Product Change Monitor

SkillMonitoring & ops

Monitors how one or a few products changed over a period — by default week over week — on JoomPulse: Mercado Livre (Brasil) or Shopee Brasil. Use when a seller tracks a named product over time, given a marketplace or JoomPulse link, or a listing, item or catalog identifier. Returns a change table: per product the current value plus the difference versus about a week ago for price, rating and review count, plus current estimated sales and revenue, time on air and the marketplace's own seller and logistics attributes. Triggers: "monitor this product", "track price changes", "what changed this week", "did the price drop"; pt-BR "monitorar este produto", "o preço caiu", "variação de avaliações", "monitorar este produto na Shopee", "acompanhar este item da Shopee". Ask which marketplace when unclear; never mix the two. Sales and revenue are JoomPulse estimates, not real transactions; price, rating and reviews are real. For a point-in-time product and competitor read, use the single-product analysis skill.

Available today. Use it from your connected AI after setup.

Connect ahel once, and every AI you use reads what you have installed.

Then ask your AI: use the Product Change Monitor skill

What this skill tells your AI

The instructions your AI receives, as published by joomcode/joompulse-skills in skills/product-change-monitor/SKILL.md and read by ahel’s review.

This skill shows how one product — or a few of them — changed over a period, by default the last week, on Mercado Livre (Brasil) or Shopee Brasil, using JoomPulse market data. Given a product by a marketplace link, a JoomPulse link, or a listing, item or catalog product identifier, it reports for each product the current value and the change versus about a week ago for the metrics that have real history (price, rating, review count), plus the current snapshot for estimated sales and revenue, how long the listing has been on air, and the seller and logistics attributes that marketplace actually has. The result is a change table plus a downloadable spreadsheet; on Mercado Livre each row links to its JoomPulse page, on Shopee each row links to the item on Shopee.

This is different from a single point-in-time analysis. To size up a product and find the products that compete with it, use the single-product analysis skill. To decide which new products to add across a whole catalog, use the gap-analysis skill. This skill answers "how did this product move over time?" for a product the user names.

Prerequisites

  • JoomPulse MCP access is configured for the current agent environment.
  • The user provides a marketplace — Mercado Livre (Brasil) or Shopee Brasil — and one product (or a small set) as a marketplace link, a JoomPulse link, or a listing, item or catalog product identifier.
  • The available JoomPulse tools can look up a product's current market data and its price and reviews history on either marketplace. The shape of that history differs: on Mercado Livre it is a daily series, on Shopee a record per change (see Step 2).

If JoomPulse MCP access is unavailable, stop and explain that the skill requires JoomPulse MCP setup before it can monitor a product's changes.

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. Disclose this in every output. By contrast, price, rating, and review count are real history from the marketplace — say so, it is a strength of the report. 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 does not sign in as the seller or modify any listing.
  • Language: detect the seller's language and respond in it. Default to pt-BR.
  • Keep the workflow invisible. The seller wants the answer, not a play-by- play. If one approach does not return data, switch to another quietly; only if every approach fails do you say one short, friendly sentence.

Shopee data — what differs from Mercado Livre

  • Estimates come from Shopee's own rounded sold counters, refined with review movement. Treat small gaps between items as noise and never rank on a difference of a few units. Price, rating and review count are real.
  • Coverage is not a census: only items with at least one lifetime sale are tracked, so any count is a lower bound and an absent item is not evidence it does not sell.
  • History starts May 2026 — there is no long-run trend and no seasonal read.
  • Category analytics stop at three levels; the item view reaches deeper. Say which you used.
  • No seller medals — Shopee has three mutually exclusive shop tiers: Official store, Preferred (Indicado) and Common. There is no ladder; inventing Shopee medals is fabrication.
  • No catalogue and no buy-box, and an item belongs to one shop.
  • No fulfilment programme, no free-shipping flag and no listing tier — show rather than guessing.
  • Concentration is measured differently and thresholds do not transfer between marketplaces.
  • Item titles mix Portuguese, English and Chinese — search both languages.

Workflow

Step 0 — Decide the marketplace

JoomPulse covers two separate marketplaces: Mercado Livre (Brasil) and Shopee Brasil. They are independent datasets with different coverage, history and mechanics. Decide which one the request belongs to before reading any data:

  • The seller said so. "Shopee" means Shopee; "Mercado Livre", "MeLi" or "ML" means Mercado Livre.
  • An identifier gives it away. An identifier beginning MLB is Mercado Livre; a bare 10–11 digit number is a Shopee item or shop. A mercadolivre.com.br link is Mercado Livre, a shopee.com.br link is Shopee. If an identifier is not found on the marketplace you assumed, check the other one before telling the seller it does not exist.
  • The request only makes sense on one of them — buy-box, catalogue position, seller medals, a fulfilment programme or search keywords are Mercado Livre only.
  • Otherwise ask — one short question, mentioning that both are available. Never guess and never default.

Never mix data from the two marketplaces in one query, one table or one total. They are separate pipelines with different grains and estimate methods; a combined figure is simply wrong. If the seller wants both, run the analysis twice and report the two side by side, comparing direction and orders of magnitude — never exact numbers.

Step 1 — Identify the product(s)

Resolve the input to one or more listings on the marketplace chosen in Step 0.

Mercado Livre:

  1. From a Mercado Livre link, a JoomPulse link, or a pasted identifier, determine whether you have an individual listing or a catalog product.
  2. For a catalog product, expand it to the competing listings for that product, pick the representative one (the strongest seller / buy-box winner) for the row, and note the buy-box competition (how many sellers compete).
  3. Confirm the listing is active. If there is no market data for it, see Notes & Guardrails.

Shopee:

  1. From a Shopee item link or a pasted item identifier, resolve the item directly. Shopee is item-grain with no catalogue and no buy-box, so there is nothing to expand, no representative listing to pick and no buy-box competition to report — do not carry those steps over.
  2. There is no listing-status filter on Shopee — how recently the item was last seen is what tells you whether it is still live, so check it and never monitor a stale item as if it were live. If the item is not tracked, see Notes & Guardrails.

On both marketplaces: a JoomPulse store link is a whole store, not one product — ask for a specific product link or identifier (whole-store work belongs to the gap-analysis skill). A link from any other marketplace cannot be resolved directly — ask for a Mercado Livre, Shopee or JoomPulse link or identifier.

Step 2 — Collect current state and history, then compare

  1. Current snapshot (from JoomPulse):
    • Mercado Livre: product name, category, seller, listing type, seller medal, logistics (Mercado Envios Full / free shipping), how long the listing has been on air, and the estimated weekly sales and revenue.
    • Shopee: item name, category, shop, shop tier (Official store / Preferred (Indicado) / Common), how long the item has been on air — computed from the date the item was created — and the estimated sales and revenue. Shopee also reports estimated sales week by week per item (weeks start on Monday): use it, it is the cleanest weekly read this marketplace offers and a genuine Shopee strength for this skill.
  2. Real price and reviews history (from JoomPulse): price, rating and review count. The shape of that history is fundamentally different on the two marketplaces:
    • Mercado Livre: a daily series — pull roughly the last month, so a baseline a week back is reachable.
    • Shopee: a step function, not daily rows — a value is recorded only when it changes, and it holds until the next record. History starts May 2026, so the lookback window is shorter than a year; do not ask for a year of trend.
  3. Compare current versus about a week ago. The current point is the latest value in force on or before today; the baseline is the value in force about seven days earlier. How you reach that baseline differs:
    • Mercado Livre: the baseline is the observation about seven days back. If there is no observation exactly seven days back, use the nearest earlier observation within tolerance (roughly up to two weeks back in total) and state which date was actually used — never silently substitute it. If no comparable earlier observation exists within tolerance, show the current value only and say the period comparison is not available for that metric. Do not invent a baseline.
    • Shopee: carry forward the most recent record dated on or before the target day — that is the value that was in force then. Look back as far as needed; there is no two-week tolerance and no giving up, because an absent record means the value did not change, so the difference is 0, never "unavailable". Silence is information here, so never report a Shopee metric as uncomparable just because no record sits near the target day.
  4. Estimated sales and revenue are current-window figures — weekly on Mercado Livre, and on Shopee the current week of the week-by-week series — so present them as the current value; they carry no period-over-period difference.

Output

Respond in the seller's language. Present the result with no commentary about how it was produced. Use plain markdown so it renders cleanly in any client.

Lead with a short line naming the marketplace that was monitored.

Change table (Mercado Livre) — one row per monitored product, with these columns:

  • Product / listing identifier
  • Name
  • Category
  • Seller
  • Price (current value, with the change folded into the cell — for example the percentage change versus the baseline)
  • Estimated sales (weekly)
  • Estimated revenue (weekly)
  • Rating (current value, with the real numeric difference versus the baseline in the cell — for example +0.2, -0.3, or 0 when unchanged)
  • Reviews (current count, with the absolute growth versus the baseline in the cell — for example +832)
  • Time on air
  • Free shipping
  • Mercado Envios Full
  • Listing type
  • Seller medal
  • A JoomPulse link for the product

Change table (Shopee) — same shape, with the marketplace's own columns:

  • Item identifier, linked to the item on Shopee — there is no JoomPulse dashboard link for Shopee rows, so never invent one
  • Name
  • Category
  • Shop
  • Price, Rating and Reviews — current value with the change in the cell, exactly as above. A metric with no record in the period changed by 0; never show it as unavailable
  • Estimated sales (current week, weeks starting Monday)
  • Estimated revenue — label the window you actually show
  • Time on air — computed from the date the item was created
  • Shop tier — Official store / Preferred (Indicado) / Common
  • Free shipping, Mercado Envios Full and listing type have no Shopee equivalent: either drop these columns or show in them. Never map a shop tier onto a seller medal

Do not put a delta symbol or "(Δ)" in any column header — it confuses sellers; the change belongs inside the cell. Below the table, state the period actually compared (for example "today versus seven days ago"). On Mercado Livre also surface any baseline date that was not exactly the target, so the comparison is transparent; on Shopee, when the carried-forward record is older than the target day, give its date and say the value simply had not changed since. You may translate the column headers into the seller's language.

Disclaimer (every report) — use the variant for the marketplace you queried.

Mercado Livre:

⚠️ Sales and revenue are JoomPulse estimates based on historical listing data — they are not actual transactions. Price, rating, and reviews are real Mercado Livre history. / Vendas e receita são estimativas do JoomPulse com base no histórico de anúncios — não são transações reais. Preço, classificação e avaliações são histórico real do Mercado Livre.

Shopee:

⚠️ Sales and revenue are JoomPulse estimates built from Shopee's own rounded sold counters — they are not actual transactions, and small movements are noise. Price, rating, and reviews are real Shopee history, and that history starts in May 2026. / Vendas e receita são estimativas do JoomPulse a partir dos contadores arredondados da própria Shopee — não são transações reais, e variações pequenas são ruído. Preço, classificação e avaliações são histórico real da Shopee, e esse histórico começa em maio de 2026.

Download — offer a downloadable spreadsheet (.xlsx plus .csv) of the change table.

Notes & Guardrails

The seller should never see a system or stack error — only a friendly next step.

  • Product not tracked in JoomPulse / no sales: JoomPulse tracks products that have sales, so a product may not be tracked. Say so and offer to try a different link or identifier; you cannot build a history for an untracked product. On Shopee only items with at least one lifetime sale are tracked, so an untracked item is not proof it does not exist. If an identifier is not found, check the other marketplace before telling the seller it does not exist.
  • New listing or too little history: if there is less than about a week of data, show the current snapshot and explain that the period comparison is not available yet; suggest re-running in a few days to start a trend. On Shopee, first make sure you are not mistaking a step function for missing data — no record simply means no change — and remember the history itself only starts in May 2026, so an older baseline may be unreachable for that reason alone.
  • Catalog product (Mercado Livre only): the daily history is per listing, so resolve a catalog product to its listing(s) first; if several sellers compete, monitor the representative listing and mention the buy-box competition. Shopee has no catalogue and no buy-box, so none of this applies there.
  • Unknown flags: when a logistics flag (such as Mercado Envios Full) is unknown, show it as unknown — do not assume "no". On Shopee free shipping, the fulfilment programme and the listing tier are always : that is an absent attribute, not a missing value, and never a "Não".
  • Market data temporarily unavailable: retry once quietly; if it is still down, say market data is temporarily unavailable. Never paste internal error text, HTTP codes, or field names to the seller.
  • Never silently limit coverage — if you monitor only some of several listings, say so.

Signals

GitHub stars
50
Forks
4
Last commit
Aug 2026
Advanced
Catalog kind
skill
Gateway key
product-change-monitor
Source
github.com/joomcode/joompulse-skills