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Games Like Color Slots

60+ similar titles based on shared tags and player behavior. Themes include Casual, Singleplayer, Puzzle Platformer, Indie.

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  1. #1 Bathroom
    97% match7 user reviews100% of 7 reviews2025
    Dev: Chic
    Windows

    You're being trapped in your bathroom, be quiet and save yourself.

    Why similar: Point & Click 40.8%, Puzzle Platformer 35.4%, Casual 16.8%, Singleplayer 4.3%, Indie 2.7%

  2. #2 Kristal Mağara
    96% matchMostly Positive78% of 37 reviews2023
    Dev: T.E GAMES
    Windows

    Kısa bir platform oyunu tüm kristalleri toplayıp bir sonraki seviyeye geçiyoruz oyun toplam 5 seviyeden oluşuyor

    Why similar: 3D Platformer 37.6%, Casual 28.8%, Puzzle Platformer 28.5%, Singleplayer 2.7%, Indie 2.4%

  3. #3 Gobotix: Duo
    96% matchPositive100% of 15 reviews2025
    Dev: Ludos GamesPub: SZ Interactive LTD
    Windows

    Guide two tiny robots through clever 3D isometric puzzles; solo or in co-op. Every click adds a new note to the game’s looping beat, making each run sound unique. Free to play, with optional supporter DLCs that add nothing but love.

    Why similar: Point & Click 23.5%, 3D Platformer 21.5%, Puzzle Platformer 16.9%, Casual 16.2%, Isometric 12.4%

  4. #4 Object 17
    95% matchNo user reviews
    Dev: Ilia Beliaev
    Windows

    Object 17 - is a puzzle game. This is a real test of your mental abilities. The main skill you will need is abstract thinking.

    Why similar: 3D Platformer 29.8%, Puzzle Platformer 28.3%, Point & Click 25.8%, Casual 13.7%, Indie 1.5%

  5. #5 3D Whac-A-Mole
    94% match5 user reviews40% of 5 reviews2023
    Dev: wxm
    Windows

    3D Whac-A-Mole is a very interesting game of groundhog. The rules of the game are very simple. It is a success to fight all the gophers that come out.

    Why similar: Point & Click 36.3%, 3D Platformer 32.2%, Casual 27.4%, Indie 2.3%, Singleplayer 1.8%

  6. #6 Find Colibries
    94% match2 user reviews0% of 2 reviews2024
    Dev: 7Cats-Team
    Windows · Mac · Linux

    Test your attentiveness in the captivating world of Aztec jungles in the game Find Colibries and find all the hidden birds!

    Why similar: Point & Click 26.4%, Puzzle Platformer 25.9%, Isometric 20.3%, Top-Down 14.7%, Casual 11.8%

  7. #7 Rat Race
    93% match2 user reviews100% of 2 reviews2025
    Dev: Short Sight Studios
    Windows · Mac · Linux

    A satirical puzzle-strategy game where you command a team of office drones through absurd corporate obstacle courses while enduring constant “motivation” from your overbearing CEO.

    Why similar: Point & Click 32.2%, Puzzle Platformer 28.9%, Casual 22.7%, Top-Down 13.5%, Indie 1.7%

  8. #8 Tiny Knight
    92% matchMixed67% of 30 reviews2016
    Dev: Convex
    Windows

    Tiny Knight is a single-player adventure platformer set in a fantastical world, where you set out on a hunt for a mysterious figure who destroyed your village.

    Why similar: Casual 32%, 3D Platformer 31.8%, Puzzle Platformer 27.8%, Indie 8.3%

  9. #9 Puzzle Mage
    91% matchNo user reviews2027
    Dev: Dark Ritual Studios
    Windows

    Puzzle Mage is a top-down point & click action adventure puzzle game. Step into the boots of Lyra, a young and gifted apprentice mage, as she embarks on the Rite of Ascension—an ancient and perilous trial held within the legendary Arcane Tower.

    Why similar: Point & Click 30.4%, Isometric 25.6%, Puzzle Platformer 24.8%, Top-Down 16.5%, Indie 1.6%

  10. #10 Lunar Farer: Home Beginnings
    90% matchNo user reviews
    Dev: StarvdevGames
    Windows

    Lunar Farer Home Beginnings is a room decorating game where stories of different characters are shown through the lenses of their homes, by decorating these homes you will get see the lives of these characters.

    Why similar: Isometric 37.7%, Point & Click 34%, Casual 24.6%, Indie 2.1%, Singleplayer 1.6%

  11. #11 PlatBall
    91% match2 user reviews100% of 2 reviews2018
    Dev: randomcreations
    Windows

    PlatBall is a casual puzzle platformer. Currently with 50 levels for chill playing or speedrunning.

    Why similar: 3D Platformer 54.4%, Casual 45.6%

  12. #12 Spirit Slider
    89% match1 user reviews100% of 1 reviews2022
    Dev: Koi Ishto Studio
    Windows

    A single player 3D puzzle game.

    Why similar: Point & Click 29.6%, 3D Platformer 26.8%, Puzzle Platformer 26.5%, Casual 14.1%, Indie 2.1%

  13. #13 Make Up Human
    89% match3 user reviews100% of 3 reviews2024
    Dev: VoVora Games
    Windows

    Combine body parts to create a person!

    Why similar: 3D Platformer 35.5%, Puzzle Platformer 34.1%, Casual 26.3%, Indie 2.4%, Singleplayer 1.8%

  14. #14 O.W.L Projekt 2
    88% match9 user reviews78% of 9 reviews2025
    Dev: Sagitta Studios
    Windows

    Explore O.W.L Projekt 2 with Elysion in a renewed world, facing even more complex challenges, fast enemies, and new mechanics like portals of different colors. Use the Sanctum Staff to overcome traps and escape the Watchers in an exciting adventure.

    Why similar: 3D Platformer 27.7%, Puzzle Platformer 26.6%, Isometric 18.6%, Casual 14.6%, Top-Down 11.7%

  15. #15 Dreamward
    87% matchNo user reviews
    Dev: Unveil
    Windows

    Dreamward started as a student pitch project at Carnegie Mellon University, Entertainment Technology Center. We created a puzzle-solving game experience combining novel gameplay with amazing art and music inspired by Tang and Tubo cultures.

    Why similar: Puzzle Platformer 43.5%, Isometric 30.2%, Casual 22.1%, Indie 2.3%, Singleplayer 1.9%

  16. #16 Armillo
    86% matchVery Positive89% of 242 reviews2020
    Dev: Fuzzy Wuzzy Games Inc.
    Windows

    A sci-fi-style rolling 3D platformer.

    Why similar: 3D Platformer 32.9%, Puzzle Platformer 28.1%, Casual 21.9%, Top-Down 13.3%, Indie 2.5%

  17. #17 SLIME ORDER
    86% match2 user reviews100% of 2 reviews2024
    Dev: かべろくん
    Windows

    Players just decide the order of the slimes! A puzzle game that is easy to play.

    Why similar: Point & Click 36.1%, Puzzle Platformer 34.7%, Casual 27.9%, Singleplayer 1.3%

  18. #18 Goblin Dish
    84% match3 user reviews67% of 3 reviews2025
    Dev: Bell Studio
    Windows

    Goblin Dish - A captivating 3D logic puzzle.

    Why similar: Point & Click 38.1%, Puzzle Platformer 31.2%, Casual 27.3%, Indie 2.1%, Singleplayer 1.3%

  19. #19 Hook & Go
    85% matchNo user reviews2022
    Dev: UnityPub: Skiller Studio
    Windows · Mac · Linux

    Hook & Go is a 2D platformer, you move on the levels with a hook and you grap somthing, and you are projected in this direction. Like Spider-Man!!! You will find coins and spades that can kill you, be careful!!! 100 levels of fun! For all ages! Enjoy!!!

    Why similar: Point & Click 35.1%, Puzzle Platformer 34.6%, Casual 26.3%, Indie 2.3%, Singleplayer 1.7%

  20. #20 IMUGI
    84% matchMostly Positive77% of 13 reviews2020
    Dev: Rising Dragon Studio
    Windows

    IMUGI is a point and click isometric puzzle game. Players can utilize mechanics such as box pushing, water flooding, and lightning strikes to make it past the trials laid out by the spirits of the mountain. Make it past the trial and ascend from Imugi to Dragon.

    Why similar: Point & Click 39%, Casual 30.3%, Isometric 28.7%, Singleplayer 2.1%

  21. #21 The Garden of Forking Paths
    82% matchNo user reviews
    Dev: 马桶盖子
    Windows

    "The Garden of Forking Paths" is a narrative puzzle game. But this time, you need to join me in building this "The Garden of Forking Paths" within the game!

    Why similar: Point & Click 32.3%, Puzzle Platformer 28.4%, Casual 25.2%, Top-Down 11%, Indie 1.9%

  22. #22 Mega Roller Ball
    83% match2 user reviews100% of 2 reviews2020
    Dev: Jacob (Jake) Roberson
    Windows

    A challenging, 3d obstacle, platformer game!! Where you play as...a ball. But not just a ball. A MEGA ROLLER BALL!!

    Why similar: 3D Platformer 39.8%, Puzzle Platformer 35.5%, Casual 21.5%, Indie 1.9%, Singleplayer 1.2%

  23. #23 Swan Song
    81% matchNo user reviews
    Dev: Business Goose Studios
    Windows

    Swan Song is a cozy puzzle game that invites you to slow down, listen, and reflect. Set inside a magical music box, each puzzle asks players to place notes on a musical scale. When you turn the key, the composition plays, activating platforms and opening paths that guide a small swan to safety.

    Why similar: Puzzle Platformer 35.3%, Casual 26.5%, Isometric 21.3%, Top-Down 13.8%, Indie 2%

  24. #24 Nevertales: The Beauty Within Collector's Edition
    82% matchPositive91% of 23 reviews2016
    Dev: Mad Head GamesPub: BFG Entertainment
    Windows

    A baby is left on your doorstep!

    Why similar: Point & Click 51%, Casual 49%

  25. #25 Cube Chase
    81% matchPositive81% of 16 reviews2020
    Dev: Dtmss
    Windows

    Challenge your reflexes, navigate obstacles, dodge guards and pass checkpoints to unlock new areas and reach the glowing golden cube.

    Why similar: Casual 45.4%, 3D Platformer 40%, Indie 11.4%, Singleplayer 3.2%

  26. #26 the secret of dyes
    80% match3 user reviews100% of 3 reviews2021
    Dev: GCN
    Windows

    A puzzle game about dye three primary colors, lowpoly style, fresh painting style, let's explore the secret of dye!

    Why similar: 3D Platformer 27.4%, Casual 24.7%, Puzzle Platformer 23.9%, Point & Click 21.3%, Indie 1.8%

  27. #27 Starman
    79% matchVery Positive87% of 78 reviews2018
    Dev: nada studio
    Windows · Mac

    "Starman: Tale of Light" is a slow paced puzzle adventure, with beautifully crafted sceneries and soothing music.

    Why similar: Puzzle Platformer 30.2%, Point & Click 29.8%, Casual 28.6%, Indie 11.5%

  28. #28 Until the Fields: Farmageddon
    77% match4 user reviews50% of 4 reviews2025
    Dev: No Joke Game StudiosPub: Jamk Game
    Windows

    A whimsical single-player story-driven puzzle adventure where you switch between animals, each with their own personality and abilities to escape the farm before it’s too late.

    Why similar: 3D Platformer 41.2%, Puzzle Platformer 37.2%, Casual 17.1%, Singleplayer 2.8%, Indie 1.8%

  29. #29 ORTHOISO
    79% matchPositive96% of 28 reviews2019
    Dev: Team BlueBacon
    Windows · Mac

    A platformer puzzle game about optical illusion.

    Why similar: Casual 33.9%, Puzzle Platformer 31.9%, Isometric 25.7%, Indie 8.5%

  30. #30 Mrs. Fantastic's Freaky Figurine Shop
    78% matchPositive100% of 12 reviews2022
    Dev: The Cotton Candy CollectivePub: University of Texas at Austin
    Windows · Mac

    Three lost souls find themselves stuck as figurines in a toy maker’s shop. They must use their new found bodies, a bear, a tiger, and a monkey, to escape the circus themed toy shop and return to their previous selves. Can they work together to find a way out?

    Why similar: 3D Platformer 37.7%, Puzzle Platformer 34%, Casual 14%, Top-Down 13.5%, Singleplayer 0.8%

  31. #31 Lazers Hurt
    78% matchNo user reviews
    Dev: PolyDemons
    Windows

    Want to build and explore levels full of harmful lasers? Lazers Hurt is perfect for you and on its way to prove that yes, lasers do indeed hurt.

    Why similar: Puzzle Platformer 44.4%, 3D Platformer 28.7%, Casual 25.2%, Singleplayer 1.6%

  32. #32 Satisfrustration
    76% match3 user reviews100% of 3 reviews2024
    Dev: Bogan Sorcerer
    Windows

    Satisfrustration is a trippy first-person puzzle game with directional gravity. Complete satisfying and disorientating puzzles made by The Taskmaster that become more frustratingly difficult to find solutions.

    Why similar: Puzzle Platformer 51.3%, 3D Platformer 43.1%, Singleplayer 2.8%, Indie 2.8%

  33. #33 Timings
    77% match1 user reviews100% of 1 reviews2022
    Dev: QuickBobber
    Windows

    Jump from platform to platform in this minimalist puzzle platformer. All platforms except your starting platform move at different speeds, some even carry the coveted token.

    Why similar: Casual 27.7%, 3D Platformer 25.2%, Puzzle Platformer 23.8%, Isometric 20%, Indie 2.1%

  34. #34 Down the Hill
    76% match7 user reviews43% of 7 reviews2022
    Dev: beans rolls
    Windows

    Down the Hill is an arcade scoring game. Move down the hill along the cells avoiding holes and trees.

    Why similar: Point & Click 38.3%, Puzzle Platformer 29.3%, Casual 28.5%, Indie 2.4%, Singleplayer 1.5%

  35. #35 Fable of Sand Paws
    74% matchPositive90% of 10 reviews2024
    Dev: Fabula Game Studio
    Windows

    Sand Paw is an adventurous cat who is looking for treasures! Explore the 3D dioramas, rotate the camera to find hidden locations, move blocks and platforms, solve puzzles, find and collect all the lost treasures!

    Why similar: Puzzle Platformer 26.5%, Point & Click 21%, Isometric 19.7%, 3D Platformer 18.6%, Casual 12%

  36. #36 Bokeh Adventure
    73% matchPositive100% of 10 reviews2025
    Dev: Daniel AlmenaraPub: Nintai Studios
    Windows

    Solve creative challenges with your camera in this puzzle platformer game. Explore a colorful world and join Randy on his journey to become the photographer he has always wanted to be!

    Why similar: 3D Platformer 43.3%, Puzzle Platformer 38.3%, Casual 12.7%, Indie 4.1%, Singleplayer 1.7%

  37. #37 Square Edges
    75% matchNo user reviews2024
    Dev: Soomka Games
    Windows

    Mini arcade game about a cube jumping on moving platforms. All platforms move at different speeds. Find the right moment to make a precise jump so as not to fall off the edge. Collect tokens and gain a high rating to purchase other characters.

    Why similar: Puzzle Platformer 36.7%, Casual 29.7%, Isometric 29.1%, Indie 2.4%, Singleplayer 2%

  38. #38 MagnetoBotty
    75% matchPositive91% of 11 reviews2020
    Dev: Philipp Bouillon
    Windows · Mac · Linux

    MagnetoBotty is a modern remake of the ingenious "Kiki the Nanobot", which won several awards at the uDevGame Programming contest. Give it a try if you're in the mood for a good, challenging, 3D Sokoban-like puzzle game offering new concepts in a series of 50 increasingly difficult levels.

    Why similar: 3D Platformer 39.9%, Puzzle Platformer 36%, Casual 21.3%, Indie 1.8%, Singleplayer 1%

  39. #39 Pharaoh's Secrets
    73% matchNo user reviews2026
    Dev: BrightWave
    Windows · Mac · Linux

    Explore Ancient Egypt in search of its lost treasures. A relaxing low poly 3D spot-the-difference game set across beautiful, hand-crafted scenes.

    Why similar: Point & Click 31.1%, 3D Platformer 19.6%, Puzzle Platformer 18.8%, Casual 18%, Isometric 11.1%

  40. #40 Balls
    72% matchNo user reviews
    Dev: YFGAME
    Windows

    Balls is a clicker game where you click on Balls! In Balls, you can click on Balls to get more Balls! Every 24 hours you will drop one of the common and rare Balls. You can switch between the Balls you drop during the game, and you can combine common Balls into a rare Ball!

    Why similar: Point & Click 36.5%, 3D Platformer 30%, Casual 29.6%, Indie 2.3%, Singleplayer 1.6%

  41. #41 Amazing Maze
    72% matchPositive100% of 22 reviews2023
    Dev: Lucky Raccoon Games
    Windows

    Amazing Maze brings new mechanics to the classic "roll a ball" genre where you have to capture the crystals and find the way out in beautiful mazes. Use your creativity and logical thinking to overcome obstacles or use them to your advantage. Be quick and put your name on the top of the leaderboard!

    Why similar: Puzzle Platformer 32.3%, 3D Platformer 30.9%, Top-Down 16.6%, Casual 14.6%, Indie 3.6%

  42. #42 Grapple
    73% matchVery Positive91% of 335 reviews2015
    Dev: Tuesday SocietyPub: Midnight City
    Windows
    Median: 3.0 hrsMean: 3.6 hrs≥1hr: 82%

    Grapple is a 3D puzzle platformer. You can fling, swing and climb across everything in Grapple. Different surfaces react uniquely to your gooball. Grapple is as fast paced as you want to play it. With multiple checkpoints and unlimited lives your skill is the only thing slowing you down.

    Why similar: 3D Platformer 47.6%, Puzzle Platformer 42.8%, Indie 9.6%

  43. #43 SUIKA DISH
    71% match2 user reviews100% of 2 reviews2023
    Dev: 2nek
    Windows

    Players drop fruits one by one at any time and stack them up. and when two fruits of the same type touch each other, the fruit changes to a larger fruit. Repeat this process to make the fruit bigger, aiming to create the watermelon with the highest score.

    Why similar: 3D Platformer 40.2%, Casual 32.3%, Top-Down 22.8%, Indie 2.7%, Singleplayer 2.1%

  44. #44 subway
    71% match4 user reviews25% of 4 reviews2024
    Dev: YYC
    Windows

    Detect even the smallest change and safely reach the destination station.

    Why similar: 3D Platformer 35.6%, Puzzle Platformer 33.4%, Casual 27.6%, Indie 2.1%, Singleplayer 1.3%

  45. #45 Where Shadows Slumber
    71% matchPositive92% of 13 reviews2021
    Dev: Jack KellyPub: Game Revenant
    Windows

    A moody puzzle game where shadows can change the environment around you.

    Why similar: Puzzle Platformer 41%, Point & Click 33.4%, Casual 22.9%, Indie 1.8%, Singleplayer 0.9%

  46. #46 The Bart Bonte collection
    70% matchVery Positive97% of 144 reviews2021
    Dev: Bart Bonte
    Windows

    Flash is dead, long live the Bart Bonte collection! A collection of 28 Flash games carefully packaged and remastered for you, all accessible from a selection menu with loads of achievements. All the classics you know from the browser, including the "Sugar, Sugar" and the "Factory Balls" series.

    Why similar: Point & Click 53.7%, Casual 39.3%, Indie 3.5%, Singleplayer 3.5%

  47. #47 Manastone
    70% match1 user reviews0% of 1 reviews2025
    Dev: DreamlessHero
    Windows

    You play as a mana-being, organizing manacrystals through different levels. With the power of pushing and pulling manacrystals, you need to navigate them towards their respective energy platforms.

    Why similar: 3D Platformer 28.1%, Puzzle Platformer 26.6%, Isometric 20.4%, Casual 14.4%, Top-Down 10.5%

  48. #48 Hydropawnics
    68% matchPositive79% of 19 reviews2025
    Dev: Hydropawnics Team
    Windows

    Take this shoot to the moon! Help this space cat on their mission to the stars by fixing generators, dodging lasers, and keeping the last plant alive in Hydropawnics!

    Why similar: Puzzle Platformer 36.8%, Isometric 28.7%, Casual 15.6%, 3D Platformer 10.3%, Top-Down 4.4%

  49. #49 Adapta Solva Legacy
    68% matchVery Positive97% of 90 reviews2024
    Dev: Ares BrazeltonPub: Hogeschool West-Vlaanderen
    Windows

    Adapta Solva is a short puzzle platformer adventure. Play as an Adaptarian to absorb elements from magical shrines to solve puzzles and overcome obstacles. Uncover the truth behind your creation in a world laid to ruin by an unknown cause.

    Why similar: 3D Platformer 31.8%, Puzzle Platformer 29.1%, Isometric 19.5%, Casual 16.7%, Singleplayer 3%

  50. #50 Coin Hunter
    68% match4 user reviews75% of 4 reviews2025
    Dev: eXtreme Studios
    Windows

    A game to pass the time between long downloads, triple-A titles, excuses for housework or just to keep busy, then this coin pusher game is just the thing for you. But be careful, this game has a high addictive factor.

    Why similar: Point & Click 30.8%, 3D Platformer 27.2%, Puzzle Platformer 26.5%, Casual 15.5%

  51. #51 Pumuckl and the Crown of the Pirate King
    67% match6 user reviews86% of 6 reviews2026
    Dev: Quantumfrog Pub: THQ Nordic
    Windows

    The famous German kobold Pumuckl is back with a 3D puzzle adventure game “Pumuckl and the Crown of the Pirate King”. The player controls Pumuckl through 3D puzzle levels, plays mini-games, solves tricky challenges and has to defeat scary enemies.

    Why similar: 3D Platformer 37.9%, Puzzle Platformer 33.7%, Isometric 20%, Casual 6.2%, Indie 1.6%

  52. #52 Cubia
    69% matchNo user reviews
    Dev: M. B. Karabulut
    Windows

    CUBIA is a relaxing 3D puzzle platformer set in an atmospheric world, where the ground rotates under your feet. Solve intriguing puzzles to save the world of CUBIA!

    Why similar: 3D Platformer 39.3%, Puzzle Platformer 36.1%, Isometric 21.4%, Indie 2%, Singleplayer 1.1%

  53. #53 Super Perspective
    69% matchVery Positive90% of 51 reviews2017
    Dev: The Dashing Crate
    Windows · Mac

    A mind-bending puzzle platformer where you can switch between 2D and 3D at will!

    Why similar: Puzzle Platformer 47.9%, 3D Platformer 43.3%, Indie 8.8%

  54. #54 Bee careful!
    67% matchPositive80% of 10 reviews2025
    Dev: D3R
    Windows

    A defiant Bee puzzle where you will have to control different groups of bees by remote control to collect pollen, avoid obstacles and be able to take them to the honeycomb.

    Why similar: 3D Platformer 36.3%, Puzzle Platformer 34.1%, Casual 26%, Indie 2.2%, Singleplayer 1.4%

  55. #55 Orbital Descent
    67% match1 user reviews100% of 1 reviews2025
    Dev: Clockwork Turnip
    Windows

    Dive into Orbital Descent, a fast-paced maze challenge where every tilt of the maze can lead you to victory or send you spiraling off track. You're in charge of guiding a rolling ball through twists, turns, and obstacles as the maze rotates beneath you.

    Why similar: 3D Platformer 38.7%, Puzzle Platformer 35.8%, Casual 23.4%, Singleplayer 2.2%

  56. #56 Ukko & Guará: Stellarbound
    67% matchPositive94% of 17 reviews2022
    Dev: Maqna Interactive Ltda
    Windows · Mac · Linux

    United by a fallen star, a reindeer and a maned wolf should cooperate using their own differences of environment and weather to help them solve a sequence of puzzles in a smooth and peaceful adventure to restore the magic of the star.

    Why similar: Puzzle Platformer 29.6%, Point & Click 26.3%, Casual 21.3%, Top-Down 19.4%, Indie 1.7%

  57. #57 Musical Maze
    66% match7 user reviews100% of 9 reviews2026
    Dev: FK games
    Windows

    A relaxing escape game with moving walls. Escape from the maze by manipulating the platforms. Listen to the notes, take part in the symphony. Be careful, sometimes there are enemies who want to silence you. Would you like to discover the harmony between music and the labyrinth?

    Why similar: Isometric 19.8%, Puzzle Platformer 19.5%, 3D Platformer 18.3%, Casual 17.3%, Point & Click 16.3%

  58. #58 iso-Sphere
    69% matchMixed50% of 28 reviews2015
    Dev: Mighty Fox Studio
    Windows · Mac
    Median: 3.5 hrsMean: 3.6 hrs≥1hr: 87%

    Colorful puzzle-platformer.

    Why similar: Casual 28.4%, Isometric 22.6%, Puzzle Platformer 22%, 3D Platformer 19.6%, Indie 7.4%

Based on tag similarity + player behavior
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