Subscription figures are provider list prices recorded in treg.to’s own catalog grid; per-call prices are what treg.to charges today, with $0.000 added.
set up treg — https://treg.to/llms.txt
Using treg, search TikTok Shop US for "matcha whisk", show me the price per call first, then give me the top 20 products by sales with seller, price and rating, and pull the last 50 reviews on the best seller.
Every provider takes a region code and US is the one they all list as reliable. Say which market you mean.
treg.to returns the cost before the call, so the agent can say what a 20-page pull will spend.
Search returns product ids; the reviews call takes one. Two calls, no browser, no login.
The rows carry sales counts, prices and review text. Ranking and reading them is the agent's job.
treg.to holds the provider keys. Neither you nor the agent sees them.
The provider's own rate, $0.000 markup, from a prepaid balance.
Charged per call. $1.00 free per new team, no card to start.
Already pay Hunter? Register it and those calls are never metered.
Another provider is a different word in the prompt, not a new integration.
No SDK, no OAuth dance per vendor, no seats.
treg.to does not choose for you. It hands ChatGPT this comparison, with the price shown before any call, and ChatGPT picks. Or you tell it how: "cheapest", "most reliable", "the one that takes what I have", or a provider by name.
TikHub at $0.001
ScrapeCreators at $0.00188
Those units are not interchangeable: one call can return many results, so compare on the unit you will actually be billed in.
| Provider | Success | Median | Sample |
|---|---|---|---|
| 100% | 898ms | 55 calls | |
| 99% | 4.2s | 330 calls |
Measured on treg.to traffic: real calls, real inputs, and sample sizes differ by provider. Live reliability, not a controlled benchmark.
| Provider | Price | Accepts | Success rate | Verified |
|---|---|---|---|---|
| $0.001 per found | search_word, offset, page_token, region, product_id, page_start | 100% (55 calls) | 2026-07-28 | |
| $0.00188 per call | query, page, region, url, product_id | 99% (330 calls) | unverified | |
| $0.0148 per found | keyword, region, offset, pageToken | not yet measured | 2026-07-28 |
treg call tikhub.x.tiktok-shop-web-fetch-search-products-list --query search_word=labubu --query offset=0 --query region=US
Swap the id for any provider above. All 7 endpoints behind this job, with their parameters and captured responses, are on the TikTok Shop shelf.
TikTok Shop is sold harder than it is discussed: of ~140 Reddit and X posts in August 2026, about seventeen vendors were pitching, including one MCP launched by five accounts reading the same script inside thirty hours. These four are people blocked at the official door or paying for a dashboard they cannot export.
“We're stuck in a loop: our app keeps getting rejected in review... but to test that authorization flow we need a sandbox test account” r/TikTokshop
What this page can do about it: That loop is the Partner API's, and the providers here never enter it. They read the public storefront, so the first call is a keyword and a region, and the $1.00 a new team starts with is enough to see live results before deciding anything.
“Been looking into the TikTok Shop API but.... I only find those tools meant for agencies.” r/TikTokshop
What this page can do about it: Per-call metering is the answer to a monthly plan you would use twice. A search is a fraction of a cent and there is no subscription, so a one-off market check costs what it costs and nothing the month after.
“built a TikTok Shop research tool in Claude Code that replaces your $99/mo Kalodata subscription” @mikefutia on X, 305 likes
What this page can do about it: The most-liked on-topic post in the research is someone doing exactly this page's job with an agent. The rows come back as JSON, so sorting by sales, price or rating and keeping the output is yours, not a plan tier.
“we are struggling to find a way of programmatically obtaining all product IDs for a particular seller” r/webscraping
What this page can do about it: This page is keyword search and reviews by product id. Search results carry the seller, so an agent can filter to one shop, but a complete catalogue for a seller is not a call on this page and it would be wrong to pretend otherwise.
TikHub and ScrapeCreators do both halves, keyword search and product reviews; JustOneAPI does search only and bills per successful call, so an error costs nothing there. TikHub's reviews call also takes a star filter and a sort rule, which saves paging through five-star noise to reach the complaints.
JustOneAPI lists nine markets, ScrapeCreators says in its own docs that US is the reliable region for reviews and that other regions may come back thin or inconsistent, and TikHub takes a region code on every call. Ask for the market you sell in and read the count that comes back.
TikTok changes the page and fights scrapers, and the providers here have had public outages when it did. treg.to shows each provider's measured success rate on live traffic where there is enough of it, and the agent picks; treg.to does not fail over between them on its own.
TikTok's own Shop API is for sellers and their partners: it needs a seller account, an app that passes review and, for many applicants, a US representative, and it manages orders and inventory rather than answering questions about the market. What buyers usually mean by a TikTok Shop API is the other thing: a way to read the public storefront as data, search results by keyword and the reviews on a product, without owning a shop. That is what the providers here do, per call, in JSON.
No. These providers read the public storefront, not the seller-side API, so there is no seller account, sandbox, app review or US representative involved. What you cannot do this way is anything seller-side: orders, inventory, your own shop's analytics.
A fraction of a cent per call at the cheapest provider, and the live rate is at the top of this page. treg.to bills the provider's own rate with $0.000 markup from your team's prepaid balance, and JustOneAPI bills only when the call succeeds.
Yes, by product id or product URL, paged. Two of the three providers do reviews, and one lets you filter by star rating. Reviews TikTok has removed from the page are gone from here too.
Ask for the price first and let it pick, or name one. treg.to shows the providers side by side with the rate and the measured success rate; it compares, it does not route or fail over for you.