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Games Like XERME

60+ similar titles based on shared tags and player behavior. Themes include Abstract, Puzzle, Minimalist, Singleplayer.

Similar Games

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  1. #1 Superspective
    97% matchNo user reviews
    Dev: Locally Euclidean Games
    Windows

    Solve mind-bending physics and logic puzzles in Superspective, a first-person puzzle game where gravity is relative, rooms twist and fold back on themselves, and surreal architecture challenges how you think about space. Experience unreality.

    Why similar: Abstract 24.2%, Minimalist 12.5%, Psychedelic 10.1%, Puzzle 8.8%, Surreal 8.6%

  2. #2 PULMO
    96% matchPositive85% of 33 reviews2025
    Dev: Emil IsmaylovPub: North Lab
    Windows

    PULMO is a casual puzzle game where you control a lone character in a world full of faceless crowds.

    Why similar: Abstract 18.3%, Philosophical 14.3%, Minimalist 11.7%, Emotional 7.5%, Third Person 6.8%

  3. #3 TRIZ | Triangular Dreaming
    96% matchNo user reviews
    Dev: ArtFireGames
    Windows · Mac

    Enter a realm of sacred geometry and digital Zen. TRIZ is a meditative puzzle game where modern art meets logic. Untangle constellations of triangles, discover the harmony of color, and restore order in a universe of pure abstract forms.

    Why similar: Abstract 27.3%, Minimalist 16.4%, Psychedelic 14.9%, Puzzle 10.2%, Logic 9.1%

  4. #4 Active Neurons - Puzzle game
    95% matchVery Positive94% of 69 reviews2019
    Dev: Nikolai UsachevPub: USANIK STD
    Windows · Mac · Linux

    Active Neurons is a puzzle game in which you have to charge brain neurons.

    Why similar: Abstract 27%, Minimalist 17.1%, Puzzle 10.4%, Relaxing 10.1%, Stylized 8.7%

  5. #5 Orbs Orbs Orbs
    94% match6 user reviews83% of 6 reviews2025
    Dev: Acrylic Pixel Games
    Windows

    Orbs Orbs Orbs is a vibrant 2D precision clicker game. Clear the board with a white ring, master six orb types, and navigate the dynamic physics in a playful blend of relaxation and strategy. Featuring 11 Steam Achievements

    Why similar: Abstract 26.4%, Psychedelic 18.2%, Minimalist 15%, Puzzle 9.9%, Relaxing 9.6%

  6. #6 Active Neurons 2
    94% matchPositive95% of 21 reviews2020
    Dev: Nikolai UsachevPub: USANIK STD
    Windows

    Active Neurons 2 is a puzzle game in which you have to discover 12 greatest inventions of humanity and reflect on the power of human thought

    Why similar: Abstract 26.5%, Minimalist 17.1%, Puzzle 10.5%, Relaxing 10.1%, Logic 7.8%

  7. #7 Unloop
    93% matchPositive100% of 48 reviews2023
    Dev: ThreeTrees.eu
    Windows

    Unloop is an elegant, relaxing and satisfying puzzle game about using clever mechanics to connect and remove portals.

    Why similar: Abstract 33.2%, Minimalist 21.5%, Puzzle 14.3%, Relaxing 13.5%, Logic 11.1%

  8. #8 Faraway Proximity
    92% match9 user reviews100% of 9 reviews2023
    Dev: Studio CloudScape
    Windows · Linux

    Faraway Proximity is a third-person puzzle game about recovering lost books. You have been contacted to recover a set of misplaced books. Find them by solving different types of challenges and uncover more puzzles by reading their stories.

    Why similar: Abstract 28.1%, Philosophical 16.7%, Third Person 14.6%, Puzzle 13.7%, Exploration 10%

  9. #9 Loop
    91% matchPositive87% of 31 reviews2022
    Dev: Team Chili
    Windows · Mac · Linux

    Discover a relaxing contemplative puzzler; where you and your companion travel through a mysterious, ethereal temple. During this Journey, you will traverse many riddles and face the ultimate enigma: can the endless loop be broken?

    Why similar: Abstract 17.6%, Minimalist 13.4%, Emotional 10.7%, Puzzle 8.2%, Relaxing 8.1%

  10. #10 Merge
    91% match1 user reviews100% of 1 reviews2024
    Dev: Rome Renner
    Windows

    Merge is a minimalistic and easy to understand puzzle game... The goal is simple; Merge...

    Why similar: Abstract 23.9%, Minimalist 23.2%, Puzzle 14.8%, Relaxing 12.4%, Stylized 10.2%

  11. #11 Kinetic Canvas
    89% match9 user reviews100% of 9 reviews2025
    Dev: Sonicfactory
    Windows · Mac

    A simple, beautiful, meditative artistic experience. Create stunning waves of animated light patterns with a simple click of the mouse.

    Why similar: Abstract 35.1%, Minimalist 16.6%, Psychedelic 15.6%, Relaxing 14.7%, Stylized 8.1%

  12. #12 Small Island
    90% matchNo user reviews
    Dev: STM
    Windows

    Small Island is an upcoming first-person exploration game where you have to escape the small mysterious Island you find yourself on. The game consists mainly in exploring the secret rooms and areas you'll find inside of it.

    Why similar: Abstract 28.5%, Minimalist 16.9%, Psychedelic 11.1%, Exploration 10.3%, Surreal 7.8%

  13. #13 Manifold Garden
    88% matchOverwhelmingly Positive95% of 8,118 reviews2020
    Dev: William Chyr Studio
    Windows
    Median: 3.6 hrsMean: 5.4 hrs≥1hr: 79%

    Rediscover gravity and explore an Escher-esque world of impossible architecture. Witness infinity in first-person and master its rules to solve physics-defying puzzles. Cultivate a garden to open new paths forward, where an eternal expanse awaits.

    Why similar: Abstract 22.9%, Psychedelic 15.7%, Philosophical 13%, Minimalist 11.1%, Puzzle 9.1%

  14. #14 Lighten Up
    89% matchPositive93% of 14 reviews2022
    Dev: Snowdrop
    Windows

    Lighten Up is a simple and sweet logic puzzle game. Exercise your brain as you drag and drop puzzle pieces to victory!

    Why similar: Abstract 30%, Minimalist 20.4%, Puzzle 15.6%, Logic 14.4%, Relaxing 12.8%

  15. #15 Puzzle - LINES AND KNOTS 2
    86% matchPositive100% of 19 reviews2024
    Dev: PlayToday
    Windows

    Logical puzzle game for meditation and relaxation. The goal of the game is to assemble a puzzle consisting of knots.

    Why similar: Abstract 25.4%, Minimalist 21.9%, Puzzle 16.9%, Logic 14.3%, Relaxing 11.4%

  16. #16 Ouros
    86% matchVery Positive96% of 235 reviews2024
    Dev: Michael Kamm
    Windows · Mac · Linux

    Ouros is a calming puzzle game about forming beautiful curves in a serene space. Find your flow as you nudge, bend, and stretch curves into pleasing shapes, and discover the inherent mathematical beauty of Ouros.

    Why similar: Abstract 33%, Puzzle 17.6%, Minimalist 16.4%, Relaxing 15.6%, Casual 9.5%

  17. #17 Polychromia
    87% match5 user reviews80% of 5 reviews2022
    Dev: JohnnyNeverWalked
    Windows

    Polychromia is a fresh take on logic puzzles where one tries to blend colors together on a grid and make flowers bloom. 100+ simple yet challenging puzzles, along with calm music and serene visuals, make for the perfect relaxing experience!

    Why similar: Abstract 35.8%, Minimalist 19.3%, Puzzle 14%, Relaxing 10.3%, Stylized 5.9%

  18. #18 Hexio
    85% match8 user reviews100% of 9 reviews2021
    Dev: Logisk Studio Inc.
    Windows · Mac · Linux

    Connect all the nodes into beautiful and abstract shapes in this exciting puzzle game. Enjoy a relaxing piano soundtrack in your delightful experience.

    Why similar: Abstract 29.3%, Minimalist 20.8%, Puzzle 14.7%, Logic 13.7%, Relaxing 11%

  19. #19 The Magnets
    84% matchPositive86% of 21 reviews2021
    Dev: Onuralp Kanatsz
    Windows

    The Magnets is a logic puzzle game.

    Why similar: Abstract 33.1%, Minimalist 17.6%, Puzzle 13.8%, Logic 13.3%, Relaxing 10.4%

  20. #20 ART IS RIFLE
    82% matchMostly Positive80% of 64 reviews2025
    Dev: Arman Pakan
    Windows

    A Surreal Puzzle Shooter Adventure Fueled By Madness!

    Why similar: Abstract 26.6%, Psychedelic 15.2%, Minimalist 12.4%, Philosophical 10.7%, Puzzle 8.4%

  21. #21 Lotus Bloom
    84% matchPositive94% of 18 reviews2021
    Dev: Bloomside Studios
    Windows

    Lotus Bloom is a relaxing minimalist puzzle game. Connect orbs, generate energy and make flowers bloom.

    Why similar: Minimalist 29.1%, Abstract 26.6%, Puzzle 17.2%, Relaxing 12.4%, Casual 8.2%

  22. #22 Minschima
    83% match7 user reviews100% of 7 reviews2022
    Dev: Nebular Games
    Windows

    Minschima is a relaxing puzzle game where you need to match all targets to restore the broken shapes in the board. Pieces move together. Match all targets. Solve puzzles.

    Why similar: Abstract 25.7%, Minimalist 17.6%, Psychedelic 16.7%, Logic 10.8%, Puzzle 10.5%

  23. #23 Mondrian 99
    82% match2 user reviews100% of 2 reviews2023
    Dev: Happy
    Windows

    In "Mondrian 99", You can complete the level by Running and Jumping, or by Sprinting and Gliding. It all depends on you. In short, just reach the finish line - the way you pass the level is up to your imagination.

    Why similar: Abstract 26.9%, Minimalist 16.2%, Philosophical 14.3%, Puzzle 9.8%, Stylized 8.7%

  24. #24 OxU 2
    79% matchPositive100% of 21 reviews2026
    Dev: Quiet River
    Windows

    Minimalistic 3d puzzle with portals, cubes, lasers and mobile platforms

    Why similar: Minimalist 25.3%, Abstract 18.5%, Puzzle 16.9%, Relaxing 15.9%, Logic 12.5%

  25. #25 Strange Jigsaws
    78% matchOverwhelmingly Positive99% of 3,662 reviews2025
    Dev: FLEB
    Windows
    Median: 2.6 hrsMean: 2.9 hrs≥1hr: 85%

    A game of strange jigsaws.

    Why similar: Abstract 32.4%, Puzzle 15.8%, Minimalist 14.6%, Adventure 11.7%, Logic 9.1%

  26. #26 Pill Puzzle
    81% matchPositive84% of 38 reviews2021
    Dev: Coffee Studio
    Windows

    In Pill Puzzle, you need to fit the right pills in the pill pack to be delivered to your customers.

    Why similar: Abstract 27.1%, Minimalist 20.3%, Puzzle 12%, Relaxing 11.2%, Stylized 10%

  27. #27 Balance
    80% match1 user reviews100% of 1 reviews2024
    Dev: Wool Tyranny
    Windows

    Eliminate squares while preventing the numbers from reaching 0. You play on a 4x4 grid. Each time you press a square, the numbers on squares of the same row or column are raised by 1 while the others decrease by 1. When a square reaches 7, it's eliminated. When you eliminate all squares, you win.

    Why similar: Abstract 38.8%, Minimalist 21.8%, Puzzle 17.2%, Logic 11.7%, Casual 10.1%

  28. #28 multi-Path
    81% matchNo user reviews2024
    Dev: Y-Square Games G.K.
    Windows

    Connect the dots to find the path. Move the dots to draw a curve that passes all the gates. You will always find a path to a goal. All it takes is a little imagination. Just relax and play. Let's start your journey to lead the light.

    Why similar: Abstract 35.7%, Minimalist 19.9%, Puzzle 16.5%, Relaxing 15.1%, Atmospheric 6.2%

  29. #29 Lightrix
    79% matchNo user reviews
    Dev: ElastiCat
    Windows

    Lightrix is a sleek, minimalist puzzle game about mixing colored light to solve a glowing grid of tiles. Progress through handcrafted levels or unwind with endless, relaxing puzzles in a calm, focused experience.

    Why similar: Abstract 23.4%, Puzzle 18.3%, Minimalist 15.4%, Relaxing 11.9%, Logic 11.6%

  30. #30 Parallelia
    78% match7 user reviews14% of 7 reviews2022
    Dev: SincArt StudioPub: SincArt Studio
    Windows

    Parallelia is a first person puzzle game with non-euclidean geometry which tries to offer a less ordinary experience. Take a short walk through this world upside down, made in a minimalist style. Pay attention to details and try to find the right path.

    Why similar: Abstract 21.7%, Psychedelic 14.6%, Minimalist 14.5%, Philosophical 11.1%, Puzzle 8.6%

  31. #31 Hook
    76% matchOverwhelmingly Positive97% of 8,911 reviews2015
    Dev: Maciej Targoni
    Windows · Mac · Linux
    Median: 2.7 hrsMean: 4.0 hrs≥1hr: 83%

    HOOK is a short minimal, puzzle game.

    Why similar: Abstract 30.4%, Minimalist 19.3%, Relaxing 17.6%, Puzzle 17.4%, Casual 7.8%

  32. #32 Re-Nullum
    77% matchPositive100% of 21 reviews2020
    Dev: Misc.261
    Windows

    Re-Nullum is a minimalist puzzle game about combining numbers. On each level, you must clear the board by connecting numbered tiles.

    Why similar: Abstract 32.4%, Minimalist 21.2%, Puzzle 16.1%, Logic 9.6%, Casual 8.5%

  33. #33 SEED OF LIFE
    77% matchNo user reviews
    Dev: EMOTION THEORY
    Windows

    SEED OF LIFE is a relaxing puzzle game in which you create beautiful and enlightening spirographic patterns.

    Why similar: Abstract 16.6%, Psychedelic 16.5%, Philosophical 13.8%, Minimalist 11.6%, Emotional 9.4%

  34. #34 20 Small Mazes
    73% matchOverwhelmingly Positive99% of 8,665 reviews2024
    Dev: FLEB
    Windows · Mac

    This is a puzzle game with twenty small mazes. They're good mazes, though.

    Why similar: Abstract 29.8%, Minimalist 18.2%, Puzzle 16.7%, Relaxing 12.6%, Logic 11.2%

  35. #35 Figure it Out!
    73% matchVery Positive96% of 108 reviews2025
    Dev: Two Weeks at Home
    Windows

    A puzzle game with an eye in it. And it's free. The game, not the eye.

    Why similar: Abstract 32.5%, Minimalist 18.6%, Puzzle 14.1%, Relaxing 12.9%, Logic 10.5%

  36. #36 Active Neurons - Wonders Of The World
    75% matchVery Positive94% of 192 reviews2020
    Dev: Nikolai UsachevPub: USANIK STD
    Windows

    A puzzle slasher that trains spatial and logical thinking. Power up your brains!

    Why similar: Abstract 25.9%, Minimalist 17.7%, Puzzle 10.4%, Relaxing 10.4%, Stylized 8.8%

  37. #37 Paradoxical
    76% matchNo user reviews
    Dev: gubebraPub: Venn Studios
    Windows · Mac · Linux

    Paradoxical is a first-person puzzle game featuring innovative portal mechanics that let you manipulate space at will. Solve mind-bending puzzles that require you to think with portals. Explore surreal dimensions of impossible architecture and uncover the remnants of a dying desert world.

    Why similar: Abstract 22.6%, Psychedelic 14.9%, Minimalist 11.1%, Puzzle 9%, Surreal 8.7%

  38. #38 Union
    75% matchPositive93% of 14 reviews2020
    Dev: Xavi Heras
    Windows

    Union is a minimal puzzle game.

    Why similar: Minimalist 22.3%, Abstract 21.4%, Relaxing 14.8%, Puzzle 13.7%, Casual 11.4%

  39. #39 Lines X
    74% matchVery Positive82% of 972 reviews2017
    Dev: KonstructorsPub: Hook Games
    Windows · Mac · Linux
    Median: 1.3 hrsMean: 28.9 hrs≥1hr: 58%

    Beautiful & relaxing Numberlink puzzles.

    Why similar: Abstract 27.3%, Minimalist 20.7%, Puzzle 14.6%, Relaxing 12.3%, Casual 10.3%

  40. #40 Stip
    74% matchNo user reviews2026
    Dev: Sixtyfour
    Windows · Mac · Linux

    Assign, undo, deduce! Solve a series of minimalist number puzzles. Use constraints to assign numbers to the correct stips. Navigate the interconnected puzzles to uncover secrets. Please ignore any odd Stip behavior.

    Why similar: Abstract 21%, Minimalist 19.3%, Puzzle 14.1%, Philosophical 13.6%, Logic 10.7%

  41. #41 The Ogi: Cycles
    73% matchNo user reviews
    Dev: Megabyte Magician
    Windows · Mac · Linux

    The Ogi: Cycles is a cozy adventure set in the world of Mullar! Find out about curious places, the terrible storms, meet new friends and experience the unique areas by delving deep inside a hidden world!

    Why similar: Abstract 22.1%, Emotional 12.6%, Minimalist 11.9%, Exploration 10%, Puzzle 9.7%

  42. #42 One Circle
    71% matchPositive100% of 37 reviews2020
    Dev: r3nsen
    Windows

    One Circle is a minimalist puzzle game about putting balls of the same color together. Find the right moves to solve the proposed challenges, and challenge your mind more and more.

    Why similar: Abstract 30.1%, Minimalist 19%, Relaxing 11.4%, Puzzle 10.9%, Logic 10.4%

  43. #43 The Catacombs of Solaris Revisited
    71% matchVery Positive93% of 258 reviews2021
    Dev: Ian MacLartyPub: Shape Shop
    Windows

    The goal of the game is to find your favourite room in the catacombs.

    Why similar: Psychedelic 30.6%, Abstract 30.3%, Surreal 10.7%, Exploration 10.4%, Adventure 5.7%

  44. #44 SISYPHE
    69% matchPositive100% of 13 reviews2025
    Dev: Lucas Ljunggren
    Windows

    Join a lonely square on it's journey to renew itself along the route to the top of the mountain. Chip off parts off the square to slowly turn it into a new self. Embark on a slow and soft journey through seven beautiful, visually distinct areas.

    Why similar: Abstract 26.7%, Minimalist 14.1%, Psychedelic 14.1%, Exploration 10%, Stylized 8.2%

  45. #45 Memorion
    70% matchPositive94% of 17 reviews2024
    Dev: Purple Game Arts
    Windows

    Memorion is a puzzle game in which you need to turn on all the orbs. Each orb you turn on changes the state of the adjacent orbs. Will you have the courage and the wits to turn on all the orbs and recover your memories? The answers lie within the depths of your own mind.

    Why similar: Abstract 27.8%, Minimalist 18.2%, Relaxing 11.7%, Logic 11.3%, Puzzle 11.1%

  46. #46 TOYA
    72% matchNo user reviews
    Dev: The RnD Department
    Windows

    Toya is a minimalist cube-rolling game that is always bigger than you think...

    Why similar: Abstract 32%, Minimalist 14.7%, Relaxing 13.5%, Puzzle 10.4%, Logic 10.3%

  47. #47 ReThink | Evolved Free
    72% matchNo user reviews
    Dev: Yaeko
    Windows

    ReThink | Evolved Free is a free first person puzzle game in a peaceful futuristic setting, that features a variety of Puzzles that utilize Lasers and the behavior of light and it's colors to create challenging problems to solve. The game features a somewhat toned down difficulty progression.

    Why similar: Abstract 35.3%, Minimalist 16.6%, Puzzle 14.5%, Adventure 10%, Relaxing 8.7%

  48. #48 Zerko
    68% matchVery Positive95% of 156 reviews2024
    Dev: Maciej Targoni
    Windows · Mac · Linux

    A puzzle game filled with shapes, numbers, and a straightforward goal: make every number zero.

    Why similar: Abstract 36.9%, Minimalist 20.2%, Puzzle 17.2%, Logic 10.1%, Casual 9.4%

  49. #49 Soul Sight
    69% match4 user reviews100% of 4 reviews2025
    Dev: James StringerPub: Digital Crypt
    Windows

    A relaxing "Spot the Differences" game. 30 artworks and a chilled lo-fi electronic soundtrack

    Why similar: Abstract 32.8%, Psychedelic 20.2%, Puzzle 13.3%, Casual 9.4%, Stylized 8.1%

  50. #50 Fliese
    70% matchPositive100% of 12 reviews2023
    Dev: LLamaze
    Windows

    "Fliese" is a minimal logic puzzle game

    Why similar: Abstract 28.7%, Minimalist 25.8%, Puzzle 15%, Logic 13.1%, Relaxing 9.1%

  51. #51 A Path to Light
    70% match2 user reviews50% of 2 reviews2022
    Dev: Espectro Studios
    Windows · Mac

    A solitary abstract journey. Discover the rules and guide your steps in the grid to touch the triangle(light). ♦

    Why similar: Abstract 26.5%, Minimalist 19.4%, Philosophical 17%, Puzzle 10.3%, Logic 10%

  52. #52 Sparkle Pop
    71% matchNo user reviews2025
    Dev: Mystery Fish
    Windows

    Master glittery deluges of sparkling colors in Sparkle Pop as you thoughtfully trigger chain reactions to push your score higher and higher.

    Why similar: Abstract 40.4%, Minimalist 21.9%, Psychedelic 18.8%, Casual 7.2%, Logic 6.1%

  53. #53 Insight
    69% matchVery Positive86% of 111 reviews2021
    Dev: maou
    Windows

    Guess the rules, divide shapes, solve puzzles. 49 variants with consistent rulessets.

    Why similar: Abstract 40.4%, Minimalist 23.1%, Logic 13.2%, Puzzle 11.8%, Stylized 6.8%

  54. #54 Lines X Free
    68% matchVery Positive93% of 1,935 reviews2017
    Dev: KonstructorsPub: Hook Games
    Windows · Mac · Linux
    Median: 48 minMean: 4.1 hrs≥1hr: 38%

    Beautiful & relaxing Numberlink puzzles.

    Why similar: Puzzle 22.9%, Minimalist 22.3%, Abstract 20.2%, Relaxing 12.4%, Casual 8.6%

  55. #55 LogiNode
    68% matchMostly Positive76% of 25 reviews2022
    Dev: Fredrik Hernqvist
    Windows

    LogiNode is set in a web of nodes that are either blank or colorful, but most of them are hidden. Your job is to deduce whether the hidden nodes are blank or colorful, using the information they give you. If you like challenging Minesweeper-like games that do not require guessing, this is for you!

    Why similar: Abstract 34.1%, Minimalist 25.6%, Puzzle 18.6%, Logic 16.7%, Casual 4.1%

  56. #56 CLOUDOME: Prototype
    67% match3 user reviews100% of 3 reviews2024
    Dev: memorylick
    Windows · Mac · Linux

    Fly ship. Find way. Step outside. Make sense. Cloudome is a minimalistic game of flight, exploration, and puzzle solving with trace elements of mystery, laser shooting, and platforming. Prototype is its first version made in Unity, approximately half the size of the (hopefully) greater game to come.

    Why similar: Abstract 25.3%, Minimalist 14.1%, Puzzle 10.2%, Third Person 9.6%, Exploration 9%

  57. #57 Lisle Engle Heavy Distance
    67% match7 user reviews86% of 7 reviews2023
    Dev: TFK Studios
    Windows

    Heavy Distance is the ground breaking interactive single from Lisle Engle.

    Why similar: Abstract 29.6%, Psychedelic 29.2%, Minimalist 12.2%, Surreal 11%, Adventure 5.7%

  58. #58 klocki
    66% matchOverwhelmingly Positive97% of 4,670 reviews2016
    Dev: Maciej Targoni
    Windows · Mac · Linux
    Median: 2.1 hrsMean: 3.1 hrs≥1hr: 78%

    Minimal puzzle game.

    Why similar: Minimalist 25.2%, Relaxing 17.4%, Puzzle 16.9%, Abstract 16.7%, Logic 13.9%

  59. #59 XOB
    67% match7 user reviews100% of 7 reviews2020
    Dev: Rule Weaver
    Windows · Mac

    XOB. Kinetic. Psychedelic. Poetic. Aesthetic. 100 masterfully designed puzzles.

    Why similar: Abstract 23.7%, Psychedelic 20.4%, Minimalist 10%, Stylized 8.6%, Logic 8.5%

  60. #60 XSection
    67% match7 user reviews86% of 7 reviews2021
    Dev: Antony Lavelle
    Windows · Mac

    Put your perception of shape to the test! Can you identify which of the objects presented to you creates the outline on screen? Get ready for an all new brain exercise!

    Why similar: Abstract 39.8%, Minimalist 20.5%, Puzzle 15.4%, Stylized 12.9%, Casual 11%

Based on tag similarity + player behavior
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