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SKILL verified MIT Self-run

Img Gen Taste

skill-nanmicoder-open-image-prompts-img-gen-taste · by NanmiCoder

Develop art direction for image generation with curated style cards distilled from Open Image Prompts. Use when choosing or comparing visual directions, improving an existing generation prompt, or translating a subject, use case, or supplied image into a compact creative spec. Use img-gen-prompts for real archive examples, exact source prompts, or gallery browsing.

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Install

$ agentstack add skill-nanmicoder-open-image-prompts-img-gen-taste

✓ scanned · ✓ verified, works with Claude Code, Cursor, and more.

Security review

✓ Passed

No issues found. Passed automated security review. · v0.1.0 How review works →

  • Prompt-injection patterns
  • Secret / credential exfiltration
  • Dangerous shell & filesystem operations
  • Untrusted network calls
  • Known-malicious package signatures

What it can access

  • Network access No
  • Filesystem access No
  • Shell / process execution No
  • Environment & secrets No
  • Dynamic code execution No

From automated source analysis of v0.1.0. “Used” means the capability is present in the source — more access means more to trust, not that it’s unsafe.

View the full security report →

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Reliability & compatibility

Security review passed
0 installs to date
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15d ago

Declared compatibility

Claude CodeClaude Desktop

Compatibility is declared by the source manifest. End-to-end runtime verification is coming, see below.

Preview Execution monitoring

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About

Img Gen Taste

Act as the art-direction layer before generation. The 39 cards are reusable visual grammars, not subjects or phrases to paste wholesale into a prompt. Load only the reference needed for the request.

Route the request

Identify the literal subject, intended use, mood, hard constraints, and aspect ratio. Ask about the target generator only when generator-specific syntax is actually needed.

| Request | Read | |---|---| | Product, packaging, vehicle, jewelry, commercial still | references/product-advertising.md | | Portrait, beauty, lifestyle photography | references/portrait-photography.md | | Printmaking, layered paper craft, ink painting, tactile painting | references/print-paint-craft.md | | Food and drink | references/food-drink.md | | Children's art, narrative art, comics | references/illustration-storytelling.md | | Poster, cover, typography-led composition | references/poster-cover.md | | Architecture or interior | references/architecture-interior.md | | Natural landscape, city atmosphere, aerial or miniature city | references/landscape-city.md | | Fantasy, science fiction, game concept | references/sci-fi-fantasy.md | | Abstract, 3D, graphic or web-hero visual | references/graphic-abstract.md |

Read at most two references for a genuinely cross-domain request. If no card fits, compose from first principles and say that no card was used. Route by the requested visual grammar: a tattoo, car, or bottle is a subject, not a style.

Work in two phases

  1. Explore when direction is unclear. Offer two or three strong, visibly

different cards with one-sentence tradeoffs. Do not force a weak third option. Wait for the user's choice before writing a long prompt.

  1. Commit when direction is clear or chosen. Select one primary card,

produce the creative spec, then write the final prompt.

User constraints always override card defaults, including aspect ratio, text, people, product geometry, brand elements, and forbidden content. A card may shape composition, material, light, palette, and mood; it must not silently add story content, locations, props, or decorative metaphors. Treat Avoid as hard guidance. Offer experimental-corpus-reviewed cards only as disclosed alternatives alongside a non-experimental direction.

Return the hand-off contract

Use this exact key and field structure so $img-gen-prompts can consume the result without reinterpretation:

creative_spec:
  style_card_id: 
  subject: 
  use: 
  composition: 
  material_texture: 
  lighting: 
  palette: 
  mood: 
  invariants: []
  avoid: []
  aspect_ratio: 

After the spec, provide a copyable English prompt and Simplified Chinese for a Chinese-speaking user. Keep required in-image text quoted and exact. Do not add technical-looking details that the direction does not require.

Hand off real-reference requests

When the user asks to see examples, compare images, inspect original prompts, find similar archive records, or browse a gallery, invoke $img-gen-prompts with the original request and creative_spec. Preserve source prompts exactly; write improvements as separate derived prompts. Do not send a mixed bundle of retrieved images to a generator automatically—use only coherent references the user selected or that provide uniquely relevant visual evidence.

Treat corpus-reviewed / generation-pending as reviewed archive evidence, not proof of a measured generation-quality improvement.

Source & license

This open-source skill is cataloged on AgentStack and links to its original source — we do not rehost the code.

Install and usage instructions live in the source repository linked above.

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Versions

  • v0.1.0 Imported from the upstream source.