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Games Like SWAP

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

SWAP header art

In SWAP, players navigate through complex puzzles using the Swap gun to switch places with monoliths, trip pressure plates, open doors, and pass through force fields.

Reviews: 2 user reviews — 100% — of 2 reviews
Released: 2025-10-31
Developer: Project SWAP
Genres: Casual, Indie
Platforms: Windows

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  1. #1 ReThink 3.5
    97% matchPositive100% of 10 reviews2024
    Dev: Yaeko
    Windows

    ReThink 3.5 is a previously unreleased Puzzle Game rebuilt in Unreal engine 5, 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.

    Why similar: Logic 33.9%, Puzzle 27%, Casual 21%, First-Person 14.1%, Indie 2.3%

  2. #2 Rewind
    96% matchPositive84% of 19 reviews2016
    Dev: Stubborn Horse Studios
    Windows

    You're never alone with a clone. Rewind time and duplicate yourself in this first person puzzle game. Eliminate your enemies, even if it's yourself. Can you make it to the exit? You can only count on yourselves.

    Why similar: FPS 40.7%, Puzzle 32.5%, First-Person 18.8%, Indie 8%

  3. #3 Gravity Sphere
    96% matchMixed62% of 13 reviews2024
    Dev: DevB0t
    Windows

    Gravity Sphere is a 3D puzzle game where you use gravity fields to manipulate and guide projectiles through increasingly difficult levels. Strategize, aim, and solve challenging puzzles in a futuristic, physics-based environment.

    Why similar: Puzzle 22.1%, FPS 19.6%, Logic 15.8%, First-Person 13.5%, Linear 13.4%

  4. #4 Confusing game
    95% match3 user reviews100% of 3 reviews2021
    Dev: ELFAS
    Windows

    Do you want to test your reaction time, quick thinking, and ingenuity? Then this is the logic game for you.

    Why similar: Logic 38%, Puzzle 31%, Casual 21.4%, Indie 6.3%, Singleplayer 3.3%

  5. #5 Project N3T
    94% matchMixed48% of 22 reviews2023
    Dev: Myre36
    Windows

    Take control of a test subject tasked with testing out a new device that functions as a powerful magnet. Complete a few tests by moving metal objects and using the magnet as a grappling hook in this short single-player experience.

    Why similar: FPS 30.7%, Puzzle 21%, Casual 20.8%, First-Person 13.2%, Linear 10.1%

  6. #6 PuzzleSquare
    94% match8 user reviews100% of 8 reviews2023
    Dev: W.Y. Games
    Windows

    A Chinese traditional ink-style puzzle game.

    Why similar: Logic 34.4%, Casual 31.3%, Puzzle 28.4%, Singleplayer 2.9%, Indie 2.9%

  7. #7 OctoMaze
    93% matchPositive100% of 30 reviews2022
    Dev: Octagon Game Studio
    Windows

    Priceless artifacts were stolen long ago from octopus tribe by their eternal rivals – disgusting parasites. These parasites infested the entire realm since then. To stop parasites from spreading and save the tribe, artifacts have to be returned, or everything is lost.

    Why similar: Logic 34.8%, Casual 30.7%, Puzzle 28.7%, Singleplayer 3%, Indie 2.9%

  8. #8 东方厄神路
    92% match9 user reviews100% of 9 reviews2026
    Dev: 液氮盒子
    Windows

    A new incident has struck Gensokyo — misfortune is spreading like a tide, and the residents’ movements are repeatedly “hindered,” making even a single step difficult. Only the misfortune deity Hina Kagiyama, who can bear and channel misfortune, can barely press on through this ill omen.

    Why similar: Logic 34.4%, Puzzle 33.4%, Casual 26.3%, Singleplayer 2.9%, Indie 2.9%

  9. #9 Ultra Sudoku
    91% matchMixed63% of 30 reviews2024
    Dev: thepowerlies
    Windows

    Sudoku puzzle game with 4 different variations including mixed boards

    Why similar: Logic 36.1%, Casual 31.3%, Puzzle 29.6%, Singleplayer 3%

  10. #10 LightRay
    90% matchPositive100% of 13 reviews2024
    Dev: Yaeko
    Windows

    LightRay is a top down logic puzzle game in a peaceful setting, that features a plenty of Puzzles that utilize Lasers, the behavior of light and it's colors to create problems to be solved by you.

    Why similar: Logic 31.8%, Puzzle 25.4%, Linear 19.6%, Casual 17.2%, Indie 3.3%

  11. #11 RGBCELLS
    91% match4 user reviews25% of 4 reviews2018
    Dev: SC.Wu
    Windows

    Red + Green = Yellow, Red + Blue = Violet, Green + Blue = Cyan. Try to find out all cells' color

    Why similar: Logic 34.4%, Casual 30.8%, Puzzle 26%, Indie 8.7%

  12. #12 ReThink 4
    89% matchPositive91% of 22 reviews2022
    Dev: Yaeko
    Windows

    ReThink 4 is a 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.

    Why similar: Logic 34.8%, Puzzle 27.7%, First-Person 20.1%, Linear 7.1%, Casual 4.7%

  13. #13 NONOGRAM - GIRL's SWEETS
    88% match3 user reviews67% of 3 reviews2022
    Dev: HARAMI Studio
    Windows

    This is a puzzle game called NONOGRAM. Please enjoy cute and sweet anime-like illustrations by solving simple puzzles.

    Why similar: Logic 34.8%, Casual 30.7%, Puzzle 28.7%, Singleplayer 3%, Indie 2.9%

  14. #14 NONOGRAM - GIRL's SWEETS II
    87% match2 user reviews100% of 3 reviews2022
    Dev: HARAMI Studio
    Windows

    This is a puzzle game called NONOGRAM. Please enjoy cute and sweet anime-like illustrations by solving simple puzzles.

    Why similar: Logic 34.8%, Casual 30.7%, Puzzle 28.7%, Singleplayer 3%, Indie 2.9%

  15. #15 Labyrinth Escape
    89% matchMostly Negative29% of 41 reviews2017
    Dev: VS ResolutionPub: My Way Games
    Windows

    Labyrinth Escape is very challenging game, where your target is to find out of different labyrinths, avoiding bombs, mines and other scary stuff

    Why similar: FPS 32.9%, Puzzle 20.1%, First-Person 12.1%, Casual 12%, Logic 11.8%

  16. #16 Sword Slinger
    86% match8 user reviews100% of 8 reviews2020
    Dev: Firebelley
    Windows · Mac · Linux

    Slay goblins with style by using wits and magic in this unique physics-based puzzle game! Craft solutions to each level by combining several magical behaviors together. Levels are open-ended and reward creative and original solutions.

    Why similar: Casual 35.5%, Logic 29.5%, Puzzle 22.1%, Indie 10%, Singleplayer 2.8%

  17. #17 The little Puzzle House
    85% match5 user reviews100% of 5 reviews2025
    Dev: Stephane oriez creations
    Windows

    Welcome to the little puzzle house. Solve puzzles, a Simon game, a pair matching game and more in a nice cozy atmosphere. Take your time, unlock the other rooms and progress through the house.

    Why similar: Logic 40.5%, Puzzle 30.8%, Casual 20.9%, Indie 4.1%, Singleplayer 3.7%

  18. #18 World of Cube
    86% match2 user reviews100% of 2 reviews2022
    Dev: Ladder Games
    Windows · Linux

    A first-person puzzle game. Explore the world of cube and solve the puzzles.

    Why similar: FPS 25.5%, Logic 19.8%, Puzzle 17.5%, Casual 11.6%, First-Person 11.1%

  19. #19 Nonogram Nights
    84% matchMostly Positive79% of 29 reviews2023
    Dev: Evan Hahn
    Windows

    Nonogram Nights is a spooky puzzler where you use logic to uncover a mysterious picture.

    Why similar: Logic 39.1%, Puzzle 31.8%, Casual 22.8%, Singleplayer 3.5%, Indie 2.7%

  20. #20 Dodo
    84% match8 user reviews100% of 8 reviews2024
    Dev: ThreeByFour Games
    Windows · Mac

    Dodo is a tricky puzzle game where you have to enter the correct word to get to the next level. The letters you enter will change the grid on the screen - and you must get that grid to match the symbols!

    Why similar: Logic 43%, Puzzle 32%, Casual 17.5%, Indie 4.4%, Singleplayer 3.1%

  21. #21 Minesweeper Arena
    82% match5 user reviews60% of 5 reviews2026
    Dev: MadManRisesPub: MadManStudios
    Windows

    Find all the mines quicker than your friends in the classic puzzle game.

    Why similar: Logic 40.3%, Puzzle 32.2%, Casual 25.3%, Singleplayer 2.2%

  22. #22 Fantasy Mosaics 34: Zen Garden
    83% match3 user reviews67% of 3 reviews2020
    Dev: Andy Jurko
    Windows

    The penguin family discovered a "Zen" way to play multi-color mosaic puzzles also known as picross,nonogram,griddlers hanjie!

    Why similar: Casual 34.9%, Logic 31.7%, Puzzle 23.6%, Indie 9.9%

  23. #23 A Favor For The Alchemist
    81% match4 user reviews75% of 4 reviews2025
    Dev: Pickle Jar Games
    Windows

    A short and sweet escape room style puzzle game about using alchemy ingredients and brainpower to repair the alchemist's broken machinery!

    Why similar: Puzzle 32.2%, First-Person 22.1%, Logic 21.4%, Casual 18.7%, Singleplayer 3%

  24. #24 Kakuro
    82% match1 user reviews100% of 1 reviews2023
    Dev: Metaheuristic
    Windows

    This is a pure Kakuro puzzle.

    Why similar: Logic 39.9%, Puzzle 32.1%, Casual 25.3%, Singleplayer 2.8%

  25. #25 Mazer
    80% match8 user reviews88% of 8 reviews2025
    Dev: Przemysław Kruglej
    Windows

    Mazer is a puzzle game where you have to find a way through a maze while following rules of every element you encounter. With 150 handcrafted puzzles of varying difficulty, each level will test your logic to its limits!

    Why similar: Logic 44.4%, Puzzle 26.4%, Casual 23.5%, Singleplayer 3.1%, Indie 2.6%

  26. #26 Just get in through the door
    81% matchPositive92% of 13 reviews2021
    Dev: Ivan Pichugin
    Windows

    This is a first-person puzzle game. All you need to do here is to get in through the door. You need to interact with cubes, elevators, etc.

    Why similar: Logic 31.4%, Puzzle 27.2%, Casual 14.1%, First-Person 12.1%, Linear 10.6%

  27. #27 Puzzle: Nature 2
    79% matchPositive83% of 12 reviews2022
    Dev: Louie Inc
    Windows

    Puzzle: Nature 2 - Meet the continuation of the first part of the game! The game is a cute and colorful puzzle game.

    Why similar: Logic 36.7%, Puzzle 33.3%, Casual 24%, Indie 3.3%, Singleplayer 2.7%

  28. #28 Project R4T
    78% matchVery Positive92% of 139 reviews2022
    Dev: Myre36
    Windows

    Take control of a test subject tasked with testing out a new device capable of shrinking and enlarging the user. Take on a few tests by changing your size and weight in this short single-player experience.

    Why similar: Puzzle 24.9%, First-Person 20.6%, Casual 17.5%, Linear 16%, FPS 14.7%

  29. #29 Clockwork Dungeon
    79% match7 user reviews100% of 7 reviews2021
    Dev: Beardlings LLC
    Windows

    Treasure awaits within the dungeon! There are no guards... but the dungeon was built to protect itself until the end of time, its traps operating like clockwork! Your task is to get the gold and escape alive!

    Why similar: Casual 36.6%, Puzzle 34.6%, Linear 21.5%, Singleplayer 3.9%, Indie 3.4%

  30. #30 THE KEY RIDDLE
    78% match1 user reviews0% of 1 reviews2024
    Dev: Ainigma_00
    Windows

    Exciting riddles and more are ahead of you. Try not to lose yourself in the maze walls. The key riddle is not for those with weak hearts, you enter the village at your own risk. Doors are not doors, the walls are high.

    Why similar: Casual 29%, Puzzle 27.8%, First-Person 20.2%, Linear 18%, Indie 2.7%

  31. #31 Ink Bunny
    76% matchPositive94% of 36 reviews2022
    Dev: Witty Kitty
    Windows

    Relaxing puzzle game with ink bunnies.

    Why similar: FPS 32.4%, Puzzle 27.3%, Casual 26%, Linear 10.3%, Indie 2.3%

  32. #32 Escape The Buildings
    74% match3 user reviews100% of 3 reviews2025
    Dev: Level Loop Studio
    Windows

    Escape The Buildings is a tense escape game where you search rooms for hidden keys, crack color and number codes, and solve clever puzzles to break free. Every door hides a new challenge—can you escape before it’s too late?

    Why similar: FPS 35.7%, Puzzle 24.6%, Logic 20.6%, First-Person 15.1%, Indie 2.3%

  33. #33 Hexcells
    73% matchOverwhelmingly Positive97% of 5,865 reviews2014
    Dev: Matthew Brown
    Windows · Mac · Linux
    Median: 2.1 hrsMean: 4.7 hrs≥1hr: 70%

    Hexcells is an ambient logic puzzle game for PC, Mac and Linux.

    Why similar: Puzzle 51.8%, Logic 25.8%, Casual 16.3%, Indie 3.9%, Singleplayer 2.2%

  34. #34 P3TT
    76% matchMixed62% of 162 reviews2021
    Dev: Alon Cohen
    Windows

    Solve puzzles by creating portals and manipulating time. Inspired by Valve's Portal and Portal 2.

    Why similar: FPS 33.9%, Logic 22.7%, Puzzle 19.9%, First-Person 14.8%, Casual 4%

  35. #35 Einsteins Riddle
    75% match9 user reviews78% of 9 reviews2020
    Dev: DMU Software
    Windows

    A pure, simple game of logic and deduction. Random generated puzzles enables unlimited replay. Custom board layouts let you adjust the difficulty and time needed to solve a puzzle.

    Why similar: Casual 52.5%, Logic 26.4%, Puzzle 18.1%, Indie 2.9%

  36. #36 Nuts and Bolts
    77% matchNo user reviews2026
    Dev: Neki4 Electronics
    Windows

    Sort the Bolts and Nuts: 30 addictive levels of matching nuts to bolts. Easy to learn, hard to master.

    Why similar: Logic 40.6%, Puzzle 32.3%, Casual 25%, Singleplayer 2.1%

  37. #37 Mr Toffee's Slow-Thermo Sudoku Puzzles
    77% matchNo user reviews2025
    Dev: Tom Fry
    Mac · Linux

    Sudoku with an artsy twist. Full-colour hand-crafted Sudoku-Variant puzzles. Probably the prettiest puzzles in all of the world. Slow-Thermo is an easily understood Sudoku variant that pushes digits into the grid. This app includes a Sudoku conflict checker.

    Why similar: Logic 36.8%, Puzzle 32%, Casual 26.3%, Indie 2.6%, Singleplayer 2.3%

  38. #38 Batsumaru
    72% matchPositive100% of 10 reviews2022
    Dev: Tyler RaePub: TEAM CLOVER LLC
    Windows

    BATSUMARU is a short and minimalist puzzle game.

    Why similar: Puzzle 31.3%, Casual 24%, Logic 20.8%, Linear 19.6%, Indie 2.5%

  39. #39 Logic - Electrons Connect
    73% match1 user reviews100% of 1 reviews2020
    Dev: StationGamesPub: PuzzleWord
    Windows

    Logical game for meditation in which you need to connect all of the electrons among themselves.

    Why similar: Casual 36.3%, Logic 31%, Puzzle 23%, Indie 9.6%

  40. #40 Everyday Genius: SquareLogic
    71% matchVery Positive98% of 440 reviews2009
    Dev: TrueThought
    Windows
    Median: 4.7 hrsMean: 29.7 hrs≥1hr: 74%

    The next generation of puzzle games is here! Combining simple arithmetic with colorful cages and logical problem solving, this new puzzle game makes sure you never have to guess—and you don’t have to be a math wiz!

    Why similar: Puzzle 43.7%, Logic 29.5%, Casual 22.6%, Indie 4.3%

  41. #41 quadrant
    75% matchNo user reviews
    Dev: DoerStudio
    Windows

    Quadrant: A puzzle game fusing snake gameplay with math. Navigate the coordinate plane, dodge function curves, and use power-ups to rewrite them. Reach the origin to win. Unlock new functions and enjoy casual challenges.

    Why similar: Puzzle 36.4%, Logic 34.1%, Casual 26.9%, Singleplayer 2.5%

  42. #42 Test your knowledge: Dogs
    71% matchPositive82% of 28 reviews2018
    Dev: Laush Dmitriy SergeevichPub: Laush Studio
    Windows

    Is a test game that will test your knowledge of different breeds of dogs. Do you know what a variety of dog breeds look like? German shepherd, Labrador Retriever, English bulldog, Poodle, Golden Retriever, Chihuahua, and many others. Test yourself with our interesting test

    Why similar: Casual 33.3%, Logic 32.2%, Puzzle 22.1%, Indie 9.4%, Singleplayer 3.1%

  43. #43 Extreme Painting Puzzles
    72% match2 user reviews50% of 2 reviews2018
    Dev: Cardinal Game Studio
    Windows · Mac · Linux

    Extreme Painting Puzzles is a puzzle-type puzzle game. In the game you must solve different puzzles with different difficulties.

    Why similar: Casual 35.8%, Logic 29.8%, Puzzle 24.2%, Indie 10.1%

  44. #44 ReThink | Evolved 6
    68% match8 user reviews100% of 8 reviews2024
    Dev: Yaeko
    Windows

    ReThink | Evolved 6 is a 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.

    Why similar: Casual 25.5%, Puzzle 25.1%, Logic 19.6%, First-Person 15.5%, Linear 10.4%

  45. #45 Slidezzle
    68% match6 user reviews100% of 6 reviews2025
    Dev: Ghummayda
    Windows

    A sliding puzzle game! Your goal is to move all the colored blocks to their designated tiles, by moving everything in the same direction at the same time. Think ahead and plan your moves carefully to solve each level.

    Why similar: Logic 43.4%, Puzzle 32.7%, Casual 17.6%, Indie 4.7%, Singleplayer 1.7%

  46. #46 Fantasy Mosaics 35: Day at the Museum
    70% match4 user reviews100% of 4 reviews2022
    Dev: Andy Jurko
    Windows

    Enjoy the challenge of Zen mosaic puzzles, explore the museum and discover fun mini games! The gameplay features secret colors. All puzzles are based on logic.

    Why similar: Logic 33.8%, Casual 33.6%, Puzzle 29.2%, Indie 3.3%

  47. #47 FlipSum - A Puzzle By Claris Richter
    66% matchPositive94% of 18 reviews2025
    Dev: TheDollarGameStore
    Windows

    FlipSum is a bold new twist on classic number puzzles! Inspired by sudoku, this brain-teasing series challenges you to flip, cancel, and balance numbers on a grid to match the target totals. It’s a thrilling game of logic, deduction, and number.

    Why similar: Logic 41.6%, Casual 29.9%, Puzzle 26.3%, Singleplayer 2.2%

  48. #48 Line Bender
    73% matchNo user reviews
    Dev: Marek Ochocki
    Windows

    Bend the world around you to complete various puzzles. Discover block interactions, find efficient solutions, and escape the dungeon.

    Why similar: Logic 41.6%, Puzzle 33%, Casual 19.1%, Singleplayer 3.7%, Indie 2.6%

  49. #49 Hexcells Plus
    67% matchVery Positive95% of 2,789 reviews2014
    Dev: Matthew Brown
    Windows · Mac · Linux
    Median: 6.4 hrsMean: 10.7 hrs≥1hr: 81%

    Hexcells Plus is an ambient logic puzzle game for PC, Mac and Linux.

    Why similar: Puzzle 55.2%, Logic 21.5%, Casual 16.2%, Indie 5.1%, Singleplayer 1.9%

  50. #50 Hexcells Infinite
    66% matchOverwhelmingly Positive97% of 4,629 reviews2014
    Dev: Matthew Brown
    Windows · Mac · Linux
    Median: 6.8 hrsMean: 36.0 hrs≥1hr: 78%

    Hexcells Infinite is an ambient logic puzzle game for PC, Mac and Linux.

    Why similar: Puzzle 48.5%, Logic 30.4%, Casual 15.5%, Indie 3.7%, Singleplayer 1.9%

  51. #51 Repeat the image: Animals
    70% matchMostly Positive73% of 15 reviews2018
    Dev: Laush Dmitriy Sergeevich
    Windows

    It is a game for very young children. The essence of the game is that the game provides the main image with a certain animal, and the player below on the screen will be randomly offered four options of animals, but the player must choose an animal, very similar to the main image!

    Why similar: Casual 33.6%, Logic 31%, Puzzle 22.9%, Indie 9.5%, Singleplayer 3%

  52. #52 SquareCells
    67% matchVery Positive90% of 1,236 reviews2015
    Dev: Matthew Brown
    Windows · Mac · Linux
    Median: 4.0 hrsMean: 5.3 hrs≥1hr: 74%

    SquareCells is an ambient logic puzzle game.

    Why similar: Puzzle 52%, Casual 21.3%, Logic 19.3%, Indie 7.4%

  53. #53 Test your knowledge: Cities
    69% matchMostly Positive71% of 28 reviews2018
    Dev: Laush Dmitriy SergeevichPub: Laush Studio
    Windows

    Do you know what the most famous cities of the world look like? Moscow, Paris, Rome, Tokyo, Washington, Prague and many others. Test yourself with our interesting test

    Why similar: Casual 36%, Logic 33.2%, Puzzle 22.8%, Indie 4.6%, Singleplayer 3.4%

  54. #54 Squared Up
    67% match9 user reviews90% of 10 reviews2021
    Dev: SquaredUp Team
    Windows

    Join Cubert, a 3rd dimensional shape, on his quest to escape the 2nd dimension. Navigate puzzles by morphing Cubert's form and interacting with the world to escape back to the 3rd dimension.

    Why similar: Puzzle 32%, Logic 22.3%, Casual 21.6%, Linear 19.5%, Indie 2.6%

  55. #55 Code Correction
    74% matchNo user reviews2021
    Dev: Feral Code Monkey
    Windows

    a puzzle game based on parity and hamming codes.

    Why similar: Logic 38.8%, Casual 29.4%, Puzzle 28.8%, Singleplayer 3%

  56. #56 Mystery Riddles
    69% match9 user reviews56% of 9 reviews2017
    Dev: AnaWiki Games
    Windows · Mac

    A magical logic puzzle adventure! Solve Pic-A-Pix (Picross / nonograms) and Fill-A-Pix puzzles across 200 handcrafted levels, restore the Great Tapestries, and save the fading kingdom of Mysteria.

    Why similar: Logic 42%, Puzzle 26%, Casual 19.4%, Linear 7.3%, Indie 4.2%

  57. #57 The Dream Sequence
    71% matchNo user reviews2026
    Dev: Playrock Studios
    Windows

    Solve these unique handcrafted puzzles, some of which are inspired by dreams.

    Why similar: Puzzle 31%, Logic 29.7%, First-Person 17.8%, Casual 17%, Indie 2.5%

  58. #58 Brainkilled
    63% matchPositive100% of 22 reviews2025
    Dev: Brainkilled Games
    Windows

    A brutal logic & math puzzle game where every level hides a password. No hints. No hand-holding. Just you, the rules, and the slow realization that the answer was there all along.

    Why similar: Puzzle 38.5%, Logic 36.5%, Casual 18.9%, Indie 3.3%, Singleplayer 2.7%

  59. #59 LightRay | Wayfinder
    65% match4 user reviews100% of 4 reviews2024
    Dev: Yaeko
    Windows

    LightRay | Wayfinder is a top down logic puzzle game in a peaceful setting, that features a plenty of Puzzles that utilize Lasers and Wayfinders which interact with your solution and the puzzle.

    Why similar: Casual 28.9%, Puzzle 28%, Logic 25.1%, Linear 13.4%, Indie 2.6%

  60. #60 Pictoglyph
    70% matchNo user reviews
    Dev: Blue Collar Industries
    Windows

    Pictoglyph is a Nonogram/Picross style puzzle game in which the player learns and remembers a set of shapes represented by symbols, which have to be marked on a grid using clues and logic.

    Why similar: Logic 40%, Puzzle 31.8%, Casual 23.4%, Indie 2.7%, Singleplayer 2.1%

Based on tag similarity + player behavior
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