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Games Like Fisherman's Island Alpha Test

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

Fisherman's Island Alpha Test header art

Welcome to the world of Phalania. Explore the world in search of ancient secrets and save the world from an impending disaster! For now, you can explore the different zones. WARNING, THE GAME IS NOT FINISHED, NOT ALL MECHANICS ARE PRESENT!

Reviews: 3 user reviews — 33% — of 3 reviews
Released: 2023-11-28
Developer: Oricia Games Albi
Publisher: Oricia Games
Genres: Adventure, Casual, Indie, Early Access
Platforms: Windows

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    96% matchMostly Positive74% of 19 reviews2022
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    Windows · Mac · Linux

    Ella, a study in realism

    Why similar: Benchmark 77%, Female Protagonist 6.3%, Relaxing 5.6%, Casual 3.4%, 3D 2.6%

  2. #2 Pieces Left Behind
    95% matchNo user reviews2025
    Dev: PULSUSBYTE
    Windows

    After her passing, a grandmother’s home holds decades of untold memories. Step into a heartfelt narrative journey through objects, voice acting, and beautifully crafted environments.

    Why similar: Narrative 35.7%, Narration 20.2%, Emotional 11.3%, Relaxing 7.8%, First-Person 5.5%

  3. #3 Tap To 1000
    94% matchNo user reviews
    Dev: Punii Studio
    Windows

    Put your reflexes to the test in this simple game: Stop at 1000! The machine will be tolerant if you stop first, but its patience has limits... Keep calm, don't stress, and show your determination.

    Why similar: Benchmark 94.6%, Casual 4.4%, Indie 1%

  4. #4 The Fox's Way Home
    94% matchVery Positive89% of 177 reviews2024
    Dev: BeXide Inc.
    Windows · Mac

    Before you know it, you find yourself in the realm between the hidden world and the real world. Rely on the guidance of the Fox Shrine Maiden who lives there, and escape from the otherworld!

    Why similar: Benchmark 86.4%, 3D 3.5%, Casual 2.7%, Adventure 2.4%, Fantasy 2%

  5. #5 Storm's Wrath
    93% match2 user reviews50% of 2 reviews2025
    Dev: Derek Tanis
    Windows

    A silent narrative driven, fantasy, action-adventure game about a storm that brings an enraged army. A woman longs for her lost husband when the storm's war forces her to flee.

    Why similar: Narrative 37.4%, Female Protagonist 12.1%, Action-Adventure 9.9%, Third Person 9.6%, Exploration 8.3%

  6. #6 Valley of Shadow
    91% matchPositive100% of 15 reviews2024
    Dev: Synersteel Studio
    Windows

    Valley of Shadow is a narrative puzzle game that tells a poignant true story of loss and grief through the discovery of real-life home videos and photographs. Harness mysterious abilities to solve puzzles and heal a broken family.

    Why similar: Narrative 30.9%, Narration 18.2%, Emotional 11.9%, Magic 8.8%, First-Person 6.9%

  7. #7 Optasia: The Last Visit
    91% matchNo user reviews
    Dev: Optasia Studio
    Windows

    A first-person psychological experience set inside a fading mind. Explore an empty asylum, shifting memories, and the quiet weight of promises left behind. No puzzles. No escape. Just one last visit.

    Why similar: Narrative 35.2%, Emotional 17.6%, Narration 11.6%, Adventure 8.7%, Exploration 8.6%

  8. #8 Decay - a real time interactive experience
    90% matchMostly Positive78% of 32 reviews2022
    Dev: cybereality
    Windows · Mac · Linux

    Decay, a real time interactive experience.

    Why similar: Benchmark 88.4%, 3D 3.6%, First-Person 2.9%, Atmospheric 2.7%, Exploration 2.3%

  9. #9 Project Atlas
    89% match8 user reviews100% of 8 reviews2026
    Dev: Outerlynx
    Windows

    Inspired by the 3I/Atlas comet, Project Atlas is a story-driven sci-fi narrative following Commander Simth as she tracks a mysterious object through deep space and discovers a truth no one is prepared for.

    Why similar: Narrative 45.9%, Space 16.5%, Atmospheric 7.4%, First-Person 7.2%, Female Protagonist 5.9%

  10. #10 Coven of the Chicken Foot
    88% matchNo user reviews
    Dev: Wildflower Interactive
    Windows

    After the dungeons have been plundered and the monsters all killed, an elderly witch quietly gets to work. In this emotionally-rich, stylized, single-player adventure - Gert will need to build a bond with a peculiar creature if she’s to fulfill a coven’s oath.

    Why similar: Narrative 25.1%, Emotional 19.9%, Female Protagonist 12.8%, Magic 10.4%, Exploration 8.6%

  11. #11 The Honours Project
    87% matchPositive96% of 48 reviews2025
    Dev: Scott CambellPub: ScottCambellAudio
    Windows

    The Honours Project is an autobiographical walking simulator. Enjoy a narrative experience, adventuring through dream-like levels, solving an occasional puzzle and listening to the dark and sometimes comical dialogue that acts as a commentary about being a student and game development.

    Why similar: Narrative 44.6%, Narration 25.1%, Emotional 6.2%, First-Person 5.6%, Casual 4.8%

  12. #12 Project Homecoming Haven
    85% matchVery Positive90% of 143 reviews2026
    Dev: Toge Productions
    Windows

    Embark on a heartwarming journey as a home cleaning specialist.

    Why similar: Narrative 52.7%, Emotional 18.6%, Relaxing 9.7%, Atmospheric 5.6%, Exploration 5%

  13. #13 Wandering Duelist
    86% matchMostly Positive75% of 12 reviews2022
    Dev: Alex Gerassimov
    Windows

    The Wandering Duelist is a single-player, narrative-driven adventure game that tells a story of love, conflict and reckless actions. The story takes place on a small and lively planet, where its residents carry on their daily activities that often pose dangers and obstacles for the player.

    Why similar: Narrative 68.4%, Narration 11.3%, Adventure 6.6%, Atmospheric 4.3%, Third Person 4.1%

  14. #14 Always in Mind
    86% matchNo user reviews
    Dev: Inevitable Studios
    Windows

    With Proxy as your guide, you'll explore the outer reaches of Teddy's vast and surreal subconscious, uncovering powers beyond imagination--and the family you never knew--as you race to achieve consciousness before glitches in Proxy's code bring your unbelievable adventure to an end.

    Why similar: Narrative 36.1%, Narration 16.1%, Emotional 13.5%, Third Person 8.1%, Action-Adventure 8%

  15. #15 Frog Bard
    83% matchPositive96% of 26 reviews2025
    Dev: Moon Candy
    Windows

    Frog Bard is a short, poetic experience about finding inspiration in the world around you. Explore a simple forest and perform reflective ballads as you travel from inn to inn.

    Why similar: Narrative 43.8%, Emotional 16.1%, Relaxing 10.7%, Casual 6.5%, Atmospheric 6%

  16. #16 Dejar Ir - A Pandemic Soulful Tale
    84% matchNo user reviews
    Dev: Firenut Games
    Windows

    DEJAR IR is an intimate and sentimental game where the story is told through different works of art that evoke what we felt during the pandemic, culminating with one of the most beautiful feelings. What will it be? An adventure filled with emotions we experienced during the pandemic.

    Why similar: Narration 28.8%, Emotional 22.6%, Female Protagonist 15.4%, First-Person 7.7%, Relaxing 7.2%

  17. #17 Yours Truly
    82% matchNo user reviews
    Dev: Arnmazing Studios
    Windows

    Yours Truly is a platforming adventure about Liam, a discontented company man, astral projects into a dream world Along the way, players will encounter challenges such as climbing obstacles, solving puzzles, collecting shiny objects, and confronting negative emotions in the form of bosses.

    Why similar: Narrative 31%, Narration 18.2%, Emotional 17.2%, Third Person 9.3%, Relaxing 7.4%

  18. #18 Firva Strings of Fate
    81% matchNo user reviews
    Dev: DoneGames
    Windows

    Firva Strings of Fate Offers an episodic, narrative-driven gaming experience centered around a young girl's quest to rescue her mother and sister. This game features an engaging narrative, enjoyable gameplay, and breathtaking visuals.

    Why similar: Narrative 34.4%, Narration 19.3%, Female Protagonist 10.3%, Action-Adventure 8.4%, Third Person 7.3%

  19. #19 Altruism
    82% match2 user reviews100% of 2 reviews2021
    Dev: Adam Bond
    Windows

    Explore a mysterious land and help the people through your acts of altruism.

    Why similar: Female Protagonist 17.3%, Emotional 16.8%, Third Person 14.2%, Action-Adventure 13.7%, Exploration 11.7%

  20. #20 Wilderless
    80% matchVery Positive80% of 92 reviews2023
    Dev: Protopop
    Windows · Mac

    Wilderless is a walking/hiking/photography simulator set in a fantasy wilderness. Players can explore a beautiful, procedurally generated natural open world. Tons of options allow you to configure many aspects of the world, and you can choose your initial world seed to generate different worlds.

    Why similar: Benchmark 57.5%, Relaxing 8.8%, Exploration 7.8%, Fantasy 6.7%, Atmospheric 5.5%

  21. #21 Lost Words: Beyond the Page
    79% matchVery Positive95% of 823 reviews2021
    Dev: Sketchbook DevelopmentsPub: Sketchbook Games
    Windows
    Median: 3.1 hrsMean: 3.7 hrs≥1hr: 79%

    A short, fully voiced, story-first adventure across two worlds. Rearrange words into platforms in Izzy’s diary, then wield word magic to shape your path in the fantasy she writes. Gentle puzzles, watercolour wonder, and a bittersweet story of family, loss, and healing.

    Why similar: Narrative 29.7%, Narration 19.8%, Emotional 16%, Female Protagonist 9.7%, Relaxing 7.5%

  22. #22 All Aboard! The Twilight Train
    78% match7 user reviews86% of 7 reviews2025
    Dev: Mycelium Sandwich
    Windows

    All Aboard! The Twilight Train is a first-person narrative-adventure set on an interdimensional train. Explore the train, talk to the passengers, drink carrot juice, and help fellow passengers make it to their destination off this weird train.

    Why similar: Narrative 36.6%, Emotional 15.9%, Space 11.7%, First-Person 7.2%, Relaxing 6.5%

  23. #23 Tekoha: a Tale Among the Stars
    79% matchNo user reviews
    Dev: Split Studio
    Windows

    Tekoha: A Tale Among the Stars is a narrative-driven light RPG following two Indigenous Brazilian sisters on an emotional journey to reunite after a tragic event reshapes their homeland.

    Why similar: Narrative 59.8%, Emotional 21.7%, Female Protagonist 9.3%, Adventure 7.7%, Indie 1.4%

  24. #24 Kun’tewiktuk: A Mi’kmaw Adventure
    77% matchMixed69% of 26 reviews2025
    Dev: Green Robot Studios
    Windows

    Kun’tewiktuk: A Mi’kmaw Adventure is a fantasy adventure game inspired by Mi’kmaw legend and folklore. It chronicles the adventures of siblings Wasuek ("Flower") and her brother U'n ("Fog"). They get separated one summer morning and they go on an adventure through the spirit world to reunite.

    Why similar: Female Protagonist 18.1%, Third Person 14.8%, Action-Adventure 14.5%, Exploration 12.7%, Magic 12.6%

  25. #25 A Lighthouse Tale
    77% matchNo user reviews
    Dev: 2020LabStudio
    Windows

    Explore the island you inherited from your grandfather. Discover the secrets and stories it holds and relive your memories in search of an answer: Why did he want you here?

    Why similar: Narration 33.7%, Emotional 23.8%, Adventure 10.9%, Relaxing 7.8%, Exploration 7.7%

  26. #26 Closer the Distance
    76% matchVery Positive90% of 277 reviews2024
    Dev: Osmotic StudiosPub: Skybound Games
    Windows

    Closer the Distance is a slice-of-life sim that tells a deeply emotional story about the connections between family and friends in the face of tragedy. Unearth long kept secrets, repair strained relationships, and help your loved ones move on.

    Why similar: Narrative 49.4%, Emotional 16.4%, Female Protagonist 11.9%, Narration 9.9%, Relaxing 4.3%

  27. #27 Toroa: Skycall
    75% matchPositive95% of 44 reviews2025
    Dev: Atawhai Interactive
    Windows

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    Why similar: Narrative 29.6%, Narration 16%, Emotional 13.9%, Third Person 7.4%, Exploration 7.2%

  28. #28 Spiral
    75% matchVery Positive95% of 62 reviews2024
    Dev: Folklore Games
    Windows

    Spiral is a third-person narrative exploration game that shares a poetic vision of cognitive degeneration. Step into the shoes of Bernard as you help him and support him while braving his unravelling mind and reliving his most treasured moments.

    Why similar: Narration 28%, Emotional 21.9%, Narrative 13.7%, Third Person 10.2%, Exploration 7.6%

  29. #29 Whistle Pig
    76% matchNo user reviews
    Dev: Soren Greenwood
    Windows

    In this narrative action adventure, experience both the beauty and the brutality of the natural world through the eyes of a mother groundhog on a quest for revenge.

    Why similar: Narrative 38.6%, Emotional 20.1%, Female Protagonist 9.9%, Exploration 7%, Relaxing 6%

  30. #30 No More Fathers
    74% matchNo user reviews
    Dev: Isaiah Toth
    Windows

    Set off on a high flying, exploration and puzzling adventure game. A journey set high above the clouds, in a mysterious world full of unexplored islands, dark spirits, caves, people with stories to share, and a boy looking for answers to the questions of a fatherless life, led by an ancient wind.

    Why similar: Narrative 36%, Emotional 18.1%, Magic 8.6%, Exploration 7.9%, Atmospheric 5.7%

  31. #31 Palace Perils
    74% matchNo user reviews
    Dev: Andrew CecoPub: Sideshow Inc.
    Windows · Mac

    Fight against the evil King's poltergeists and propaganda in Palace Perils, a hand-drawn narrative-driven platformer with roguelite elements. You'll play as Ser Sideshow, a knight whose true story has never been told.

    Why similar: Narrative 53.7%, Medieval 15%, Narration 13.9%, Female Protagonist 7.5%, Magic 3.7%

  32. #32 Moss: Book II
    73% matchOverwhelmingly Positive99% of 738 reviews2022
    Dev: Polyarc
    Windows
    Median: 2.4 hrsMean: 3.7 hrs≥1hr: 61%

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    Why similar: Narration 21.6%, Emotional 13.4%, Female Protagonist 11.9%, Third Person 10.1%, Action-Adventure 9.2%

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    72% matchVery Positive94% of 54 reviews2025
    Dev: The End of the Sun TeamPub: The End of the Sun Forge
    Windows

    The End of the Sun: Prologue is a first-person, story-driven mystery adventure set in a Slavic fantasy world. As the ashter, a sage sorcerer gifted with the ability to travel in time, you come to a mysterious village where the line between myth and reality begins to fade perilously.

    Why similar: Narrative 40.4%, Narration 17.7%, Exploration 7.5%, First-Person 7%, Relaxing 6.1%

  34. #34 Daydreamy
    73% match3 user reviews67% of 3 reviews2024
    Dev: Anaphora Games
    Windows

    Explore the imaginary worlds of Nela in Daydreamy, the indie first-person narrative adventure that takes you back to those years when everything was possible. Discover how she lost her imagination and let yours soar. Are you ready to embark on a unique adventure?

    Why similar: Narration 26.5%, Female Protagonist 16.6%, Emotional 12.4%, Exploration 11.1%, First-Person 10.6%

  35. #35 Jivana
    73% matchVery Positive91% of 686 reviews2022
    Dev: Team JivanaPub: Rubika Supinfogame
    Windows

    Jivana is a story-driven adventure game. Embody Aelis, a water priestess who uses her powers to open the path for her community, forced to flee after the appearance of a huge cataclysm. Explore the enchanting landscapes of Jivana, use your ability to manipulate water and lead your people to safety.

    Why similar: Narration 26.9%, Emotional 20.8%, Action-Adventure 10%, Third Person 9.2%, Exploration 7.8%

  36. #36 Scarlet Deer Inn
    72% matchNo user reviews
    Dev: Attu Games
    Windows

    An embroidered narrative platformer with an emotional story, an interesting cast of characters, a dark dungeon full of monsters, and a world inspired by Slavic folklore. The only thing protecting you from certain death is your torch. And all character images are actually embroidered.

    Why similar: Narrative 38.4%, Emotional 14.6%, Medieval 12.3%, Female Protagonist 10.7%, Action-Adventure 7.5%

  37. #37 Sorrow's Serenade
    70% matchMostly Positive77% of 13 reviews2026
    Dev: Faynogames
    Windows

    A brief emotional experience lasting a few minutes, centered on the quiet weight of a kept promise. A narrative-driven tale with minimal mechanics.

    Why similar: Narrative 37%, Narration 21.9%, Emotional 11.7%, 3D 8.4%, Atmospheric 7.1%

  38. #38 Beso's Shawarma
    71% matchNo user reviews2026
    Dev: Mtatsminda Studio
    Windows

    Beso's Shawarma is a short, narrative-driven horror game. A late-night call lures you on a surreal journey through empty streets to a sketchy shawarma shop. Talk to a cast of strange characters, make a terrifying choice, and try to escape a disjointed, looping nightmare.

    Why similar: Narration 41.2%, Narrative 21.1%, First-Person 11.3%, Atmospheric 9.9%, Adventure 8.5%

  39. #39 Soup Weather
    71% matchNo user reviews
    Dev: Brie HealyPub: BeemBag
    Windows · Mac

    A short narrative exploration game in which you play as Bean, an unemployed, 20-something, smart-ass. Wander around town, play mini games, feed the geese, and get to know the neighbours as Bean’s sanity begins to slip...

    Why similar: Narrative 57.2%, Emotional 14%, Exploration 11.2%, Adventure 8%, Atmospheric 5.2%

  40. #40 Asteroid Requiem
    70% matchPositive91% of 11 reviews2025
    Dev: Wizards in Training
    Windows

    Smash through space junk as a forgotten asteroid haunted by Earth’s past. A meditative arcade game of cosmic impact and poetic memory.

    Why similar: Narrative 35.2%, Narration 16.5%, Space 13.6%, Third Person 11.7%, Casual 9.4%

  41. #41 The Valley Beyond
    70% matchPositive80% of 15 reviews2025
    Dev: Marmot Lab
    Windows

    Combining exploration, puzzles, and platforming, The Valley Beyond sends you on vacation to a gorgeous park filled with works of art. But something is wrong, and you soon realize there’s no way out. To escape, you’ll have to uncover all of the park’s secrets.

    Why similar: Narrative 39.2%, Action-Adventure 14%, Relaxing 11.1%, Exploration 10.3%, Atmospheric 8.8%

  42. #42 Of All Possible Rooms
    71% matchNo user reviews
    Dev: Motus Ludos
    Windows

    A narrative game about grief, memory, and perception. Explore a shifting home that reshapes itself around emotion. What you’re willing to face will determine what you find, or what stays hidden.

    Why similar: Narrative 56.1%, Emotional 13.5%, Exploration 11.1%, Atmospheric 5.4%, First-Person 4.6%

  43. #43 Dordogne
    69% matchVery Positive92% of 1,483 reviews2023
    Dev: UN JE NE SAIS QUOIPub: Focus Entertainment
    Windows
    Median: 3.2 hrsMean: 4.4 hrs≥1hr: 84%

    Immerse yourself in a unique narrative experience and explore the thousand summer colors of Dordogne as you revisit your childhood to uncover lost family secrets in this touching formative journey.

    Why similar: Narrative 44.7%, Emotional 16.5%, Female Protagonist 10.3%, Relaxing 7.5%, Exploration 6.6%

  44. #44 A Pizza Delivery
    68% matchVery Positive85% of 52 reviews2025
    Dev: Eric OsunaPub: Dolores Entertainment
    Windows

    A Pizza Delivery is a narrative exploration game with puzzle elements focused on connecting with people. Share pizza with charming characters to uncover their stories—and your own. Drive and explore a strange, meditative world filled with secrets.

    Why similar: Narrative 41.6%, Emotional 15.7%, Narration 14.5%, Female Protagonist 7.2%, Exploration 7.1%

  45. #45 Heartworm
    67% matchVery Positive87% of 451 reviews2025
    Dev: Vincent AdinolfiPub: DreadXP
    Windows
    Median: 3.2 hrsMean: 5.5 hrs≥1hr: 81%

    Pass through the threshold and enter a world born of memories. Defend yourself with a camera while solving death’s mysteries in a reverent evolution of 90’s survival horror, integrating both fixed cameras and over the shoulder perspectives.

    Why similar: Narrative 39.9%, Emotional 15.7%, Female Protagonist 10.8%, Third Person 9%, Action-Adventure 8.7%

  46. #46 My life with you
    68% matchVery Positive89% of 73 reviews2025
    Dev: Sorora Game Studio
    Windows

    "My Life with You" is a STORY DRIVEN experience that follows the journey of a young SINGLE MOM who must BALANCE life's challenges while raising her child. An emotional journey focused on the BOND BETWEEN MOTHER AND CHILD, marked by obstacles, growth, and love.

    Why similar: Narrative 52.1%, Emotional 17.1%, Female Protagonist 15.5%, Casual 10.5%, Indie 4.7%

  47. #47 Land of Infinite Dreams
    69% matchNo user reviews
    Dev: Infinite Tales Studio
    Windows

    Land of Infinite Dreams is a single-player, story-driven action-adventure about Princess Luna — a young girl who escapes into Lunaria, a dreamworld shaped by loss, loneliness and imagination.

    Why similar: Emotional 16.9%, Narrative 15.8%, Female Protagonist 15.8%, Action-Adventure 11.8%, Fantasy 8.8%

  48. #48 A Tale In The Garden
    68% match8 user reviews100% of 8 reviews2025
    Dev: Dream Outpost
    Windows · Mac

    A short, slow-paced, narrative-driven point-and-click game where you follow Filomena as she prepares her garden for a competition and awaits the arrival of her grandchild, Frida.

    Why similar: Narrative 51.5%, Emotional 18.6%, Female Protagonist 10.4%, Relaxing 5.5%, Atmospheric 5%

  49. #49 As Long As You're Here
    66% matchVery Positive100% of 437 reviews2025
    Dev: Autoscopia Interactive
    Windows · Mac

    What if you lost all your memories? An emotional family drama seen through the eyes of a woman with Alzheimer's disease. As Annie’s life slowly unravels, uncover memories of her deceased brother as her past bleeds into the present.

    Why similar: Narrative 35.4%, Emotional 23.9%, Female Protagonist 12.2%, First-Person 9.3%, Exploration 6.9%

  50. #50 Bahamut and the Waqwaq Tree
    66% matchVery Positive99% of 91 reviews2025
    Dev: Starvania StudioPub: Soft Source
    Windows

    Discover a once-thriving ocean, now tainted by enigmatic dark entities. Your quest: decipher the mystery and rekindle the ocean's radiant light.

    Why similar: Narrative 50.3%, Emotional 18.7%, Atmospheric 7.5%, Fantasy 6.5%, Exploration 6.4%

  51. #51 The Glitch Witch
    67% matchNo user reviews
    Dev: Glitchcraft GamesPub: USC Games
    Windows · Mac

    In a tech-dead future, you play as Rosette, repairing broken tech by solving circuit puzzles to uncover the lost power of 80s technology. She is thrilled about this discovery - until she faces accusations of witchcraft. Will friendship triumph, or force her to choose between power and acceptance?

    Why similar: Narrative 51.7%, Female Protagonist 13.7%, Third Person 8.8%, Exploration 7.1%, Relaxing 6.8%

  52. #52 Alone After Dark: Head Practitioner
    67% matchNo user reviews
    Dev: Tachycardia Games
    Windows

    Attend to patients and fill out paperwork as 22-year-old Kimora Jackson on her first shift after graduating nursing school. Draw blood, administer medications, and try not to lose your head in the chilling hallways of Coldrock Medical Center.

    Why similar: Narrative 51.3%, Narration 13.8%, Atmospheric 9.3%, Exploration 7.3%, First-Person 7%

  53. #53 Before Your Eyes
    66% matchOverwhelmingly Positive98% of 22,221 reviews2021
    Dev: GoodbyeWorld GamesPub: Skybound Games
    Windows · Mac
    Median: 2.1 hrsMean: 3.6 hrs≥1hr: 83%

    Embark on an emotional first-person narrative adventure where you control the story—and affect its outcomes—with your real-life blinks. With this innovative technique you will fully immerse yourself in a world of memories, both joyous and heartbreaking, as your whole life flashes before your eyes.

    Why similar: Narrative 60.6%, Emotional 27.1%, First-Person 7.2%, Adventure 2.9%, Indie 2.2%

Fisherman's Island Alpha Test cover art

Games Like Fisherman's Island Alpha Test

Based on tag similarity + player behavior
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