Create Asset Sheet logo

Create Asset Sheet

Organization
SummerEngine
create-asset-sheet

Generate a pack of 2D assets from one prompt (tile sheet, UI kit, character pack, biome), sliced.

Overview

PublisherSummerEngine
Repositorysummer
Skill namecreate-asset-sheet
Stars
91
Forks
8
Bundled files
1
LicenseMIT
Links
  • Markdown instructions

    A SKILL.md file the model loads on demand, so it only costs tokens when a request actually matches.

  • Works with any LLM

    AI skills are plain Markdown, not provider-specific code, so this works with GPT, Claude, Gemini, Grok, or a local model.

  • 1 bundled files

    Scripts, templates, and references the model can read while it works. Files are read-only and never executed.

  • Open source

    Published by SummerEngine on GitHub. Read the source before you install it.

Installation

Install the Create Asset Sheet AI skill in TypingMind to use it with any LLM, or drop it into another agent that reads SKILL.md.

1

Install in TypingMind

TypingMind installs a skill straight from its GitHub folder — it reads SKILL.md, bundles the resource files, and stores the result locally.

  1. Open the app and go to Plugins → Skills.
  2. Choose "Install from GitHub".
  3. Paste the skill folder URL below and confirm.
    https://github.com/SummerEngine/summer/tree/main/library/skills/create-asset-sheet
  4. Enable the skill in any chat where you want it available.
Plugins → Skills → Add skill → From GitHub URL, then paste the folder URL and press Continue.
2

Install in another agent

Any agent that reads the Agent Skills format can use this skill — copy the folder into that agent's skills directory.

Claude Code — .claude/skills
git clone --depth 1 https://github.com/SummerEngine/summer.git /tmp/summer
mkdir -p .claude/skills
cp -r /tmp/summer/library/skills/create-asset-sheet .claude/skills/create-asset-sheet
Restart Claude Code after copying so it picks up the new skill.

Use it in TypingMind

Enable Create Asset Sheet in any TypingMind chat and the model takes it from there. Its name and description sit in the system prompt, and the moment a request matches, the model loads the full instructions itself — you never invoke it by hand, and it costs no tokens until it is actually used.

The model loads Create Asset Sheet on its own as soon as a request matches it.

Works with any AI model

AI skills are plain Markdown instructions rather than provider-specific code, so Create Asset Sheet is not tied to the model it was written for. Install it once in TypingMind and use it with GPT-5, Claude, Gemini, Grok, DeepSeek, Mistral, Llama, or a local model you run yourself — all on your own API keys.

  • Loaded only when it is needed

    The system prompt carries just the name and description. The instructions are fetched on the first matching request, so an idle skill costs nothing.

  • Switch models mid-chat

    Because the skill is instructions rather than code, changing model does not break it — the next model reads the same SKILL.md.

Skill instructions

This is the SKILL.md content the model loads. Read it before installing — a skill is instructions your model will follow.

create-asset-sheet — Generate a coherent pack of 2D assets

This skill turns a single prompt into a categorized pack of isolated, named 2D assets ready to drop into a game. Generating assets one by one loses visual coherence between them and leaves you matting backgrounds by hand; one sheet keeps the pack consistent.

Pipeline:

  1. Generate a sheet of N isolated assets in one image-gen call.
  2. Remove the background so each asset can stand on its own.
  3. Detect, name and classify each asset in one vision pass (bounding box + snake_case name + category per region).
  4. Crop each region.
  5. Optionally upscale any small slice, preserving aspect.
  6. Save as a single pack ArtAsset with packFiles: [{url, name, type}] and metadata.sliceBboxes.

Categories the classifier outputs (used to route into downstream pipelines): character | terrain | nature | lighting | water | decorative | buildings | ui | vfx

When to use

  • "Make me a Japanese village tileset."
  • "Generate a sci-fi UI kit — buttons, panels, icons."
  • "I need 12 fantasy props for a dungeon — chest, torch, skeleton, gold, etc."
  • "Give me a character pack: 6 cute monsters."
  • "Build a forest biome — trees, rocks, plants, ground tiles."

When NOT to use

  • The user wants a single asset → pixel-art or character-portrait.
  • The user wants character animation (walk cycle, attack frames) → sprite-sheet.
  • The user wants 3D models of a planned pack → not yet supported in one shot; loop concept-art → image-to-3D per item, or use asset-strategy to pick the right path.
  • The user wants terrain tiles that connect seamlessly (auto-tiling / Wang tiles) → tileable-texture is the right home for edge logic; this skill produces standalone tiles, not edge variants.

The cleanest path: the studio wizard

The most reliable way to run this flow is the Create Asset Sheet wizard in Summer Studio's guided workflows. Open it for the user with summer open workflows (or studio.open) if they're working in the browser. The wizard:

  • Offers a 2D / 3D mode toggle (2D is the slice flow described here; 3D is a soft pointer to concept-art + per-asset image-to-3D for now)
  • Surfaces six prompt templates (tile sheet, UI kit, menu, character pack, biome, freeform)
  • Lets the user upload an existing sheet if they have one (skip generation)
  • Shows variants in a grid with full-screen lightbox + arrow-key toggling
  • Runs the full slice pipeline on click
  • Has per-slice HD upscale + bulk "Upscale all"
  • Saves as a pack ArtAsset visible in the user's library

If the user is in a chat / agent context, use the programmatic path below. It calls the same server-side slicer as the Studio wizard.

Programmatic path (chat / agent driving the engine)

  1. Load the exact current recipe. Call summer_call({op: "docs.workflows", input: {workflowId: "asset-pack"}}). Follow its ordered steps and report any manual handoff instead of pretending it ran.

  2. Generate the sheet. Call assets.generate_image with a prompt like:

    <theme> asset sheet: <comma-separated list of items>. Each item isolated with empty space around it, transparent or neutral background.
    • Pick model by style: pixel art → grok-imagine, painterly / illustrative / structured grids → gpt-image-2.
    • Square (aspectRatio: "1:1", the default, about 1024x1024) is the sweet spot. Larger sheets fragment in the slicer when individual assets get below ~64px.
    • Keep the asset list to 6–20 items per sheet. Past 20, model attention degrades and slices get muddy.
  3. Slice, remove background, detect, name, classify, crop, and save. Pass the returned image asset id to:

    assets.slice_sheet({ assetId: "<generated asset id>" })

    This is the same cloud slicing pipeline used by the Studio flow. It answers slices (each with url, name, category, bbox) and source; keep the names and categories, and do not reimplement the vision boxes locally. Slicing spends credits: dryRun: true shows how many.

  4. Optional upscale. The Studio wizard has per-slice HD upscale. Over MCP, for any crop where the longest side is under 256px, call assets.generate_image with the slice url as referenceImageUrl and this prompt:

    Recreate this exact <name> at high resolution. Preserve every detail, the exact pose, the exact style. Sharper edges, more detail. Transparent background. Single isolated asset, no scene.
    • Don't upscale everything: each upscale is a paid generation, and large slices gain little.
  5. Import what the game needs. The slices are image URLs, not assets: import them with summer_import_from_url_batch (upscaled ones by their assetId with summer_import_asset_by_id). Keep the source pack in My Assets so the agent and the human Studio session see the same result.

Prompt patterns that work

Tile sheet (terrain + props + buildings):

<setting> tile sheet: <terrain tiles>, <props>, <buildings>. Each item isolated with empty space around it.

UI kit:

<theme> game UI kit: round button, square button, panel background, slider, toggle switch, progress bar, icon set, banner header.

Menu screen:

<theme> main menu UI: title banner, Start Game button, Settings button, Quit button, <background style>, ornate frame, decorative element.

Character pack:

<theme> character pack, single front-facing frame each: <character 1>, <character 2>, ... <character N>. Each isolated.

Biome:

<biome name> biome assets: <flora>, <terrain features>, <rocks/water/sky elements>. Each item isolated.

Common failure modes

SymptomCauseFix
Slicer returns 1 giant bbox covering the whole sheetItems overlap / no gaps in the sourceRe-prompt with "each item fully isolated, empty space around each item". Re-generate.
Slicer misses itemsItems too small in the source, classifier dropped them as noiseGenerate at higher resolution (2048) or with fewer items per sheet
Two items merge into one sliceItems touching in the sourceRe-prompt with more isolation. Or accept and let the user split manually in step 2's review.
Slice has a sliver of neighbor in itVision bbox is off by 5–15pxExpected. The slicer pads but doesn't snap-to-content yet. Live with it or upscale the slice (upscaling often cleans the edge)
Upscaled slice looks inventedSource was too small / too ambiguousDon't upscale slices below ~32×32. Or accept the hallucination and edit
Detection returns wrong categoryModel misjudged contextUser can override in the review step; not a blocker

Without Summer Engine

In a session without Summer Engine tools (the assets profile; the summer-assets skill has the whole loop), the studio wizard path works as written. On the programmatic path, stop after assets.slice_sheet and skip summer_import_asset_by_id: save each piece where the person asked with assets.get and out (the summer-assets skill says how), and tell them the paths.

What this skill does NOT do (yet)

  • Per-asset planning and individual generation, where each asset is generated separately at full resolution.
  • 3D pack assembly. The 3D mode in the wizard is a placeholder pointer to concept-art + image-to-3D for now.
  • Character animation routing. Once a slice is classified as character, the next step (sprite-sheet generation) is a separate skill that the user has to invoke manually.
  • Terrain auto-tiling / Wang-tile generation. Use tileable-texture for that.
  • Level composition / scene assembly. Use design-level.

From a shell

No Summer MCP tools in this session? Run each one as a command; when summer --version is missing or below 4.0, use npx -y summer-engine@latest in place of summer. Fields are flags in kebab-case (--scene-path res://main.tscn) or one --input '<json>', and summer ops describe <op> prints the exact input. The summer-cli skill has the rest.

In this skillCommand
assets.generate_image, summer_assets_generate_imagesummer assets generate-image
assets.getsummer assets get
summer_assets_searchsummer assets search
assets.slice_sheet, summer_assets_slice_sheetsummer assets slice-sheet
docs.workflowssummer docs workflows
summer_import_asset_by_idsummer engine import-asset-by-id
summer_import_from_urlsummer engine import-from-url
summer_import_from_url_batchsummer engine import-from-url-batch
studio.opensummer studio open

Bundled files

The model reads these on demand while the skill is loaded. They are exposed as readable files and are never executed.

Frequently asked questions

What does the Create Asset Sheet AI skill do?

Generate a pack of 2D assets from one prompt (tile sheet, UI kit, character pack, biome), sliced.

Why use Create Asset Sheet on TypingMind?

Because you install it once and use it with any model. Create Asset Sheet is plain Markdown rather than provider-specific code, so the same skill runs on GPT-5, Claude, Gemini, Grok, or a local model — and you can switch model mid-chat without it breaking. TypingMind runs on your own API keys, so you pay providers directly instead of a per-seat subscription, and your skills and chats stay in your own storage.

How do I install Create Asset Sheet in TypingMind?

Open Plugins → Skills → Install from GitHub in TypingMind and paste https://github.com/SummerEngine/summer/tree/main/library/skills/create-asset-sheet. TypingMind reads its SKILL.md and bundles its files and installs it as a skill you can enable per chat.

Which AI models can use Create Asset Sheet?

Any model you connect in TypingMind. AI skills are plain Markdown instructions rather than provider-specific code, so GPT, Claude, Gemini, Grok, and local models can all load this skill when a request matches it.

How many AI models can I use with Create Asset Sheet?

As many as you like. As long as a model supports skills, you can use Create Asset Sheet with it — GPT, Claude, Gemini, Grok, DeepSeek, Mistral, Llama and more — all on TypingMind with your own API keys.

Is the Create Asset Sheet AI skill free?

Yes. It is published on GitHub by SummerEngine under the MIT license. You only pay your own AI provider for the tokens you use.

What are AI skills?

An AI skill is a reusable instruction bundle that teaches an AI model how to do one specific task. It follows the open Agent Skills format: a SKILL.md file with a name and description, plus any scripts, templates or reference files the model may need. The model reads the instructions only when your request matches the skill, so an installed skill costs nothing until it is used.

How are AI skills different from plugins or MCP servers?

A plugin or MCP server gives a model new tools to call — code that runs somewhere and returns a result. An AI skill gives the model knowledge and process instead: how to approach a task, which steps to follow, what good output looks like. Skills are plain Markdown, so they need no server, no API key and no runtime, and they work with any model.

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