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Games Like ChipWits

60+ similar titles based on shared tags and player behavior. Themes include Programming, Education, Puzzle, Logic.

ChipWits header art

Program a robot to solve logic puzzles in ChipWits, an open-ended programming game for beginners and experts alike! Inspired by the 1980s original, ChipWits combines the best of puzzle games, automation, and programming to introduce a new generation of players to a classic gaming experience.

Reviews: Positive — 100% — of 17 reviews
Released: 2025-07-11
Developer: ChipWits, Inc.
Genres: Casual, Indie, Simulation
Platforms: Windows, Mac, Linux

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    97% match4 user reviews75% of 4 reviews2023
    Dev: monacrea
    Windows

    Learn programming in a fun way! An educational game that teaches the basics of programming and algorithmic logic. No prior knowledge of programming is required to play.

    Why similar: Coding 29.5%, Programming 20.1%, Automation 9.2%, Education 8.4%, Hacking 8.4%

  2. #2 Move Code Lines
    96% matchVery Positive82% of 90 reviews2020
    Dev: Fewjix
    Windows

    Move Code Lines is a game where you fix programs and make them print needed output. But the only way you can achieve that is to change the order of lines in those programs, and set custom input.

    Why similar: Coding 32.3%, Programming 24.1%, Automation 13.5%, Hacking 10.7%, Education 8.2%

  3. #3 JOY OF PROGRAMMING - Software Engineering Simulator
    96% matchMostly Positive78% of 349 reviews2025
    Dev: Prof. SchererPub: PlayWay S.A.
    Windows
    Median: 54 minMean: 1.8 hrs≥1hr: 43%

    Use real Python code to automate machines, robots, drones and more: Program self-driving vehicles; crack passwords; apply machine learning; automate logistics; use image processing to guide missiles. Gain real coding skills and solve exciting bite-sized programming challenges.

    Why similar: Coding 24.2%, Programming 23.2%, Automation 12.9%, Hacking 7.7%, Education 7.7%

  4. #4 Conge's Crunch Time
    95% matchPositive100% of 23 reviews2024
    Dev: Joyful Jo
    Windows · Mac

    'Conge's Crunch Time' is a puzzle game where you solve factory tasks through intuitive drag-and-drop programming. Write code for your robot to clear each level, delve deeper into the factory, encounter new puzzle concepts and data-structure creatures, and uncover the truth.

    Why similar: Coding 33.1%, Programming 24.3%, Automation 13.5%, Education 9%, Robots 8.3%

  5. #5 Quantum Odyssey
    94% matchVery Positive94% of 108 reviews2025
    Dev: Quarks Interactive
    Windows

    Master the most counter-intuitive logic in existence. Created by the researchers who defined Quantum Literacy, explore an open-ended puzzle world where you craft real quantum algorithms, solve 500+ challenges, hack other players asynchronously, and gain insights textbooks can’t provide.

    Why similar: Coding 23.6%, Programming 22.3%, Automation 12.8%, Hacking 10.4%, Education 8.7%

  6. #6 Mnemonimov
    94% matchNo user reviews
    Dev: Reverie Foundry
    Windows · Linux

    Mnemonimov is an assembly-based fantasy console with a retro monochrome screen. Experience the challenge and the fun of old-school game development without the headaches of real hardware.

    Why similar: Programming 27.8%, Coding 18.9%, Automation 12.2%, Education 10.1%, Hacking 9.4%

  7. #7 Escape From Hard Drive
    93% matchPositive100% of 10 reviews2022
    Dev: Fewjix
    Windows

    EFHD is a game where programs change how game works. Modify and run the source files to create, destroy and move other objects.

    Why similar: Coding 34.9%, Programming 23.3%, Automation 14.8%, Hacking 9.5%, Education 6.9%

  8. #8 RovNav
    92% match2 user reviews100% of 2 reviews2025
    Dev: Enigmatix Interactive
    Windows

    Code the rovers with a visual Node Graph system to Navigate Complex Paths. Connect different types of Nodes to build custom logic. Use parameters to configure actions and wires to define flow.

    Why similar: Coding 33.3%, Programming 29.3%, Logic 9.7%, Education 7.8%, Automation 6.2%

  9. #9 Retro Gadgets
    91% matchVery Positive90% of 505 reviews2022
    Dev: Licorice ehf
    Windows
    Median: 42 minMean: 60.7 hrs≥1hr: 48%

    Retro Gadgets is a sandbox where you build, code, and customize gadgets inspired by old-school electronics.

    Why similar: Programming 27.5%, Coding 19.3%, Automation 16.9%, Education 11.2%, Hacking 7.2%

  10. #10 Marvellous Inc.
    91% matchMostly Positive79% of 29 reviews2018
    Dev: Marvellous Soft
    Windows · Mac · Linux

    Marvellous Inc. is a programming puzzle game, where you program robots to solve tasks.

    Why similar: Coding 32.1%, Programming 26.1%, Automation 15.4%, Education 11.2%, Robots 8.7%

  11. #11 Turing Complete
    90% matchOverwhelmingly Positive96% of 5,092 reviews2021
    Dev: LevelHead
    Windows · Mac · Linux
    Median: 3.6 hrsMean: 12.0 hrs≥1hr: 79%

    Learn CPU architecture with puzzles

    Why similar: Programming 45.6%, Logic 13.3%, Education 13.3%, Automation 10%, Hacking 7.5%

  12. #12 Code Wizard: Java Edition
    89% matchPositive86% of 42 reviews2024
    Dev: Duckisoft
    Windows

    Learn to code in Java as well as learning important Object Oriented Programming principles. Solve puzzles while learning new features as you track down the evil wizard intent on destroying the world. Write real Java code while playing through an RPG story!

    Why similar: Coding 36.2%, Programming 26.7%, Hacking 12.4%, Education 10.8%, Family Friendly 4.4%

  13. #13 EmuDevz
    88% matchVery Positive89% of 54 reviews2026
    Dev: [r]labs
    Windows · Mac · Linux

    A game about building emulators! Implement your own NEEES core in JavaScript, get instant feedback with unit/video tests, build the graphics unit in real time, learn 6502 assembly, debug test ROMs, and have fun with the included homebrew games!

    Why similar: Programming 33.7%, Coding 29.2%, Education 10.2%, Logic 9.8%, Hacking 9%

  14. #14 Bots Are Stupid
    89% matchMostly Positive77% of 214 reviews2022
    Dev: Leander Edler-GollaPub: Yogscast Games
    Windows · Mac · Linux
    Median: 36 minMean: 2.4 hrs≥1hr: 38%

    An ultra-precise 2D platformer where you give robots instructions instead of directly controlling them. Master the campaign levels or create and share your own. “It’s Mario Maker with coding” - Lewis Brindley, Yogscast.

    Why similar: Coding 31.6%, Programming 22%, Automation 11.8%, Hacking 10.4%, Logic 8.6%

  15. #15 SHENZHEN I/O
    87% matchVery Positive95% of 4,421 reviews2016
    Dev: Zachtronics
    Windows · Mac · Linux
    Median: 2.1 hrsMean: 11.5 hrs≥1hr: 61%

    BUILD CIRCUITS. WRITE CODE. RTFM.

    Why similar: Programming 53.1%, Automation 19.9%, Logic 9.5%, Education 6%, Puzzle 4.6%

  16. #16 SirKwitz
    86% matchVery Positive94% of 86 reviews2024
    Dev: Predict Edumedia
    Windows

    Dive into SirKwitz: a beginner-friendly edutainment game that makes learning programming easy & fun! Explore 28 puzzles across four topics to master the very core concepts behind programming and develop your problem-solving skills. Ideal for those that think coding & programming are scary words!

    Why similar: Programming 34.4%, Education 16.4%, Automation 14.4%, Robots 11.4%, Logic 11.4%

  17. #17 Code World
    86% matchMostly Positive70% of 44 reviews2017
    Dev: Fewjix
    Windows

    In Code World you control the robot that can walk around the world and send messages to devices. Every device reacts on those messages according to its code. You will have to read this code, understand what messages to send and write your own code.

    Why similar: Programming 36.1%, Automation 19.2%, Hacking 16.6%, Education 11.6%, Logic 8%

  18. #18 The Qubit Factory
    84% matchPositive98% of 41 reviews2025
    Dev: Logical Basis
    Windows · Mac

    The Qubit Factory is an open-ended puzzle game incorporating real-life concepts from the cutting-edge field of quantum computing. Design and build logic circuits that manipulate bits and qubits (quantum bits) to solve devious computational challenges!

    Why similar: Programming 38.1%, Automation 21.8%, Logic 11.6%, Education 9.8%, Puzzle 6.7%

  19. #19 ABI-DOS
    84% matchVery Positive93% of 403 reviews2024
    Dev: ABI.DOS.SOFTWARE
    Windows

    Build the most advanced operating system ever created! Can you master the fictional simulation language of this mind-bending machine? Design circuits, automate UBITS (coloured mobile data blocks), and optimize your system. The Admin is always watching, and he’s not what he seems.

    Why similar: Programming 34.4%, Automation 19.4%, Hacking 12.4%, Education 10%, Logic 7.5%

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    85% matchPositive81% of 21 reviews2022
    Dev: Dragon Lord Studio
    Windows · Linux

    Programmer Dungeon is a tactical game that challenges players to use logic programming to solve puzzles and progress through each level. Collect unique skills, use visual programming to automate your character, and defeat your enemies. Plan carefully and enjoy this exciting adventure!

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  21. #21 EXAPUNKS
    83% matchVery Positive95% of 1,852 reviews2018
    Dev: Zachtronics
    Windows · Mac · Linux
    Median: 2.1 hrsMean: 11.9 hrs≥1hr: 58%

    The year is 1997. You used to be a hacker, but now you have the phage. You made a deal: one hack, one dose. There’s nothing left to lose… except your life.

    Why similar: Programming 46%, Automation 17.1%, Hacking 16.9%, Logic 8.1%, Puzzle 5.4%

  22. #22 Crispy Circuits
    82% matchNo user reviews
    Dev: Turing Studio
    Windows · Mac

    Discover the world of electronics by fixing your hamster’s RC plane. Connect, test, assemble and fail in spectacular ways. This cozy simulator lets you electrocute your hamster without authorities getting involved!

    Why similar: Programming 32.1%, Automation 18.7%, Hacking 10.7%, Logic 10.3%, Education 9.9%

  23. #23 DA-VI-NC1
    81% match7 user reviews100% of 7 reviews2024
    Dev: Baby Bear Fish
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    DA-VI-NC1 is a Turing-machine-based coding puzzle game. You must complete the puzzles, pass the Turing test, and discover the philosophical world of DA-VI-NC1 with the Mona Lisa.

    Why similar: Programming 45.4%, Hacking 15.3%, Logic 14%, Education 13.2%, Puzzle 5.6%

  24. #24 Breadbox
    80% matchPositive100% of 34 reviews2025
    Dev: Bitfall
    Windows

    Breadbox is a retro computer simulator that lets you relive the magic of 70s and 80s machines. Explore a visual environment where you can interact with classic hardware and media as if they were real.

    Why similar: Coding 26.7%, Programming 26.6%, Automation 11%, Hacking 10.4%, Logic 6.9%

  25. #25 Assignment 42
    82% matchMostly Positive73% of 37 reviews2021
    Dev: ArriblePub: Mindfire
    Windows · Mac

    Assignment 42 is a strategic, puzzle-based experience set in a maze of superstructure interiors. Progress by programming a machine to handle fried electrics and fires while you, with the guidance of your partner operator, evacuate every civilian and investigate who is behind the disaster.

    Why similar: Programming 30.9%, Automation 18.2%, Robots 12.2%, Logic 10.9%, Education 10.1%

  26. #26 You Are The Code
    79% matchPositive100% of 35 reviews2025
    Dev: ThinkWithGames
    Windows · Linux

    A programming puzzle game, but YOU CAN'T TYPE. Navigate and run pre-existing lines of code! Watch out for bugs eating away your program!

    Why similar: Programming 33.5%, Coding 31.3%, Hacking 16.2%, Logic 8.8%, Puzzle 5.4%

  27. #27 Hacking for Hermann
    81% match7 user reviews86% of 7 reviews2022
    Dev: Philip Schmiel Development
    Windows

    Program your team of AIs to infiltrate corporation servers and find your brother Hermann. This game is about the fun of coding and optimization. There is always something to improve.

    Why similar: Programming 35%, Automation 15.8%, Hacking 12.3%, Robots 11.3%, Logic 10.9%

  28. #28 Opus Magnum
    78% matchOverwhelmingly Positive97% of 6,719 reviews2017
    Dev: Zachtronics
    Windows · Mac · Linux
    Median: 4.6 hrsMean: 13.0 hrs≥1hr: 77%

    Opus Magnum is the latest open-ended puzzle game from Zachtronics, the creators of SpaceChem, Infinifactory, and SHENZHEN I/O. Design and build machines that assemble potions, poisons, and more using the alchemical engineer’s most advanced tool: the transmutation engine!

    Why similar: Programming 46.1%, Automation 26.6%, Logic 10%, Puzzle 9.4%, Simulation 4.1%

  29. #29 TAU-09
    77% match2 user reviews100% of 2 reviews2026
    Dev: axsys_crash
    Windows · Linux

    Become a Robotic Exploration Systems Programmer (RESP). Get sent to the corners of the galaxy and program robots like if your life depended on it, because it does.

    Why similar: Programming 37.1%, Automation 18.4%, Hacking 16%, Logic 7.4%, Robots 5.4%

  30. #30 TIS-100
    78% matchOverwhelmingly Positive97% of 4,045 reviews2015
    Dev: Zachtronics
    Windows · Mac · Linux
    Median: 1.2 hrsMean: 6.2 hrs≥1hr: 52%

    TIS-100 is an open-ended programming game by Zachtronics, the creators of SpaceChem and Infinifactory, in which you rewrite corrupted code segments to repair the TIS-100 and unlock its secrets. It’s the assembly language programming game you never asked for!

    Why similar: Programming 61.9%, Hacking 9.1%, Logic 6%, Puzzle 5.6%, Automation 5.1%

  31. #31 Typhon: Bot vs Bot
    76% matchMostly Positive71% of 14 reviews2025
    Dev: Brightshade Games
    Windows · Mac

    Command modular mechs in Typhon, a sci-fi tactical strategy game where you outthink rivals by scripting your bots with Python. Customize, adapt, and evolve your forces in real time in the hostile alien world of AEGIS IVb to dominate the battlefield.

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  32. #32 SirKwitz 2
    77% matchNo user reviews
    Dev: Predict Edumedia
    Windows

    Join SirKwitz on another coding adventure in this edutainment puzzle game. Manage instructions, execute functions and loops, and navigate Booleans as you code this silly robot through each challenge.

    Why similar: Programming 34.5%, Automation 21.9%, Education 15.1%, Robots 13%, Logic 5.9%

  33. #33 Pixel Forge
    76% match1 user reviews100% of 1 reviews2026
    Dev: MELOVITY
    Windows · Mac

    Pixel Forge is a puzzle game where you create pixel art by connecting nodes.

    Why similar: Programming 36.8%, Coding 22.6%, Logic 13.6%, Sandbox 7.1%, Puzzle 6.4%

  34. #34 Virtual Circuit Board
    74% matchVery Positive93% of 302 reviews2023
    Dev: Reverie Foundry
    Windows · Linux
    Median: 1.5 hrsMean: 21.2 hrs≥1hr: 55%

    Virtual Circuit Board is the sandbox drawing-based logic simulator where you can build, program, decorate, and simulate anything from simple monochrome circuits to complex and colorful computers. Play with digital logic in this sandbox-only experience.

    Why similar: Programming 33.9%, Automation 15.8%, Education 12.5%, Hacking 11.8%, Logic 10.2%

  35. #35 If Red Then Stop
    75% matchNo user reviews
    Dev: KerzovenPub: Metaroot
    Windows · Linux

    Program traffic lights, barriers, and more to solve your city’s traffic problems! Improve your coding skills by learning to control time-dependent processes with realistic state machines.

    Why similar: Programming 41.1%, Automation 22.4%, Logic 12.1%, Education 8.4%, Simulation 5.8%

  36. #36 Logic Arrows
    75% matchNo user reviews2026
    Dev: Artem Yashin
    Windows · Mac · Linux

    Logic Arrows is a sandbox game where you design your own mechanisms: from logic gates to an entire computer. Use simple elements to build complex systems, solve engineering challenges and master computer logic.

    Why similar: Programming 34.2%, Automation 25.8%, Education 12.4%, Sandbox 8.9%, Logic 8.7%

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    73% matchOverwhelmingly Positive95% of 7,120 reviews2021
    Dev: Fulcrum Games
    Windows · Mac · Linux

    Bitburner is a programming-based incremental game. Write scripts in JavaScript to automate gameplay, learn skills, play minigames, solve puzzles, and more in this cyberpunk text-based incremental RPG.

    Why similar: Programming 45.8%, Automation 18.3%, Hacking 15.4%, Coding 9.1%, Education 3.9%

  38. #38 Human Resource Machine
    74% matchVery Positive94% of 4,614 reviews2015
    Dev: Tomorrow Corporation
    Windows · Mac · Linux
    Median: 3.1 hrsMean: 6.2 hrs≥1hr: 84%

    Program little office workers to solve puzzles. Be a good employee! The machines are coming... for your job. From the creators of World of Goo and Little Inferno.

    Why similar: Programming 59.1%, Education 11.3%, Automation 10.8%, Puzzle 7.3%, Logic 4.4%

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    72% matchVery Positive85% of 620 reviews2024
    Dev: Luden.io
    Windows · Mac · Linux
    Median: 2.3 hrsMean: 5.8 hrs≥1hr: 64%

    You land on a frozen planet in a tiny rocket with a robot inside. Harvest and combine materials to discover new ones. Use visual programming to make the robot do the tiresome work for you. Slowly build a gang of self-sustaining robot workers and watch them terraform the planet.

    Why similar: Programming 34.9%, Automation 21.2%, Education 14.4%, Robots 12%, Sandbox 8%

  40. #40 Terranny
    72% matchPositive100% of 12 reviews2024
    Dev: Terranos EngineeringPub: [undisclosed]
    Windows

    Design and program drones, then send them into autonomous battles. Test your logic in this "Carnage Heart" (カルネージハート) inspired game.

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  41. #41 KnotBot
    73% matchMostly Positive72% of 47 reviews2020
    Dev: BeetBomb
    Windows · Mac · Linux

    From collecting buttons to solving tangled mazes, automate KnotBot on a quest of handcrafted puzzles. Solve the problems your own way, it's simple to understand but still deep and challenging.

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  42. #42 Robot Programmer
    73% matchPositive100% of 10 reviews2022
    Dev: ZeroPub: Zero Cores
    Windows · Mac

    Uncover your hidden programming talent! Code your own robots with simple instructions to explore 40+ logical based puzzles.

    Why similar: Programming 42.7%, Automation 24.1%, Logic 12.5%, Puzzle 6.9%, Robots 6.1%

  43. #43 Alan's Automaton Workshop
    71% matchVery Positive83% of 212 reviews2022
    Dev: Laputa Labs
    Windows · Mac · Linux

    Alan's Automaton Workshop is an open-ended programming puzzle game. Start a new business with Alan Turing and his groundbreaking innovation: the Turing Machine. Build unique automatons, and solve all kinds of problems from clients.

    Why similar: Programming 37%, Automation 21.2%, Education 14.8%, Logic 10.5%, Sandbox 7.1%

  44. #44 Comet 64
    71% matchMostly Positive76% of 186 reviews2021
    Dev: Onur AyasPub: what sorceress this
    Windows · Mac · Linux
    Median: 36 minMean: 4.2 hrs≥1hr: 40%

    Comet 64 is a programming puzzle game. The year is 1984. All you got is a Comet 64 home computer and the operator's manual it came with.

    Why similar: Programming 39.1%, Automation 13.3%, Hacking 12.1%, Education 11.3%, Logic 7.4%

  45. #45 The Signal State
    70% matchVery Positive87% of 657 reviews2021
    Dev: Reckoner IndustriesPub: The Iterative Collective
    Windows · Mac
    Median: 2.7 hrsMean: 5.1 hrs≥1hr: 75%

    Set in a post-apocalyptic future, The Signal State puts your logic skills to the test with complex puzzles inspired by modular synthesizers. Repair machines, rebuild an abandoned farm, and be part of a revolution that will change the fate of agriculture once and for all.

    Why similar: Programming 32.2%, Automation 20.4%, Logic 13%, Hacking 9.4%, Sandbox 6.6%

  46. #46 Software Engineering Course / Informatyka - zrozum i zaprogramuj komputer
    71% match6 user reviews50% of 6 reviews2020
    Dev: Wydawnictwo DagielPub: Adventuresity
    Windows

    The program was created on the basis of an engineering study program. No prior knowledge of any IT issues is required - we start with simple tasks and step by step learn the basics of computer programming.

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  47. #47 Backcast
    68% match3 user reviews67% of 3 reviews2026
    Dev: botterYosukePub: Sasaco Co., Ltd.
    Windows · Mac · Linux

    A strategy replay simulator where you observe your trading strategies battle in the market. Write code that becomes a living strategy, watch it trade, and learn how it survives or falls in a competitive environment.

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  48. #48 Super Markup Man
    70% matchVery Positive82% of 125 reviews2016
    Dev: Roppy Chop Studios
    Windows · Mac · Linux
    Median: 3.2 hrsMean: 3.9 hrs≥1hr: 89%

    Learn HTML and CSS through a 2D puzzle platformer! Carry and place real web tags, solve logic-based levels, and build your own web page templates. No coding needed!

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  49. #49 Pragma Twice
    69% matchNo user reviews
    Dev: Bryan Gillespie
    Windows

    You've awoken deep within a research facility in a new, programmable robot body. You have holes in your memories. At least you no longer have that hole in your head...

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  50. #50 SysOps Simulator
    68% match8 user reviews50% of 8 reviews2024
    Dev: Sophism Games
    Windows

    SysOps Saga is a simulation game that puts you in the shoes of a Site Reliability Engineer (SRE), managing the intricate web of software, security, and hardware to keep digital systems running. Developed by a FAANG veteran, this game offers an immersive and educational experience for IT enthusiasts.

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  51. #51 Rogue Bit
    70% matchVery Positive89% of 122 reviews2018
    Dev: Bigosaur
    Windows · Mac · Linux

    A single bit of computer memory became sentient and decided to escape from digital into the real world. Explore RAM, modify bytes and hack machine code and CPU registers to set it free.

    Why similar: Programming 42%, Hacking 19.3%, Logic 11.5%, Education 10.6%, Simulation 8.3%

  52. #52 7 Billion Humans
    69% matchVery Positive94% of 2,088 reviews2018
    Dev: Tomorrow Corporation
    Windows · Mac · Linux
    Median: 3.4 hrsMean: 11.6 hrs≥1hr: 83%

    Automate swarms of office workers to solve puzzles inside your very own parallel computer made of people. A thrilling followup to the award winning Human Resource Machine. Now with more humans!

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  53. #53 VELONE
    69% matchMixed42% of 31 reviews2022
    Dev: ZAR 21Pub: Daedalic Entertainment
    Windows · Mac

    VELONE is a creative automation game in which you assemble and program mechanisms to solve logic puzzles. Both relaxing and highly replayable, you save the planet VELONE by creating automated constructs that move and assemble according to your masterplan.

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  54. #54 Net.Attack() - Code or Die!
    66% matchMostly Positive80% of 440 reviews2026
    Dev: ByteRockers' Games
    Windows
    Median: 2.5 hrsMean: 8.0 hrs≥1hr: 75%

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  55. #55 iRobot Factory
    67% matchMixed64% of 11 reviews2025
    Dev: Einfach Genial gGmbH
    Windows

    Solve logic puzzles and obstacle courses in this robot simulation game! Immerse yourself in the exciting world of robotics and programming! Create your own robot, connect logic blocks and teach it to solve challenging tasks!

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  56. #56 Finite State Automaton Challenges
    67% matchMostly Positive73% of 11 reviews2023
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  57. #57 Pastopia
    66% match3 user reviews100% of 3 reviews2026
    Dev: Quurk Studios
    Windows

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  58. #58 Hexahedra
    66% matchPositive100% of 29 reviews2024
    Dev: Sidequest Ninja
    Windows · Linux

    Hexahedra is a puzzle game about beautiful efficiency. Design, program, and optimize factories to build cubes, used galaxy-wide as crates, satellite housing, even chic coffins. Rewind the action to hunt for improvements. Compete with friends, and help a tiny octopus with a nightmare family visit.

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  59. #59 DumbBots: Hello World
    68% matchPositive87% of 15 reviews2020
    Dev: Michael Hall
    Windows

    DumbBots: Hello World is the FREE introduction to the world of coding a DumbBot. Learn a new skill in 2020, and pickup the basics of coding with drag-and-drop ease in a fun setting. Or show your coding mettle by competing with other DumbBots.

    Why similar: Programming 37.7%, Education 15.4%, Automation 13.5%, Sandbox 9.4%, Logic 9.3%

Based on tag similarity + player behavior
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