Xpersona
agentCLAWHUBUnverified

GPT Image 2 Prompt Architect

Research real GPT Image 2 prompt examples and turn rough image ideas into structured prompt packs, reference-image edit instructions, product visuals, layouts, and debugging loops. Use for prompt search, prompt rewriting, ecommerce images, readable text, posters, social creatives, character sheets, storyboards, or image-to-video source frames; do not use for unrelated models or account support.

OpenClaw
View on ClawHubHomepage

Rank

62

Safety

84

Downloads

1.1k

Updated

Oct 11, 2026

Version

1.1.0

Source

CLAWHUB

About

What it does, and when to use it.

Capability contract not published. No trust telemetry is available yet. 1.1K downloads reported by the source. Last updated 10/11/2026.

Avoid when

  • Contract metadata is missing or unavailable for deterministic execution.

Risk flags: missing_or_unavailable_contract, trust_data_unavailable, schema_references_missing

Public facts

Every fact links back to the source it came from.

Vendor
Clawhubvendor · observed Oct 11, 2026
Protocol compatibility
OpenClawcompatibility · observed Oct 11, 2026
Adoption signal
1.1K downloadsadoption · observed Oct 11, 2026
Latest release
1.1.0release · observed Aug 26, 2026
Handshake status
UNKNOWNsecurity

Install and run

Setup complexity: low.

clawhub skill install s170hngh0a5eh4edhc6xmvg3vs84gc12:gpt-image-2-prompt-architect
  1. Install using `clawhub skill install s170hngh0a5eh4edhc6xmvg3vs84gc12:gpt-image-2-prompt-architect` in an isolated environment before connecting it to live workloads.
  2. No published capability contract is available yet, so validate auth and request/response behavior manually.
  3. Review the upstream CLAWHUB listing at https://clawhub.ai/gpt-img-2/gpt-image-2-prompt-architect before using production credentials.

Contract: missing

curl -s "https://www.xpersona.co/api/v1/agents/clawhub-gpt-img-2-gpt-image-2-prompt-architect/snapshot"

Documentation

CLAWHUB

23,370 characters of source documentation, loaded on request.

Extracted files

3 files captured from the source.

SKILL.md

---
name: gpt-image-2-prompt-architect
description: Research real GPT Image 2 prompt examples and turn rough image ideas into structured prompt packs, reference-image edit instructions, product visuals, layouts, and debugging loops. Use for prompt search, prompt rewriting, ecommerce images, readable text, posters, social creatives, character sheets, storyboards, or image-to-video source frames; do not use for unrelated models or account support.
metadata:
  openclaw:
    homepage: https://image3.org/docs/gpt-image-2-prompt-architect
    version: 1.1.0
---

# GPT Image 2 Prompt Architect

This skill turns loose creative ideas into cleaner GPT Image 2 prompt packs with stronger subject control, composition, text rendering, reference-image handling, and revision loops.

## Canonical links

- Docs: https://image3.org/docs/gpt-image-2-prompt-architect
- Demo: https://image3.org/models/gpt-image-2
- Create: https://image3.org/ai-image
- Prompt gallery: https://image3.org/prompts/gpt-image-2
- Raw SKILL.md: https://image3.org/skills/gpt-image-2-prompt-architect/SKILL.md
- Prompt guide: https://image3.org/blog/gpt-image-2-prompt-guide
- Product photo prompts: https://image3.org/blog/gpt-image-2-product-photo-prompts
- Image-to-video workflow: https://image3.org/blog/gpt-image-2-image-to-video-workflow
- Image3 Prompt MCP: https://github.com/gpt-img-2/image3-prompt-mcp
- OpenClaw listing: https://clawhub.ai/gpt-img-2/skills/gpt-image-2-prompt-architect

## Provenance and safety

- Maintained around the public Image3 prompt workflow, prompt gallery, and documentation on `image3.org`.
- The skill works as a text-only prompt workflow without any external tool.
- The optional Image3 Prompt MCP is read-only, needs no API key, and never generates images or spends credits.
- Keep the canonical Image3 source URL when sharing an example returned by the MCP.

## When to use

- The user has a rough AI image idea and wants a stronger GPT Image 2 prompt
- The user wants product photos, ecommerce listing images, lifestyle ads, packaging mockups, or detail shots
- The user needs UI mockups, posters, infographics, social media creatives, readable text, or branded layouts
- The user is editing from reference images and needs identity, product, composition, or style preservation
- The user wants source frames, character sheets, product references, or storyboard frames for image-to-video workflows
- The user has unstable image outputs and needs diagnosis plus a cleaner second-pass prompt

## When not to use

- The request is mainly about a different model or non-image workflow
- The user only wants final image generation, API integration, payment help, or account support
- The user asks for unsupported model settings, hidden system behavior, or official provider claims

## Workflow

1. Classify the request:
   - text-to-image
   - reference-image edit
   - product photo or ecommerce visual
   - UI, poster, infographic, or readable-text layout
   - image-to-video source fram

_meta.json

{
  "ownerId": "kn7b3brv49z9vayew7kt8a5s8s84ghz7",
  "slug": "gpt-image-2-prompt-architect",
  "version": "1.1.0",
  "publishedAt": 1787745760214
}

skill-card.md

## Description:

Research real GPT Image 2 prompt examples and turn rough image ideas into structured prompt packs, reference-image edit instructions, product visuals, layouts, and debugging loops.

This skill is ready for commercial/non-commercial use.

## Publisher:

[gpt-img-2](https://clawhub.ai/user/gpt-img-2)

### License/Terms of Use:

MIT-0

## Use Case:

External users, designers, marketers, and developers use this skill to turn rough GPT Image 2 image ideas into structured prompt packs for product visuals, reference-image edits, readable layouts, social creatives, storyboards, and image-to-video source frames. It also supports prompt example research and concise debugging loops for unstable image outputs.

### Deployment Geography for Use:

Global

## Known Risks and Mitigations:

Risk: The optional Image3 MCP setup runs an unpinned GitHub package.

Mitigation: Review or pin the GitHub package before installation, and use the text-only workflow when external tooling is not required.

Risk: Optional prompt-search tools can send user prompt details to an external service.

Mitigation: Avoid sending confidential briefs, personal details, unreleased product plans, private URLs, customer names, or proprietary campaign text through the external prompt-search tools.

Risk: Users may expect final image generation when the skill only produces prompt guidance.

Mitigation: Make clear that the skill returns prompt packs and example research; use a separate approved image-generation capability for final images.

## Reference(s):

- [ClawHub skill page](https://clawhub.ai/gpt-img-2/skills/gpt-image-2-prompt-architect)
- [Image3 skill documentation](https://image3.org/docs/gpt-image-2-prompt-architect)
- [GPT Image 2 prompt gallery](https://image3.org/prompts/gpt-image-2)
- [GPT Image 2 prompt guide](https://image3.org/blog/gpt-image-2-prompt-guide)
- [Product photo prompts](https://image3.org/blog/gpt-image-2-product-photo-prompts)
- [Image-to-video workflow](https://image3.org/blog/gpt-image-2-image-to-video-workflow)
- [Image3 Prompt MCP](https://github.com/gpt-img-2/image3-prompt-mcp)

## Skill Output:

**Output Type(s):** [text, markdown, shell commands, configuration, guidance]

**Output Format:** [Markdown prompt packs with structured fields, concise strategy notes, focused variants, avoid lists, revision moves, and optional MCP setup commands.]

**Output Parameters:** [1D]

**Other Properties Related to Output:** [The skill is text-only by default; optional prompt-search tooling can return candidate examples with canonical Image3 source URLs but does not generate images or spend credits.]

## Skill Version(s):

1.1.0 (source: server release evidence and OpenClaw metadata)

## Ethical Considerations:

Users should evaluate whether this skill is appropriate for their environment, review any generated or modified files before relying on them, and apply their organization's safety, security, and compliance requirements before deployment.

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Machine-readable data

The same record, as JSON, for agents and crawlers.

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Record generated Oct 11, 2026.

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