context

From the Jumpstart set (print code JMP) released in 2020, this card is categorized as a rare blue creature with a total mana cost of 5 generic and 2 blue mana. Jumpstart’s design leans into quick draft synergies; players open two packs that feed a theme and then weave those themes together with unique card interactions. Scholar of the Lost Trove’s role in that ecosystem is a testament to the set’s emphasis on powerful tempo-shaping effects that reward smart sequencing rather than raw power alone. Its 5/5 stat line keeps it relevant on defense and offense, while its flying capability enables it to pressure opponents even as you navigate complex spell recurrences 🔷🧠.

Practical gameplay insights: how to cluster around this card in a blue shell

  • Graveyard fuel: Build around cheap flashback or yo-yo spells in the graveyard. The more accessible those targets are, the more value Scholar generates when it enters the battlefield.
  • Banishing the draw: The exile-on-wreck clause prevents infinite loops of spells returning to the graveyard, which keeps games from spiraling out of control in long, grindy matches. This constraint is a design signal you can encode into clustering: cards with restricted recursion often sit in distinct strategic pockets compared to unbounded returns.
  • Tempo and reach: Flying 5/5 with a free cast-to-the-graveyard option lets you pivot from defense to aggressive plays as you refill your hand with spells from the graveyard. For ML practitioners, this translates to high leverage features when the model weighs “late-game value” versus “early-game impact.” 🧙‍♂️
  • Archetype alignment: In Jumpstart’s blue-dense drafts, Scholar tends to align with stifling countermagic through the late-game tempo game, especially when paired with other spells that interact with the graveyard, countering or reusing opponents’ threats ⚔️.
“Mana cost is a proxy for a card’s opportunity cost. Pair it with a card’s text, and you’re reading the deck’s long-term memory.” 🧠🎨

Data-driven takeaways for builders and theorists

From a data perspective, Scholar’s seven-mana demand and blue coloration position it among high-CMC blue spells that reward careful graveyard planning. When you cluster by mana cost, you’ll notice a natural dip in volume for 7+ mana blue cards in casual play—yet those cards often deliver outsized payoff in controlled environments. The card’s rarity (rare) and format support (historic, eternal formats like Legacy and Vintage) further shape its observed value in data sets. Price signals on Scryfall and marketplaces suggest a niche demand for this kind of recursory effect, which is a helpful sanity check when you’re building models to forecast card popularity or deck strength. The story of Scholar is a reminder that high-CMC blue creatures can punch above their weight when their abilities translate into clean pickups from the graveyard and strong post-entry options 🧩💎.

Connecting a product in the real world

If you’re enjoying the cerebral thrill of mana-cost clustering and you’re setting up a comfy desk to write, plan, or draft with friends, consider adding a splash of color to your workspace. The Neon Desk Mouse Pad—a bold, one-sided print—brings vibrant energy to any MTG corner. It’s a fun nod to the game’s colorful multiverses and the culture that surrounds them. Clicking through to the product can be a pleasant companion to your learning journey, offering a tactile reminder that data-driven strategy and creative play go hand in hand 🧙‍♂️🔥💎.

For those who want to dive deeper into the data, you can explore more about Scholar of the Lost Trove across Gatherer or Scryfall—where the card’s multiverse, legalities, and price history converge with the deck-building decisions you’re making right now. It’s a living example of how a high-CMC blue flyer can anchor a recursions strategy, even when your table is stacked with countermagic and cantrips.

Ready to explore this in your own build? The world of mana-cost clustering awaits with every draft and every match. And as you explore, you’ll find the joy of seeing a high-cost blue wonder flex its wings in just the right moment, reminding us why we fell in love with the game in the first place 🧙‍♂️🎨🎲.

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