E-commerce Sales Signals MCP

io.github.GeminiGeorge22Published by GitHub account GeminiGeorge22v1.0.1Updated Nov 4, 2026

E-commerce sales signals: Amazon bestsellers and reviews, eBay sold prices, TikTok Shop, Etsy sales.

The publisher's own server: SIGNALS Loyalty Agent Platform

VerifiedStreamable HTTPWeb executableBusiness & Commerce

Overview

E-commerce Sales Signals's hosted MCP server (mcp.apify.com); OAuth sign-in required; Streamable HTTP; 6 tools.

No AI overview yet: these facts come from the registry entry and the server itself.

Endpoint
mcp.apify.com
Last checked

Installation

In SourceWeft

  1. Open E-commerce Sales Signals MCP in the dashboard and add it to a workspace.
  2. Connect the required credentials. They are stored privately and never shown on public pages.
  3. Enable the server for the chats that should use its tools.

Web executable via Streamable HTTP. Remote servers run from the web runtime once configured in a workspace.

Use with an agent

Paste this prompt into Claude Code, Codex, Cursor or another agent — or into SourceWeft chat. The agent reads this server's install guide, shows you its publisher, endpoint and sign-in, and adds it to your client once you agree. Keys never go into a command.

Read https://sourceweft.com/mcp/io.github.GeminiGeorge22%2Fecommerce-sales-mcp/install.md and connect the MCP server it describes to my client. Before changing any config, show me its publisher, endpoint and sign-in method and wait for my OK. Never put an API key in a command or in a file I would commit; ask me where it should come from.

Read the install guide the agent follows

Other MCP clients

Add this to your client's mcpServers config. The client completes OAuth sign-in on first connect.

{
  "mcpServers": {
    "e-commerce-sales-signals": {
      "type": "http",
      "url": "https://mcp.apify.com/?tools=junglee/amazon-bestsellers,junglee/amazon-reviews-scraper,caffein.dev/ebay-sold-listings,unseenuser/TikTok-Shop-Scraper,publicrecords/etsy-shop-velocity,publicrecords/etsy-search-scraper"
    }
  }
}

README

E-commerce Sales Signals MCP: Amazon bestsellers, eBay sold prices, TikTok Shop, Etsy shop sales

What is actually selling, as MCP tools: Amazon Best Sellers ranks, Amazon reviews, confirmed eBay sold prices, TikTok Shop sales estimates and Etsy shop sales counters, in one hosted bundle. One Actor per sales signal.

Hosted remote MCP server (Streamable HTTP) on Apify's MCP gateway. Client config plus a small open-source stdio proxy server. No Actor source.

Disclosure: entries marked "(maintained by us)" are Actors I maintain on Apify Store (publisher publicrecords). Every other Actor is independent, made by its own publisher and picked on merit (Store usage, ratings and recent maintenance). This repo is not affiliated with those publishers or with the sites the Actors read.

MCP endpoint

https://mcp.apify.com/?tools=junglee/amazon-bestsellers,junglee/amazon-reviews-scraper,caffein.dev/ebay-sold-listings,unseenuser/TikTok-Shop-Scraper,publicrecords/etsy-shop-velocity,publicrecords/etsy-search-scraper

Auth: sign in with Apify (OAuth) when your client prompts, or send an Apify API token as a Bearer token. Runs are billed on your own Apify account under each Actor's own Store pricing; see each Store page.

Tools

ActorStore pageMCP toolWhat it returns
Amazon Bestsellers Scraperjunglee/amazon-bestsellersjunglee--amazon-bestsellersTop 100 items in any Amazon Best Sellers category: rank, name, price, URL.
Amazon Reviews Scraperjunglee/amazon-reviews-scraperjunglee--amazon-reviews-scraperAmazon product reviews: rating, text, date, reactions and images, for review-velocity and sentiment.
eBay Sold Listings Searchcaffein.dev/ebay-sold-listingscaffein-dot-dev--ebay-sold-listingsConfirmed eBay sold prices by keyword across 8 marketplaces, with date-range filters.
TikTok Shop Scraperunseenuser/TikTok-Shop-Scraperunseenuser--TikTok-Shop-ScraperTikTok Shop products, reviews, sellers, creator affiliates and GMV/sales estimates (US, UK).
Etsy Shop Sales Tracker (maintained by us)publicrecords/etsy-shop-velocitypublicrecords--etsy-shop-velocityEtsy shop sales counters with the date each was read, so repeat reads give sales over time. One row per shop.
Etsy Search Scraper (maintained by us)publicrecords/etsy-search-scraperpublicrecords--etsy-search-scraperEtsy search results with Bestseller and Star Seller badges, review counts and search rank.

The Apify gateway also exposes helper tools to read run results (get-actor-run, get-dataset-items). Want fewer tools? Drop any Actor from the tools= list.

Who it's for

  • Product research: which items are selling now, by marketplace?
  • Resellers: what did this item actually sell for on eBay recently?
  • Brands and agencies: how fast are a competitor's reviews or shop sales growing?
  • Analysts: track bestseller ranks and sales counters over time.

Example prompts

  • List today's top 20 Amazon Best Sellers in <category> with prices.
  • What did <item> sell for on eBay in the last 30 days? Give min, median and max.
  • How many sales did these Etsy shops show today: <shop1>, <shop2>? Read again next week and give the difference.
  • Which TikTok Shop products in <category> have the highest sales estimates?

Cursor / Claude Code / any remote-MCP client

json
{  "mcpServers": {    "ecommerce-sales": {      "url": "https://mcp.apify.com/?tools=junglee/amazon-bestsellers,junglee/amazon-reviews-scraper,caffein.dev/ebay-sold-listings,unseenuser/TikTok-Shop-Scraper,publicrecords/etsy-shop-velocity,publicrecords/etsy-search-scraper"    }  }}

Claude Code:

sh
claude mcp add --transport http ecommerce-sales "https://mcp.apify.com/?tools=junglee/amazon-bestsellers,junglee/amazon-reviews-scraper,caffein.dev/ebay-sold-listings,unseenuser/TikTok-Shop-Scraper,publicrecords/etsy-shop-velocity,publicrecords/etsy-search-scraper"

Claude Desktop (local bridge)

json
{  "mcpServers": {    "ecommerce-sales": {      "command": "npx",      "args": ["-y", "@apify/actors-mcp-server", "--actors", "junglee/amazon-bestsellers,junglee/amazon-reviews-scraper,caffein.dev/ebay-sold-listings,unseenuser/TikTok-Shop-Scraper,publicrecords/etsy-shop-velocity,publicrecords/etsy-search-scraper"],      "env": { "APIFY_TOKEN": "YOUR_APIFY_TOKEN" }    }  }}

Local stdio server (open source)

This repo also ships a small MCP server in src/ for clients that only run local stdio servers. It answers initialize and tools/list locally from tools.json, which is generated from each Actor's public input schema and checked for drift in CI and weekly, so any client or directory can inspect the tools with no token. tools/call is forwarded to the hosted Apify MCP endpoint above with your own APIFY_TOKEN; without a token a call returns a clear error instead of running anything. The token is only sent in the Authorization header and is never logged.

json
{  "mcpServers": {    "ecommerce-sales": {      "command": "npx",      "args": ["-y", "github:GeminiGeorge22/ecommerce-sales-mcp"],      "env": { "APIFY_TOKEN": "YOUR_APIFY_TOKEN" }    }  }}

Or from a clone:

bash
git clone https://github.com/GeminiGeorge22/ecommerce-sales-mcp.gitcd ecommerce-sales-mcp && npm installAPIFY_TOKEN=YOUR_APIFY_TOKEN node src/server.js

Optional env: APIFY_ACTORS (comma-separated subset of the Actors above) and APIFY_MCP_URL (full endpoint override).

Tests run against an in-memory mock server, with no network and no token: npm test. Requires Node.js 18+.

Python (uvx/pip)

A matching Python version of this server lives in python/, built on the official mcp Python SDK: same tools, same APIFY_TOKEN, same hosted endpoint. Requires Python 3.10+.

json
{  "mcpServers": {    "ecommerce-sales": {      "command": "uvx",      "args": ["ecommerce-sales-mcp"],      "env": { "APIFY_TOKEN": "YOUR_APIFY_TOKEN" }    }  }}

Or with pip: pip install ecommerce-sales-mcp, then run ecommerce-sales-mcp. Python tests: cd python && pip install -e ".[test]" && env -u APIFY_TOKEN python -m pytest.

See also

Registry

Official MCP Registry name: io.github.GeminiGeorge22/ecommerce-sales-mcp

License

MIT, for this documentation, config and the proxy server code in src/. Each Actor belongs to its publisher.

Source: README.md at commit ec40456

Tools

6

junglee--amazon-bestsellers

Amazon Bestsellers Scraper

Amazon Bestsellers Scraper. Scrape the Amazon Best Sellers categories and extract details on top 100 most popular items on Amazon. Download product name, price, URL, and thumbnail image. Best used on .com, .co.uk, .de, .fr, .es, and .it domains. Download your data in various formats: HTML table, JSON, CSV, Excel, and more. When to use: Use when you need the top 100 Amazon Best Sellers for a category URL (name, price, rank, URL, image). Returns: the run's dataset rows as structured JSON (one row per result), plus the run and dataset IDs for paging the full dataset. Behavior: starts one run of the Apify Actor "junglee/amazon-bestsellers" through Apify's hosted MCP gateway (mcp.apify.com) with your own APIFY_TOKEN; the run uses your Apify account. Read-only: it only reads public web data and changes nothing on the source site. Docs: https://apify.com/junglee/amazon-bestsellers

ParameterslanguagecategoryUrlsrequireddepthOfCrawluseCaptchaSolverdetailedInformationmaxItemsPerStartUrl

junglee--amazon-reviews-scraper

Amazon Reviews Scraper

Amazon Reviews Scraper. Amazon scraper to extract reviews from Amazon products. Scrape and download detailed reviews without using the Amazon API, including rating score, review description, reactions and images. Download your data as HTML table, JSON, CSV, Excel, XML. When to use: Use when you need the customer reviews of specific Amazon products (rating, text, date, reactions, images). Returns: the run's dataset rows as structured JSON (one row per result), plus the run and dataset IDs for paging the full dataset. Behavior: starts one run of the Apify Actor "junglee/amazon-reviews-scraper" through Apify's hosted MCP gateway (mcp.apify.com) with your own APIFY_TOKEN; the run uses your Apify account. Read-only: it only reads public web data and changes nothing on the source site. Docs: https://apify.com/junglee/amazon-reviews-scraper

ParameterssortmaxReviewsproductUrlsrequiredfilterByRatingsreviewsCutoffDateincludeGdprSensitivescrapeProductDetailsreviewsFilterByKeywordsdeduplicateRedirectedAsinsreviewsAlwaysSaveCategoryDatareviewsUseProductVariantFilter

caffein-dot-dev--ebay-sold-listings

eBay Sold Listings Search

eBay Sold Listings Search. Get confirmed eBay sold prices. Search by keyword across 8 marketplaces, filter by date range, and export clean structured data for comps, resale pricing, and market research. When to use: Use when you need what items actually sold for on eBay (sold comps) for a keyword, marketplace and date range. Returns: the run's dataset rows as structured JSON (one row per result), plus the run and dataset IDs for paging the full dataset. Behavior: starts one run of the Apify Actor "caffein.dev/ebay-sold-listings" through Apify's hosted MCP gateway (mcp.apify.com) with your own APIFY_TOKEN; the run uses your Apify account. Read-only: it only reads public web data and changes nothing on the source site. Docs: https://apify.com/caffein.dev/ebay-sold-listings

ParameterscountsearchkeywordebaySitekeywordsmaxPriceminPricesortOrdercategoryIdexactMatchpostalCodesellerType+9 more

unseenuser--TikTok-Shop-Scraper

TikTok Shop Scraper [NO COOKIES] ✅

TikTok Shop Scraper [NO COOKIES] ✅. Extract product data, reviews, seller info, creator affiliates, and GMV/sales estimates from TikTok Shop at scale. Filter by category, price range, and country (US, UK). Built for dropshippers, e-commerce sellers, and DTC brands hunting trending products before they go viral. When to use: Use for TikTok Shop products, reviews, sellers, creator affiliates and GMV/sales estimates by category, keyword, shop or product URL. Returns: the run's dataset rows as structured JSON (one row per result), plus the run and dataset IDs for paging the full dataset. Behavior: starts one run of the Apify Actor "unseenuser/TikTok-Shop-Scraper" through Apify's hosted MCP gateway (mcp.apify.com) with your own APIFY_TOKEN; the run uses your Apify account. Read-only: it only reads public web data and changes nothing on the source site. Docs: https://apify.com/unseenuser/TikTok-Shop-Scraper

ParametersmoderequiredregionsortByshopUrlsusernamesmaxResultsproductUrlssearchKeywordsgetRelatedVideosmaxReviewsPerProduct

publicrecords--etsy-shop-velocity

Etsy Shop Sales Tracker & Scraper

Etsy Shop Sales Tracker & Scraper. Track Etsy shop sales counters with this Etsy shop scraper: measured sales counts with the date each was read. When to use: Use when you need how many sales an Etsy shop has made, or how fast shops are selling, filtered by shop name, title keyword, category or change date. Returns one row per shop with the measured sales counter and the date it was read. Returns: the run's dataset rows as structured JSON (one row per result), plus the run and dataset IDs for paging the full dataset. Behavior: starts one run of the Apify Actor "publicrecords/etsy-shop-velocity" through Apify's hosted MCP gateway (mcp.apify.com) with your own APIFY_TOKEN; the run uses your Apify account. Read-only: it only reads public web data and changes nothing on the source site. Docs: https://apify.com/publicrecords/etsy-shop-velocity

ParametersshopssincecategorykeywordsmaxShopsminSales

publicrecords--etsy-search-scraper

Etsy Scraper — Listings, Prices & Best Sellers

Etsy Scraper — Listings, Prices & Best Sellers. Scrape Etsy search results by keyword, category or market page: title, price, rating, reviews, Bestseller and Star Seller badges, ad flag and search rank. When to use: Use when you need what ranks on Etsy for a keyword, category or market page: position, price, rating, review count, Bestseller/Star Seller badges and whether the listing is an ad. Returns: the run's dataset rows as structured JSON (one row per result), plus the run and dataset IDs for paging the full dataset. Behavior: starts one run of the Apify Actor "publicrecords/etsy-search-scraper" through Apify's hosted MCP gateway (mcp.apify.com) with your own APIFY_TOKEN; the run uses your Apify account. Read-only: it only reads public web data and changes nothing on the source site. Docs: https://apify.com/publicrecords/etsy-search-scraper

Parameterssortsourcequeriesship_tomaxItemsmaxPagesmaxPriceminPricecategoryUrlsfillLazyCardsfree_shippingis_discounted+9 more

Version history

2
  1. v1.0.1LatestNov 4, 2026
  2. v1.0.0Nov 3, 2026

Score

100% of the applicable checks met

How complete this listing is, computed from the registry entry, the endpoint and public sources. Not a rating of the server and not a statement that it is safe or working today: reachability is a dated check, and no installs or reviews go into the score.

  • Reached in the last 30 daysRequired25 pts
  • Auth declaredRequired10 pts
  • Tools listed15 pts
  • DescriptionRequired15 pts
  • Logo10 pts
  • Documentation15 pts
  • License10 pts

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