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.
npx skills add joomcode/joompulse-skills --skill unbranded-products-in-categorygit clone --depth 1 https://github.com/joomcode/joompulse-skillsWrote 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.
[](https://agentmods.dev/skills/joomcode/joompulse-skills/unbranded-products-in-category)<a href="https://agentmods.dev/skills/joomcode/joompulse-skills/unbranded-products-in-category"><img src="https://agentmods.dev/badge/skills/joomcode/joompulse-skills/unbranded-products-in-category/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.
<a href="https://agentmods.dev/skills/joomcode/joompulse-skills/unbranded-products-in-category"><img src="https://agentmods.dev/badge/skills/joomcode/joompulse-skills/unbranded-products-in-category.svg" alt="Reviewed on agentmods" width="80" height="20"></a>- NVIDIA SkillSpector pass
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.
| Model | Per session | Once invoked |
|---|---|---|
| Fable 5.1 | $0.00241 | $0.03327 |
| Opus 5 | $0.00120 | $0.01664 |
| Sonnet 5 | $0.00048 | $0.00665 |
| Haiku 4.5 | $0.00024 | $0.00333 |
Grade A, and why
unbranded-products-in-category 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 10d 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.
How it starts
The opening of the file, as written. The whole thing — 252 lines — stays where its author put it; the contents beside it link to each section on GitHub.
Unbranded Products In Category
This skill surfaces the products that have no brand (unbranded / no-name / generic) in one category on Mercado Livre (Brasil) or Shopee Brasil — the listings where no brand is attached. These are spots where a seller can enter with their own brand / private label, because buyers there aren't anchored to a brand name. For each it shows price, estimated sales and revenue, rating, reviews, time on air, and the seller's or shop's standing. On Mercado Livre each row links to its JoomPulse page; on Shopee each row links to the item on Shopee.
It is the opposite of ranking a category's brands (for that, use the top-brand-position-tracker skill). For fresh listings use the new-growing-products-in-category skill; for low-rated, well-selling products use the high-demand-low-quality-finder skill; for deep niches without platinum sellers use the uncontested-niche-finder skill.
Prerequisites
- JoomPulse MCP access is configured for the current agent environment.
- The user provides a marketplace — Mercado Livre (Brasil) or Shopee Brasil — and names a category (free text is fine).
- The available JoomPulse tools can return the listings in a category and resolve a category name on either marketplace, tell which listings have no brand attached, and provide each listing's price, estimated sales and revenue, rating, reviews, and time on air. On Mercado Livre they also report listing status, logistics, listing type and the seller medal; on Shopee, the shop tier, the date the item was created and the date it was last seen.
If JoomPulse MCP access is unavailable, stop and explain that the skill requires JoomPulse MCP setup before it can find unbranded products.
Scope
- Mercado Livre (Brasil) and Shopee Brasil, one at a time. Other marketplaces are out of scope.
- Sales and revenue are JoomPulse estimates — not real transactions. By contrast, price, rating, and review count are real history. Disclose the estimate caveat in every output. The estimates are built differently on each marketplace: on Mercado Livre from historical listing data, on Shopee from the marketplace's own rounded sold counters refined with review movement. Use the matching disclaimer.
- Read-only. The skill never writes or modifies anything, and does not render product images.
- Language: detect the seller's language and respond in it. Default to pt-BR.
- Keep the workflow invisible. Show
—for any missing value; never fabricate.
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.
- 10d ago First seen · 252 lines · 241 tokens per session scan A 942714287792
unbranded-products-in-category is a skill published in the GitHub repository joomcode/joompulse-skills (50 stars, last pushed 21d ago), licensed MIT. It adds 241 tokens to every session and 3,327 once invoked, about $0.0012 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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