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Games Like Softboiled

60+ similar titles based on shared tags and player behavior. Themes include Precision Platformer, 3D Platformer, Platformer, Singleplayer.

Similar Games

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  1. #1 Pogo Knight
    97% match2 user reviews100% of 2 reviews2024
    Dev: Jimzzy
    Windows

    Bounce your way to the top and claim victory... How hard could it be?

    Why similar: Precision Platformer 36.2%, Difficult 19%, 3D Platformer 18%, Platformer 8.9%, Physics 8.3%

  2. #2 Beach Ball Bounce Back
    96% matchNo user reviews2026
    Dev: FREIT GAMES
    Windows

    BBBB is a challenging physics platformer. If you fall down, just bounce back!

    Why similar: Precision Platformer 26.3%, Difficult 21.8%, 3D Platformer 20.7%, Physics 16%, Platformer 7.8%

  3. #3 Bounce Forever
    96% matchNo user reviews2026
    Dev: Korkai Games
    Windows

    Bounce from the backyard to the clouds in this punishing vertical climber. The only thing faster than the climb is the fall. Bounce forever and you might just reach the top.

    Why similar: Precision Platformer 33.4%, Difficult 18.3%, 3D Platformer 17.2%, Platformer 8.8%, Physics 8.2%

  4. #4 A Difficult Game About ROLLING - ReUpRise
    95% matchPositive81% of 16 reviews2024
    Dev: Livinskii Aleksandr
    Windows

    Explore a vertical world as you roll, fall, and try again.

    Why similar: Precision Platformer 33.8%, Difficult 20.7%, Physics 15.4%, 3D Platformer 12.3%, Platformer 7.8%

  5. #5 Cubes & Spheres
    94% matchNo user reviews2026
    Dev: TIGsoft
    Windows

    Stay sharp. Every click matters. Guide your cube to the end of each stage using precise clicks. Anything red will send you back to the start.

    Why similar: Precision Platformer 37.3%, 3D Platformer 24.6%, Physics 16.3%, Platformer 9.3%, Action 8.1%

  6. #6 Only Up 2
    94% matchMostly Negative36% of 183 reviews2023
    Dev: SKYZ Studio
    Windows

    Reach new heights in "Only Up 2," set in a mysterious world above the clouds, brimming with secrets waiting to be unearthed. Embark on an ascent like no other, the only limit is the sky.

    Why similar: Precision Platformer 37.9%, Difficult 20.3%, 3D Platformer 19.1%, Platformer 9.4%, Third Person 5%

  7. #7 Scuttle Up
    93% matchPositive94% of 31 reviews2025
    Dev: Moonside Studios
    Windows

    You are a crab. Your goal is to climb. This game is hard.

    Why similar: Precision Platformer 30.3%, Difficult 20.1%, 3D Platformer 16.4%, Platformer 8.6%, Physics 7.9%

  8. #8 WING IT!
    92% matchNo user reviews2024
    Dev: OBOYUDORI
    Windows

    A 3D platform game that depicts a small sparrow's adventure as it aims for a star shining in the night sky. Race up the stages with double jumps and compete for the best scores with players from around the world!

    Why similar: Precision Platformer 31.8%, 3D Platformer 18.8%, Difficult 18.1%, Physics 15.1%, Platformer 11.4%

  9. #9 Deber
    91% match7 user reviews86% of 7 reviews2024
    Dev: Awarth
    Windows

    Deber is a short platform game where you play as Deber, a minor demon. You have to help your demon lord to get back his precious flame, which gives him his power.

    Why similar: Precision Platformer 35.2%, 3D Platformer 21.3%, Physics 15%, Platformer 12.9%, Third Person 7.3%

  10. #10 Eggbert
    91% matchNo user reviews
    Dev: Blooma Games
    Windows · Linux

    A wobbly egg on a deadly journey, with countless ways to crack. One fall resets everything. Survive Eggbert’s relentless climb to the pan. If your nerves can handle it.

    Why similar: Precision Platformer 29.1%, Difficult 17%, 3D Platformer 15.4%, Physics 14.4%, Platformer 8.4%

  11. #11 MEGAJUMP
    90% matchMostly Positive75% of 145 reviews2020
    Dev: Laptop gaming
    Windows

    Only some will reach the top. Will you be one of them? in this precision 3D platformer where every jump is a risk and easy to learn-hard to master controls you will certainly feel rewarded once you start climbing from the Pit of Despair. Just don't fall. FREE NOW

    Why similar: Precision Platformer 30%, Difficult 18.7%, 3D Platformer 15.6%, Physics 12.3%, Platformer 8.4%

  12. #12 The Most Difficult Ball Game
    89% matchNo user reviews2026
    Dev: TheTrophyDev
    Windows

    Getting Over It — but with a ball.

    Why similar: Precision Platformer 33.8%, Difficult 20.3%, Physics 15.8%, 3D Platformer 9.8%, Platformer 9.4%

  13. #13 Upward Bound
    89% matchNo user reviews
    Dev: BewkyPub: Bewky LLC
    Windows

    Upward Bound is a platforming challenge about struggling upwards in hopes of getting back to your family! This adventure to reach the top of the mountain will demand full mastery of the technique of jumping.

    Why similar: Precision Platformer 42.4%, Difficult 19.1%, 3D Platformer 14%, Platformer 7%, Physics 6.6%

  14. #14 I Am Fish
    88% matchMostly Positive74% of 3,555 reviews2021
    Dev: Bossa StudiosPub: Curve Games
    Windows
    Median: 3.3 hrsMean: 5.1 hrs≥1hr: 81%

    I Am Fish is a charming, physics-based adventure starring four intrepid fish friends, forcibly separated from their home in a pet shop fish tank. Swim, fly, roll and chomp your way to the open ocean in a bid for freedom and to re-unite once again.

    Why similar: Precision Platformer 23.9%, Difficult 17.6%, 3D Platformer 16.7%, Physics 15.1%, Cartoon 10.7%

  15. #15 Drunk: Relapsed
    87% matchPositive93% of 14 reviews2022
    Dev: Team Tyrant
    Windows

    Drunk: Relapsed is a challenging and comedic 3D adventure. You will need to stumble and hop through the treacherous streets and alleys to reach the safety of your house. On your journey you'll be able to collect drinks to unlock new outfits.

    Why similar: Precision Platformer 31.5%, Difficult 19%, 3D Platformer 16.2%, Physics 12%, Platformer 7.8%

  16. #16 Worm Adventure 4: Into the Wormhole
    86% matchPositive100% of 30 reviews2021
    Dev: Joey Cook
    Windows

    A 3D precision platformer where you jump, squirm and swing your way to the top of the cave, and into whatever lies beyond.

    Why similar: Precision Platformer 41.6%, 3D Platformer 20.9%, Physics 15.4%, Platformer 9.2%, Action 4.8%

  17. #17 Balloon & You
    86% matchNo user reviews2026
    Dev: Lapiz Corto
    Windows

    One touch..one mistake..BOOM! Do you dare to carry a balloon to the end without it touching ANYTHING? First-person perspective: precise physical touches + extreme parkour. If it touches any surface..it explodes and you're back to the start! Patience, precision, and nerves of steel.

    Why similar: Precision Platformer 31.2%, Difficult 21.9%, 3D Platformer 17.2%, Physics 16.8%, Atmospheric 3.2%

  18. #18 Super Antonio
    85% matchPositive92% of 24 reviews2024
    Dev: Xileh
    Windows

    Super Antonio is a difficult 3D platformer with satisfying movement. Climb to the top while enduring a punishing experience.

    Why similar: Precision Platformer 35.9%, Difficult 24.9%, 3D Platformer 24.6%, Platformer 9.4%, Action 2.9%

  19. #19 Gigacrab: Getting Over The Meme
    84% match3 user reviews100% of 3 reviews2025
    Dev: MaxtiGames
    Windows

    Be a muscular crab and climb your way to the top in this rage-inducing challenge. Use only your powerful claws to swing, launch, and scale. Every fall will test your patience. Can you reach the summit?

    Why similar: Precision Platformer 39.5%, Difficult 23.5%, Physics 18.2%, Third Person 7.8%, Platformer 4.5%

  20. #20 LOST EGG
    84% matchVery Positive82% of 185 reviews2019
    Dev: KIMIDORI SOFT
    Windows

    The first of low-price series of Kimidorisoft! A hard action adventure game depicting raw egg ecstasy and bravery.Aim for a frying pan that rolls past various stages with awkward music.

    Why similar: Precision Platformer 31.3%, Difficult 18.7%, 3D Platformer 17%, Physics 15.3%, Platformer 9.3%

  21. #21 Ladder it Up!
    83% matchPositive90% of 10 reviews2024
    Dev: Voxel_MP
    Windows

    One guy, one ladder, and a tower. Test your climbing skills in this difficult platformer that demands patience, precision, and determination. Filled with diverse environments, challenges, and collectibles!

    Why similar: Precision Platformer 39.7%, Difficult 22.7%, 3D Platformer 18.6%, Platformer 7.8%, Physics 6%

  22. #22 Out of the Mist
    82% matchPositive90% of 48 reviews2023
    Dev: Death by Broccoli
    Windows · Mac

    Challenge yourself to master a unique control scheme in this platformer game. Take control of the environment and traverse through atmospheric, yet challenging levels.

    Why similar: Precision Platformer 27.7%, Difficult 19.9%, Physics 16.6%, 3D Platformer 16.4%, Platformer 10.9%

  23. #23 RGBounce
    82% matchNo user reviews2023
    Dev: Vuoritomu
    Windows

    A Challenging and fast-paced 3D platformer where you have to navigate through the levels by matching your color with the color of the platform

    Why similar: Precision Platformer 33.3%, 3D Platformer 23.2%, Difficult 23.1%, Platformer 10.1%, 3D 4.1%

  24. #24 The Fire
    81% matchPositive93% of 14 reviews2020
    Dev: strampPub: Plasma Studios
    Windows

    The Fire is a difficult 3D platformer in a world that grows around you.

    Why similar: Precision Platformer 35.6%, 3D Platformer 19.5%, Physics 9%, Platformer 8.8%, Difficult 8.2%

  25. #25 OVERTOP
    81% matchMixed53% of 15 reviews2022
    Dev: Performance Artist
    Windows

    There is only one rule – the higher you rise, the more painful it is to fall.

    Why similar: Precision Platformer 34.4%, Difficult 21.6%, 3D Platformer 13.5%, Platformer 11.7%, Physics 6.5%

  26. #26 Leaphopper
    79% matchNo user reviews
    Dev: Nord
    Windows

    Leaphopper is a casual precision platformer. This relaxing rage game is for people who love a challenge but also appreciate a breather. Master your jumps with a simple yet satisfying hold-and-aim mechanic and make your way up strange landscapes, leap by leap.

    Why similar: Precision Platformer 37.9%, 3D Platformer 18%, Physics 17.6%, Platformer 9.7%, Third Person 6.6%

  27. #27 Davy Hooker
    79% matchNo user reviews
    Dev: Redroot Games
    Windows

    Can you get Davy to the top? Swing your way through a surreal world in this hand-crafted challenge platformer. Grapple with unique challenges, explore hidden paths, and try not to fall!

    Why similar: Precision Platformer 41.7%, Difficult 23.7%, Physics 16.6%, Platformer 6.2%, Action 5.7%

  28. #28 The Lone Blade
    78% matchPositive93% of 42 reviews2023
    Dev: Opia Games
    Windows

    The Lone Blade is a 3D platformer where you are a soul trapped in a sword. In order to redeem yourself, you will have to create your own path: jump, dash, spin, or spike to the ground and walls to go through the deserts and climb canyons, and temples... to the highest mountain.

    Why similar: Precision Platformer 31.4%, Difficult 18.3%, 3D Platformer 16.8%, Physics 9.5%, Platformer 9%

  29. #29 Super Sami Roll
    78% matchVery Positive84% of 178 reviews2021
    Dev: Sonzai Games
    Windows

    Sami’s on a mission to rescue his friend Vera and he needs your help! Join him in this exhilarating, colorful 3D platformer and fast roll, air-grapple, and jump to save her!

    Why similar: Precision Platformer 23.3%, Difficult 18.5%, 3D Platformer 17.1%, Physics 14.4%, Cartoon 9.4%

  30. #30 Climbing Mountain Sins
    77% matchNo user reviews
    Dev: NA
    Windows

    Embark on a challenging journey of redemption in Climbing Mountain Sins. Conquer sins, and climb to heavenly salvation. Master climbing, face obstacles, uncover secrets. A keyboard-breaking, nail-biting adventure. Can you ascend and overcome your inner demons? Rise to absolution!

    Why similar: Precision Platformer 37.1%, 3D Platformer 18.6%, Difficult 18.3%, Platformer 8.6%, Physics 8.3%

  31. #31 Try Me
    77% matchMixed64% of 33 reviews2022
    Dev: Matthew WestonPub: ATR
    Windows

    Try Me is a 3D Platform game where moving a ball to a floating square has never been more difficult. This game is completely torque based and all about momentum.

    Why similar: Precision Platformer 38.6%, Difficult 23.3%, 3D Platformer 17.5%, Physics 7.9%, Platformer 5.8%

  32. #32 Speed Climb
    76% match2 user reviews50% of 2 reviews2024
    Dev: Odd Merchant Studios
    Windows

    A momentum-based 3D platformer carefully designed to torture you.

    Why similar: Precision Platformer 34.4%, Difficult 20.7%, 3D Platformer 17.7%, Platformer 9.8%, Third Person 5.9%

  33. #33 Swing Scale
    75% match4 user reviews75% of 4 reviews2024
    Dev: Paleap Studio
    Windows

    Swing Scale is a game that uses centrifugal force to explore various worlds and aim upward. Adjust the length of the wire, adjust the speed, and push the limits.

    Why similar: Precision Platformer 37%, Difficult 22.3%, Physics 16.4%, 3D Platformer 9.8%, Action 5.5%

  34. #34 LOST BUBBLES: Sweet mates
    76% matchMixed70% of 99 reviews2021
    Dev: KIMIDORI SOFT
    Windows

    This is a hard action adventure game for the modern warrior who survives in a harsh society, depicting the smoothness of soap, the stubbornness of defying it while cutting yourself, and the sense of unity with like-minded friends you meet along the way.

    Why similar: Precision Platformer 36.9%, 3D Platformer 20.5%, Platformer 11.5%, Physics 10.9%, Third Person 7.4%

  35. #35 a Difficult game about Wheelchair
    74% matchMixed63% of 16 reviews2025
    Dev: SATEKI GAMES
    Windows

    Overcome the obstacle course while sitting in a wheelchair, using unique controls.

    Why similar: Precision Platformer 32.9%, Difficult 21.9%, Physics 16.5%, 3D Platformer 10%, Third Person 6.7%

  36. #36 Reach the light
    75% matchPositive92% of 12 reviews2023
    Dev: TodiStation
    Windows

    Jump twice every so often to reach the light in this difficult precision platformer with the power of a simple ball. Explore a world full of challenges that will test your patience and skill.

    Why similar: Precision Platformer 33.4%, Difficult 20.5%, 3D Platformer 18.4%, Physics 13.6%, Platformer 6.4%

  37. #37 LOST BALLOONS: Airy mates
    74% matchPositive88% of 34 reviews2023
    Dev: KIMIDORI SOFT
    Windows

    "If only I could fly free in that sky..." This is a hard action-adventure game that should be played while holding on to the memories of those days of floating balloons with such thoughts in mind. Easy among the LOST object series by KIMIDORI SOFT, so it is recommended for first-time players.

    Why similar: Precision Platformer 37.1%, 3D Platformer 20.3%, Platformer 11.5%, Physics 11%, Third Person 7.3%

  38. #38 DICEASTER
    73% matchNo user reviews
    Dev: SubnogamesPub: towelie
    Windows

    This is a hard game. Very hard. You play as a die, and your goal is to climb. Simple, right? Wrong. Each level leaves you with less room for error, more risk, and less hope. Honestly, I don’t think you’ll make it. But if you do… glory awaits. Will you make it into the top ranks?

    Why similar: Precision Platformer 37.1%, Difficult 26.9%, Physics 18.2%, Platformer 8.5%, Colorful 3.2%

  39. #39 Rollover
    73% match2 user reviews100% of 2 reviews2025
    Dev: Kevinsunde
    Windows

    Rollover is a brutally punishing climbing game where every roll could be your last. With unpredictable, difficult physics and a movement system designed to test your limits.

    Why similar: Precision Platformer 36.2%, Difficult 24.9%, 3D Platformer 11.9%, Physics 8.3%, Platformer 7.5%

  40. #40 Boing Over It
    73% matchNo user reviews2026
    Dev: Soto Enterteinment
    Windows

    Boing Over It is a challenge to your pride and your sanity. You’re a spring. You jump. You fail. You fall. And you try again… because you can’t stand letting the game win. Can you reach the top without losing your mind? I don’t think so.

    Why similar: Precision Platformer 31%, Difficult 26.3%, Physics 18.7%, Platformer 11%, Cartoon 7.3%

  41. #41 Speard
    72% match9 user reviews100% of 9 reviews2023
    Dev: Decentblup
    Windows

    Speard is a fast paced platformer. Beat levels as fast as you can. Traverse your way through vast worlds with only a Spear and a Rocket Jump.

    Why similar: Precision Platformer 38.1%, 3D Platformer 19.1%, Difficult 18.9%, Physics 9.2%, Platformer 8.7%

  42. #42 Cluck Up!
    71% matchNo user reviews2026
    Dev: Forged By Ox
    Windows · Linux

    You are a rooster and your girl's been birdnapped. Get up there and save her!

    Why similar: Precision Platformer 33.7%, Difficult 19%, 3D Platformer 18%, Platformer 9.3%, Physics 9%

  43. #43 Echelon
    70% match9 user reviews100% of 9 reviews2025
    Dev: Riftcore Games
    Windows

    Can you master the brutal climb of Echelon? Trapped with no memory and compelled to ascend a massive, mysterious tower, you uncover the chilling record of a stranger's struggle. Your climb demands perfection, but is the fear of falling stopping you from achieving your goals?

    Why similar: Precision Platformer 41.2%, Difficult 30.7%, Physics 8.8%, Platformer 7.7%, Action 5.8%

  44. #44 Rollin' Garry
    70% match2 user reviews100% of 2 reviews2025
    Dev: Reindeer Games Interactive
    Windows

    A surprisingly difficult challenge platformer. Roll your way to the top in this easy to play, tough to master physics-based platformer. One mistake and Garry could be toast!

    Why similar: Precision Platformer 37.7%, Platformer 13.4%, Cartoon 12.5%, Physics 10.8%, Difficult 9.7%

  45. #45 Jumplats
    71% matchNo user reviews
    Dev: Spyco01Pub: Paros Games
    Windows

    Jump through different levels in a game based on "the floor is lava".

    Why similar: Precision Platformer 49.4%, 3D Platformer 24.2%, Platformer 12.9%, Action 7%, 3D 4.7%

  46. #46 Wheel Balance
    71% matchNo user reviews2026
    Dev: Okiddy Games
    Windows

    Wheel Balance is a hard and fun physics-based game about balancing on two wheels. Master controls and beat all locations, compete with your friends. Try not to fall far away down!

    Why similar: Precision Platformer 39.9%, Difficult 21.7%, Physics 16.4%, Platformer 11.8%, Action 5.4%

  47. #47 Mousebound
    72% matchMostly Positive75% of 16 reviews2020
    Dev: GNos Games
    Windows

    Mousebound is an unforgiving game of unique controls, patience, and discovery.

    Why similar: Precision Platformer 30.4%, Difficult 21.3%, 3D Platformer 14.7%, Physics 13.5%, Platformer 7.7%

  48. #48 House Hopper
    70% match5 user reviews100% of 5 reviews2024
    Dev: Random Games Generator
    Windows · Linux

    JUMP, FALL, CRACK, REPEAT! This stress inducing golf-like 3D platformer will push your resolve to the limit. Climb through super-hard levels, solve puzzles, unlock hidden playable objects! Beat your highscores! Is the game too hard? GET BETTER!

    Why similar: Difficult 22.6%, Physics 19%, Precision Platformer 16.7%, 3D Platformer 16.2%, Cartoon 6.9%

  49. #49 Super Meat Boy 3D
    67% matchVery Positive88% of 119 reviews2026
    Dev: SluggerflyPub: Headup
    Windows

    The infamous, tough-as-nails platformer – now in 3D!

    Why similar: Precision Platformer 34.2%, Difficult 21.2%, 3D Platformer 18.5%, Platformer 11.1%, Action 5.2%

  50. #50 Expandaball
    69% matchNo user reviews2026
    Dev: LT Games
    Windows

    The bigger the ball, the bigger the challenge. Use your panda’s growth to reach new heights in this addictive physics platformer.

    Why similar: Precision Platformer 40.6%, 3D Platformer 21.5%, Physics 18.2%, Action 7.6%, Platformer 5%

  51. #51 JUMPY BUNNY
    68% match7 user reviews100% of 7 reviews2024
    Dev: TodiStation
    Windows

    Reach the top of the burrow! Jump, jump, and jump. This game is about jumping with precision and determination. Oh yeah, it's also playable with your friends.

    Why similar: Precision Platformer 32.8%, Difficult 20.3%, 3D Platformer 18.2%, Cartoon 11.7%, Platformer 9.5%

  52. #52 Item Collector Ball
    69% matchNo user reviews
    Dev: Fizzle Studios
    Windows · Linux

    Physics based family fun for all ages. Vibe to original tunes as you roll your way through dynamic levels.

    Why similar: Precision Platformer 29.9%, Physics 17.2%, 3D Platformer 15.8%, Platformer 11.5%, Difficult 6.4%

  53. #53 Ball of Poo
    67% matchPositive94% of 16 reviews2023
    Dev: echomune
    Windows

    Help Dung Beetle Chan get the dung ball to the goal!

    Why similar: Precision Platformer 37.2%, Physics 22%, 3D Platformer 19.7%, Platformer 8.2%, Third Person 7.8%

  54. #54 Frog Space
    69% matchMixed55% of 11 reviews2021
    Dev: Highlendid
    Windows

    Frog Space is a game about the adventures of frog 'Froxy' that avoids obstacles such as animals, vehicles, and terrain. Since only the skills and senses of the player are the only ways to clear this game, it requires a high level of concentration, equanimity, and a challenging spirit.

    Why similar: Difficult 26.5%, Precision Platformer 24.7%, 3D Platformer 12.5%, Platformer 11.9%, Third Person 7.9%

  55. #55 Cosmotica
    68% matchPositive100% of 10 reviews2022
    Dev: Marbie Games
    Windows

    Cosmotica is a tough-as-nails first-person platforming game that tests your platforming prowess in the void of deep space. Jump, walljump, and dash through 30 hand-crafted levels. Master the high skill movement that makes for fun speedruns through the levels.

    Why similar: Precision Platformer 35.7%, 3D Platformer 21.8%, Platformer 13.5%, Action 9.5%, Physics 7%

  56. #56 Bouncing Over It
    67% matchNo user reviews
    Dev: EmotionEvolve
    Windows

    Bouncing Over It is a precision platformer where you control the Monkey King's staff to reach the summit. Navigate obstacles with physics-based movement using the mouse. Each fall is a new challenge, climb back up and try again. Test your skill, patience, and perseverance in this game.

    Why similar: Precision Platformer 35.4%, Difficult 25.9%, Physics 17.2%, 3D Platformer 7.8%, Platformer 6.1%

  57. #57 Keepy UP
    67% matchNo user reviews
    Dev: TLL
    Windows

    Push yourself ever higher in this challenging reimagining of a classic childhood game. Guide your balloon through a vertical gauntlet of seagulls, ghosts, UFOs and more! Your balloon is your only friend, and gravity is your greatest foe. Are you skilful enough to Keepy UP?

    Why similar: Precision Platformer 52.5%, Difficult 29.3%, Platformer 9.2%, Action 6.2%, Singleplayer 2.8%

  58. #58 Axium's Box
    68% match1 user reviews0% of 1 reviews2023
    Dev: LeonHeart Studios
    Windows

    Climb, FALL, Die! is the theme of Axium's Box, a game that draws inspiration from "Celeste" and "Jump King," while taking it to a whole new level with stunning 3D graphics. If you enjoy pain, frustration, challenging obstacles, and, paradigm shifts then Axium's Box is the game for you.

    Why similar: Precision Platformer 33%, Difficult 21.8%, 3D Platformer 14.5%, Platformer 9.7%, Third Person 5.9%

  59. #59 Panem: Ascension
    66% matchNo user reviews
    Dev: Snowy Software
    Windows

    Ascend to your destiny! In Panem: Ascension, a challenging 3D platformer where every jump matters, traverse 6 zones representing your past lives to earn your rebirth as a dragon. Test your patience in this perilous climb!

    Why similar: Precision Platformer 48.6%, 3D Platformer 24%, Platformer 12.9%, Third Person 7.9%, 3D 5.2%

Based on tag similarity + player behavior
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