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Games Like Zombie

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

Similar Games

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  1. #1 残存之物 Remnants
    97% matchNo user reviews
    Dev: Storm101
    Windows

    This is a survival-focused game currently in an early stage of development. The project is primarily developed as a personal work, showcasing core gameplay systems and iterative progress. Content and features are subject to change and may be expanded over time.

    Why similar: FPS 24.8%, Zombies 20.6%, Shooter 14.7%, First-Person 9.6%, Survival 9.1%

  2. #2 Zombie Battle
    96% matchMixed52% of 23 reviews2024
    Dev: Zoltan Erdos
    Windows

    The doctors would like create new humans. Stronger, faster humans. But the humans will be zombies. The zombies killing the doctors! Your name is 'Joe'. You are Soldier. You travel the helicopter to Zombie Land, you must save the doctors and kill the zombies.

    Why similar: Zombies 21.9%, FPS 20.7%, Shooter 15.4%, Action 7.7%, Survival 7.5%

  3. #3 The Undead
    96% match1 user reviews100% of 1 reviews2021
    Dev: Jordan Pacheco
    Windows

    The Undead is a first-person shooter that takes place in a cemetery. You must fight waves of zombies and skeletons. When you reach 30 kills you'll be confronted against a fearsome foe.

    Why similar: FPS 20.2%, Zombies 16.3%, Shooter 14.6%, Survival 9.1%, Action 7.9%

  4. #4 ITERRIA ZONE
    95% match2 user reviews100% of 2 reviews2021
    Dev: VArtStyleGames
    Windows

    ITERRIA ZONE - Horde destroying game. First-person Shooter, Survival, Horror

    Why similar: Zombies 27.6%, FPS 24.8%, Survival 12.5%, Shooter 11.6%, Action 6.2%

  5. #5 Demon Zombie Outpost
    94% match2 user reviews50% of 2 reviews2021
    Dev: CitizenZPub: Citizen Z
    Windows

    Demon Zombie Outpost is a 60 + zombie kills 1 level game.

    Why similar: Zombies 23.4%, FPS 22.2%, Shooter 16.1%, First-Person 9.6%, Action 8.3%

  6. #6 Zombie Rampage
    94% 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 27%, Zombies 22.6%, Shooter 17.2%, First-Person 11.6%, Violent 5.4%

  7. #7 Undead Paradise
    93% match9 user reviews60% of 10 reviews2024
    Dev: Bjorn StudiosPub: GP Games
    Windows

    First Person wave-based horde survival. Defeat endless hordes of enemies to reach higher scores!

    Why similar: FPS 22.6%, Zombies 18%, Shooter 16.9%, Survival 10.9%, Action 9%

  8. #8 Invention 5
    92% matchMixed45% of 30 reviews2024
    Dev: Falco Software
    Windows

    3D first-person shooter with Scrollshooter elements. Complete levels, kill zombies and fight bosses to defeat the main villain - Casey.

    Why similar: Zombies 23.7%, FPS 23.1%, Shooter 16.7%, Action 8.5%, Violent 8.1%

  9. #9 Space Survivors I: The Reckoning
    91% match5 user reviews80% of 5 reviews2019
    Dev: Maurice FernitzPub: Big Games Productions
    Windows

    Hello Space Survivors, this is little shooter game. Which is now most about shooting zombies but pvp will hopefully follow. Please also read the long description.

    Why similar: Zombies 24.1%, FPS 20.4%, Survival 12.8%, Shooter 10.2%, First-Person 8.4%

  10. #10 They Come In Waves
    91% matchNo user reviews
    Dev: Light Hearted Tech
    Windows · Mac

    They Come In Waves is an action packed FPS zombie survival game. Complete exciting quests to build your inventory and craft powerful weapons to defeat hordes of undead. Can you defeat all the bosses and save the world?

    Why similar: Zombies 29.7%, FPS 19.3%, Survival 14.5%, Shooter 8.1%, Action 5.7%

  11. #11 Project Redsun
    90% matchNo user reviews
    Dev: CustomDev
    Windows · Mac

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

    Why similar: FPS 24.5%, Zombies 20.7%, Shooter 18.3%, First-Person 9.9%, Action 9.3%

  12. #12 Zombie Death Day
    89% matchNo user reviews2026
    Dev: B Rees
    Windows

    Battle for survival against zombie hordes. This FPS puts you at the frontline of the battle to repel the hordes, and save the human race. Lead the fight by destroying the infected.

    Why similar: Zombies 30.8%, FPS 21.3%, Survival 9.6%, First-Person 8.1%, 3D 6.4%

  13. #13 Dead Rush
    89% matchNo user reviews2026
    Dev: Sefa Game Studio
    Windows

    Dead Rush is an FPS arcade shooter that combines fast-paced action, stylized visuals, and relentless waves of zombies. Choose your weapon, fight with friends, and see how long you can survive.

    Why similar: Zombies 24.2%, FPS 23.2%, Shooter 12.3%, Survival 11.6%, Action 6.2%

  14. #14 MIA: SOS
    88% matchNo user reviews
    Dev: Outcast Games
    Windows

    MIA: SOS is a PC multiplayer survival game set inside a fictional reality show against the backdrop of an authoritarian past. It focuses on ad-hoc team building and showcasing players’ personalities through voice chat. Social manipulation may be key to victory.

    Why similar: FPS 21.8%, Zombies 17.9%, Shooter 16%, Survival 11.4%, First-Person 9.3%

  15. #15 Oops! Zombie Swarm
    87% match8 user reviews88% of 8 reviews2024
    Dev: Hugo
    Windows · Mac

    An unknown virus has turned most people into zombies. In this disaster, you unexpectedly discover a mysterious dragon egg, which seems to grant you immunity to the virus. Now, your mission is to protect this precious dragon egg and ensure it is not destroyed by hordes of zombies.

    Why similar: Zombies 30.7%, FPS 28%, Shooter 12.9%, First-Person 6.5%, Combat 5.9%

  16. #16 Zombie War
    86% match4 user reviews100% of 4 reviews2022
    Dev: YongHo Joo
    Windows

    Hot zombie battle with machine gun(M134), flamethrower, grenade-FPS TPS Shooting game - Strategic FPS TPS Shooting game to relieve stress - Even beginners can easily start the game at the training center - Maximize fun with different missions in Stage 1 and Stage 2 - Up to 2 remote allies(TCP/IP)

    Why similar: FPS 29.3%, Zombies 25.9%, Shooter 17.8%, 3D 7.8%, Combat 7.6%

  17. #17 Invention 3
    86% matchMostly Positive71% of 80 reviews2022
    Dev: Falco SoftwarePub: Conglomerate 5
    Windows

    In this game you have to fight your way through hordes of zombies in search of a safe place.

    Why similar: Zombies 24.8%, FPS 24%, Shooter 13.8%, Survival 8.9%, First-Person 5.7%

  18. #18 Infested
    85% 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: Zombies 25.9%, FPS 22.1%, Shooter 9.5%, First-Person 8.8%, Combat 8.5%

  19. #19 Pest'Off
    83% matchPositive81% of 27 reviews2026
    Dev: Lackers StudioPub: Montreal Video Game School
    Windows

    Pest'Off is a student made First-Person Shooter. Mutants are infesting the city and you’re the one paid to clean it up. Play as a Pest’Off employee, take extermination contracts, wipe out aggressive mutants, earn cash, and upgrade your gear. Clock in, exterminate, get paid.

    Why similar: Zombies 25.6%, FPS 24.6%, Shooter 17.9%, First-Person 10.9%, Action 9.5%

  20. #20 OutBreak Zombie
    84% matchMostly Negative20% of 10 reviews2018
    Dev: MellowStudios
    Windows

    A chilling dark town filled with zombies. How long can you stay alive?

    Why similar: Zombies 32.1%, FPS 24.1%, Shooter 10.8%, First-Person 9.8%, Violent 7.7%

  21. #21 Across Killzone
    84% match5 user reviews40% of 5 reviews2021
    Dev: Nacro9 Game
    Windows

    Nacro9 game studio My first effort Offer

    Why similar: FPS 22%, Zombies 20%, Shooter 15.9%, First-Person 8.5%, Violent 6.9%

  22. #22 Witching Hour
    82% 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 27.4%, Zombies 19.1%, Shooter 16.5%, First-Person 10%, 3D 7.3%

  23. #23 Forbidden place
    82% match5 user reviews20% of 5 reviews2021
    Dev: Coke Cat Studio
    Windows

    A zombie virus appeared in the spacecraft. Please collect the materials in the spacecraft and try to escape.

    Why similar: Zombies 26.1%, FPS 25.8%, Shooter 18.7%, First-Person 11.1%, Violent 9.1%

  24. #24 The Nightmare of Pandemic - Kyle's Story
    81% match1 user reviews100% of 1 reviews2025
    Dev: LEMIOUTGAMESPub: Jacob Jufeili
    Windows

    Kyle wakes with a headache unaware he has survived a helicopter crash in Nannestak Norway. Alone on a farm he suddenly finds himself in a space suit. A flash of light transports him back to a mission he must complete. As he progresses he experiences flashbacks uncovering pieces of his lost memory,

    Why similar: Zombies 23.8%, FPS 23%, Shooter 17.3%, Action 9%, Violent 8.6%

  25. #25 Half Alive
    80% matchMostly Positive71% of 42 reviews2023
    Dev: Tyro Interactive
    Windows

    Half Alive is a low poly wave-based survival game where every decision matters. Face hordes of zombies solo or in co-op, tackle unique challenges, and customize your arsenal. Fight, adapt, and survive.

    Why similar: FPS 23.4%, Zombies 20%, Shooter 17.3%, First-Person 10.5%, Action 8.4%

  26. #26 The Death Focal
    81% matchNo user reviews2023
    Dev: Fathi Ahmad Fathi MousaPub: The Dead Vision
    Windows

    Confront relentless undead hordes in "The Death Focal." Ten escalating levels of first-person shooting challenge your survival skills, culminating in a shocking plot twist that defies expectations

    Why similar: FPS 29.5%, Zombies 22.2%, Survival 15.7%, First-Person 12%, Action 10.5%

  27. #27 Mad Massacre
    79% matchNo user reviews
    Dev: Pixel Club
    Windows

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

    Why similar: Zombies 26.4%, FPS 25.1%, Shooter 18.6%, First-Person 11.1%, Action 9.5%

  28. #28 CARDS GUNS ZOMBIES
    78% 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: Zombies 27.4%, FPS 25.4%, Shooter 16.2%, Violent 11.1%, First-Person 8.6%

  29. #29 Favela Zombie Shooter
    77% match2 user reviews0% of 2 reviews2023
    Dev: HALVA Studio
    Windows

    Favela Zombie Shooter is a wave-based action shooter, where you have to defeat different types of zombies in a Brazilian Favela. Survive zombie waves, earn money and get better weapons to survive longer!

    Why similar: FPS 24.9%, Zombies 22.4%, Shooter 15.1%, Survival 13.5%, First-Person 6.3%

  30. #30 CRAZLIPSE
    76% match7 user reviews71% of 7 reviews2025
    Dev: Yan Massoni Game Studio
    Windows

    CRAZLIPSE is a game where officer Stefan Vincenzo uncovers a zombie apocalypse at the "Starry Sky Tree." After meeting scientist Matheus, he’s teleported to a zombie-infested zone to survive and fight.

    Why similar: Zombies 37.1%, FPS 21.7%, Shooter 16.2%, Action 8%, Combat 7.7%

  31. #31 Rampage of the Dead
    78% matchMixed64% of 14 reviews2018
    Dev: Boltok Games
    Windows

    Rampage of the Dead is an arcade FPS endless wave shooter! Will you be able to survive the wrath of the enemies or they will take over you? Defend yourself and show them... show them all...

    Why similar: Zombies 22.9%, FPS 18.1%, Shooter 11.6%, Survival 11.1%, First-Person 9.3%

  32. #32 Dead On Duty
    75% match9 user reviews100% of 9 reviews2025
    Dev: Dodoblam Interactive
    Windows · Mac · Linux

    Dead On Duty brings the golden era of wave-based zombie shooters to PC with a focus on fast-paced gunplay, tactical progression, and intense cooperative action. Whether you're a lone wolf or a squad leader, every round is a test of your reflexes and resource management.

    Why similar: Zombies 27.1%, FPS 24.1%, Survival 13.2%, Shooter 7.7%, Action 6.1%

  33. #33 Andromeda One Zombies
    77% 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 26.3%, Zombies 26.1%, Shooter 14.2%, First-Person 10.7%, Combat 7%

  34. #34 Dead Effect
    76% matchMostly Positive73% of 3,752 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 34.2%, FPS 25.7%, Shooter 10.7%, Survival 9.1%, Action 5.3%

  35. #35 RE-VIVED
    74% match2 user reviews100% of 2 reviews2026
    Dev: Matodan
    Windows

    RE-VIVED is a zombie survival fps game in a pixelated style featuring a variety of weapons, enemies and bosses for you to fight. Equip gear, upgrade your weapons and fight a wave of zombies as long as possible. Each map has its own unique set of enemies for you to kill and obtain loot from.

    Why similar: Zombies 32.1%, FPS 26.7%, Survival 16.9%, Shooter 8.6%, Violent 5.1%

  36. #36 Nightmare Simulator 2 Rebirth
    75% match4 user reviews50% of 4 reviews2020
    Dev: INDIEPLAY
    Windows

    You have lost your memories. You wake up in an unknown town... Try to survive and find the answers you seek on WHO YOU ARE!

    Why similar: FPS 28.8%, Zombies 25.5%, Violent 10.3%, Shooter 7.3%, Gore 6.7%

  37. #37 Road to Top G
    73% 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: Zombies 28%, FPS 26.7%, Shooter 19.9%, First-Person 11.8%, Action 10.2%

  38. #38 My Lil Horror
    74% matchMixed41% of 41 reviews2020
    Dev: Tegridy Made Games
    Windows · Mac · Linux

    Just a basic puzzle solving/survival game. Kill zombies, have fun, get to the end without dying! Updated versions may include more weapons, extra chapters, and more.

    Why similar: FPS 24.2%, Zombies 20.4%, Survival 17.4%, Action 8.7%, Violent 8%

  39. #39 Room Invaderz
    73% matchNo user reviews
    Dev: Matthew Ryan Taylor
    Windows

    Survive the living dead for as long as you are able! Room Invaderz is a wave-based survival game where you and your comrades kill zombies, earn points, and do your best to upgrade your arsenal to see how long you can delay the inevitable.

    Why similar: Zombies 22.4%, FPS 19.9%, Shooter 12.8%, Survival 12.8%, First-Person 8%

  40. #40 Zombie Hunter
    72% matchMixed42% of 12 reviews2025
    Dev: 辰极龙啸Pub: NIE AIRONG
    Windows

    In an apocalyptic world full of dangers, the only thing you can trust is the weapon in your hand. Survival must be earned by yourself.

    Why similar: FPS 25.2%, Zombies 21.3%, Shooter 18.9%, Casual 9.5%, First-Person 8.9%

  41. #41 T-深渊病毒:起源
    73% matchNo user reviews
    Dev: 魏泽腾
    Windows

    This game is a first person shooting game with a zombie theme, integrating elements such as first person shooting and fighting zombies. In the game, players are in a world plagued by zombies, collecting gem resources, purchasing attributes, and using weapons to eliminate zombies.

    Why similar: Zombies 28.8%, FPS 27.5%, Shooter 20%, Action 10.3%, 3D 7.9%

  42. #42 KILLGUN
    71% matchNo user reviews2026
    Dev: Hunt Studio
    Windows

    KILLGUN - is a ruthless FPS for players who crave pure, aggressive combat, high difficulty, and an atmosphere of constant survival.

    Why similar: Zombies 36.2%, FPS 26.3%, Shooter 11.3%, Survival 8.5%, Action 5.2%

  43. #43 Open Fire: Ready
    70% match2 user reviews50% of 2 reviews2026
    Dev: GHOST
    Windows

    This is a very simple first-person shooter game that you can fight enemies in various game modes and maps, experiencing the thrill of shooting.

    Why similar: FPS 28.2%, Zombies 18.6%, Shooter 15.4%, First-Person 11.8%, Violent 11.7%

  44. #44 Andromeda Zombies Colonies
    71% matchMixed53% of 58 reviews2021
    Dev: Yann GEFFROTIN
    Windows

    Andromeda Zombies Colonies is an First Person Shooter video game featuring zombies. You awaken near a station on a red planet but an experiment turn wrong and now, hostile aliens have invaded the colonies, and they target you. You must survive using the weapons at your disposal.

    Why similar: FPS 21.4%, Zombies 19.9%, Shooter 15.6%, Action 8.8%, Violent 7.8%

  45. #45 HellCrunch
    72% matchMixed55% of 11 reviews2018
    Dev: TensionSplice
    Windows

    HellCrunch is a First Person Shooter with a focus on run and gun gameplay inspired by 1990s classics. Battle against demonic hordes as you fight your way through a series of sci-fi, fantasy, and horror environments, while racing to uncover the mystery behind their mysterious leader!

    Why similar: Zombies 23.5%, Violent 20.8%, FPS 20.2%, Shooter 13.9%, First-Person 9.8%

  46. #46 ESCAPE FROM HATA
    70% matchMixed67% of 12 reviews2024
    Dev: Two LexPub: GAMEPORTAL.CO
    Windows

    What will happen if a person is overtaken by a global catastrophe during his daily routine? You can find out right now.

    Why similar: FPS 31.7%, Zombies 21%, Shooter 18.8%, First-Person 12.2%, Action 7.4%

  47. #47 Zombie Outbreak 1942
    69% match8 user reviews75% of 8 reviews2025
    Dev: FlagmanJeremy
    Windows

    Glowing eyes are seen in the distance, and you start to hear the sounds of the undead approaching your location. You quickly scramble to find your pistol and barricade the windows as quickly as you can, but it's too late. Zombies are approaching. Can you survive the zombie outbreak?

    Why similar: Zombies 30.7%, FPS 11.9%, Survival 11.8%, Shooter 9.5%, First-Person 9.1%

  48. #48 Unidentified
    71% match7 user reviews29% of 7 reviews2021
    Dev: UnamedPixel
    Windows

    The government has been attacked by unidentified creatures, and you, as a mercenary, was hired by the government to clear all the threat. An FPS game which you can fight with those cunning creatures regardless of the weather, day and night change. Earn more and more reward to buy better weapons!

    Why similar: FPS 28.6%, Shooter 20%, Violent 12.7%, First-Person 12.7%, 3D 8.9%

  49. #49 Dark Era
    70% matchNo user reviews2024
    Dev: Red Panda Games
    Windows

    A Game set in post-apocalyptic world where an alien virus has taken over, kill the infected ones ,Survive their attacks , clear the levels to complete the game. There are currently two game modes one is level based and another is Arcade mode.

    Why similar: FPS 22.7%, Shooter 17%, Zombies 14.8%, Survival 10.1%, First-Person 8.3%

  50. #50 Infected
    69% match4 user reviews25% of 4 reviews2024
    Dev: Dejan Milosevic
    Windows

    First Person Survival

    Why similar: Zombies 27.6%, FPS 27%, Survival 14.1%, Violent 7.1%, Combat 5.6%

  51. #51 Zombie Arise
    67% match4 user reviews25% of 4 reviews2025
    Dev: Spitfire Game Studio
    Windows

    Zombie Arise is a Zombie Retro FPS based on console classics from 1990.

    Why similar: Zombies 30.3%, FPS 27.1%, Shooter 13.2%, Violent 6.6%, First-Person 6.2%

  52. #52 Undead Desert Massacre
    68% match2 user reviews50% of 2 reviews2025
    Dev: bluemonkey531
    Windows

    Venture through a wasteland desert killing zombies and military units as you progress on your journey to close the source of infection and free the cities swamped by the desert from its unwanted inhabitants.

    Why similar: Zombies 30.5%, FPS 27.6%, Shooter 9.7%, Combat 7.4%, Violent 7.3%

  53. #53 The Disaster
    69% matchMostly Positive75% of 12 reviews2021
    Dev: Mag B.
    Windows

    Defend, survive, unlock, interact, upgrade and eliminate all zombies. A first person shooter game against zombies.

    Why similar: Zombies 22.8%, FPS 16.7%, Shooter 15.4%, Survival 14.9%, First-Person 8.5%

  54. #54 Graveyard Shift
    68% matchNo user reviews
    Dev: thesaladmancer
    Windows

    Graveyard Shift is an adrenaline-pumping solo zombie shooter about unleashing carnage on your coworkers. Wield office supplies as deadly weapons against endless waves of the blood moon, at a job where dying is above your paygrade.

    Why similar: FPS 27.5%, Shooter 16.5%, Zombies 16.3%, First-Person 9.9%, 3D 7.2%

  55. #55 ProjectZombieSurvivors
    68% 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 40.7%, FPS 23.4%, Shooter 19.1%, First-Person 8.2%, Action 6.4%

  56. #56 After Dark
    66% match1 user reviews0% of 4 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 23.9%, Shooter 17.5%, Zombies 12.8%, First-Person 10.1%, Survival 8.6%

  57. #57 Dirty Room
    67% matchMixed63% of 51 reviews2023
    Dev: Tactic Forge
    Windows

    First person shooter horror adventure game. As detective C, you arrived at an old friend's home and try to find out what's going on.

    Why similar: Zombies 28.6%, FPS 23.8%, Shooter 13.2%, First-Person 7.9%, Violent 7.2%

  58. #58 Furry Sniper
    66% matchVery Positive90% of 81 reviews2024
    Dev: ZC
    Windows

    Your mission is tough: eliminate 30 furries scattered across a vast woodland. As an elite sniper, you’ll need precision, patience, and perseverance to track them down and complete your task.

    Why similar: FPS 25.3%, Shooter 18.4%, Action 9.8%, First-Person 9.1%, Violent 8.5%

  59. #59 UZG Remastered
    67% matchNo user reviews
    Dev: nex
    Windows

    UZG Remastered is a low-poly, single-player, and round-based zombie shooter. Progress through levels with increasingly harder enemies and upgrade yourself along the way.

    Why similar: FPS 30.4%, Zombies 12.3%, First-Person 10.9%, Shooter 10%, Combat 8.3%

Based on tag similarity + player behavior
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