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Games Like ROUGH KUTS: 3D

60+ similar titles based on shared tags and player behavior. Themes include First-Person, Shooter, Action, FPS.

Similar Games

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  1. #1 The SS Destiny Disaster
    97% match4 user reviews100% of 4 reviews2025
    Dev: Mars On Fire
    Windows

    Humanity's ambition for the stars turns into a brutal fight for survival. The crew of The SS Destiny discovers a bacteria that turns their mission into a nightmare. Find resources, battle infected, and escape the doomed ship as it spirals into chaos.

    Why similar: Zombies 18.9%, FPS 14.1%, Shooter 12.1%, Horror 12%, Survival Horror 11.6%

  2. #2 Horde from Hell
    96% match8 user reviews88% of 8 reviews2025
    Dev: Kevin Coleman
    Windows

    Blast through zombies in this classic wave based shooter. With three maps to make your last stand, how long can you survive?

    Why similar: Zombies 23.7%, FPS 19.6%, Survival Horror 11.9%, Shooter 11.4%, Retro 9.2%

  3. #3 Witching Hour
    95% matchMostly Positive81% of 14 reviews2023
    Dev: MythicPenguin
    Windows

    Witching Hour is a zombie wave shooter where you have to survive until the clock strikes 12. You are trapped inside the house while hordes of zombies attack you from every angle. Can YOU survive until witching hour?

    Why similar: FPS 27.8%, Shooter 17.4%, Zombies 16.5%, Horror 12.8%, First-Person 9.3%

  4. #4 NUCLIDEAN
    94% matchNo user reviews
    Dev: NDT
    Windows

    NUCLIDEAN puts you into the shoes of a janitor at a planetary outpost invaded by an alien cult. In this retro boomer-shooter with a Non-Euclidean twist, you will encounter portals, crazy geometry and bloody monstrous enemies. All that on a distant planet where the rules of the Earth do not apply.

    Why similar: FPS 23.6%, Shooter 18.1%, Old School 14.8%, Horror 10.1%, Action 9.8%

  5. #5 SKYCOP
    94% matchNo user reviews
    Dev: SIENTURE
    Windows

    Welcome to the year 2080! The number of unemployed and criminals is skyrocketing, but we won't let it happen. This is where Project SkyCop comes in - an elite unit of police officers who can take on anything.

    Why similar: FPS 27%, Shooter 20.9%, Old School 18.3%, Action 12%, First-Person 9.9%

  6. #6 Infested
    93% matchNo user reviews2026
    Dev: UHGDEV
    Windows

    Infested is a simple First Person Shooter. You will encounter many zombies as you fight your way through the zombie-infested city. Will you make it to the hospital to find the first infected victim? Only with its DNA samples will science be able to create an antidote.

    Why similar: FPS 23.1%, Zombies 23.1%, Horror 13.4%, Shooter 10.3%, Survival Horror 9%

  7. #7 PATHOGEN X
    92% matchVery Positive81% of 308 reviews2024
    Dev: BraveCat'Studios
    Windows

    An immersive, first-person survival shooter where you step into the boots of Special Agent Aiden Clark. Dive deep into a hazardous underground laboratory, tasked with the perilous mission of neutralizing a biological menace and securing a pathogen sample.

    Why similar: Zombies 21.6%, FPS 21.1%, Survival Horror 14.7%, Shooter 13.3%, Horror 13.2%

  8. #8 Terrorform
    91% match4 user reviews100% of 4 reviews2022
    Dev: Arctos Games
    Windows · Mac

    Terrorform is a modern take on classic FPS games. Blast your way through a space station and leave a wake of destruction.

    Why similar: FPS 27.9%, Old School 25.4%, Shooter 16%, Horror 9%, Action 7.4%

  9. #9 Relinquished: Souls Asylum
    91% match1 user reviews0% of 1 reviews2025
    Dev: Scottibros
    Windows

    You wake up alone in a decaying house, with no memory of how you got there. The front door is locked—and the only way out is through. Solve classic survival horror-style puzzles, fight off undead horrors, and survive long enough to escape... if you can.

    Why similar: FPS 18.1%, Zombies 17.9%, Old School 16.2%, Shooter 12.5%, Horror 11.6%

  10. #10 Hospital Hell
    90% matchNo user reviews
    Dev: Sacrosanct Studios
    Windows

    Hospital Hell is a first-person survival horror game where you will fight zombies and other abominable nightmares. Explore the halls of St. Olga's Hospital and try to solve the mystery of why this place that was once considered a refuge, has now turned into Hell.

    Why similar: Zombies 20.9%, FPS 17.9%, Survival Horror 15.4%, Old School 12%, Shooter 9%

  11. #11 NEON KNIGHT
    89% matchNo user reviews
    Dev: Cyberius Dei
    Windows

    Old-school FPS in a neon package with lasers and robots! Fast paced action, bunny hopping and rocket jumping.

    Why similar: FPS 29.6%, Old School 26%, Retro 12.5%, Shooter 10.3%, Sci-fi 8.7%

  12. #12 DzombZ
    89% matchMostly Positive71% of 35 reviews2023
    Dev: Houari Mohamed Amine
    Windows

    Survive or die ! Experience survival horror full of puzzles while escaping between the streets of Algeria after zombies invasion . Suffer to protect your life in situations never attempt them before with first person perspective and powerful actions that make it more realistic then ever

    Why similar: Zombies 21.2%, FPS 18.8%, Survival Horror 14.9%, Horror 14.4%, Shooter 10.6%

  13. #13 SCP The Beginning
    86% matchPositive81% of 16 reviews2026
    Dev: InfinitEnergy Gaming Studio
    Windows

    A first-person survival horror game set inside a collapsing containment facility. Explore restricted sectors, read unreliable reports, and survive hostile entities where following procedures can be just as deadly as breaking them.

    Why similar: FPS 22.5%, Horror 15.5%, Survival Horror 14%, Shooter 13%, Zombies 9.5%

  14. #14 Bloodwatch
    88% match7 user reviews29% of 7 reviews2022
    Dev: DIG Games
    Windows

    Bloodwatch is a short horror game about surviving at all cost on the island when the maniacs are trying to find and kill you. Explore, finding weapons, items, find the leader and kill him.

    Why similar: FPS 28.1%, Shooter 18.7%, Horror 12.3%, Exploration 12.2%, First-Person 9.8%

  15. #15 Andromeda One Zombies
    87% matchMixed44% of 70 reviews2020
    Dev: Yann GEFFROTIN
    Windows

    Andromeda One Zombies is an First Person Shooter video game featuring zombies. The game take place in the far future where spatial exploration of galaxy is possible. A virus has spread and now zombies are rampant. The hero is in the military and try to bring order in the Andromeda galaxy.

    Why similar: FPS 26.8%, Zombies 22.7%, Shooter 15%, First-Person 10%, Survival Horror 7.8%

  16. #16 Dead Effect
    86% matchMostly Positive73% of 3,783 reviews2014
    Dev: BadFly Interactive, a.s.
    Windows · Mac
    Median: 4.6 hrsMean: 11.4 hrs≥1hr: 90%

    Fight for your life in the INDIE SCI-FI FPS game fit for both casual and hard-core gamers with a passion for hunting down hordes of zombies. Prepare yourselves for the incoming nightmare!

    Why similar: Zombies 29.8%, FPS 26.3%, Horror 12.1%, Shooter 11.4%, Action 6.3%

  17. #17 Abaddon
    85% matchNo user reviews
    Dev: Sam Jackson
    Windows

    A Gothic horror FPS where you die in one hit. Battle the undead and servants of Abaddon in a new FPS built with old technology.

    Why similar: FPS 18.4%, Vampires 16.7% ★, Zombies 16.3%, Shooter 12.2%, Horror 11.6%

  18. #18 Straw Path
    84% matchNo user reviews
    Dev: SafeCabin Games
    Windows

    Two months alone in a mountain shack. A locked-away gun. A silent man forced back into a world that stopped waiting for him. Straw Path is a slow-burn survival horror shooter about what it costs to go back outside — and what's already found its way in.

    Why similar: Zombies 23.2%, FPS 20.1%, Survival Horror 15.8%, Horror 12.1%, Shooter 8.3%

  19. #19 Zombie Hunter
    84% matchMixed53% of 133 reviews2021
    Dev: 1MBPub: VIVA STUDIOS
    Windows · Mac

    Take your guns and start killing zombies in the best FPS Shooting game

    Why similar: FPS 24.4%, Zombies 21.2%, Shooter 18.7%, Survival Horror 13.1%, Action 10.2%

  20. #20 Quarantine Town
    83% match2 user reviews0% of 2 reviews2023
    Dev: Desert Interactive
    Windows

    Survive against relentless zombie hordes in an immersive post-apocalyptic world. Battle through waves, explore treacherous environments, and make split-second decisions to stay alive. Can you endure the nightmare and outlast the undead? It's a test of strategy, skill, and nerves.

    Why similar: FPS 25.6%, Shooter 15.8%, Zombies 13.5%, Exploration 11%, Horror 9.6%

  21. #21 The Lifeline
    82% matchNo user reviews
    Dev: Penche SoftwarePub: PlayWay S.A.
    Windows

    To escape this terrifying hospital, you must leave your fears behind. Can you do it? Explore, face zombies, use weapons, avoid traps, and react fast to survive.

    Why similar: Zombies 22.9%, FPS 18.8%, Horror 15.3%, Survival Horror 13%, Shooter 9.1%

  22. #22 Anomalous
    82% matchMixed70% of 179 reviews2024
    Dev: Byron Dunwoody
    Windows

    A SHORT and sweet pixelated low fidelity 90s throwback hyper-fast action shooter. Survive and fight through a city overrun with manufactured monstrosities, biomass horrors, and a military authority trying to purge everything living. Heavy metal / techno soundtrack featuring BOD Music

    Why similar: FPS 29.1%, Shooter 17.6%, Old School 15.8%, Horror 13.8%, Action 7.9%

  23. #23 Mad Massacre
    81% matchNo user reviews
    Dev: Pixel Club
    Windows

    Fight your way through hordes of mutants and arm yourself with powerful weapons. Monster mayhem!

    Why similar: FPS 26.6%, Zombies 23.9%, Shooter 20.5%, Action 11.7%, First-Person 10.8%

  24. #24 Invariant
    81% matchNo user reviews2028
    Dev: Faros Game Studio
    Windows · Linux

    An atmospheric, story-driven sci-fi FPS set in Antarctica in the 1990s. Explore an isolated facility, solve environmental puzzles, uncover secrets and fight through increasingly intense encounters using a diverse range of weapons and powerful combat abilities.

    Why similar: FPS 24.1%, Zombies 17.1%, Shooter 13.3%, Survival Horror 11.2%, Sci-fi 9.8%

  25. #25 Deadshot
    79% matchVery Positive87% of 677 reviews2024
    Dev: v0lt
    Windows

    You wake up as an army soldier in the middle of a mutant apocalypse, trying to figure out what the hell happened and blasting some heads on the way. Deadshot is a retro styled first person shooter inspired from classics like Half Life, Doom, Quake and many alike.

    Why similar: FPS 22.2%, Old School 18.6%, Shooter 15.2%, Horror 11.7%, Retro 11.3%

  26. #26 Tokyo Outbreak: Zero
    80% matchNo user reviews2026
    Dev: BIG GAME STONE
    Windows

    An FPS survival horror set in Japan. After surviving the Operation to Eliminate the Infected, the protagonist is ordered to secure the virus developer and heads to Tokyo. Explore and fight using survivors’ requests and information. Manage limited ammo and healing items to survive.

    Why similar: Zombies 27.3%, FPS 19.8%, Survival Horror 14.6%, Horror 13.7%, First-Person 8.2%

  27. #27 Grimwalker
    79% matchNo user reviews
    Dev: GrimArctic
    Windows

    Face off against hell forces in shooter "Grimwalker". Engage in thrilling combat with a variety of weapons and use your demon form to become even more powerful. Explore a world filled with secrets while managing your resources to survive.

    Why similar: FPS 19.4%, Old School 18.4%, Zombies 14.5%, Shooter 12.4%, Horror 10.2%

  28. #28 It's Spreading
    78% match1 user reviews0% of 1 reviews2026
    Dev: David HollowayPub: DnDavid
    Windows

    It's Spreading is a game where you are trying to find a hidden entity taking over the ship and when it's finally revealed, it's action time! In the game the entity is hiding as an object in the ship and each time you play the object is randomly assigned. Designed to be fast paced and replayable.

    Why similar: FPS 29.2%, Shooter 23.8%, Horror 11.1%, Action 9%, Casual 8.6%

  29. #29 After Dark
    77% match1 user reviews20% of 5 reviews2026
    Dev: CodeCrunch Games
    Windows

    After Dark is a first-person endless wave zombie shooter set across multiple locations. Survive as long as you can against relentless hordes of the dead in a fight that only ends when you do.

    Why similar: FPS 24.1%, Shooter 18.3%, Zombies 11%, Horror 10%, Action 9.6%

  30. #30 Square Head Zombies 2 - FPS Game
    78% matchMixed42% of 64 reviews2019
    Dev: Sabrina Aridi
    Windows
    Median: 54 minMean: 6.1 hrs≥1hr: 45%

    New zombies need to be defeated in Square Head Zombies 2. Go to new places, find and destroy them all.

    Why similar: FPS 22.2%, Zombies 18.9%, Old School 15.5%, Shooter 14.8%, First-Person 8.3%

  31. #31 BEASTWATCH: Meat & Mayhem
    76% matchPositive82% of 34 reviews2024
    Dev: Somnambulist Games
    Windows

    Beastwatch is a retro-style horror shooter in which you play a security guard working his first night in a slaughterhouse.

    Why similar: FPS 20%, Old School 17.4%, Shooter 14.6%, Survival Horror 9.1%, Retro 8.6%

  32. #32 Zombie Rampage
    77% matchMostly Negative20% of 10 reviews2018
    Dev: MellowStudios
    Windows

    You are trapped in a graveyard overrun by zombies. Your only objective is to survive as long as possible.

    Why similar: FPS 31.8%, Zombies 22.7%, Shooter 20.9%, First-Person 12.5%, Action 6.6%

  33. #33 Mortal Dark
    76% match5 user reviews60% of 5 reviews2022
    Dev: Marius Popa
    Windows

    Mortal Dark is a first person action-adventure retro game where you have to do anything to survive and escape from the hungry creatures.

    Why similar: FPS 24%, Shooter 16.2%, Old School 12.7%, Horror 12%, Exploration 9.4%

  34. #34 Horrorvania
    75% matchNo user reviews2026
    Dev: Artem Popov
    Windows

    A dark Metroidvania-style shooter with dangerous bosses and surreal horror. Explore twisted locations, search for weapons, and save your wife from the clutches of demonic forces.

    Why similar: FPS 23.1%, Horror 16.1%, Shooter 15.1%, Survival Horror 14.4%, Zombies 12.4%

  35. #35 Out Of Hell
    74% matchNo user reviews
    Dev: Long Nguyen
    Windows

    You are Donovan Ling, a police officer and one of the last living souls in a city decimated by a demonic onslaught. Fight against relentless hordes of the undead, nightmarish horrors and hellish entities as you attempt to unravel the mysteries behind the invasion and escape with your life!

    Why similar: Zombies 19%, FPS 15.7%, Old School 12.4%, Survival Horror 12.1%, Horror 12%

  36. #36 Marefunction
    73% matchNo user reviews
    Dev: Marebrew
    Windows · Linux

    A prototype robot pony wakes up in an abandoned facility. Manage your limited power and switch between Vision, Movement, and Combat modes to survive the hostile machines that took notice of your awakening.

    Why similar: FPS 26.2%, Shooter 16.8%, Horror 12.2%, Exploration 10.9%, First-Person 9.9%

  37. #37 From The Grave
    74% matchMixed55% of 33 reviews2020
    Dev: Esteban Jauregui
    Windows

    Zombie Survival Game

    Why similar: FPS 27.5%, Shooter 15.5%, Survival Horror 15.1%, Zombies 14.5%, Horror 12.4%

  38. #38 Project Redsun
    73% matchNo user reviews
    Dev: CustomDev
    Windows

    Project Redsun is a zombie First person shooter. You have to defend yourself against hoards of zombies coming straight for you.

    Why similar: FPS 28.4%, Shooter 22%, Zombies 20.5%, Action 12.5%, First-Person 10.5%

  39. #39 Trimson
    73% matchNo user reviews2027
    Dev: William OrrPub: NactoGamingStudios
    Windows

    TRIMSON is a system-driven zombie survival game where you play as a rescue operative sent into infected zones to save survivors. Every injury, infection, resource, and survivor lost has lasting consequences.

    Why similar: Zombies 26.5%, Survival Horror 17.2%, Horror 14.2%, FPS 10%, Shooter 7.6%

  40. #40 Deathly Dominion
    71% matchMostly Positive70% of 30 reviews2024
    Dev: xHARDHeMPuS
    Windows

    Deathly Dominion is an intense survival game where players face endless hordes of zombies in a post-apocalyptic world. Each wave brings new challenges, requiring quick skills and well-thought-out strategies to survive. An immersive and challenging game for fans of the genre.

    Why similar: FPS 22.6%, Shooter 19.3%, Zombies 15.6%, Horror 10.6%, Action 10%

  41. #41 Abglantz
    72% matchNo user reviews
    Dev: substract
    Windows

    Enter a realm of nightmares and claw and shoot your way through hordes of bloodthirsty vermin and things that are much, much worse in this retro FPS

    Why similar: FPS 29.5%, Shooter 18.6%, Horror 14.6%, Old School 14.3%, Action 8.7%

  42. #42 FIRESTORM DEADLAND
    71% matchNo user reviews
    Dev: Kai J. FosterPub: Steam
    Windows

    FIRESTORM DEADLAND is a first-person shooter survival horror game where you have to survive as much time as you can by defending the world against unHumans and unknown species in the year 2063.

    Why similar: Zombies 28.5%, FPS 21.4%, Survival Horror 15%, Shooter 9%, Horror 6.8%

  43. #43 The Northern Gate : Special agent
    72% match2 user reviews50% of 2 reviews2021
    Dev: Jun YangPub: Centillion Games
    Windows

    Save the world from the monsters invading! With your flying board, keep moving, get weapons, and kill the monsters! Don't forget to make strategies before every combat because it won't be an easy fight!

    Why similar: FPS 24%, Shooter 16.1%, Zombies 13%, Horror 11.6%, Exploration 9.4%

  44. #44 VRSUS DEAD
    71% matchNo user reviews
    Dev: Germán Augusto
    Windows

    So many zombies and so few bullets!

    Why similar: FPS 23.9%, Zombies 17%, Shooter 15.8%, Survival Horror 13.4%, Horror 12.3%

  45. #45 Road to Top G
    70% matchMostly Positive76% of 42 reviews2023
    Dev: Ali Alnajjar
    Windows

    Survive waves of zombies, collect perks, unlock boss door, and face the Top G in an intense showdown.

    Why similar: FPS 28.4%, Zombies 25.4%, Shooter 22%, Action 12.7%, First-Person 11.5%

  46. #46 ProjectZombieSurvivors
    70% match4 user reviews75% of 4 reviews2022
    Dev: SHOTA KASAI
    Windows

    Level-based x Wave-based Zombie ShooterYou gain experience by defeating zombies and gain skill points as you level up!There are a total of 27 different skills! You can gain experience by defeating zombies and gain skill points as you level up!Explore the city and collect items!

    Why similar: Zombies 36.2%, FPS 24.4%, Shooter 20.6%, Action 7.8%, First-Person 7.7%

  47. #47 CARDS GUNS ZOMBIES
    69% matchNo user reviews
    Dev: Art Games Studio S.A.Pub: Art Games Studio S.A.
    Windows

    Open packs of CARDS to arm yourself with various equipment, abilities, and the best GUNS on the market, then slay hordes of ZOMBIES!

    Why similar: FPS 28.1%, Zombies 25.9%, Shooter 18.6%, Horror 14.9%, First-Person 8.7%

  48. #48 The Death Tree
    69% match7 user reviews71% of 7 reviews2022
    Dev: Diego Alonso Martin
    Windows

    The Death Tree is an ambiental, first-person, horror hunting short game with 'Smooth Movement'. Set in a nightmarish dark forest that involves action and "jump scares" through a tension and intrigue atmosphere. Hunt creepy monsters,ruthlessly creatures and witches.

    Why similar: FPS 20.4%, Zombies 16.2%, Shooter 14%, Horror 11.4%, Survival Horror 8.4%

  49. #49 Pest'Off
    67% matchPositive85% of 46 reviews2026
    Dev: Lackers StudioPub: Montreal Video Game School
    Windows

    Pest’Off began as a student-made First-Person Shooter and evolved into a full Steam release. Mutants are infesting the city, and you’re the one paid to clean it up. Take extermination contracts, wipe out aggressive mutants, earn cash, and upgrade your gear. Clock in, exterminate, get paid.

    Why similar: FPS 27.8%, Zombies 24.7%, Shooter 21%, Action 12.5%, First-Person 11.2%

  50. #50 Dr. Gloom’s Lab™
    67% match3 user reviews100% of 3 reviews2025
    Dev: WOBBLDPub: Dogan Development
    Windows

    Embark on a heart-pounding horror survival shooting experience. Unravel the mysteries as Jaxon Blair in Dr. Gloom's sinister lab. With its immersive atmosphere, pulse-pounding first-person action and twisted narrative, this solo-developed masterpiece keeps you on the edge until the end.

    Why similar: Survival Horror 15.4%, Horror 14.9%, FPS 14.7%, Collectathon 13.4%, Shooter 12.9%

  51. #51 One Last Toast
    66% matchPositive97% of 32 reviews2025
    Dev: Dr. CollederasPub: Fontana Studios
    Windows

    One Last Toast is a single player retro-inspired action horror game set in a Venetian villa. Explore the intricate interiors, solve puzzles and battle relentless zombie hordes to reach the heart of the curse trapping you in this haunted estate.

    Why similar: FPS 23%, Zombies 17.2%, Old School 14.3%, Horror 11.5%, First-Person 8.5%

  52. #52 ADACA
    67% matchVery Positive91% of 901 reviews2022
    Dev: Siris Pendrake
    Windows
    Median: 3.0 hrsMean: 6.9 hrs≥1hr: 78%

    A Sci-fi FPS set on the mysterious planet ADACA. - Use your GRAVITY-MANIPULATING arm to HURL objects at your foes or even RIP weapons directly from their hands! - EXPLORE and manipulate the environment in this EERIE and HOSTILE world!

    Why similar: FPS 20.7%, Old School 19.6%, Horror 11.6%, Shooter 11.2%, Retro 9.1%

  53. #53 Alkimya: House of Wisdom
    67% matchNo user reviews
    Dev: Iksyr
    Windows

    A first-person survival horror game set in the House of Wisdom during the 1258 siege of Baghdad. Scavenge for resources, craft alchemical flasks, unlock an interconnected sanctum of Golden Age puzzles, and survive the Mongol invaders — and the cosmic horror waiting beneath them.

    Why similar: FPS 18.4%, Survival Horror 17.8%, Horror 16.5%, First-Person 10.9%, Exploration 8.8%

  54. #54 Counter-Strike Nexon
    68% matchMixed67% of 43,348 reviews2014
    Dev: ValvePub: NEXON
    Windows
    Median: 1.4 hrsMean: 50.4 hrs≥1hr: 56%

    Counter-Strike Nexon is a Free to Play MMOFPS offering competitive PvP and PvE action including content from the original Counter-Strike and all new game modes, map creation function, weapons, and hordes of Zombies!

    Why similar: Zombies 25.7%, FPS 24%, Sandbox 11.3%, Shooter 10.8%, Horror 9.8%

  55. #55 Where Is Lena?
    66% matchMostly Positive77% of 30 reviews2026
    Dev: Ufuk SuPub: GrayWolvesGames
    Windows

    Do you have the courage to sneak into a deadly facility to save the woman you love? In the cold corridors of the underground lab, you’ll face not only complex puzzles but also terrifying creatures. Every step has a price, every bullet has a limited life. Tell me, how far would you go for love?

    Why similar: Zombies 23.4%, Horror 17.8%, FPS 16.4%, Survival Horror 15.9%, Action 7.3%

  56. #56 Nosferatu: The Wrath of Malachi
    68% matchVery Positive87% of 3,235 reviews2014
    Dev: Idol FXPub: Funbox Media Ltd
    Windows
    Median: 1.9 hrsMean: 3.1 hrs≥1hr: 71%

    It is a misty evening in the year of our lord 1912. The Pattersons, a poor but proud aristocratic family of the British nobility, and some of their closest friends, arrive at the castle Malachi residence of a wealthy Romanian Count.

    Why similar: Vampires 27.3% ★, Horror 25.4%, FPS 14.9%, Survival Horror 8.4%, Shooter 6.7%

Modeli
ROUGH KUTS: 3D cover art

Games Like ROUGH KUTS: 3D

Based on tag similarity + player behavior
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