growing-leaf-category-tracker

growing-leaf-category-tracker is a skill for Claude Code, Codex from joomcode/joompulse-skills. It costs 213 tokens per session (3,028 once invoked), scanned A, original, MIT.

A tool for finding the fastest-growing sub-categories within one Mercado Livre or Shopee Brasil category, ranked by month-over-month estimated revenue growth.

In plain words
What is it for?
Use it to choose a niche to enter or investigate growth inside a category; it provides a current opportunity snapshot, not a saved time series.
Why use it?
It helps sellers narrow a broad product area to specific niches with the strongest recent growth, while accounting for how deeply each marketplace reports categories.

Skill for Claude CodeCodex

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

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.

agentmods
npx agentmods add skills/joomcode/joompulse-skills/growing-leaf-category-tracker
Any agent
npx skills add joomcode/joompulse-skills --skill growing-leaf-category-tracker
Clone the repo
git clone --depth 1 https://github.com/joomcode/joompulse-skills

Made for: Claude Code, Codex.

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 growing-leaf-category-tracker

README.md
[![agentmods](https://agentmods.dev/badge/skills/joomcode/joompulse-skills/growing-leaf-category-tracker.svg)](https://agentmods.dev/skills/joomcode/joompulse-skills/growing-leaf-category-tracker)
Your own site
<a href="https://agentmods.dev/skills/joomcode/joompulse-skills/growing-leaf-category-tracker"><img src="https://agentmods.dev/badge/skills/joomcode/joompulse-skills/growing-leaf-category-tracker.svg" alt="Measured on agentmods" height="20"></a>
Per session 213 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.
When invoked 3,028 The whole file, excluding the scripts and references it only reads on demand.
Security scan A 0 findings. Scan, not verified.
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 $0.00213 $0.03028
Opus 5 $0.00106 $0.01514
Sonnet 5 $0.00043 $0.00606
Haiku 4.5 $0.00021 $0.00303

Measured 4d ago against content hash 0c5bc36d32b3, method: parsed. Prices are Anthropic first-party input rates as of 2026-08-30, from the pricing page.

Security

Grade A, and why

growing-leaf-category-tracker 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 4d 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/growing-leaf-category-tracker/SKILL.md · 250 lines

How it starts

The opening of the file, as written. The whole thing — 250 lines — stays where its author put it; the contents beside it link to each section on GitHub.

Growing Leaf Category Tracker

This skill takes one category on Mercado Livre (Brasil) or Shopee Brasil and surfaces the sub-categories inside it that are growing fastest — the niches with the strongest month-over-month growth in estimated revenue. It helps a seller who already knows a broad area decide which specific niche to move into next.

How deep it can go differs by marketplace. On Mercado Livre the answer is the deep leaf niches below the third level of the category tree. On Shopee, category analytics exist only down to the third level, so the ranking runs at the deepest level available — the third — and anything deeper is folded into its level-3 ancestor and cannot be separated. Say so in the output; never pass level-3 rows off as deep leaves.

This is a niche-discovery snapshot, not a tracker over time. For a single category's opportunity index and market size, use the category-opportunity-index skill. To compare a category's aggregate numbers against a user-supplied previous snapshot, use the category-monitor skill. To find specific new products inside a category, use the new-growing-products-in-category 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 parent category (free text is fine).
  • The available JoomPulse tools can resolve a category on either marketplace, walk its sub-categories, and return each one's current monthly market stats (estimated revenue and sales, number of active sellers, number of products) and the month-over-month movement in estimated revenue.

If JoomPulse MCP access is unavailable, stop and explain that the skill requires JoomPulse MCP setup before it can find growing niches.

Scope

  • Mercado Livre (Brasil) and Shopee Brasil, one at a time. Other marketplaces are out of scope.
  • Depth differs by marketplace: deep leaf niches below the third level on Mercado Livre; the third level only on Shopee, where deeper niches are folded into their level-3 ancestor.
  • Sales and revenue are JoomPulse estimates — not real transactions. Disclose this 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.
  • Language: detect the seller's language and respond in it. Default to pt-BR.
  • Keep the workflow invisible. Surface the answer, not the steps. Never fill gaps from general knowledge; show for any missing value.

Read the full file on GitHub · 250 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. 4d ago First seen · 250 lines · 213 tokens per session scan A 0c5bc36d32b3

Subscribe to this mod's changes

growing-leaf-category-tracker is a skill published in the GitHub repository joomcode/joompulse-skills (50 stars, last pushed 14d ago), licensed MIT. It adds 213 tokens to every session and 3,028 once invoked, about $0.0011 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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