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Games Like A Wise Use of Time

60+ similar titles based on shared tags and player behavior. Themes include Choose Your Own Adventure, Text-Based, Indie, RPG.

A Wise Use of Time header art

With the power to freeze time, you can ransack a casino, rescue a celebrity, or cheat death itself! A thrilling interactive sci-fi novel.

Reviews: Mostly Positive — 80% — of 122 reviews
Released: 2015-09-04
Developer: Choice of Games
Genres: Indie, RPG
Platforms: Windows, Mac, Linux

Overview

A Wise Use of Time stands out for its clever integration of time-manipulation mechanics into a high-stakes, choice-driven narrative. These recommendations focus on top-tier interactive fiction titles that emphasize supernatural abilities, complex character relationships, and significant branching paths where your decisions fundamentally alter the story.

Similar Games

View all 59 recommendations
  1. #1 Choice of Robots
    97% matchOverwhelmingly Positive96% of 2,000 reviews2014
    Dev: Choice of Games
    Windows · Mac · Linux
    Median: 3.1 hrsMean: 8.8 hrs≥1hr: 76%

    Your robots will change the world! Will you show them the true meaning of love, or conquer Alaska with your robot army? A 300,000-word epic interactive sci-fi novel.

    Why similar: Choose Your Own Adventure 28.1%, Text-Based 23.3%, Choices Matter 18.2%, Interactive Fiction 18.1%, RPG 8.5%

    Why You'll Like It: A classic sci-fi interactive fiction title that explores the long-term consequences of your technological creations.

  2. #2 Fallen Hero: Rebirth
    96% matchVery Positive96% of 467 reviews2018
    Dev: Hosted Games
    Windows · Mac · Linux

    They called you a hero; you call them fools. Use your telepathy romance old friends and fight new enemies as you become the greatest villain Los Diablos has ever known!

    Why similar: Text-Based 27.5%, Choose Your Own Adventure 27.2%, RPG 17%, Choices Matter 11.6%, Interactive Fiction 10.1%

    Why You'll Like It: This title offers a deeply complex, superpowered narrative where your choices regarding your morality and identity have profound consequences.

  3. #3 A Study in Steampunk: Choice by Gaslight
    96% matchVery Positive96% of 178 reviews2015
    Dev: Hosted Games
    Windows · Mac · Linux

    Steam-powered mechs meet forbidden sorcery in this interactive steampunk novel, inspired by Sherlock Holmes, Dracula, Jekyll & Hyde, and Jack the Ripper!

    Why similar: Choose Your Own Adventure 35.4%, RPG 22%, Text-Based 20.1%, Interactive Fiction 13.8%, Indie 8.7%

    Why You'll Like It: It provides a rich, atmospheric narrative set in an alternate history where your choices define your path as an investigator.

  4. #4 Sabres of Infinity
    95% matchVery Positive94% of 188 reviews2016
    Dev: Hosted Games
    Windows · Mac · Linux

    Wage a war of gunpowder and magic! As a gentleman-officer of the Royal Dragoons, will you sacrifice your fortune? Your honour? Your men? Your own life?

    Why similar: Choose Your Own Adventure 44.3%, RPG 26.6%, Text-Based 19.3%, Indie 9.8%

    Why You'll Like It: A military-focused interactive novel that excels at making every strategic decision feel impactful and tense.

  5. #5 Tin Star
    94% matchVery Positive95% of 306 reviews2015
    Dev: Hosted Games
    Windows · Mac · Linux

    Ride out into the Old West as a U.S. marshal in the biggest interactive novel ever made! Confront outlaws, find romance, defy the elements, and craft an enduring legend as you uncover a conspiracy whose deadly web stretches from San Francisco to New York City.

    Why similar: Choose Your Own Adventure 34.9%, RPG 22.5%, Text-Based 22.4%, Interactive Fiction 12%, Indie 8.2%

    Why You'll Like It: This expansive western epic offers an incredible amount of agency and branching paths that truly reflect your character's personality.

  6. #6 Guns of Infinity
    93% matchVery Positive96% of 138 reviews2016
    Dev: Hosted Games
    Windows · Mac · Linux

    As commander of a squadron of cavalry, what will you sacrifice to win the war of gunpowder and magic? Fight for power, riches, love, or glory!

    Why similar: Choose Your Own Adventure 34.5%, RPG 22.8%, Text-Based 20.6%, Interactive Fiction 13.3%, Indie 8.7%

    Why You'll Like It: The direct sequel to Sabres of Infinity, it continues the high-stakes military drama with even more complex political choices.

  7. #7 Demon: Recollect
    94% matchNo user reviews
    Dev: Hosted Games
    Windows · Mac · Linux

    Step into the shoes of an ancient mutant and get thrown into the modern, mortal world. Learn what you can about your past as you don the mask of a villain!

    Why similar: Choose Your Own Adventure 26.2%, Choices Matter 20.8%, Interactive Fiction 19.4%, RPG 18.5%, Text-Based 11.9%

    Why You'll Like It: It blends supernatural abilities with a mystery-driven plot that requires careful decision-making to uncover the truth.

  8. #8 The Soul Stone War
    92% matchMixed69% of 111 reviews2020
    Dev: Hosted Games
    Windows · Mac · Linux

    Become the Wielder of Soul Stone, an ancient artifact of untold power, and shape the fate of your world. Outrun the past so that you may have a future.

    Why similar: RPG 27.9%, Choose Your Own Adventure 19.6%, Text-Based 15.4%, Interactive Fiction 15%, Choices Matter 11.8%

    Why You'll Like It: This fantasy adventure features a strong focus on character growth and the weight of the choices you make while wielding ancient power.

  9. #9 Heroes Rise: The Prodigy
    91% matchMostly Positive79% of 405 reviews2014
    Dev: Choice of Games
    Windows · Mac · Linux
    Median: 4.3 hrsMean: 11.4 hrs≥1hr: 82%

    Do you have what it takes to become a legendary Powered hero? "Heroes Rise" is an epic interactive novel where your choices control the story. The game is entirely text-based--without graphics or sound effects--and fueled by the vast, unstoppable power of your imagination. How high will you rise?

    Why similar: Choose Your Own Adventure 30.9%, Text-Based 22.9%, RPG 18.2%, Interactive Fiction 14.8%, Choices Matter 7.7%

    Why You'll Like It: A quintessential superhero interactive fiction title that focuses on the challenges of balancing fame, morality, and power.

  10. #10 MetaHuman Inc.
    91% matchVery Positive91% of 153 reviews2015
    Dev: Choice of Games
    Windows · Mac · Linux

    As the CEO of a corporation that sells superpowers to the highest bidder, you'll harness dark magic and travel through time to inflate your stock prices!

    Why similar: Text-Based 35.8%, RPG 27%, Choose Your Own Adventure 26.5%, Indie 10.8%

    Why You'll Like It: This game allows you to manage a corporation dealing in superpowers, offering a unique corporate-thriller perspective on the genre.

  11. #11 The Golden Rose: Book One
    90% matchVery Positive90% of 161 reviews2022
    Dev: Hosted Games
    Windows · Mac · Linux

    Explore an alternative medieval Europe in this low-fantasy epic adventure! How far are you willing to go to take back your stolen treasure?

    Why similar: Choose Your Own Adventure 25.1%, Interactive Fiction 20.9%, RPG 20.4%, Text-Based 18.6%, Choices Matter 12.2%

    Why You'll Like It: It offers an incredibly detailed world and a slow-burn narrative that rewards players for paying attention to every choice.

  12. #12 Community College Hero: Trial by Fire
    89% matchVery Positive85% of 255 reviews2015
    Dev: Hosted Games
    Windows · Mac · Linux

    Outwit your professors at superpower school! Ace your exams, date classmates, and bring down the nation’s most wanted villains to earn your degree.

    Why similar: Text-Based 32.3%, RPG 28.5%, Choose Your Own Adventure 27.9%, Indie 11.4%

    Why You'll Like It: It provides a grounded, humorous take on the superhero genre that emphasizes character development over raw power.

  13. #13 A Mage Reborn
    88% matchVery Positive88% of 106 reviews2022
    Dev: Hosted Games
    Windows · Mac · Linux

    Walk the path of a legendary mage, combining four different schools of magic to devastating effects.

    Why similar: Choose Your Own Adventure 27.5%, RPG 24%, Text-Based 23%, Interactive Fiction 22.3%, Indie 3.1%

    Why You'll Like It: This title delivers a gripping, high-stakes story about magic and political intrigue where your past actions haunt your future.

  14. #14 VERSUS: The Lost Ones
    89% matchVery Positive82% of 168 reviews2015
    Dev: Choice of Games
    Windows · Mac · Linux

    Steal alien powers and absorb their memories! Can you outlast your opponents to escape from planet Versus? An epic adventure in a new galaxy.

    Why similar: RPG 32.2%, Text-Based 29.1%, Choose Your Own Adventure 27.9%, Indie 10.8%

    Why You'll Like It: A sci-fi adventure that forces you to navigate a hostile alien world using your wits and newly discovered abilities.

  15. #15 Choice of Alexandria
    87% matchVery Positive95% of 79 reviews2016
    Dev: Choice of Games
    Windows · Mac · Linux

    Can your steam-powered inventions save the ancient Library of Alexandria? Will you sacrifice the library to protect the city? Or the future king instead?

    Why similar: Choose Your Own Adventure 30.5%, RPG 23.5%, Text-Based 20.4%, Interactive Fiction 16.5%, Indie 9.1%

    Why You'll Like It: An educational yet engaging historical narrative that allows you to shape the intellectual future of an ancient city.

  16. #16 Affairs of the Court: Choice of Romance
    86% matchMostly Positive79% of 75 reviews2016
    Dev: Choice of Games
    Windows · Mac · Linux

    Plunge into court politics and change the course of history, or pursue a love affair that rocks the kingdom to its foundations!

    Why similar: Choose Your Own Adventure 25.2%, Text-Based 18.8%, Interactive Fiction 17.2%, RPG 16.8%, Choices Matter 15.5%

    Why You'll Like It: This title excels at political intrigue and social strategy, making every conversation a potential turning point.

  17. #17 Champion of the Gods
    86% matchVery Positive86% of 174 reviews2015
    Dev: Choice of Games
    Windows · Mac · Linux

    Will you serve the gods or overthrow them? Battle ancient evils and destiny itself in this epic interactive novel inspired by Greek myth.

    Why similar: Choose Your Own Adventure 25.7%, Text-Based 22.6%, RPG 17.2%, Interactive Fiction 14.3%, Choices Matter 13.9%

    Why You'll Like It: A mythological epic where your interactions with deities and mortals determine the fate of the world.

  18. #18 Choice of Magics
    85% matchVery Positive93% of 166 reviews2018
    Dev: Choice of Games
    Windows · Mac · Linux

    Your magic can change the world, but at what cost? Battle dragons, skyships, and evil Inquisitors, as you protect your homeland, conquer it, or destroy it forever!

    Why similar: Choose Your Own Adventure 33.3%, Text-Based 31.8%, RPG 23.3%, Indie 11.6%

    Why You'll Like It: It offers a creative magic system where your choices determine how you interact with the world and solve complex problems.

  19. #19 Jolly Good: Cakes and Ale
    84% matchVery Positive96% of 53 reviews2020
    Dev: Choice of Games
    Windows · Mac · Linux

    Get yourself into and out of another fine mess! Win glory, renown, and much-needed money through cunning schemes that will seem like good ideas at the time.

    Why similar: Text-Based 26.4%, RPG 25.8%, Interactive Fiction 25.6%, Choices Matter 19.3%, Indie 3.1%

    Why You'll Like It: A delightful and witty character-driven story that focuses on social maneuvering and personal reputation.

  20. #20 Hollywood Visionary
    84% matchVery Positive89% of 92 reviews2015
    Dev: Choice of Games
    Windows · Mac · Linux

    Make the movie of your dreams amid the glamor and romance of 1950s Hollywood! Hire Alfred Hitchcock, seduce Greta Garbo, or build your studio into a powerhouse.

    Why similar: Choose Your Own Adventure 31.9%, RPG 30.3%, Text-Based 26.7%, Indie 11.1%

    Why You'll Like It: It provides a creative look at the film industry, challenging you to balance artistic integrity with commercial success.

  21. #21 Psy High
    83% matchMostly Positive79% of 148 reviews2014
    Dev: Choice of Games
    Windows · Mac · Linux

    Interactive teen supernatural mystery! You and your friends have developed magical psychic powers. Solve the case, save your school, find a date for prom!

    Why similar: Text-Based 26.3%, Choose Your Own Adventure 24.5%, RPG 22.2%, Interactive Fiction 18.5%, Indie 8.5%

    Why You'll Like It: A supernatural teen drama that balances high school social life with mysterious, reality-bending events.

  22. #22 Choice of the Deathless
    82% matchVery Positive91% of 324 reviews2014
    Dev: Choice of Games
    Windows · Mac · Linux
    Median: 1.8 hrsMean: 4.0 hrs≥1hr: 65%

    Battle demons and undead attorneys, and win souls to pay back your student loans! At the elite demonic-law firm of Varkath Nebuchadnezzar Stone, you'll depose a fallen god, find romance, and maybe even make partner, if you don't lose your own soul first.

    Why similar: Choose Your Own Adventure 35.4%, Text-Based 26.6%, RPG 16.9%, Interactive Fiction 14.9%, Indie 6.2%

    Why You'll Like It: A unique blend of legal drama and high-fantasy that forces you to navigate complex rules and magical contracts.

  23. #23 Life of a Wizard
    82% matchVery Positive81% of 67 reviews2017
    Dev: Hosted Games
    Windows · Mac · Linux

    Write an archmage's autobiography in this 80-year 130,000-word interactive fiction! Play good or evil, man or woman, as you bring peace to the kingdom or take over the world with your sorcery. Brew potions, raise the dead, summon mythical beasts, control men's minds, and blast away your enemies.

    Why similar: RPG 33.9%, Choose Your Own Adventure 30.7%, Text-Based 23.5%, Indie 11.9%

    Why You'll Like It: This game offers a massive scope, allowing you to shape your character's entire life from childhood to legendary status.

  24. #24 Fatehaven
    81% matchMostly Positive75% of 87 reviews2016
    Dev: Hosted Games
    Windows · Mac · Linux

    Combat, romance, adventure, and of course—magic! Master four elements and take on fate itself in this epic, interactive fantasy tale! Six possible endings. Four hours for a single playthrough. Three love interests. Countless choices. Male or female? Leader or loner? Good or evil? What kind of mage will you be?

    Why similar: RPG 33.8%, Choose Your Own Adventure 29.3%, Text-Based 24.5%, Indie 12.4%

    Why You'll Like It: A classic fantasy adventure that focuses on the journey of a hero discovering their true potential.

  25. #25 SLAMMED!
    80% matchVery Positive94% of 109 reviews2015
    Dev: Choice of Games
    Windows · Mac · Linux

    Turn a scripted steel-cage wrestling match into a real fight in this 250,000-word interactive novel, the greatest text-based pro-wrestling RPG in the world!

    Why similar: Choose Your Own Adventure 32.7%, RPG 31.9%, Text-Based 23.1%, Indie 12.3%

    Why You'll Like It: This sports-themed interactive novel captures the drama and intensity of professional wrestling through a compelling narrative.

  26. #26 The Hero of Kendrickstone
    81% matchMostly Positive77% of 108 reviews2015
    Dev: Choice of Games
    Windows · Mac · Linux

    As a wanna-be hero, you must rescue a city held hostage by an evil wizard, and somehow find money to pay your rent! A 240,000-word interactive novel.

    Why similar: RPG 37.5%, Choose Your Own Adventure 25.6%, Text-Based 23.1%, Indie 13.8%

    Why You'll Like It: It provides a traditional fantasy experience with a focus on building your reputation as a local hero.

  27. #27 Diabolical
    79% matchMostly Positive76% of 121 reviews2015
    Dev: Choice of Games
    Windows · Mac · Linux

    As a criminal mastermind, choose a lair, rob a bank, hire a minion, and steal the world's largest ball of aluminum foil! Or, destroy the world. FINE.

    Why similar: Choose Your Own Adventure 32.5%, Text-Based 23.3%, RPG 20.5%, Choices Matter 15.9%, Indie 7.9%

    Why You'll Like It: It flips the script by letting you play as a villain, focusing on the choices required to maintain your dark empire.

  28. #28 The Lost Heir: The Fall of Daria
    79% matchMostly Positive72% of 61 reviews2016
    Dev: Hosted Games
    Windows · Mac · Linux

    Take back your throne from demon-summoning usurpers in this 145,000-word interactive fantasy novel! Will your prince or princess choose to be good or evil?

    Why similar: RPG 32%, Choose Your Own Adventure 29.1%, Text-Based 26.5%, Indie 12.3%

    Why You'll Like It: A classic fantasy quest that emphasizes survival and the strategic management of your character's skills.

  29. #29 Heroes Rise: HeroFall
    78% matchVery Positive88% of 138 reviews2014
    Dev: Choice of Games
    Windows · Mac · Linux

    Would a hero like you assassinate the president? "Heroes Rise: HeroFall" concludes the epic "Heroes Rise" trilogy of interactive novels where your choices control the story. It's entirely text-based—without graphics or sound effects—and fueled by the vast, unstoppable power of your imagination.

    Why similar: RPG 30.2%, Text-Based 21.2%, Choose Your Own Adventure 20.6%, Choices Matter 16.3%, Indie 11.8%

  30. #30 Ratings War
    78% matchMostly Positive78% of 51 reviews2015
    Dev: Choice of Games
    Windows · Mac · Linux

    Implant cameras in your eyes to win the news wars of 2061! Break stories, outwit rival reporters, and become a celebrity in this interactive noir novel.

    Why similar: RPG 42.9%, Choose Your Own Adventure 42%, Indie 15.1%

  31. #31 A Kiss from Death
    77% matchMostly Positive76% of 50 reviews2021
    Dev: Hosted Games
    Windows · Mac · Linux

    As an immortal being in a world of epic fantasy, spend an eternity in romance with a host of unique, fantastical characters!

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  32. #32 Arcadie: Second-Born
    74% matchVery Positive95% of 400 reviews2022
    Dev: Arcadie & Utopie
    Windows · Mac

    In this interactive tale of love and war, be the force of reason that your kingdom needs, or perpetuate its reputation as a force of destruction. Find love and weave friendships, or cast it all away for the sake of retribution.

    Why similar: Interactive Fiction 23.7%, Choose Your Own Adventure 22.3%, Choices Matter 20.2%, Text-Based 19.2%, RPG 12.3%

  33. #33 Creme de la Creme
    76% matchVery Positive86% of 144 reviews2019
    Dev: Choice of Games
    Windows · Mac · Linux

    Climb to the very top of the class at your exclusive private school for socialites! Will you study hard, find a perfect match, or embrace scandal?

    Why similar: RPG 33.4%, Choose Your Own Adventure 28%, Text-Based 25.1%, Indie 13.5%

  34. #34 Pendragon Rising
    77% matchMostly Positive78% of 97 reviews2015
    Dev: Choice of Games
    Windows · Mac · Linux

    Seize the throne in the age of King Arthur! Lead an army of Britons against the darkest of enemies in this epic interactive medieval fantasy novel.

    Why similar: Text-Based 33.2%, RPG 31.8%, Choose Your Own Adventure 24.3%, Indie 10.7%

  35. #35 Vampire: The Masquerade — Parliament of Knives
    73% matchVery Positive94% of 327 reviews2021
    Dev: Choice of Games
    Windows · Mac · Linux

    Dominate undead politics through cunning and violence! Will a missing Prince give you the opening to betray your sire and seize power?

    Why similar: RPG 26.8%, Choose Your Own Adventure 19.5%, Text-Based 19.1%, Interactive Fiction 13.1%, Choices Matter 11.9%

  36. #36 Heroes Rise: The Hero Project
    76% matchMostly Positive78% of 172 reviews2014
    Dev: Choice of Games
    Windows · Mac · Linux

    The sequel to "Heroes Rise: The Prodigy." It's America's #1 reality show for heroes! As a contestant on "The Hero Project," you'll battle villains and heroes alike with your newly discovered "Infini" powers.

    Why similar: Choose Your Own Adventure 29%, Text-Based 22.8%, RPG 18.9%, Interactive Fiction 12.5%, Choices Matter 9.3%

  37. #37 Tally Ho
    75% matchVery Positive94% of 118 reviews2017
    Dev: Choice of Games
    Windows · Mac · Linux

    Only a perfect servant can solve a perfect mess! Being the perfect gentleman's gentleman or lady's lady doesn't make you an angel. Can you untangle your employer's knottiest problems with elegance and unruffled grace?

    Why similar: RPG 43.8%, Text-Based 36.8%, Indie 19.5%

  38. #38 A Better World
    73% matchMixed69% of 61 reviews2025
    Dev: LudogramPub: ARTE France
    Windows · Mac

    A Better World Company is hiring! We’re looking for a skilled new recruit to alter the past and reshape the future! Use our Computer to travel back in time, and make game-changing choices to make the world a better place! You decide what to do… as long as you follow our internal policies.

    Why similar: Interactive Fiction 28.3%, Choose Your Own Adventure 25.9%, Text-Based 24.6%, Choices Matter 21.2%

  39. #39 An Assassin in Orlandes
    75% matchVery Positive82% of 97 reviews2015
    Dev: Tin Man Games
    Windows · Mac · Linux
    Median: 3.1 hrsMean: 17.0 hrs≥1hr: 93%

    Search for a ruthless assassin in this Gamebook Adventure where YOU control the story!

    Why similar: RPG 45.3%, Choose Your Own Adventure 40.3%, Indie 14.4%

  40. #40 Mecha Ace
    74% matchVery Positive87% of 157 reviews2014
    Dev: Choice of Games
    Windows · Mac · Linux

    Step into the cockpit of a giant "mecha" robot, dueling with plasma sabers in an interstellar civil war!

    Why similar: RPG 26.5%, Choose Your Own Adventure 26%, Text-Based 19.2%, Interactive Fiction 17.4%, Indie 11%

  41. #41 Game of Fate: Chasing Through Time
    70% matchVery Positive87% of 1,127 reviews2024
    Dev: KARMAGAME HK LIMITEDPub: EpicDream Games
    Windows · Mac
    Median: 8.1 hrsMean: 9.1 hrs≥1hr: 81%

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    71% matchMostly Positive80% of 64 reviews2025
    Dev: Choice of Games
    Windows · Mac · Linux

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    72% matchVery Positive86% of 63 reviews2022
    Dev: Hosted Games
    Windows · Mac · Linux

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    72% matchMostly Positive70% of 140 reviews2023
    Dev: ApocalypseToday
    Windows

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    68% matchVery Positive91% of 820 reviews2025
    Dev: だらねこげーむず/Daraneko GamesPub: PLAYISM
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    69% matchVery Positive84% of 103 reviews2026
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    Windows · Mac · Linux

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    Windows · Mac · Linux
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    Windows
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    71% matchVery Positive88% of 146 reviews2017
    Dev: Choice of Games
    Windows · Mac · Linux

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    Windows · Mac · Linux

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    Windows

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    63% matchVery Positive93% of 2,646 reviews2026
    Dev: WILD WITS GAMESPub: Curve Games
    Windows · Linux
    Median: 6.4 hrsMean: 9.7 hrs≥1hr: 80%

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    Windows

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    Windows · Mac
    Median: 4.7 hrsMean: 10.2 hrs≥1hr: 74%

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    Why similar: RPG 44.7%, Choose Your Own Adventure 40.1%, Indie 15.2%

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    Windows · Mac · Linux

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    Dev: Last Piscean
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    Dev: Tin Man Games
    Windows · Mac · Linux
    Median: 3.6 hrsMean: 4.4 hrs≥1hr: 94%

    YOU are the hero in Starship Traveller! Captain a futuristic Starship in Steve Jackson's classic sci-fi RPG gamebook!

    Why similar: Choose Your Own Adventure 46.8%, RPG 38.9%, Indie 14.3%

  58. #58 Choose Wisely
    69% matchMixed70% of 136 reviews2018
    Dev: ID Card
    Windows
    Median: 3.3 hrsMean: 3.9 hrs≥1hr: 91%

    This interactive adventure features no specific hero. YOU are the one who decides who makes it out alive - or not. Your actions determine the outcome of the story. In total there are 9 playable heroes and more than 50 different paths all featuring intense dialogues and thrilling events.

    Why similar: Choose Your Own Adventure 48%, Choices Matter 22.7%, RPG 22.3%, Indie 6.9%

  59. #59 Eternal Threads
    66% matchVery Positive86% of 894 reviews2022
    Dev: Cosmonaut StudiosPub: Secret Mode
    Windows
    Median: 2.0 hrsMean: 8.9 hrs≥1hr: 58%

    Eternal Threads is a single-player, first-person story-driven puzzle game of time manipulation, choice and consequence.

    Why similar: Choose Your Own Adventure 38.9%, Interactive Fiction 31%, Choices Matter 30.1%

Modeli
Based on tag similarity + player behavior
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