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How-to guides
What do the reviews really say about this Amazon product?the rating spread is already inside the reviews
Step 1
Set up Monid.
One line. It installs the CLI and asks for an API key from app.monid.ai. New accounts start with $1.00.
Say this to your agent
>set up https://monid.ai/SKILL.md
Step 2
Pick what you need. Say it in one sentence.
Click a job. Paste the sentence, fill in the brackets.
What goes wrong with this product
Say this to your agent
>pull the one-star reviews for <asin> with apify on monid, filtered to one star, and leave the page count alone unless you need more: it defaults to one page of ten and asking for two doubles the bill. this endpoint bills per review whatever its schema says
What the agent runsdone
apify /axesso_data/amazon-reviews-scraper$0.00135 / review
apify /web_wanderer/amazon-reviews-extractor · not run$0.00135 / review
apify /delicious_zebu/amazon-product-details-scraper · not run$0.00375 / result
mrscraper /amazon/product$0.05
What came backone product · 2026-09-24
What a review pull costsUS dollars
two pages is not a capthe default is one page of ten reviews at $0.0135; asking for two pages billed $0.027, exactly double, so the page-count clause spends money rather than saving it
what it would have cost$2.72 to pull all 2,014 reviews on this one product
the filter is the pointone-star, filtered, is not a sample: it is the whole complaint set, and one page of it is the default
the schema is wrong about the priceinspect says one result is returned per input query and that there is no result limit, and both are false: one query returned twenty results and twenty billed units. Trust the run's cost over the schema here
free extraevery review carries the product-wide rating spread, so that job needs no second call
$0.02720 reviews at $0.00135
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Claude for Amazon reviews
The same job as a loop: what the complaints say across a whole category.
Extract page content for RAG
When a listing is only on a page, reading the page is the next call.
The best social media scraping API in 2026
What buyers say off Amazon, and what each platform costs to read.
Which store is cheapest per unit?price per unit, because the cheapest row is half the pack
Step 1
Set up Monid.
One line. It installs the CLI and asks for an API key from app.monid.ai. New accounts start with $1.00.
Say this to your agent
>set up https://monid.ai/SKILL.md
Step 2
Pick what you need. Say it in one sentence.
Click a job. Paste the sentence, fill in the brackets.
What this exact item costs everywhere
Say this to your agent
>find <product> with litescrape google shopping on monid and open the product page endpoint. read pack size off the OFFER titles rather than the search results, and put any offer whose title carries no size into a third pile rather than dropping it: one merchant's title omits the size entirely, so a strict filter can throw away the cheapest matching pack. check that pile before you name a winner. most search titles carry no size at all, and filtering there throws away the right row and keeps the wrong battery
What the agent runsdone
litescrape /google/shopping$0.00015
litescrape /google/shopping-product$0.00015
apify /damilo/google-shopping-apify$0.00525 / result
apify /burbn/google-shopping-scraper$0.0075 / result
What came backone 16-pack of batteries · 2026-09-25
One identical 16-pack, same day, same countryUS dollars
the spread$4.12 between the cheapest and the dearest shelf, which is 27.7%, on one identical pack in one country on one day
what it cost$0.0003 for fifteen merchant offers with direct store links, which is $0.00002 an offer
per unit instead$0.929 a cell at the bottom against $1.187 at the top, which is the number that actually decides the purchase
the two that had no priceone big grocer's own page carried the product markup with its offers field set to null; one big hardware chain does not stock this size at all
where not to filteron the search list 12 of 20 titles carried no pack size at all, the correct top result among them, and one row that survived the filter was a different battery size entirely
$0.000315 offers, two calls
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View all →Claude for Amazon reviews
Once the price is settled, what buyers said about it is the next call.
When the site will not let you in
A browser that signs in and clicks, for the shelf price behind a login.
Extract page content for RAG
The store endpoints hand back raw HTML, so parsing a page is the job next door.
Which local businesses still have no website?businesses with no website, screened for the chains
Step 1
Set up Monid.
One line. It installs the CLI and asks for an API key from app.monid.ai. New accounts start with $1.00.
Say this to your agent
>set up https://monid.ai/SKILL.md
Step 2
Pick what you need. Say it in one sentence.
Click a job. Paste the sentence, fill in the brackets.
Is this category even worth working
Say this to your agent
>search google maps for <trade> in <city> with litescrape on monid and tell me how many of the results already have a website and a rating above 4.5. if almost all of them do, say so and stop before i build a list
What the agent runsdone
litescrape /google/maps$0.00015
litescrape /duckduckgo/maps · not run$0.00015
litescrape /google/local · not run$0.00015
What came backone city, one trade · 2026-09-25
already sorted · has a website
Plumb Masters, Inc.
already sorted · has a website
Reliant Plumbing
3705 San Antonio St, Austin, TX 78734 · Plumberthe answerforty results and not one of them had a missing website
the ratingsnineteen of the first twenty sat at 4.5 or above
it degrades as you pagethe first page carried a website and a rating on all twenty rows, but across 75 unique rows the website was present on 69 and the rating on 72, so the deeper you go the more rows the screen cannot judge
the verdictthe category is saturated, so a no-website lead list here would be empty
what it costthree hundredths of a cent to avoid building the wrong list
$0.0003two pages of twenty
