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Games Like Clicker: Mining Simulator

60+ similar titles based on shared tags and player behavior. Themes include Casual, Indie, Simulation, Incremental.

Clicker: Mining Simulator header art

In this game you will have an exciting immersion in the world of mining. You can earn the crypto currency and after selling it, follow the exchange rates, choose the currency that you like more and buy equipment to improve your farm.

Reviews: Mostly Negative — 39% — of 220 reviews
Released: 2018-01-18
Developer: Gamesforgames
Genres: Casual, Indie, Simulation
Platforms: Windows
Median playtime: 1.9 hrs
Mean playtime: 11.9 hrs
Players ≥ 1 hr: 63%

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  1. #1 Bitcoin Trader
    97% matchMixed50% of 120 reviews2018
    Dev: Gamesforgames
    Windows
    Median: 42 minMean: 13.1 hrs≥1hr: 47%

    In this game, you have a fascinating journey into the world of cryptocurrencies. Make exchanges on the stock exchange, do airdrops, and of course extract the cryptocurrency from mining!

    Why similar: Simulation 50.5%, Casual 28.9%, Indie 20.5%

  2. #2 Bitcoin Farm
    96% matchMixed45% of 130 reviews2018
    Dev: RewindApp
    Windows
    Median: 18 minMean: 10.6 hrs≥1hr: 36%

    Become the new king of cryptocurrency! Bitcoin Farm is a clicker game where you will aim to undermine a maximum of Bitcoins!

    Why similar: Simulation 50.7%, Casual 27.8%, Indie 21.5%

  3. #3 Gopnik Simulator
    95% matchMixed41% of 99 reviews2018
    Dev: Gamesforgames
    Windows
    Median: 24 minMean: 7.8 hrs≥1hr: 46%

    This is a clicker game in which you play for gopnik. Eat sunflower seeds, talk with friends, drink and increase your skill!

    Why similar: Simulation 50.7%, Casual 27.8%, Indie 21.5%

  4. #4 Bitcoin Tycoon - Mining Simulation Game
    94% matchMixed58% of 91 reviews2018
    Dev: 99 Game Studio
    Windows

    Play as a new person who just get touched with the Virtual Currency area by starting mining in early 2014. Dig enough coins and expand your business, virtual currency exchange and complete trusts. Become the king of the whole bitcoin empire.

    Why similar: Simulation 51.4%, Casual 28.2%, Indie 20.4%

  5. #5 Achievement Clicker 2018
    94% matchMostly Positive79% of 962 reviews2018
    Dev: OfficialAndyPub: MGG Studio
    Windows
    Median: 24 minMean: 7.5 hrs≥1hr: 20%

    Feel like a real Achievement hunter! Earn Achievements, upgrades and get the most Achievements on Steam!

    Why similar: Simulation 49.4%, Casual 28.5%, Indie 22.1%

  6. #6 Achievement Clicker 2019
    93% matchVery Positive82% of 891 reviews2018
    Dev: OfficialAndyPub: MGG Studio
    Windows
    Median: 12 minMean: 3.4 hrs≥1hr: 18%

    Feel like a real Achievement hunter! Earn Achievements, upgrades and get the most Achievements on Steam!

    Why similar: Simulation 51.3%, Casual 27%, Indie 21.8%

  7. #7 Crypto Mining Simulator
    92% matchMixed64% of 1,523 reviews2021
    Dev: Satosha Nakamoti
    Windows
    Median: 2.4 hrsMean: 5.7 hrs≥1hr: 61%

    Realistic Mining simulator with custom builds mechanics! A lot of GPUs, CPUs, Motherboards, RAMs, SSDs, PSUs and more! Build your dream farm with 1000+ GPUs!

    Why similar: Simulation 100%

  8. #8 Idle Cave Miner
    91% matchVery Positive80% of 1,155 reviews2023
    Dev: Cold Hours
    Windows · Mac · Linux
    Median: 5.1 hrsMean: 129.1 hrs≥1hr: 75%

    Idle Cave Miner is an idle game about crafting items, mining gems, and building your team of miners. Prestige, craft, and travel to other mines to increase your strength to dig deeper, and find what lurks below.

    Why similar: Simulation 61.3%, Casual 31.8%, Indie 6.9%

  9. #9 Mr.Mine
    89% matchVery Positive92% of 18,516 reviews2020
    Dev: Playsaurus
    Windows · Mac
    Median: 6.1 hrsMean: 100.3 hrs≥1hr: 77%

    Explore the depths of the earth and uncover hidden treasures in this addictive idle mining game. Unlock the power of your drill with hundreds of upgrades, discover mysterious relics, and unearth priceless gems. Can you master the mines and reveal their deepest secrets? Dive in and dig deep!

    Why similar: Simulation 55.2%, Casual 27.1%, Indie 17.7%

  10. #10 Keep on Mining!
    88% matchVery Positive94% of 8,155 reviews2025
    Dev: EagleEye Games
    Windows
    Median: 4.7 hrsMean: 6.8 hrs≥1hr: 95%

    Keep on Mining! is a short incremental mining game. Mine rocks, gather materials, find artifacts, craft pickaxes and spend your materials on permanent upgrades inside the big skill tree!

    Why similar: Casual 64%, Indie 36%

  11. #11 Cryptofall: Investor simulator
    90% matchVery Positive85% of 54 reviews2020
    Dev: Black Deck CrewPub: Gamera Interactive
    Windows · Mac · Linux

    Cryptofall is an investment simulator. Start as a trader during a cryptocurrency boom and explore all the possible ways to invest your wealth. Trade and even mine trending cryptocurrencies, growing your mining pool.

    Why similar: Simulation 54.1%, Casual 26.5%, Indie 19.4%

  12. #12 Coin Flipper
    89% matchVery Positive84% of 476 reviews2022
    Dev: Simon Eftestol
    Windows
    Median: 21.7 hrsMean: 40.5 hrs≥1hr: 89%

    Heads or tails? Coin Flipper is an idle clicker game that is all about flipping lots of coins. Upgrade your coin flips and get even more coins to flip!

    Why similar: Casual 60.2%, Indie 39.8%

  13. #13 Crypto Miner Tycoon Simulator
    86% matchVery Positive83% of 339 reviews2022
    Dev: Bigosaur
    Windows
    Median: 3.8 hrsMean: 15.5 hrs≥1hr: 82%

    Build rigs to mine Bitcoin, Ethereum and other cryptocurrency. Trade on the market to grow wealth. Expand your business into new offices. Hire skilled employees and assign tasks. Use cash from your mega farms to research new technologies and reach the goal of each scenario.

    Why similar: Simulation 89.4%, Indie 10.6%

  14. #14 Crypto Clicker
    87% matchMixed66% of 69 reviews2022
    Dev: Hakugei LLC
    Windows

    Exactly what it sounds like, a clicker game based around crypto.

    Why similar: Casual 100%

  15. #15 Coal Mining Simulator
    86% matchMostly Negative34% of 183 reviews2023
    Dev: GamePlanet
    Windows

    Welcome to the world of Coal Mining! Start with almost nothing and get to the top - develop your mine, sell coal, buy new machines and avoid dangers in this sandbox simulator. Take control of numerous mining machines. Destroy, mine, drill, transport and blow things up.

    Why similar: Simulation 73.9%, Casual 14%, Indie 12%

  16. #16 Clicker Clicker Clicker
    84% matchMixed65% of 103 reviews2024
    Dev: EagleEye Games
    Windows
    Median: 11.9 hrsMean: 63.3 hrs≥1hr: 79%

    Click on the cursor to receive clicker gold. Upgrade your clicks with your clicker gold. Click on the falling cursors to receive more clicker gold! Purchase projectiles in the shop that will clean out the falling cursors for you.

    Why similar: Simulation 63.9%, Casual 36.1%

  17. #17 Particul
    82% matchVery Positive81% of 693 reviews2026
    Dev: MILLION PIXELS
    Windows · Mac · Linux
    Median: 7.4 hrsMean: 11.9 hrs≥1hr: 93%

    Click to mine particles and watch your pile grow. Turn resources into profit, automate extraction, research new technologies and trade. Can you mine the rarest particle and ascend? There is just one way to find out.

    Why similar: Simulation 57.3%, Casual 35%, Indie 7.6%

  18. #18 Blockchain Tycoon
    85% matchMixed48% of 52 reviews2021
    Dev: Wamill
    Windows · Mac

    Blockchain Tycoon is the cryptocurrency simulation game where you build and manage your own mining operation. Create your own coin, mine it, invest in other coins, upgrade and overclock GPUs or you can just HODL.

    Why similar: Simulation 62.3%, Casual 21.9%, Indie 15.8%

  19. #19 Achievement Clicker
    83% matchVery Positive82% of 3,392 reviews2017
    Dev: OfficialAndyPub: MGG Studio
    Windows
    Median: 18 minMean: 10.6 hrs≥1hr: 19%

    Feel like a real Achievement hunter! Earn Achievements, upgrades and get the most Achievements on steam!

    Why similar: Casual 39.2%, Simulation 36.8%, Indie 23.9%

  20. #20 IdleCoin
    84% matchMixed66% of 147 reviews2020
    Dev: BovinoSoftware
    Windows

    IdleCoin is a real-time cryptocurrency mining and management simulation.

    Why similar: Simulation 56.8%, Casual 35.1%, Indie 8%

  21. #21 Treasure Chest Clicker
    81% matchVery Positive82% of 404 reviews2023
    Dev: Simon Eftestol
    Windows
    Median: 38.5 hrsMean: 70.5 hrs≥1hr: 96%

    Click your way to a fortune in Treasure Chest Clicker! Discover gold, level up and find all the rare treasures hidden inside the chests!

    Why similar: Casual 100%

  22. #22 Mineral Mining Simulator
    79% matchVery Positive87% of 69 reviews2026
    Dev: Bewolba Studios
    Windows

    Turns raw rock into valuable minerals and jewelry grade gemstones through a hands on production chain. Mine ore, crush it into fragments, refine it, and scale your operation with better machines and smarter workflow. Optimize every stage of the pipeline to maximize efficiency, quality, and profit.

    Why similar: Simulation 58.3%, Casual 34.4%, Indie 7.4%

  23. #23 Moose Miners
    80% matchMixed69% of 523 reviews2024
    Dev: Lingon Studios
    Windows
    Median: 13.8 hrsMean: 146.1 hrs≥1hr: 96%

    Take control of a mining operation run by moose. They mine and sell the gems. You need to decide where to spend the profits. Hire more miners and upgrade their gear. Buy new rails and minecarts to get deeper into the mine. The deeper you get the more valuable gems you will find.

    Why similar: Simulation 100%

  24. #24 CGENcore
    82% matchMixed54% of 91 reviews2019
    Dev: O L Y M P U S
    Windows

    Become the Crypto Tycoon! The more you click, the richer you get. Your goal is to collect as much Crypto as you can, buy as much tech as you can and conquer the world!

    Why similar: Simulation 51.2%, Casual 28.1%, Indie 20.7%

  25. #25 Critter Clicker
    81% matchMixed57% of 110 reviews2020
    Dev: TimeWastingGames
    Windows

    Casual farming simulator with unique, flexible gameplay. Autoclicker is built-in and free. Gather resources, upgrade critters and buildings, sell your farm when you want a bigger one and never stop expanding.

    Why similar: Casual 46.5%, Simulation 37%, Indie 16.5%

  26. #26 Miner: Dig Deep
    79% matchVery Positive91% of 255 reviews2020
    Dev: Substance Games
    Windows

    A cozy mining platformer game. Dig deep into the earth in search of riches. Create your mine, improve your equipment, but don't get too greedy.

    Why similar: Simulation 64%, Casual 21.9%, Indie 14.1%

  27. #27 Gold Mining Simulator
    78% matchMostly Positive73% of 16,248 reviews2017
    Dev: Code Horizon
    Windows
    Median: 8.3 hrsMean: 30.9 hrs≥1hr: 87%

    Become a gold miner. Work hard, dig deep, explore the world, and you’ll become the wealthiest person in Alaska. Use a variety of specialist machines to find as much gold as you can.

    Why similar: Simulation 85%, Indie 15%

  28. #28 Keep on Mining! - Worlds
    75% matchVery Positive81% of 1,639 reviews2026
    Dev: EagleEye Games
    Windows
    Median: 7.8 hrsMean: 11.6 hrs≥1hr: 91%

    Keep on Mining! – Worlds is an incremental mining game where you mine rocks, collect resources, and travel through many unique worlds, finding artifacts, crafting pickaxes, and purchasing many permanent upgrades!

    Why similar: Casual 68.8%, Indie 31.2%

  29. #29 Crypto Miner Tycoon Simulator Starter Edition
    76% matchVery Positive89% of 1,349 reviews2023
    Dev: Bigosaur
    Windows
    Median: 54 minMean: 2.5 hrs≥1hr: 47%

    Start in your bedroom in year 2010. Build rigs to mine Bitcoin, Ethereum and other crypto coins. Trade on the market to grow wealth. Expand your business into new offices. Hire skilled employees and assign tasks. Use cash from your mega farms to research new technologies.

    Why similar: Simulation 100%

  30. #30 Crafting Idle Clicker
    78% matchMixed49% of 919 reviews2020
    Dev: Bling Bling Games GmbH
    Windows
    Median: 2.7 hrsMean: 42.9 hrs≥1hr: 70%

    Craft a complex production line, earn idle cash and become an industrial tycoon!

    Why similar: Simulation 46.4%, Casual 31.6%, Indie 22%

  31. #31 Mining Wizards
    75% matchVery Positive80% of 116 reviews2026
    Dev: TMA Forge
    Windows

    Mining Wizards is an incremental mining game. Mine minerals, gather materials, upgrade a massive skill tree, level up, unlock talents, discover artifacts, and attract artifact visitors!

    Why similar: Simulation 73.9%, Casual 26.1%

  32. #32 CryptoClickers: Crypto Idle Game
    77% matchMixed65% of 208 reviews2021
    Dev: Considera Games LLCPub: Considera Core LLC
    Windows · Mac · Linux

    CryptoClickers is a complex Incremental Game revolved around Cryptocurrencies that's full of unique game modes, upgrades, challenges, events, and a double layer prestige system!

    Why similar: Simulation 67.2%, Indie 32.8%

  33. #33 Mining
    74% matchMostly Positive76% of 324 reviews2025
    Dev: MaiBaHe
    Windows

    Mining is a click game where you can click on the mining pile! In Banana, you can click on the heap to mine ore! Occasionally, you may drop a mineral. Come and play with us!

    Why similar: Casual 76.6%, Indie 23.4%

  34. #34 A Mining Game
    76% matchMixed66% of 235 reviews2019
    Dev: AtlasPub: Trillium Studio Ltd.
    Windows

    An idle Mining Simulation game, Compete against other miners to reach the top of the leader boards, Build an army. Climb your way through the combat tower with friends. And compete in daily events

    Why similar: Simulation 69%, Indie 31%

  35. #35 Click Click Dig: Prologue
    73% matchMostly Positive77% of 333 reviews2024
    Dev: Bacon Bandit GamesPub: Burn Rate Games
    Windows

    Click Click Dig is an idle mining game that lets you dig deep into the core of several planets. The prologue contains a unique planet, unique digger skins, and a store where you can unlock exclusive items in the main Click Click Dig game!

    Why similar: Simulation 62.6%, Casual 37.4%

  36. #36 Click Space Miner 2
    77% matchMostly Negative32% of 65 reviews2019
    Dev: PIxelssoftworks
    Windows

    In Click Space Miner II you take control over a mining company in space. There is a big market, a lot of customers, but therefore also a lot of concurrents so you have to mine fast.

    Why similar: Simulation 45.3%, Casual 30.3%, Indie 24.5%

  37. #37 Underminer
    70% matchVery Positive93% of 984 reviews2024
    Dev: Team GongMyeongPub: Jungle Game Lab
    Windows

    Welcome to Underminer, an underground adventure game set in a subterranean world. Mine minerals, earn money, upgrade your drill machine and descend deeper into the earth. The truth about 'legendary minerals' and an exciting underground world are waiting for you!

    Why similar: Simulation 84.7%, Indie 15.3%

  38. #38 Dropshipping Simulator
    74% matchMixed61% of 117 reviews2021
    Dev: IronyDev
    Windows

    Dropshipping Simulator, sell to customers by buying products cheaply! Earn money by making smart cyrptocoin investments! Decorate your house any way you want! and eat a good meal!

    Why similar: Simulation 51.5%, Casual 30.1%, Indie 18.4%

  39. #39 Mushroom Clicker
    71% matchVery Positive95% of 75 reviews2025
    Dev: Wizard Shrimp Games
    Windows

    An Idle Incremental Clicker game with cosy magical vibes. You are the newest Mushroom Wizard Initiate 🧙‍♂️ Cast spells 🪄 harvest mushrooms 🍄 and level up to become more powerful! Hire little creatures 🐿️ to help you harvest and unlock different types of shrooms and skills!

    Why similar: Simulation 50.9%, Casual 32.7%, Indie 16.4%

  40. #40 Far Mining
    68% matchVery Positive96% of 265 reviews2026
    Dev: LostVolBytes
    Windows

    Far Mining is a short and relaxing incremental game about mining asteroids. Mine resources, upgrade your ship, unlock new tools, and find your way out of deep space.

    Why similar: Casual 50.3%, Indie 30.1%, Simulation 19.6%

  41. #41 CryptoMoneya
    73% matchMixed68% of 222 reviews2017
    Dev: azimuth team
    Windows · Mac · Linux
    Median: 4.2 hrsMean: 6.9 hrs≥1hr: 96%

    The main goal of the game is to find matching currencies in a set time, receiving in-game coins with which you can buy boosters and upgrades. Collect the maximum amount of all the currencies, prove that you are the top miner!

    Why similar: Indie 51.6%, Casual 48.4%

  42. #42 PickCrafter
    70% matchVery Positive86% of 7,138 reviews2017
    Dev: Fiveamp
    Windows · Mac
    Median: 3.0 hrsMean: 76.3 hrs≥1hr: 68%

    Conquer PickCrafter, the hit indie idle game! Break blocks, forge equipment, and collect powerful Pickaxes. Prestige to legendary tiers with the new Ascension Skill Tree. Discover biomes and battle epic bosses. Make meaningful choices and invent complex builds in this addictive endless adventure!

    Why similar: Simulation 51.5%, Casual 27.1%, Indie 21.5%

  43. #43 Coal Mining Simulator: Prologue
    71% matchMixed66% of 307 reviews2022
    Dev: Grande GamesPub: GamePlanet
    Windows

    Welcome to the world of Coal Mining! Start with almost nothing and get to the top - develop your mine, sell coal, buy new machines and avoid dangers in this sandbox simulator. Take control of numerous mining machines. Destroy, mine, drill, transport and blow things up.

    Why similar: Simulation 84.3%, Indie 15.7%

  44. #44 Newton Coin Web3
    69% matchVery Positive84% of 172 reviews2025
    Dev: Newton Coin Studio
    Windows

    Newton Coin This is a clicker game. In the game, you need to click on the Coin. You'll get a random Newton - themed gold coin every three hours. With effort and luck, you can continuously expand your gold coin collection!

    Why similar: Casual 58.3%, Simulation 28.8%, Indie 12.9%

  45. #45 Geology Business
    72% matchMixed59% of 93 reviews2017
    Dev: Svantech Studios
    Windows
    Median: 6.8 hrsMean: 10.6 hrs≥1hr: 82%

    Have you ever wanted to know how it feels to drown in money? Say no more fam, in Geology Business you get to mine for ancient hidden gems worth a fortune, and don't forget about the spicy memes on the menu.

    Why similar: Casual 56.4%, Indie 43.6%

  46. #46 Kingdom Clicker
    72% matchMixed60% of 55 reviews2018
    Dev: Maximilian Ritters
    Windows
    Median: 4.4 hrsMean: 15.8 hrs≥1hr: 83%

    The king needs your help! Build the kingdom and earn money with just the tip of your finger! Try to get all the achievements by restoring wealth and honor of your empire.

    Why similar: Casual 56.4%, Indie 43.6%

  47. #47 Now Man Flies
    71% matchMostly Positive73% of 112 reviews2017
    Dev: Epic FirePub: DNB Media
    Windows
    Median: 4.7 hrsMean: 12.8 hrs≥1hr: 61%

    Travel on an intergalactic highway in search of new planets!

    Why similar: Simulation 49%, Casual 28.2%, Indie 22.8%

  48. #48 Loot Box Simulator 20!8
    73% matchMostly Negative32% of 97 reviews2018
    Dev: Nikita "Ghost_RUS"Pub: Ghost_RUS Games
    Windows
    Median: 12 minMean: 2.8 hrs≥1hr: 17%

    Strange simulator for a certain type of people who want to get NOTHING and PAIN. Game based on real events.

    Why similar: Simulation 47.8%, Casual 28.9%, Indie 23.3%

  49. #49 Fracture Field
    66% matchMostly Positive77% of 1,014 reviews2026
    Dev: Type-TenPub: Type Ten LLC
    Windows
    Median: 22.2 hrsMean: 36.3 hrs≥1hr: 92%

    Fracture Field is an idle/incremental quarry mining game. Shatter rocks with timed swings then invest your earnings into upgrades. Build a fleet of drones to automate your empire, bomb tough layers, and unlock powerful prestige upgrades on your journey to master the quarry.

    Why similar: Simulation 47.9%, Casual 36.2%, Indie 15.9%

  50. #50 Idle Deepcore
    66% matchVery Positive85% of 269 reviews2026
    Dev: Bluehood Games
    Windows

    Idle Deepcore is an incremental mining game where you dig ever deeper, smelt ore into ingots, upgrade your pickaxe and machines, and grow several mines in parallel to build a vast underground industry.

    Why similar: Simulation 89%, Indie 11%

  51. #51 You Know The Drill
    64% matchVery Positive94% of 759 reviews2026
    Dev: ludokaiPub: Catoptric Games
    Windows · Linux
    Median: 3.5 hrsMean: 3.6 hrs≥1hr: 86%

    You Know The Drill is a relaxing incremental mining game about digging underground to harvest ores. Collect resources and use them to upgrade your drill and go even deeper!

    Why similar: Simulation 61.9%, Casual 38.1%

  52. #52 Castle Clicker : Idle City Tycoon
    69% matchMixed67% of 706 reviews2017
    Dev: Autotelic Games LLC
    Windows
    Median: 48 minMean: 74.7 hrs≥1hr: 48%

    Castle Clicker is a more strategy focused clicking game that required you to think about how to manage your resources and build your city. If you're looking for a more in depth but still casual clicking game, this is for you!

    Why similar: Simulation 47.6%, Casual 28.1%, Indie 24.3%

  53. #53 Center Station Simulator
    65% matchVery Positive88% of 571 reviews2024
    Dev: Nightmare Phoenix
    Windows

    Mine, farm, manufacture components and build a wide range of machines in an infinite basement. Forget primitive tasks thanks to automation! And sell your products to your customers! Build a parking, a gas station...

    Why similar: Simulation 79.8%, Indie 20.2%

  54. #54 Gnomich
    68% matchMostly Negative38% of 52 reviews2024
    Dev: Pot-bellied Gnomes
    Windows

    Gnomich is a clicker game where you mine resources! You can upgrade your gnome to get even more resources! You get one mineral every 3 hours. Join Discord or Telegram to participate in tournaments!

    Why similar: Simulation 52.6%, Casual 47.4%

  55. #55 Mine the Gold
    70% matchMixed41% of 87 reviews2019
    Dev: A NostruPub: My Way Games
    Windows

    Gold, diamonds, and dynamite? That's right, you're a goldminer and it's your job to mine as much gold as you can and come out with the most money. Are you ready? Time to goldrush!

    Why similar: Simulation 50.5%, Casual 31%, Indie 18.5%

  56. #56 True Mining Simulator
    68% matchMixed68% of 74 reviews2021
    Dev: Boolba Entertainment
    Windows

    No more cubes

    Why similar: Simulation 71%, Indie 29%

  57. #57 Chicken Farm 2K17
    67% matchMostly Positive79% of 328 reviews2017
    Dev: Jakal Studios
    Windows
    Median: 2.2 hrsMean: 14.3 hrs≥1hr: 67%

    Chicken Farm is a management game with clicker aspects, where you buy chickens, catch the eggs, work at the market, sell your chickens and ultimately profit.

    Why similar: Simulation 48.7%, Casual 28.9%, Indie 22.4%

  58. #58 Mine Empire
    64% matchVery Positive88% of 64 reviews2026
    Dev: Forge Games
    Windows

    In Mine Empire, start with basic mining and expand by gathering resources, upgrading equipment, and deploying machines for full automation. Blast through deep mineral veins with explosives, unlock rebirth upgrades and advanced technology, and build your own powerful mine empire.

    Why similar: Simulation 46.2%, Casual 31.1%, Indie 22.7%

Modeli
Clicker: Mining Simulator cover art

Games Like Clicker: Mining Simulator

Based on tag similarity + player behavior
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