unbranded-products-in-category

unbranded-products-in-category is a skill for Claude Code from joomcode/joompulse-skills. It costs 241 tokens per session (3,327 once invoked), scanned A, original, MIT.

A product-finding tool for Mercado Livre Brazil or Shopee Brazil that looks for listings without a brand name in a chosen category. These generic products can be candidates for selling under your own brand, known as private label.

In plain words
What is it for?
Use it to identify unbranded products, compare their estimated demand and seller performance, and look for private-label opportunities in a category.
Why use it?
It helps find products where buyers are not already tied to an established brand and ranks them using marketplace and sales indicators.

Skill for Claude Code

Written for Claude Code: shipped in a Claude Code plugin.

Part of the joompulse-skills plugin — 18 skills, 1 MCP server shipped together

Good fit Use it to identify unbranded products, compare their estimated demand and seller performance, and look for private-label opportunities in a category.

Compare 6 skills from other repositories ↓
Install with agentmods
npx agentmods add skills/joomcode/joompulse-skills/unbranded-products-in-category
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 joomcode/joompulse-skills --skill unbranded-products-in-category
Clone the repo
git clone --depth 1 https://github.com/joomcode/joompulse-skills

Made for: Claude Code.

Or install joompulse-skills, the plugin that ships this one along with the rest of its 18 skills, 1 MCP server.

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 unbranded-products-in-category

README.md
[![agentmods](https://agentmods.dev/badge/skills/joomcode/joompulse-skills/unbranded-products-in-category/github.svg)](https://agentmods.dev/skills/joomcode/joompulse-skills/unbranded-products-in-category)
Your own site
<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.

agentmods 80×15 button for unbranded-products-in-category

Your own site · 80×15
<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>
Per session 241 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.
When invoked 3,327 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
  • 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 $0.00241 $0.03327
Opus 5 $0.00120 $0.01664
Sonnet 5 $0.00048 $0.00665
Haiku 4.5 $0.00024 $0.00333

Measured 10d ago against content hash 942714287792, method: parsed. Prices are Anthropic first-party input rates as of 2026-09-10, from the pricing page.

Security

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.

skills/unbranded-products-in-category/SKILL.md · 252 lines

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.

Read the full file on GitHub · 252 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. 10d ago First seen · 252 lines · 241 tokens per session scan A 942714287792

Subscribe to this mod's changes

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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