"Top 100 Arcade Games for OpenArcade ML Data Collection"

2026-02-17 [openarcademltraining-datagame-designbrowser-games]

Top 100 Arcade Games for OpenArcade ML Data Collection

A curated list of classic single-player arcade games suitable for browser implementation (HTML5 Canvas + JavaScript). Each game is evaluated for player appeal, implementation feasibility, and ML training data value.

Already implemented: Tetris, Flappy Bird, Snake, Breakout, Space Invaders, Pong, Asteroids

Rating Key

ML Value (1-5 stars): How valuable the captured input/screen data is for training models. Higher ratings mean richer state spaces, more varied decision-making, and better visual pattern diversity.
Complexity: Simple (< 1 week), Medium (1-2 weeks), Hard (2-4 weeks)

Category 1: Puzzle Games

Games with clear state representations, discrete actions, and deep strategic decision-making. These produce the highest quality ML training data because optimal play requires planning and pattern recognition.

#	Game	Description	Input	ML Value	Complexity
1	Tetris	Rotate and place falling blocks to clear lines	Arrow keys	★★★★★	Medium
2	2048	Slide numbered tiles to combine and reach 2048	Arrow keys	★★★★★	Simple
3	Minesweeper	Uncover tiles while avoiding hidden mines	Mouse click	★★★★☆	Simple
4	Sokoban	Push crates onto target positions in a warehouse	Arrow keys	★★★★★	Simple
5	Bejeweled / Match-3	Swap adjacent gems to match three or more	Mouse click	★★★★☆	Medium
6	Columns	Arrange falling columns of colored jewels	Arrow keys	★★★★☆	Simple
7	Dr. Mario	Match colored pills to eliminate viruses	Arrow keys	★★★★★	Medium
8	Puyo Puyo	Chain-reaction blob matching puzzle	Arrow keys	★★★★★	Medium
9	Pipe Dream / Pipe Mania	Lay pipe segments before water flows through	Mouse click	★★★★☆	Medium
10	Lights Out	Toggle lights to turn them all off	Mouse click	★★★★☆	Simple
11	Klotski / Sliding Block	Slide blocks to move the large block to the exit	Mouse drag	★★★★★	Simple
12	Sudoku	Fill a 9x9 grid with digits following constraints	Mouse + keys	★★★☆☆	Simple
13	Nonogram / Picross	Fill grid cells using row/column number clues	Mouse click	★★★★☆	Simple
14	Tower of Hanoi	Move disk stacks between pegs following rules	Mouse click	★★★☆☆	Simple
15	Puzzle Bobble / Bust-a-Move	Shoot colored bubbles to match and pop groups	Arrow keys	★★★★☆	Medium

Category 2: Shooters (Fixed / Scrolling)

Rich visual environments with continuous aiming decisions. Excellent for training spatial awareness and threat prioritization models.

#	Game	Description	Input	ML Value	Complexity
16	Space Invaders	Shoot descending alien formations	Arrow keys	★★★★☆	Simple
17	Galaga	Shoot alien swarms with dive-bombing enemies	Arrow keys	★★★★☆	Medium
18	Galaxian	Defend against swooping alien attackers	Arrow keys	★★★★☆	Medium
19	Centipede	Shoot a segmented centipede weaving through mushrooms	Arrow keys / mouse	★★★★☆	Medium
20	Missile Command	Defend cities from incoming ballistic missiles	Mouse click	★★★★★	Medium
21	Tempest	Shoot enemies climbing out of a geometric tube	Arrow keys	★★★★☆	Hard
22	Phoenix	Shoot alien birds with a protective shield	Arrow keys	★★★☆☆	Medium
23	1942	Vertical scrolling WWII dogfight shooter	Arrow keys	★★★★☆	Medium
24	Xevious	Vertical scroller with air and ground targets	Arrow keys	★★★★☆	Medium
25	Defender	Side-scrolling rescue mission with wraparound world	Arrow keys	★★★★★	Hard
26	Robotron 2084	Twin-stick survival shooter, rescue humans	Arrow keys + WASD	★★★★★	Medium
27	Sinistar	Fly, mine, and destroy the menacing Sinistar	Arrow keys	★★★★☆	Hard
28	Raiden	Vertical scrolling military shoot-em-up	Arrow keys	★★★★☆	Medium
29	Gradius	Side-scrolling shooter with power-up system	Arrow keys	★★★★☆	Hard
30	R-Type	Side-scrolling shooter with charge beam and force pod	Arrow keys	★★★★☆	Hard

Discrete decision-making in structured environments. Ideal for reinforcement learning research due to clear state-action-reward structure.

#	Game	Description	Input	ML Value	Complexity
31	Pac-Man	Eat all dots while avoiding ghosts in a maze	Arrow keys	★★★★★	Medium
32	Ms. Pac-Man	Pac-Man with randomized ghost behavior and new mazes	Arrow keys	★★★★★	Medium
33	Dig Dug	Dig through dirt and inflate underground enemies	Arrow keys	★★★★☆	Medium
34	Bomberman	Place bombs to destroy blocks and enemies in a maze	Arrow keys	★★★★★	Medium
35	Lode Runner	Collect gold while trapping enemies in dug holes	Arrow keys	★★★★★	Medium
36	Boulder Dash	Navigate caves collecting diamonds, avoid falling rocks	Arrow keys	★★★★★	Medium
37	*Qbert**	Hop on cubes to change their color while dodging enemies	Arrow keys	★★★★☆	Medium
38	Amidar	Traverse grid edges to fill in rectangles	Arrow keys	★★★★☆	Medium
39	Rally-X	Drive through a maze collecting flags, avoid enemies	Arrow keys	★★★★☆	Medium
40	Mr. Do!	Dig tunnels, collect cherries, crush enemies with apples	Arrow keys	★★★★☆	Medium

Category 4: Platformers

Rich continuous-action spaces with timing and spatial reasoning. High visual complexity produces diverse training frames.

#	Game	Description	Input	ML Value	Complexity
41	Donkey Kong	Climb girders and ladders to rescue the princess	Arrow keys	★★★★★	Medium
42	Super Mario Bros (simplified)	Side-scrolling platformer with enemies and power-ups	Arrow keys	★★★★★	Hard
43	Doodle Jump	Bounce endlessly upward on platforms	Arrow keys / tilt	★★★★☆	Simple
44	Ice Climber	Climb ice mountain, break blocks overhead	Arrow keys	★★★★☆	Medium
45	Bubble Bobble	Trap enemies in bubbles and pop them	Arrow keys	★★★★☆	Medium
46	Mega Man (simplified)	Run-and-gun platformer with boss fights	Arrow keys	★★★★★	Hard
47	Elevator Action	Descend through a building using elevators, shoot spies	Arrow keys	★★★★☆	Medium
48	Mappy	Bounce on trampolines to collect stolen goods, avoid cats	Arrow keys	★★★★☆	Medium
49	Snow Bros	Roll snowballs to knock enemies off platforms	Arrow keys	★★★★☆	Medium
50	Spelunky (simplified)	Procedurally generated cave platformer	Arrow keys	★★★★★	Hard

Category 5: Action / Reflex Games

Fast-paced gameplay producing high-frequency input data. Great for training reaction-time and prediction models.

#	Game	Description	Input	ML Value	Complexity
51	Flappy Bird	Tap to navigate a bird through pipe gaps	Space / tap	★★★★☆	Simple
52	Frogger	Guide a frog across traffic and river hazards	Arrow keys	★★★★★	Medium
53	Crossy Road (simplified)	Endless Frogger-style road crossing	Arrow keys / tap	★★★★☆	Simple
54	Fruit Ninja	Slash flying fruit, avoid bombs	Mouse swipe	★★★★☆	Medium
55	Whack-a-Mole	Hit moles as they pop up from holes	Mouse click	★★★☆☆	Simple
56	Tapper	Serve drinks to advancing customers at a bar	Arrow keys	★★★★☆	Medium
57	Kaboom!	Catch falling bombs in buckets	Mouse	★★★★☆	Simple
58	Joust	Flap to fly and lance enemy knights on ostriches	Arrow keys	★★★★☆	Medium
59	BurgerTime	Walk over burger ingredients to drop them, avoid enemies	Arrow keys	★★★★☆	Medium
60	Paperboy	Deliver newspapers while dodging suburban hazards	Arrow keys	★★★★☆	Hard

Category 6: Racing / Driving

Continuous control with strong visual flow. Produces smooth, high-frequency input streams ideal for imitation learning.

#	Game	Description	Input	ML Value	Complexity
61	Pong	Paddle vs. paddle bouncing ball game	Arrow keys	★★★★☆	Simple
62	Road Fighter	Vertical scrolling race, dodge traffic and obstacles	Arrow keys	★★★★☆	Medium
63	Outrun (simplified)	Pseudo-3D highway racing with forks	Arrow keys	★★★★★	Hard
64	Spy Hunter	Vertical scrolling driving with weapons	Arrow keys	★★★★☆	Hard
65	Night Driver	First-person night driving on a winding road	Arrow keys	★★★★☆	Medium
66	Slot Racer / Slot Car	Keep car on track through curves at varying speed	Arrow keys	★★★☆☆	Simple
67	Super Sprint	Top-down racing around tracks	Arrow keys	★★★★☆	Medium
68	Moon Patrol	Drive a lunar buggy, jump craters and shoot obstacles	Arrow keys	★★★★☆	Medium

Category 7: Snake / Growth Games

Simple state spaces that scale in difficulty. Excellent for baseline ML experiments.

#	Game	Description	Input	ML Value	Complexity
69	Snake	Grow a snake by eating food, avoid walls and yourself	Arrow keys	★★★★★	Simple
70	Tron / Light Cycles	Leave a trail, force opponent into walls	Arrow keys	★★★★★	Simple
71	Nibbler	Snake in a closed maze with timed level exits	Arrow keys	★★★★☆	Simple
72	Slither.io (simplified)	Grow a snake, consume pellets, avoid other snakes	Mouse	★★★★☆	Medium
73	Agar.io (simplified)	Grow a cell by absorbing smaller cells	Mouse	★★★★☆	Medium

Category 8: Brick Breaker / Ball Games

Continuous mouse/paddle control with physics. Great for trajectory prediction training data.

#	Game	Description	Input	ML Value	Complexity
74	Breakout	Bounce ball off paddle to destroy bricks	Arrow keys / mouse	★★★★☆	Simple
75	Arkanoid	Breakout with power-ups and varied brick layouts	Arrow keys / mouse	★★★★★	Medium
76	DX-Ball	Enhanced Breakout with many power-up types	Mouse	★★★★☆	Medium
77	Peggle (simplified)	Aim and shoot a ball to hit orange pegs	Mouse click	★★★★★	Medium
78	Pinball (simplified)	Flipper-based ball physics game	Arrow keys	★★★★☆	Hard
79	Air Hockey	Paddle vs. puck physics on a table	Mouse	★★★★☆	Simple

Category 9: Tower Defense / Strategy

Complex decision-making over time. Rich state spaces produce high-value training data for planning models.

#	Game	Description	Input	ML Value	Complexity
80	Plants vs. Zombies (simplified)	Place plant defenders to stop zombie waves	Mouse click	★★★★★	Hard
81	Tower Defense Classic	Place towers along a path to stop enemy waves	Mouse click	★★★★★	Medium
82	Rampart	Build castle walls, place cannons, fire at ships	Mouse click	★★★★★	Hard
83	Lemmings (simplified)	Assign jobs to lemmings to guide them to the exit	Mouse click	★★★★★	Hard
84	SimCity (micro)	Tiny city-builder with budget and zoning	Mouse click	★★★★☆	Hard

Category 10: Endless Runners / Dodgers

High-engagement, session-based games. Simple input but continuous decision-making ideal for imitation learning.

#	Game	Description	Input	ML Value	Complexity
85	Canabalt	One-button endless rooftop runner	Space / tap	★★★★☆	Simple
86	Geometry Dash (simplified)	Rhythm-based jump-and-fly obstacle course	Space / tap	★★★★☆	Medium
87	Jetpack Joyride (simplified)	Fly with a jetpack, dodge obstacles, collect coins	Space / tap	★★★★☆	Medium
88	Temple Run (2D simplified)	Endless runner with lane-switching and jumping	Arrow keys	★★★★☆	Medium
89	Helicopter Game	Hold to ascend, release to descend through a cave	Mouse / space	★★★★☆	Simple
90	Chrome Dino	Jump and duck over cacti and pterodactyls	Arrow keys	★★★★☆	Simple

Category 11: Classic Arcade Miscellaneous

Iconic games that don't fit neatly into other categories but have strong nostalgia appeal and interesting ML properties.

#	Game	Description	Input	ML Value	Complexity
91	Asteroids	Rotate and thrust through space, shoot asteroids	Arrow keys	★★★★★	Medium
92	Lunar Lander	Control thrust to softly land on the moon	Arrow keys	★★★★★	Simple
93	Space Duel	Asteroids variant with tethered dual ships	Arrow keys	★★★★☆	Medium
94	Battlezone	First-person wireframe tank combat	Arrow keys	★★★★☆	Hard
95	Warlords	Four-corner Breakout-style castle defense	Arrow keys / mouse	★★★★☆	Medium
96	Tanks / Artillery	Angle and power artillery shots at opponent	Arrow keys	★★★★★	Simple
97	Duck Hunt (adapted)	Shoot ducks flying across the screen	Mouse click	★★★★☆	Simple
98	Simon	Repeat increasingly long color/sound patterns	Mouse click	★★★☆☆	Simple
99	Brick Breaker Roguelike	Breakout with roguelike power-up choices between levels	Mouse + click	★★★★★	Medium
100	Cookie Clicker (minimal)	Click to earn, buy upgrades, automate	Mouse click	★★★☆☆	Simple

ML Data Collection Notes

Highest ML Value Games (5 stars)

These games produce the richest training data due to complex state spaces, diverse strategies, and clear reward signals:

Tetris -- Rich combinatorial state, planning horizon, multiple valid strategies
2048 -- Pure strategy with complete information, compact state representation
Sokoban -- Planning and search, well-studied in AI research
Pac-Man / Ms. Pac-Man -- Benchmark for RL research (Atari), multi-objective decision-making
Missile Command -- Continuous targeting, prioritization under pressure
Robotron 2084 -- Dual-stick continuous control, crowd navigation
Donkey Kong -- Timing, pathfinding, and threat avoidance
Frogger -- Multi-lane timing and planning, classic RL benchmark
Snake -- Growing constraint space, self-avoidance planning
Tron / Light Cycles -- Spatial reasoning and territory control
Lunar Lander -- Continuous control, classic control theory problem
Lemmings -- Assignment planning, resource management
Boulder Dash -- Physics-based puzzle with real-time pressure
Bomberman -- Spatial reasoning, trap setting, escape planning
Tower Defense -- Placement optimization, resource allocation
Lode Runner -- Strategic trap-setting and pathfinding

Input Types Distribution

Input Type	Count	Notes
Arrow keys	62	Most common, discrete directional input
Mouse click	18	Positional targeting, good for spatial models
Mouse movement	8	Continuous positional data, high frequency
Space / tap	8	Binary input, timing-focused
Arrow keys + WASD	2	Twin-stick, dual-axis control
Mouse drag/swipe	2	Gesture-based input

Recommended Implementation Priority

Tier 1 -- Implement Next (high player appeal + high ML value + low complexity): - 2048 (Simple, 5-star ML) - Pac-Man (Medium, 5-star ML) - Frogger (Medium, 5-star ML) - Doodle Jump (Simple, 4-star ML) - Lunar Lander (Simple, 5-star ML) - Tron / Light Cycles (Simple, 5-star ML) - Chrome Dino (Simple, 4-star ML)

Tier 2 -- Strong candidates (high appeal, medium complexity): - Bomberman, Galaga, Centipede, Donkey Kong, Missile Command - Arkanoid, Puzzle Bobble, Dr. Mario, Bubble Bobble - Minesweeper, Sokoban, Match-3

Tier 3 -- Worth building but more work: - Tower Defense, Lemmings, Mega Man, Gradius, Outrun - Super Mario (simplified), Spelunky (simplified) - Plants vs. Zombies, Geometry Dash

Data Collection Strategy Per Game Type

Game Type	Frame Rate	Key Data Points
Puzzle (Tetris, 2048)	5-10 fps	Board state, piece placement, score
Shooter (Galaga, 1942)	15-30 fps	Player position, enemy positions, bullet trajectories
Platformer (DK, Mario)	15-30 fps	Player velocity, platform positions, enemy locations
Racer (Outrun, Road Fighter)	15-30 fps	Speed, lane position, obstacle distances
Endless runner (Canabalt, Dino)	10-15 fps	Obstacle timing, jump/duck decisions
Mouse-based (Missile Command)	15-30 fps	Cursor position, click timing, target selection

Research