LightGBM 7-Dimension Ranker Godot 4.x Multi-Platform

Mobile-First Systems Game Opportunity Factory

Specialized opportunity discovery and ranking for depth-driven systems games where emergent combinations, procedural content, and progression create the fun (Buriedbornes, Slay the Spire, Backpack Hero, auto-battlers). Designed mobile-first in portrait, browser-first, and Steam export ready.

Commercial Potential
25%
Organic ASO & LTV
Mobile-First Play
15%
1-Thumb Touch UX
Prototype Efficiency
15%
< 150h & $50 Budget
Retention & Replay
15%
Synergy & Meta Loops
Differentiation
10%
Non-Clone Novelty
Portability
10%
Web + Android + Steam
Evidence Conf.
10%
Verified Anchors

Top 10 Ranked Opportunities (with Mechanical Diversity Penalty applied)

Pipeline: Primitives → Generation → Feasibility → Evidence → LightGBM Rank
Rank Opportunity & Tagline Family & Genre Market Anchor Benchmark Godot 4.x Pipeline Dev Hours Raw → Final Score Actions
1
Gravebound
Descend into a cursed crypt where relics transform your build and every room tests preparation.
3 Archetypes • 12 Enemies • 30 Skills • 10 Floors
Family A
Affix-Synergy Dungeon Crawler
Buriedbornes 2 (Nussygame)
Steam: Very Positive (812) • Android: 100,000+
Web API 36 Steam
75h
0.9050
Raw: 0.9050
0.00 penalty
2
Iron Step: Tactical Grid
Pure deterministic spatial combat on a 7x7 grid. Every step is an attack, defense, or hazard shove.
3 Archetypes • 10 Enemies • 24 Skills • 20 Floors
Family D
Discrete Hex Grid Step & Strike
Hoplite (Magma Fortress) / Rust Bucket
Steam: Very Positive (650) • Android: 1,000,000+
Web API 36 Steam
70h
0.8715
Raw: 0.8715
0.00 penalty
3
Strata Tactics: Rune Draft
Roll runic action dice and allocate them to transparent enemy counter-slots in 3-minute floors.
3 Archetypes • 14 Enemies • 36 Skills • 12 Floors
Family B
Dice-Slot Action Drafting Roguelike
Slice & Dice (Tann) / Slay the Spire
Steam: Overwhelmingly Positive (4200) • Android: 500,000+
Web API 36 Steam
85h
0.8675
Raw: 0.8675
0.00 penalty
4
Pocket Legions: Auto Formation
Assemble a 4-hero squad where tile adjacency triggers explosive elemental combo volleys.
4 Archetypes • 16 Enemies • 32 Skills • 15 Floors
Family C
Grid-Adjacency Auto-Battler
Backpack Hero (Jaspel) / Super Auto Pets
Steam: Very Positive (5100) • Android: 1,000,000+
Web API 36 Steam
95h
0.8460
Raw: 0.8460
0.00 penalty
5
Alchemist Cartel: Black Market
Predict dungeon demand surges, craft masterwork elixirs, and arbitrage illicit reagents under guard eyes.
3 Archetypes • 8 Enemies • 25 Skills • 10 Floors
Family F
Adventurer Demand & Potion Arbitrage
Merchant (Retora Games) / Shop Heroes
Steam: Very Positive (2300) • Android: 1,000,000+
Web API 36 Steam
90h
0.8410
Raw: 0.8410
0.00 penalty
6
Silicon Flow: Logic Assembler
Design high-efficiency silicon micro-pipelines on compact portrait circuits without bottleneck clogs.
3 Archetypes • 6 Enemies • 22 Skills • 16 Floors
Family H
Micro-Grid Port Routing & Throughput
Mini Metro / Silicon Zeroes
Steam: Overwhelmingly Positive (34000) • Android: 500,000+
Web API 36 Steam
80h
0.8375
Raw: 0.8375
0.00 penalty
7
Permafrost Expedition
Guide a lone survivor caravan across a frozen wasteland balancing calorie clocks and inventory weight.
3 Archetypes • 12 Enemies • 28 Skills • 12 Floors
Family E
Route Attrition & Supply Management
Darkest Dungeon (Red Hook) / Out There
Steam: Very Positive (115000) • Android: 250,000+
Web API 36 Steam
105h
0.8135
Raw: 0.8135
0.00 penalty
8
Murders at Obsidian Keep
Cross-examine procedural witnesses and connect conflicting clues on an interactive pinboard.
3 Archetypes • 10 Enemies • 20 Skills • 8 Floors
Family G
Procedural Mystery & Clue Contradiction
Her Story / Case of the Golden Idol
Steam: Overwhelmingly Positive (7800) • Android: 100,000+
Web API 36 Steam
115h
0.7885
Raw: 0.7885
0.00 penalty
9
Relic Carver: Affix Dungeon
Socket procedural spell runes into cursed armor while fighting room-by-room in an abyssal crypt.
3 Archetypes • 12 Enemies • 28 Skills • 10 Floors
Family A
Gem-Carving Dungeon Crawler
Buriedbornes 2 (Nussygame)
Steam: Very Positive (812) • Android: 100,000+
Web API 36 Steam
80h
0.7805
Raw: 0.8605
-0.08 family pen.
10
Hex Vanguard
Command 2 micro-mechs in tight arena puzzles manipulating enemy trajectories into hazard craters.
3 Archetypes • 10 Enemies • 26 Skills • 14 Floors
Family D
Line-of-Sight Mecha Squad
Hoplite (Magma Fortress) / Rust Bucket
Steam: Very Positive (650) • Android: 1,000,000+
Web API 36 Steam
85h
0.7600
Raw: 0.8400
-0.08 family pen.