Initialize or update a deterministic game project in the SQLite Style Vault using studio camera math presets (Ragnarok 2.5D, Tree of Savior Ortho 3D, Diablo 2:1 Dimetric, Tactics 35.264° Iso, HD-2D, Dead Cells 3D-to-2D, or 2D Platformer). Creates standard asset directories and gameforge.project.json.

Lock the visual Style Bible for a project: computes hue-shifted 5-step shadow-to-highlight color ramps, outline thickness, shading model, open-source checkpoint/LoRA names, and safe ControlNet + IP-Adapter + Denoise bounds so AI passes never drift.

Register a playable hero, NPC, mob, mount, or boss in the Project Vault. Computes exact foreshortened orthographic pixel height from physical meter scale (height_m * cos(pitch) * PPU), generates a deterministic seed, and locks Paper-Doll bone sockets.

Solve 2.5D multi-angle modular equipment layering (Ragnarok Online / Diablo Paper-Doll system). Outputs exact per-angle Z-index draw priority for Body, Head, Hair, Top/Mid Headgear, Right Weapon, Left Shield, and Back Wings/Cape across 8 or 16 directions, and writes paperdoll_zmatrix.json.

Define deterministic animation & action-combat frame data (FPS, total frames, startup/active/recovery windows, hitstop freeze-frames in ms, and normalized AABB hitboxes) for crisp platformer or ARPG combat.

Probe a live ComfyUI /object_info endpoint to auto-detect installed loader architectures (UNETLoader + DualCLIPLoader split FLUX vs merged checkpoints), ControlNet, IP-Adapter/PuLID, and alpha matting nodes (BiRefNet, RMBG, etc.).

Build (and optionally dispatch to ComfyUI) a self-adapting 4-View Orthographic Character Turnaround workflow supporting both split UNETLoader+DualCLIPLoader+FluxGuidance and merged checkpoints + dynamic BiRefNet/RMBG alpha matting.

Build (and optionally execute frame-by-frame or batch on ComfyUI) a self-adapting Sprite Consistency workflow combining Blender's Depth + Lineart orthographic passes + Turnaround IP-Adapter + clamped Denoise + dynamic Alpha Matting (zero VHS node lock-in!).

Generate an open-source FluxGym / Kohya_ss character or world-style Micro-LoRA training configuration (.toml) and auto-captioned dataset manifest.

Generate a self-hosted 100% open-source Image-to-3D pipeline script & job spec (supporting TRELLIS.2 MIT, Hunyuan3D 2.1, and TripoSR MIT low-VRAM fallback) to convert a locked 2D turnaround sheet into a clean manifold .glb mesh.

Generate (and optionally run in Blender 4.x) a complete 19-Bone Game Humanoid Rig + Paper-Doll Socket + Animation Builder (bpy): normalizes metric height, binds all 19 torso/limb bones, retargets external Mixamo/BVH .fbx clips if provided, AND auto-generates 6 procedural biomechanical animation Actions (idle, walk, run, slash_combo_1, cast_spell, death) so static 3D meshes animate immediately!

Generate (and optionally run in Blender 4.x) the 8/16-Direction Orthographic Multi-Pass Baker (bpy): activates the requested Action clip (idle, walk, run, slash_combo_1, cast_spell, death), renders Beauty RGBA, Normalized Depth, Freestyle 1px Lineart, Camera-Space Tangent Normal Map (R=+X, G=+Y, B=+Z), and sockets_per_frame.json.

Instantly synthesize physically shaded 8/16-direction animated 2.5D character PNG frames + true Camera-Space Tangent Normal Maps (R=+X, G=+Y, B=+Z) + modular Paper-Doll Weapon & Cape overlay frames + sockets_per_frame.json in pure Node.js (<250ms, zero GPU/Blender required for instant engine & shader prototyping!).

Decode loose PNG frames natively in Node.js (zero external CLI required!), strip semi-transparent AI alpha halos, optionally quantize colors in perceptual CIE Lab* space to the Project Style Bible .gpl palette, auto-align lowest foot pixels to the locked Foot Pivot, and stitch real <char>_<clip>_atlas.png + <char>_<clip>_normal_atlas.png + Paper-Doll overlay atlases + <char>_<clip>_atlas.json!

Generate (and optionally run via LibreSprite / Aseprite CLI) a Lua batch script for custom artist touch-ups, .aseprite layer packaging, and .gpl palette loading.

Generate deterministic 2D / 2.5D environment tilesets: computes canonical 47-tile Blob or 16-tile Wang bitmask coordinates, renders a real pixel-exact .png Auto-Tile / 2:1 Isometric Diamond ControlNet guide mask on disk, and writes LDtk JSON + Material Maker PBR recipes.

Export a 100% ready-to-play Godot 4.x character package with ZERO empty placeholders: pre-slices every AtlasTexture Rect2(x, y, w, h) across all 8/16 directions & clips inside .tres, wires Diffuse + Tangent Normal Map into CanvasTexture, builds the Y-Sorted .tscn scene with Paper-Doll sockets, and writes the GDScript controller.

Export a zero-manual-drag Unity C# package: AssetPostprocessor auto-slices the entire cols x rows sprite grid (SpriteMetaData[] with exact Foot Pivot) + binds URP 2D _NormalMap, while StudioBuilder.cs programmatically generates .anim ObjectReferenceKeyframe[] sprite curves, wires the 8-way BlendTree, and saves a complete .prefab!

Export a complete Unreal Engine 5 Python (unreal) importer & Paper2D/PaperZD builder: imports Albedo + Normal PNG atlases, slices every (row, col) cell into PaperSprite assets with custom foot pivot, assembles directional PaperFlipbook clips, and spawns the locked Orthographic CameraActor.

Run the ruthless 10-Point Pixel-Verified Technical Art QA Gate: inspects Vault trigonometry, Style Bible denoise bounds, cos(pitch) scale math, .gpl palette, Paper-Doll Z-matrix, AND binary-decodes the stitched Albedo & Tangent Normal PNG atlases (verifying exact dimensions, zero semi-transparent AI halo pixels, (128,128,255) neutral normals, pre-sliced engine clips, and HTML5 preview).

Live probe of your local & LAN open-source game development ecosystem (BlenderMCP socket, Blender CLI, ComfyUI, TRELLIS/Hunyuan3D/UniRig, Godot 4, LibreSprite/Aseprite, Ollama).

Query the embedded GameForge Technical Art & Engine Studio Codex.

Compile a standalone, zero-dependency HTML5 2.5D Studio Inspector (<char>_preview_studio.html) embedding the stitched Albedo Atlas, Tangent Normal-Map Atlas, Paper-Doll Weapon & Cape Atlases, Socket Coordinates, and Hitboxes—featuring a live 60fps per-pixel mouse-cursor Torchlight Normal Shader, 8/16-dir turntable, Paper-Doll Z-order swaps, and Hitstop tester!

One-Command End-to-End Studio Compiler: runs the entire 12-stage GameForge pipeline (Project Lock -> Style Bible + .gpl -> Character Scale -> Paper-Doll Z-Matrix -> Combat Frame-Data -> ComfyUI Self-Adapting Workflows -> 20-Bone Animated Blender Rig + Baker -> Native PNG + Normal Atlas Stitching -> 47-Tile Mask -> Godot 4 + Unity C# + UE5 Pre-Sliced Packages -> Interactive HTML5 Torchlight Studio -> 10-Point Pixel Audit = 100/100)!