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Games Like Umbral

60+ similar titles based on shared tags and player behavior. Themes include Horror, Psychological Horror, Walking Simulator, Atmospheric.

Umbral header art

Mateus sought an end, but found the beginning of a nightmare. After his suicide, he awakens in the Umbral: a hostile spiritual dimension inspired by Spiritism and Umbanda. A first-person atmospheric psychological horror journey where death is far from the final rest.

Reviews: Positive — 83% — of 48 reviews
Released: 2024-08-07
Developer: Walter O. M. Junior
Publisher: Mechanical Souls
Genres: Adventure, Indie
Platforms: Windows

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    97% matchVery Positive84% of 230 reviews2025
    Dev: JustTomcuk
    Windows

    You woke up in some basement and don't remember who you are or how you ended up here... But what you do know is that you need to get out of here...

    Why similar: Walking Simulator 16.9%, Supernatural 15.4%, Psychological Horror 12.5%, Realistic 10.2%, Dark 9.2%

  2. #2 Obfuscation
    96% matchMostly Positive72% of 43 reviews2025
    Dev: mid1224
    Windows

    Escaping from a car trunk, you find yourself in the garage of a mysterious house, with no memory of what happened. Step inside this first-person psychological horror experience and uncover the truth hidden inside.

    Why similar: Supernatural 16%, Walking Simulator 15.8%, Psychological Horror 12.7%, Dark 10.2%, Mystery 8.9%

  3. #3 Flick
    96% matchNo user reviews
    Dev: Inqdrop Studios
    Windows

    Shift realities with the flick of a light switch and plunge into the grotesque to uncover your family's twisted past. A psychological horror game where you must balance the light you need to progress with the terrifying nightmares it summons.

    Why similar: Walking Simulator 14.3%, Supernatural 13.4%, Dark 9.5%, Psychological Horror 8.8%, Realistic 8.5%

  4. #4 In My Head
    95% matchMostly Positive71% of 131 reviews2024
    Dev: JustTomcuk
    Windows

    You have been sent photographs of a place where, according to rumors, an artifact of an ancient civilization is hidden... Do you dare to go there?!

    Why similar: Walking Simulator 17.3%, Supernatural 16.4%, Psychological Horror 12.8%, Dark 8.7%, Psychological 7.9%

  5. #5 Dreamless
    94% matchMostly Positive73% of 119 reviews2024
    Dev: Setone GamesPub: Limansia Fears
    Windows

    In a remote provincial town, teenagers mysteriously disappear every 25 years. You're a high school student about to turn 18... But what if you become the next victim?

    Why similar: Psychological Horror 12.8%, Walking Simulator 12.4%, Supernatural 11.6%, Psychological 11.5%, Dark 10.7%

  6. #6 Sitter
    94% matchNo user reviews
    Dev: Setone GamesPub: Limansia Games
    Windows

    Investigating the mysterious death of his grandmother, a detective breaks into her home to discover the truth, but the dwelling begins to play tricks on him. The space breaks, fears become flesh, and there is still no way out. Every step, every new room, every cycle is a chance to go mad.

    Why similar: Psychological Horror 12.9%, Supernatural 11.8%, Walking Simulator 11.7%, Psychological 11.1%, Dark 10.9%

  7. #7 Greed Stays Home
    93% matchVery Positive90% of 229 reviews2025
    Dev: Yellow Basement Games
    Windows

    A horror walking sim that emphasizes atmosphere, tension, fear, and immersive storytelling, all heightened by well-timed jump scares. The game takes place in a village frozen in time, stuck somewhere in the mid-20th century.

    Why similar: Walking Simulator 16.2%, Supernatural 15.1%, Psychological Horror 11.8%, Dark 8.9%, Mystery 8.6%

  8. #8 The Strange Lights
    91% matchVery Positive91% of 109 reviews2026
    Dev: JustTomcuk
    Windows

    You have arrived in a forest where people are rumored to disappear and strange things happen... Locals often see bright flashes and hear strange sounds...

    Why similar: Walking Simulator 16.6%, Supernatural 15.5%, Psychological Horror 12.1%, Realistic 10%, Mystery 8.9%

  9. #9 The Cursed Tape
    92% matchVery Positive81% of 316 reviews2024
    Dev: JustTomcuk
    Windows

    Someone slipped a mysterious videotape under your door... Do you dare watch it?!

    Why similar: Walking Simulator 18%, Supernatural 15.2%, Psychological Horror 13.3%, Realistic 9.4%, Dark 8%

  10. #10 MIRROR MIRROR
    91% matchMixed70% of 67 reviews2025
    Dev: ZeroZeroThirteen
    Windows

    MIRROR MIRROR is a first-person psychological horror game. You repeatedly find yourself in a house where you find presence of unknown entities. Go through unreal experiences in the house and uncover the secrets of your fractured mind. Experience the tension and fear in the repeating space.

    Why similar: Supernatural 15.9%, Walking Simulator 15%, Psychological Horror 12.2%, Realistic 9.8%, Psychological 9.4%

  11. #11 9 Childs Street
    90% matchVery Positive91% of 759 reviews2023
    Dev: N4bA
    Windows
    Median: 1.1 hrsMean: 1.2 hrs≥1hr: 59%

    This is a first-person indie horror game. In 9 Childs Street you will find the terrifying atmosphere of a recently abandoned house, and its captive inhabitants, through the eyes of a curious little boy in a red cap.

    Why similar: Walking Simulator 17.6%, Psychological Horror 15%, Supernatural 12.3%, Dark 12.1%, Linear 7.4%

  12. #12 The Dark Gift
    89% matchMostly Positive78% of 116 reviews2024
    Dev: JustTomcuk
    Windows

    The Dark Gift is a horror game about Christmas and New Year.

    Why similar: Walking Simulator 16.7%, Supernatural 13.5%, Psychological Horror 12.2%, Realistic 10.1%, Linear 8.2%

  13. #13 Lost Verses
    89% matchMixed43% of 14 reviews2024
    Dev: Behrmann Studios
    Windows

    Lost Verses is a first-person psychological horror game where you face supernatural forces and inner fears, using faith and your mother's teachings as defense. Survive the spiritual battles, PRAY! Resist the enemy, and it will flee from you.

    Why similar: Supernatural 17.7%, Walking Simulator 14.7%, Psychological Horror 13.1%, Psychological 9.5%, Faith 9%

  14. #14 Night At The Mall
    88% matchNo user reviews2026
    Dev: Easewwin
    Windows

    Night At The Mall is a first-person, psychological horror game where you take night shift inside an abandoned shopping mall that refuses to stay still.

    Why similar: Supernatural 16.1%, Psychological Horror 12.1%, Walking Simulator 10.4%, Psychological 9.4%, Mystery 9%

  15. #15 The Gretlow Tapes
    86% matchVery Positive92% of 109 reviews2025
    Dev: Aegon Games
    Windows

    Armed with nothing but your camera, investigate the abandoned Gretlow House in this short, atmospheric horror game. Uncover a chilling mystery through a realistic found-footage lens.

    Why similar: Supernatural 18.5%, Walking Simulator 15.2%, Psychological Horror 13%, Realistic 11.1%, Psychological 8.4%

  16. #16 Dread Disc
    87% matchNo user reviews
    Dev: MadBug Studio
    Windows

    Spot the differences in your apartment while something unknown is trying to get in.

    Why similar: Supernatural 20.5%, Psychological Horror 15.8%, Dark 10.2%, Walking Simulator 9.5%, Mystery 8.8%

  17. #17 Where Is Mother
    86% matchNo user reviews
    Dev: Kornux Games
    Windows

    A son returns to his childhood home to find his mother. The door is open. The house is frozen. Where Is Mother is a harrowing horror walking simulator, oppressive… with every step pulling you further from reality.

    Why similar: Supernatural 17.7%, Walking Simulator 17.3%, Psychological Horror 14.2%, Psychological 13.4%, Realistic 8.6%

  18. #18 Anomaly Mansion
    84% matchNo user reviews
    Dev: Pinholic Games
    Windows

    Locked in the main room of a mansion, avoid becoming insane by removing randomly appearing anomalies. You start at 12:00 AM and can leave at 06:00 AM.

    Why similar: Walking Simulator 18.7%, Psychological Horror 14.4%, Supernatural 13.4%, Psychological 9.4%, Dark 9%

  19. #19 The Binding Hour
    83% matchMixed63% of 27 reviews2025
    Dev: Crimson Vale StudioPub: Twisted Joy
    Windows

    The Binding Hour is a first-person psychological horror game set in a forgotten house lost deep in the woods. Explore shifting spaces, confront haunting echoes, and uncover a truth that refuses to stay buried. Every hour binds you tighter—will you break the loop, or become part of it?

    Why similar: Psychological Horror 18.1%, Mystery 13.8%, Dark 11.1%, Walking Simulator 10.9%, Psychological 9.3%

  20. #20 Veil of Sight
    84% matchNo user reviews
    Dev: Emberfall Games
    Windows

    Veil of Sight is a first-person psychological horror game. After disturbing eye experiments, blinking is no longer natural. Explore an abandoned hospital, solve puzzles and survive the doctor who turned your body against you.

    Why similar: Walking Simulator 18.1%, Supernatural 17.3%, Psychological Horror 13.4%, Dark 9.5%, Realistic 9.3%

  21. #21 Mannequin The Passing
    85% matchMostly Positive73% of 26 reviews2022
    Dev: Robot Legs Games
    Windows

    Mannequin The Passing is a single-player psychological horror game. Get through the stages watching the mannequins carefully as some show signs of wanting to stop you. Use patience and observational skills to get through and survive the passing mannequin experience.

    Why similar: Walking Simulator 19%, Supernatural 16.3%, Psychological Horror 15.9%, Psychological 10%, Linear 7.4%

  22. #22 They See You
    82% matchPositive83% of 18 reviews2026
    Dev: MengEXE
    Windows

    A computer engineer arrives in a remote mountain village, where tech failures and missing residents put him face to face with an unsettling force lurking behind the screen.

    Why similar: Walking Simulator 17.3%, Psychological Horror 14.2%, Supernatural 14%, Mystery 8.9%, Realistic 7.5%

  23. #23 Someone is behind you
    82% match2 user reviews100% of 2 reviews2024
    Dev: KamilZ
    Windows

    A dark 3D game in which the player must escape from a maze full of mysterious rooms. There's a monster lurking around every corner, ready to give chase. Dynamic gameplay keeps the player in constant tension. Will you dare to face your worst nightmares and find your way to freedom?

    Why similar: Runner 18.6%, Psychological Horror 16.6%, Walking Simulator 12.6%, Linear 12.4%, Dark 8.5%

  24. #24 The Last Letter
    81% matchNo user reviews
    Dev: JustTomcuk
    Windows

    The Last Letter is a short VHS-style horror game about a film student who receives mysterious letters containing coordinates that lead to a house deep in the forest, where the truth about his past awaits.

    Why similar: Supernatural 20.2%, Walking Simulator 17.2%, Psychological Horror 13.9%, Psychological 9.5%, Realistic 8%

  25. #25 10:59
    81% matchMostly Positive72% of 155 reviews2024
    Dev: Beshbarmak games
    Windows

    You wake up with a bad hangover and don’t recognize your home. You see a boy and you understand... that something is wrong with him. Someone's presence causes anxiety, fear and is about to plunge you into the realm of horror. But you don’t lose hope and try to get out of this nightmare.

    Why similar: Walking Simulator 18.8%, Supernatural 17.5%, Psychological Horror 13.2%, Psychological 13%, Dark 10.3%

  26. #26 Witch's Doll
    80% matchVery Positive87% of 266 reviews2024
    Dev: Elite Lords Studios
    Windows

    Witch's Doll is a first-person psychological horror game with realistic graphics. Beware, something is lurking in the dark. Get ready for intense jumpscares.

    Why similar: Walking Simulator 18.1%, Psychological Horror 13.7%, Supernatural 12.6%, Realistic 9.8%, Cinematic 8.5%

  27. #27 ZahmahreL - Chapter 1
    79% matchMixed65% of 53 reviews2025
    Dev: Farkas Interactive
    Windows

    As a YouTuber investigating supernatural events, explore the mysterious and terrifying happenings in an abandoned location. Your camera is your only ally, but can you uncover these dark secrets?

    Why similar: Supernatural 21%, Psychological Horror 13.1%, Realistic 12.8%, Walking Simulator 12.5%, Dark 8.8%

  28. #28 Paranormal Archives
    78% match5 user reviews80% of 5 reviews2025
    Dev: MidnightHops
    Windows

    Every archive hides a secret. Every door leads somewhere it shouldn’t.

    Why similar: Walking Simulator 17.8%, Supernatural 13.9%, Psychological Horror 13.4%, Realistic 9.7%, Mystery 7.6%

  29. #29 Silent Still
    78% matchMixed54% of 253 reviews2024
    Dev: SolitaryStudios
    Windows

    Silent Still is a first-person psychological horror game that delves into the terrifying experience of sleep paralysis and nightmares. You will feel the true horror that sleep paralysis can bring and the overwhelming fear it instills in a person.

    Why similar: Walking Simulator 19.9%, Psychological Horror 12.6%, Realistic 10.4%, Psychological 10.3%, Supernatural 10.3%

  30. #30 Implements of Hell
    79% matchMostly Positive75% of 103 reviews2021
    Dev: PsychoRavens
    Windows

    Implements of Hell is a first-person psychological horror game. Explore the mysteries, unlock the secrets, and change the outcome in a slow-paced atmospheric, and extremely horrifying experience.

    Why similar: Walking Simulator 18.4%, Psychological Horror 12.5%, Psychological 11%, Mystery 9.9%, Realistic 9.8%

  31. #31 Let Me In
    77% matchNo user reviews
    Dev: Union State Games
    Windows

    Let Me In is a psychological indie horror game with a realistic visual style and intense atmosphere. The main character finds himself in an abandoned house on one of the scariest nights of his life. Will he be able to survive? The answer remains unknown...

    Why similar: Supernatural 17.2%, Psychological Horror 15.1%, Realistic 12.8%, Dark 12%, Walking Simulator 10.6%

  32. #32 Finnish Cottage 8
    76% matchVery Positive94% of 51 reviews2025
    Dev: Savukivi Games
    Windows

    You've been trapped in a looping Finnish summer cottage. Use your observation and memory to find anomalies and make the right choice to escape the Finnish Cottage 8.

    Why similar: Walking Simulator 20.3%, Psychological Horror 15.1%, Supernatural 9.8%, Linear 8.6%, Realistic 8.5%

  33. #33 Delirium
    76% matchVery Positive88% of 89 reviews2025
    Dev: IndividualKex
    Windows

    Delirium is a psychological horror game set in a suburban house. After a mysterious explosion, reality begins to unravel.

    Why similar: Walking Simulator 18.2%, Psychological Horror 15.7%, Mystery 10.7%, Dark 10.4%, Linear 8.5%

  34. #34 The Butcher's Village™
    75% matchMixed62% of 21 reviews2026
    Dev: Murtaza ErrorPub: Massbolt Games
    Windows

    The Butcher's Village is a psychological slasher horror game that provides a horrifying experience. Explore unsettling environments, solve intricate puzzles, and struggle to survive in a village that is at once eerily familiar and terrifyingly real.

    Why similar: Walking Simulator 20.8%, Psychological Horror 15.8%, Story Rich 9.2%, Realistic 7.8%, Cinematic 7.3%

  35. #35 Paranormal Tales
    75% matchNo user reviews
    Dev: Digital Cybercherries
    Windows

    Paranormal Tales is a next-gen horror game based on found footage built in Unreal Engine 5. You experience and play through each tragic tale of those who went missing from the viewpoint of bodycams, phones, and VHS cameras. Do you have what it takes to play through the end of the footage?

    Why similar: Supernatural 22.1%, Psychological Horror 16.5%, Realistic 13.8%, Dark 9.1%, Horror 6.3%

  36. #36 The Hotel
    77% matchMostly Positive79% of 92 reviews2022
    Dev: Constant ArtPub: Constant_Art
    Windows

    The Hotel is a psychological horror thriller in which the player will have to face the evil living within the walls of a lonely hotel. But more importantly, the player will have to decide what this evil is to him. Maybe the nature of this evil is deeper than it seems at first glance.

    Why similar: Walking Simulator 17.4%, Supernatural 13.4%, Psychological Horror 13.2%, Dark 8.8%, Mystery 8.5%

  37. #37 The Child
    74% matchNo user reviews
    Dev: Gerrit Ammel
    Windows

    The Child is a first-person survival horror game set in a dark atmosphere. Find a way out of a deserted apartment complex before the child finds you. You are being hunted, and your life depends on your decisions.

    Why similar: Supernatural 21.2%, Psychological Horror 14.6%, Realistic 12.7%, Walking Simulator 10.9%, Dark 9.4%

  38. #38 The Forest Watches
    74% matchNo user reviews
    Dev: RanSio
    Windows

    You are the newest member of a forest cult. Complete assigned rituals, obey their rules, and uncover the forest’s unsettling secrets. Every step is watched.

    Why similar: Walking Simulator 20.6%, Psychological Horror 18.3%, Faith 10%, Dark 9.4%, Mystery 9.3%

  39. #39 Nocturia The Game
    73% matchMostly Positive75% of 51 reviews2025
    Dev: BrossLab
    Windows

    Trapped in total darkness, you’re a helpless kid, alone and hunted by something lurking in the shadows. Solve puzzles, navigate shifting rooms, and uncover creepy secrets. Your worst nightmares are real. Can you make it through the night?

    Why similar: Supernatural 15.2%, Walking Simulator 15.2%, Psychological Horror 11.5%, Mystery 9.3%, Realistic 9.3%

  40. #40 Night At The Mall VR
    73% matchNo user reviews
    Dev: Easewwin
    Windows

    Night At The Mall is a first-person, narrative-driven psychological horror game where you take the night shift inside an abandoned shopping mall that refuses to stay still.

    Why similar: Supernatural 18.5%, Psychological Horror 15.9%, Mystery 9.7%, Psychological 9.5%, Dark Fantasy 8.1%

  41. #41 Shattered Reflections: The Abyss Within
    73% matchNo user reviews
    Dev: Immortal Studios
    Windows

    Uncover your grandfather's sinister experiments in "Shattered Reflections." Dive into a twisted Mirror Realm, face every-minute terrors, collect Soul Essence, and shape your fate. Are you ready for a psychological descent into darkness?

    Why similar: Walking Simulator 16.7%, Psychological Horror 12.2%, Psychological 10.3%, Realistic 10%, Dark 8.3%

  42. #42 The Spooky Island
    71% matchMixed67% of 27 reviews2026
    Dev: Fireplay Studio
    Windows

    A dark horror game in which the protagonist, Liam, embarks on an expedition to an island to find treasure and earn money. But the island holds secrets and horrors. Over time, the expedition turns into a nightmare from which he must escape...

    Why similar: Walking Simulator 22.1%, Linear 15.3%, Dark 12.8%, Psychological Horror 11.4%, Realistic 9.5%

  43. #43 Where They Go
    72% matchNo user reviews
    Dev: Faire Noir
    Windows

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    Why similar: Supernatural 12.7%, Dark Fantasy 12.4%, Psychological Horror 11.8%, Psychological 11.3%, Mystery 9.8%

  44. #44 In Silent Walls : Sujet 13
    71% matchPositive100% of 13 reviews2025
    Dev: Hollow Signal Games
    Windows

    Explore the decayed corridors of a haunted sanatorium, uncover disturbing documents, and face the paranormal horrors and restless spirits that linger within its walls.

    Why similar: Walking Simulator 17.8%, Supernatural 11.4%, Psychological Horror 10.7%, Realistic 8.5%, Psychological 8.4%

  45. #45 New Face On The Block
    69% matchVery Positive87% of 98 reviews2026
    Dev: Yellow Basement Games
    Windows

    A psychological home-invasion horror set in the bleak year of 1992, focusing on tension, atmosphere, and an immersive soundtrack. The story involves elements of a cult, rituals meant to reach the dead, and the haunting presence of those who should have remained in the past.

    Why similar: Walking Simulator 16.5%, Psychological Horror 13.7%, Realistic 11.5%, Psychological 11.4%, Dark 9.3%

  46. #46 The Last Transmission
    71% matchNo user reviews2026
    Dev: Hidden Veil Studios
    Windows

    You are the last operator of a remote radio station. A storm is distorting reality. You monitor transmissions. You file reports. Then a voice cuts through the static. Not yours. Not possible. Something is listening back. You answered. You shouldn’t have.

    Why similar: Walking Simulator 18.6%, Psychological Horror 14.4%, Supernatural 10.9%, Realistic 10.3%, Linear 9.9%

  47. #47 Moved In
    70% matchPositive80% of 15 reviews2026
    Dev: Flaming Meteor Studio
    Windows

    A short horror game where you unpack in a new house and experience paranormal occurrences.

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  48. #48 SHE WAS 98
    68% matchVery Positive85% of 364 reviews2026
    Dev: N4bAPub: Notex
    Windows

    “SHE WAS 98” - you play as a grandson who returns to his elderly grandmother's home to care for her.....

    Why similar: Walking Simulator 21.4%, Psychological Horror 16.7%, Dark 10.4%, Realistic 10.1%, Supernatural 7.3%

  49. #49 Where the Walls Breathe
    70% matchMixed60% of 42 reviews2025
    Dev: WeSummonDemons!
    Windows

    Where the Walls Breathe is a first-person psychological horror experience with a strong focus on atmosphere and environmental storytelling.

    Why similar: Walking Simulator 18.1%, Psychological Horror 11.6%, Supernatural 10.3%, Realistic 10%, Psychological 7.4%

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    70% matchMostly Positive74% of 19 reviews2024
    Dev: Andrew KendallPub: Anchorwatch Games
    Windows

    Final Outcry is a first-person horror game that centers on classified government found footage of an urban exploration trip gone wrong. As you venture further into an abandoned prison, do you have what it takes to face the horrors lurking within and reach the end of the V/H/S tape?

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  51. #51 Another Side
    72% match6 user reviews67% of 6 reviews2022
    Dev: Syrent Games
    Windows

    You are Sara, an 11-year-old girl who finds herself in a mysterious place, it's up to you to find out what happened, how did you end up there and unravel the mysteries that you find on your way.

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    67% matchMostly Positive71% of 48 reviews2025
    Dev: Dark Snow Games
    Windows

    Whispering Fog is a first person psychological horror game set in an ever-changing forest shrouded in fog. A quiet getaway becomes a sinister nightmare as the illusion of safety and solitude slowly crumbles around you.

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  53. #53 Locked in my Darkness 2: The Room
    67% matchPositive100% of 18 reviews2026
    Dev: Blusagi TeamPub: indie.io
    Windows

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  54. #54 From The Past
    68% matchMostly Positive71% of 112 reviews2025
    Dev: JustTomcuk
    Windows

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    Why similar: Walking Simulator 18.6%, Psychological Horror 13.5%, Realistic 10.6%, Psychological 10.1%, Cinematic 8.8%

  55. #55 Face of Another
    66% matchVery Positive97% of 144 reviews2025
    Dev: MadBug Studio
    Windows

    Use your phone to survive the horrors, capture clues, and solve puzzles in this first-person psychological horror experience. Trapped inside a warped digital nightmare by a mysterious entity, you must navigate a world where technology distorts reality.

    Why similar: Supernatural 22.9%, Psychological Horror 14.8%, Mystery 13.8%, Realistic 13.3%, Dark 12.9%

  56. #56 Can't revert
    68% matchMostly Positive80% of 213 reviews2024
    Dev: Metaphor
    Windows

    Can't revert is a first-person psychological horror game. You repeatedly find yourself in a house where your wife and son are dead. Discover hidden clues in the house and uncover the secrets of their deaths. Experience the constant tension and fear in the repetitive space.

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  57. #57 Hollow Faces
    67% matchNo user reviews2026
    Dev: Yellow Basement Games
    Windows

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  58. #58 Chaperone
    69% matchMixed66% of 77 reviews2023
    Dev: Bulut ULUPub: FND GAME
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    Why similar: Faith 19.8%, Supernatural 15.9%, Psychological Horror 11.8%, Psychological 11%, Mystery 9.4%

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    66% matchVery Positive80% of 61 reviews2025
    Dev: Beshbarmak games
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    You are in a room without windows or doors. The TV dimly illuminates the room. What is this, a box? How to open it? After solving the riddle, you find the TV remote control. Click... a door appeared. You step into the darkness and hear laughter... turn around and find out what's behind the screen.

    Why similar: Supernatural 15.2%, Psychological Horror 11.9%, Walking Simulator 11.8%, Psychological 11.4%, Realistic 9.9%

  60. #60 Hotel Overloop
    67% matchPositive81% of 21 reviews2024
    Dev: BadTaste Studio
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    You’ve stucked into a loop in the mysterious hotel. Find anomalies to escape the hotel’s loop.

    Why similar: Walking Simulator 20.9%, Supernatural 18.1%, Psychological Horror 16.1%, Mystery 10.2%, Linear 8.5%

Based on tag similarity + player behavior
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