seeany-product-visuals

seeany-product-visuals is a skill for Codex from juin20260102-oss/seeany-product-visuals-mcp. It costs 51 tokens per session (1,004 once invoked), scanned A, original, MIT.

A planning and creation workflow for ecommerce product images using the SeeAny service. It can plan white-background product images, lifestyle scenes, detail images, and reference-based visuals, then download the generated files.

In plain words
What is it for?
Use it to plan and generate marketplace hero images, product scenes, detail views, and other ecommerce visuals in specified formats and sizes.
Why use it?
It helps define the image brief, output settings, references, and estimated cost before creating product visuals.

Skill for Codex

Written for Codex: agents/openai.yaml present.

Good fit Use it to plan and generate marketplace hero images, product scenes, detail views, and other ecommerce visuals in specified formats and sizes.

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Install with agentmods
npx agentmods add skills/juin20260102-oss/seeany-product-visuals-mcp/seeany-product-visuals
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.

Any agent
npx skills add juin20260102-oss/seeany-product-visuals-mcp --skill seeany-product-visuals
Clone the repo
git clone --depth 1 https://github.com/juin20260102-oss/seeany-product-visuals-mcp

Made for: Codex.

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 seeany-product-visuals

README.md
[![agentmods](https://agentmods.dev/badge/skills/juin20260102-oss/seeany-product-visuals-mcp/seeany-product-visuals/github.svg)](https://agentmods.dev/skills/juin20260102-oss/seeany-product-visuals-mcp/seeany-product-visuals)
Your own site
<a href="https://agentmods.dev/skills/juin20260102-oss/seeany-product-visuals-mcp/seeany-product-visuals"><img src="https://agentmods.dev/badge/skills/juin20260102-oss/seeany-product-visuals-mcp/seeany-product-visuals/github.svg" alt="Measured on agentmods" height="20"></a>

Or the 80×15 button, for a site that already has a row of RSS and ATOM ones. Only the verdict fits; the numbers stay here.

agentmods 80×15 button for seeany-product-visuals

Your own site · 80×15
<a href="https://agentmods.dev/skills/juin20260102-oss/seeany-product-visuals-mcp/seeany-product-visuals"><img src="https://agentmods.dev/badge/skills/juin20260102-oss/seeany-product-visuals-mcp/seeany-product-visuals.svg" alt="Reviewed on agentmods" width="80" height="20"></a>
Per session 51 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.
When invoked 1,004 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 $0.00051 $0.01004
Opus 5 $0.00026 $0.00502
Sonnet 5 $0.00010 $0.00201
Haiku 4.5 $0.00005 $0.00100

Measured 11d ago against content hash 8d415b3525a6, method: parsed. Prices are Anthropic first-party input rates as of 2026-09-12, from the pricing page.

Security

Grade A, and why

seeany-product-visuals 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 11d 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.

skills/seeany-product-visuals/SKILL.md · 69 lines

How it starts

The opening of the file, as written. The whole thing — 69 lines — stays where its author put it; the contents beside it link to each section on GitHub.

SeeAny Product Visuals

Turn a product-image request into a quoted, traceable generation plan and downloaded files. Prefer the two-stage tools for ordinary requests; use the lower-level tools only when the user needs control over an individual step.

Standard workflow

  1. Identify the product, use case, visual direction, aspect ratio, resolution, model, count, reference files, and output directory from the request.

    • Default to one image at 1k.
    • Use seeany-fast for a low-cost test and seeany-quality when quality is the priority.
    • Choose 1:1 for marketplace hero images, 3:4 or 4:5 for product/editorial layouts, and 9:16 for vertical social content only when the user has not specified a ratio and the intended placement makes the choice clear.
  2. Call seeany_plan_product_visual.

    • Pass local reference paths directly in reference_file_paths; the planning tool validates them but does not upload them or create a generation task.
    • Present the returned prompt, model, ratio, resolution, count, output directory, and estimated price or Demo credits.
    • Make it explicit that planning created no paid generation task.
  3. Obtain confirmation before Live execution.

    • Ask for confirmation when the user has not already authorized the shown parameters and estimated cost.
    • Demo mode has no real charge; tell the user that its output is simulated and cannot be used to judge model quality.
  4. Call seeany_create_product_visual with the returned plan_id.

    • Set confirm_cost=true only after the user has authorized the Live estimate. The field may be false in Demo mode.
    • The tool uploads references, creates or resumes the generation job, waits for completion, and downloads successful results.
    • Return the plan_id, job_id, final status, and concrete local file paths.
  5. Resume instead of duplicating.

    • If execution times out, call seeany_create_product_visual again with the same plan_id.
    • Never create a new plan merely because polling timed out. Reusing the plan resumes its stored job_id and avoids another paid task.
    • A server restart clears in-memory plan mappings. If the MCP reports an unknown plan after restart, explain the limitation before considering a new paid task.

Read the full file on GitHub · 69 lines

Files

What ships with it

1 file beside SKILL.md in the same directory: the scripts, references and assets a skill reads on demand. Not counted in the per-session cost; read them before you install if any of them is executable.

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. 11d ago First seen · 69 lines · 51 tokens per session scan A 8d415b3525a6

Subscribe to this mod's changes

seeany-product-visuals is a skill published in the GitHub repository juin20260102-oss/seeany-product-visuals-mcp (0 stars, last pushed 23d ago), licensed MIT. It adds 51 tokens to every session and 1,004 once invoked, about $0.0003 per session on Opus 5. 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.

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