authentic-product-representation

authentic-product-representation is a skill for Claude Code, Codex from dembrandt/dembrandt-skills. It costs 89 tokens per session (1,736 once invoked), scanned A, original, MIT.

A design rule for product visuals that requires hero images, demos and screenshots to show the real product, its real output and truthful labels and numbers.

In plain words
What is it for?
Use it when creating website visuals, product demonstrations, screenshots or landing-page panels for software.
Why use it?
It prevents made-up dashboards, placeholder text and invented capabilities from making a product appear different from what users will actually receive.

Skill for Claude CodeCodex

Written for no agent in particular: nothing here depends on one. Also seen: positional $N argument.

not rated 54repo +2 2d ago A scan Socket: passSnyk: passSkillSpector: pass 89 tokens original MIT

Good fit Use it when creating website visuals, product demonstrations, screenshots or landing-page panels for software.

Compare 6 skills from other repositories ↓
Install with agentmods
npx agentmods add skills/dembrandt/dembrandt-skills/authentic-product-representation
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 dembrandt/dembrandt-skills --skill authentic-product-representation
Clone the repo
git clone --depth 1 https://github.com/dembrandt/dembrandt-skills

Made for: Claude Code, 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 authentic-product-representation

README.md
[![agentmods](https://agentmods.dev/badge/skills/dembrandt/dembrandt-skills/authentic-product-representation/github.svg)](https://agentmods.dev/skills/dembrandt/dembrandt-skills/authentic-product-representation)
Your own site
<a href="https://agentmods.dev/skills/dembrandt/dembrandt-skills/authentic-product-representation"><img src="https://agentmods.dev/badge/skills/dembrandt/dembrandt-skills/authentic-product-representation/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 authentic-product-representation

Your own site · 80×15
<a href="https://agentmods.dev/skills/dembrandt/dembrandt-skills/authentic-product-representation"><img src="https://agentmods.dev/badge/skills/dembrandt/dembrandt-skills/authentic-product-representation.svg" alt="Reviewed on agentmods" width="80" height="20"></a>
Per session 89 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.
When invoked 1,736 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. Third-party audits
  • Socket pass 20 Jul 2026
  • Snyk pass 20 Jul 2026
  • NVIDIA SkillSpector pass 7 Sept 2026
How audits are shown
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 $0.00089 $0.01736
Opus 5 $0.00044 $0.00868
Sonnet 5 $0.00018 $0.00347
Haiku 4.5 $0.00009 $0.00174

Measured 13d ago against content hash d0704ace544c, method: parsed. Prices are Anthropic first-party input rates as of 2026-09-12, from the pricing page.

Security

Grade A, and why

authentic-product-representation 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 13d 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/authentic-product-representation/SKILL.md · 137 lines

How it starts

The opening of the file, as written. The whole thing — 137 lines — stays where its author put it; the contents beside it link to each section on GitHub.

Authentic Product Representation

The fastest way to lose a visitor's trust is a product visual that is obviously staged. People have seen thousands of landing pages; they recognise a fabricated dashboard, a screenshot full of lorem ipsum, or a "terminal" that prints things the real tool never would. The visual that converts is the one that looks like it was screenshotted straight out of the working product — because it was, or because it was built to be indistinguishable from it.

The principle is simple: the visual is the product, not a poster of it. Every shortcut away from that — invented data, decorative chrome, a capability shown that does not exist — is a small withdrawal from the trust account.

This skill governs whether a visual is credible; what it has to accomplish in the page's argument comes from the product narrative framework in [[layout-paradigms-and-consistency]]. A fabricated proof point proves nothing.


Design With Real Content

Idealised placeholder content hides the problems your design will actually face.

  • No lorem ipsum. Use real copy, or the closest draft of it. Real words have real lengths, real line-wraps, real awkward edge cases. Latin filler is uniformly tidy in a way your content never will be.
  • Real names, real numbers, real lengths. "John Smith / $1,234" is a fantasy dataset. Use the longest realistic name, the account with 0 items, the title that wraps to three lines. If the design only looks good with perfect data, it is not finished.
  • Design the empty, loading, error, and overflow states too — they are the product as much as the happy path. A screenshot that only ever shows the full, perfect state is selling a product that does not exist.

If you genuinely cannot use production data, generate the mock from the real schema and the real renderer, so its shape, formatting, and constraints match what ships.


Mirror the Real Output

When a visual stands in for what the product produces — a CLI run, a generated file, a report, a chart, an editor — reproduce the actual format, not a prettier reinterpretation.

Read the full file on GitHub · 137 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. 13d ago First seen · 137 lines · 89 tokens per session scan A d0704ace544c

Subscribe to this mod's changes

authentic-product-representation is a skill published in the GitHub repository dembrandt/dembrandt-skills (54 stars, last pushed 2d ago), licensed MIT. It adds 89 tokens to every session and 1,736 once invoked, about $0.0004 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 2026-08-30.

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