develop-image-prompt.eval

develop-image-prompt.eval is a command for Claude Code from davistroy/claude-marketplace. It costs 0 tokens per session (604 once invoked), scanned A, original, MIT.

A command that creates a detailed prompt for generating an image from a document or content description.

In plain words
What is it for?
Use it to describe visual elements, composition, lighting, style, colour choices, and suitable image dimensions.
Why use it?
It turns a vague subject into a concrete visual brief with details an image-generation system can use.

Command for Claude Code

Written for Claude Code: a Claude Code command (commands/*.md).

Good fit Use it to describe visual elements, composition, lighting, style, colour choices, and suitable image dimensions.

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Install with agentmods
npx agentmods add commands/davistroy/claude-marketplace/develop-image-prompt.eval
Install

Getting it into your agent

One page per mod, every tool's command on it. A separate URL per tool would split the same page into five that compete with each other.

Clone the repo
git clone --depth 1 https://github.com/davistroy/claude-marketplace

Made for: Claude Code.

Wrote this? Show the measurements

A badge with what this costs and how it scanned, read live from this page, so it follows the numbers instead of freezing them. Markdown for a README, HTML for a documentation site or a project page.

agentmods badge for develop-image-prompt.eval

README.md
[![agentmods](https://agentmods.dev/badge/commands/davistroy/claude-marketplace/develop-image-prompt.eval.svg)](https://agentmods.dev/commands/davistroy/claude-marketplace/develop-image-prompt.eval)
Your own site
<a href="https://agentmods.dev/commands/davistroy/claude-marketplace/develop-image-prompt.eval"><img src="https://agentmods.dev/badge/commands/davistroy/claude-marketplace/develop-image-prompt.eval.svg" alt="Measured on agentmods" height="20"></a>
Per session 0 Only the description is in the session, so the agent can decide to use it. The body loads when it is invoked.
When invoked 604 The whole file, excluding the scripts and references it only reads on demand.
Security scan A 0 findings. A grade says what 26 rules found in the file — not that it is safe.
Origin original No closer match found in the catalogue.
Token cost

What it costs to keep this loaded

Counted locally with the o200k_base tokenizer, which is exact for GPT models; Claude uses its own tokenizer and its counts differ. Treat this as one consistent yardstick across the catalogue rather than a bill. Prices are per million input tokens.

ModelPer sessionOnce invoked
Fable 5.1 $0.00000 $0.00604
Opus 5 $0.00000 $0.00302
Sonnet 5 $0.00000 $0.00121
Haiku 4.5 $0.00000 $0.00060

Measured 8d ago against content hash d1f93e870820, method: parsed. Prices are Anthropic first-party input rates as of 2026-09-08, from the pricing page.

Security

Grade A, and why

develop-image-prompt.eval scanned grade A with 0 findings against 26 rules in 11 categories — prompt injection, anti-refusal, data exfiltration, privilege escalation, supply chain, agent snooping, system-prompt leakage, SSRF and excessive agency — measured 8d ago.

A static scan of the body, not an audit. Every finding is printed with the line that produced it so you can judge whether it matters here. A mod is markdown that instructs an agent; that is exactly why what it instructs is worth reading.

Nothing flagged

None of the 26 patterns this scan looks for appear in this file: no shell pipes, no recursive deletes, no credential paths, no hidden text, no instruction-override or anti-refusal phrasing, no agent-config snooping. That is not a guarantee, it is the absence of the things that are checkable.

evals/commands/develop-image-prompt.eval.md · 88 lines

How it starts

The opening of the file, as written. The whole thing — 88 lines — stays where its author put it; the contents beside it link to each section on GitHub.

Eval: /develop-image-prompt

Purpose

Generates a detailed image generation prompt from a document or content description. Good output: a prompt that is specific, visual, non-abstract, includes style/composition/lighting guidance, and is calibrated to the specified dimensions and style options.

Fixtures

Fixture Purpose
docs/sample-prd.md Source document for a product feature illustration
docs/meeting-transcript.md Source for a team collaboration visual

Test Scenarios

S1: Happy path — prompt from PRD

Invocation: /develop-image-prompt fixtures/docs/sample-prd.md

Must:

  • Generates at least one image prompt
  • Prompt is specific and visual (mentions concrete visual elements — not abstract concepts like "productivity")
  • Prompt includes style guidance (e.g., illustration style, color palette, mood)
  • Prompt is a single coherent paragraph or structured block, not a list of bullet points

Should:

  • Prompt references Slack-like interface elements given the PRD's subject matter
  • Includes composition guidance (foreground/background, perspective)
  • Suggests aspect ratio or dimensions appropriate for the content

Must NOT:

  • Generate a prompt that is purely text-based (e.g., "an image showing productivity")
  • Include real company names, trademarks, or real people's faces

S2: Custom dimensions

Invocation: /develop-image-prompt fixtures/docs/sample-prd.md --dimensions 16:9

Must:

  • Prompt specifies 16:9 landscape orientation
  • Composition guidance suits widescreen format

S3: Custom style

Invocation: /develop-image-prompt fixtures/docs/sample-prd.md --style photorealistic

Must:

  • Prompt is calibrated for photorealistic output (not cartoon/illustration)
  • Style guidance in prompt matches the requested style

S4: Multiple prompt variants

Invocation: /develop-image-prompt fixtures/docs/sample-prd.md --variants 3

Read the full file on GitHub · 88 lines

Changes

What this file has done since we first saw it

Hashed on every crawl. A supply-chain change to an agent config is a question of when, not whether, so the history is kept rather than the latest state alone.

  1. 8d ago First seen · 88 lines · 0 tokens per session scan A d1f93e870820

Subscribe to this mod's changes

develop-image-prompt.eval is a command published in the GitHub repository davistroy/claude-marketplace (5 stars, last pushed yesterday), licensed MIT. It costs nothing until one of its globs matches a file; then it loads 604 tokens. A static security scan graded it A with 0 findings. No closer match exists in the catalogue, so it is treated as the original; first seen 2026-08-31.