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Good for Bots

Ecommerce Data API

ecommercedataapi.com

Amazon ecommerce data APIs for product, keyword, market, sales, reviews, traffic, and trademark research

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Good for Bots report

Ecommerce Data API scores 70 of 100: 46 of the 50 base points, 24 of the 50 agent-layer points, no penalties.

Earned

46 of the 50 base points above the line, 24 of the 50 agent-layer points below it.

70

3 prompts away

Copy them below ↓

25

Still open

Behind the checks below, with prompts in Pro.

5
Penalties0
How scoring works · current methodology →

Through a bot’s eyes

“Ecommerce Data API provides Amazon data interfaces for product, keyword, market, sales, reviews, traffic, and trademark research.”

Simulated from the response GoodForBotsBot received on , not a live answer from any AI assistant.

What it can read, and what stays hidden →

What a bot can read

A language model reading this input learns that Ecommerce Data API offers specialized endpoints for Amazon seller research and automation workflows. The homepage markdown details specific API request and response examples for ASIN details, categorizes available endpoints into product data, keyword data, market analysis, traffic analysis, trademark data, and image text recognition, and lists recent blog articles. The provided llms.txt file adds authentication headers using API keys, pricing models including test calls and one-time or monthly plans, and a Model Context Protocol endpoint for AI agent integration. The JSON-LD schema blocks supply structured organization details, service descriptions, and specific pricing offer names and numerical prices.

What is Ecommerce Data API?

Ecommerce Data API is a data platform offering application programming interfaces for Amazon product, keyword, market, sales, reviews, traffic, and trademark research. Built for developers, cross-border e-commerce sellers, and automation teams, the service provides structured data endpoints to build product research workflows, competitor analysis, and AI agent integrations.

Read more →

It features product search, ASIN details, keyword mining, market statistics, and trademark records.

3 prompts, 25 points

For Claude Code, Cursor or Codex. The score moves after the next scan.

+12.5score from 70 to 83

Serve Markdown at its own URL

No /llms-full.txt and no markdown versions linked from llms.txt.

Read prompt

+10score from 83 to 93

Serve Markdown when asked for it

None of the 4 pages read pass. Asking the homepage for markdown still returns text/html.

Read prompt

+2.5score from 93 to 95

Declare AI usage preferences

No usage declaration found in robots.txt or the final successful homepage response header.

Read prompt

Pro

14 more prompts in Pro

Pro shows a prompt for every fix and drafts your llms.txt and robots.txt. It never changes the score.

$9 once, per listingSee Pro

Deployed your fixes? Rescan to update your score →

Select a check to see what we found and how it is graded.

Readable base

46.5 / 50

Passes.

3.5 of 3.5 points.

robots.txt is valid, with 2 user-agent groups.

Passes.

8.8 of 8.8 points.

Sitemap declared in robots.txt, listing at least 200 URLs.

Passes.

8.8 of 8.8 points.

All 4 pages read pass. The homepage describes itself to machines as Organization, ImageObject, WebSite in valid schema.org JSON-LD.

Passes.

10.5 of 10.5 points.

3 of 4 pages read pass; 1 partly. The page at /docs/amazon/aba/research/trends is partly structured: Only one landmark (complementary) outside the content root.

Passes.

8.8 of 8.8 points.

4 of 4 assessed homepage navigation links expose usable destinations.

Half passes.

2.2 of 4.4 points.

110 of 111 assessed homepage links and buttons have a nonempty accessible name.

Prompt in Pro →
Not applicable.

0 of 0 points.

No applicable form fields were observed in the homepage HTML.

Half passes.

1.3 of 2.6 points.

111 of 112 assessed homepage controls and role declarations meet the static role, state and relationship checks.

Prompt in Pro →
Passes.

1.8 of 1.8 points.

All 4 pages read pass. The homepage declares itself as its canonical URL.

Agent layer

23.8 / 50

Passes.

11.3 of 11.3 points.

/llms.txt is well formed: 46 links across 6 sections.

Passes.

7.5 of 7.5 points.

/llms.txt is descriptive: a summary plus descriptions on 100% of links.

Fails.

0 of 12.5 points.

No /llms-full.txt and no markdown versions linked from llms.txt.

Fails.

0 of 10 points.

None of the 4 pages read pass. Asking the homepage for markdown still returns text/html.

Passes.

5 of 5 points.

States a position on 7 AI crawlers, across 3 purposes (training, search, user-fetch).

Fails.

0 of 2.5 points.

No usage declaration found in robots.txt or the final successful homepage response header.

Penalties

− 0

Passes.

Penalty: 0 of 15 points.

Our crawler reaches the page without being challenged.

Passes.

Penalty: 0 of 20 points.

Nothing on the homepage tells a crawler to skip it or to withhold its snippet.

Passes.

Penalty: 0 of 25 points.

The captured homepage HTML contains 730 content words; completeness is not assessed.

Passes.

Penalty: 0 of 25 points.

robots.txt allows every known search and user-fetch crawler to reach the homepage.

Passes.

Penalty: 0 of 10 points.

The homepage is served over HTTPS and returns HTTP 200.

Passes.

Penalty: 0 of 3 points.

The homepage provides both a non-empty title and meta description.

Passes.

Penalty: 0 of 3 points.

The homepage is reached in 0 redirects.

Passes.

Penalty: 0 of 3 points.

The homepage reached a plain crawler in 354 ms.

Agent capabilities

0 of 11 · no points

Each one found adds +1 to the badge.

Not applicable.

Adds +1 to the badge when found.

No API catalog published.

Not applicable.

Adds +1 to the badge when found.

No /auth.md published.

Not applicable.

Adds +1 to the badge when found.

No AI Catalog published, so no MCP server card can be discovered.

Not applicable.

Adds +1 to the badge when found.

No A2A Agent Card at /.well-known/agent-card.json, and none listed in an AI Catalog.

Not applicable.

Adds +1 to the badge when found.

No usable Agent Skills index was found at either well-known path or in the AI Catalog.

Not applicable.

Adds +1 to the badge when found.

No WebMCP declarations were found in the collected HTML or inline scripts. External scripts were not inspected.

Not applicable.

Adds +1 to the badge when found.

No Web Bot Auth key directory at /.well-known/http-message-signatures-directory.

Not applicable.

Adds +1 to the badge when found.

No HTTP 402 payment challenge on the homepage or robots.txt, and no manifest at /.well-known/x402.

Not applicable.

Adds +1 to the badge when found.

No ACP discovery declaration established at /.well-known/acp.json.

Not applicable.

Adds +1 to the badge when found.

No UCP discovery declaration established at /.well-known/ucp.

Not applicable.

Adds +1 to the badge when found.

No public AMP discovery declaration established. Private or hidden agents may not advertise one to our crawler.

Access & usage policy

Who can read this page, and for what purpose?

GoodForBotsBot received HTTP 200 via a direct request. No indexing restriction was observed in the supported homepage directives.

Sampled URL: https://ecommercedataapi.com/

Declared crawling rules

No matching refusal for this URL was found for the listed identities.

Sources and scope: declared crawling rules
  • Declared allow · Scan admission

    • GoodForBotsBot/1.0 (+https://goodforbots.com/bot)

    The recorded robots admission decision allowed our crawler to proceed.

    GoodForBotsBot admission along the homepage request chain

    https://ecommercedataapi.com/

    robots.txt is present and valid

  • Declared allow · robots.txt

    • goodforbotsbot (Site diagnostics)
    • * (Default robots group)
    • claude-searchbot (ai-search)
    • mistralai-index (ai-search)
    • kimi-searchbot (ai-search)
    • amzn-searchbot (ai-search)
    • meta-webindexer (ai-search)
    • exasearchbot (ai-search)
    • aiwebindex (ai-search)
    • duckassistbot (ai-search)
    • shapbot (ai-search)
    • yandexadditional (ai-search)
    • yandexadditionalbot (ai-search)
    • mistralai-training (ai-training)
    • kimibot (ai-training)
    • ai2bot (Unknown)
    • applebot-extended (ai-training)
    • webzio-extended (ai-training)
    • perplexity-user (user-fetch)
    • mistralai-user (user-fetch)
    • kimi-user (user-fetch)
    • amzn-user (user-fetch)
    • diffbot-user (user-fetch)
    • firecrawlagent (extraction)
    • webzio (extraction)
    • meta-externalfetcher (user-fetch, agent)
    • meta-externalagent (ai-training, product-improvement)
    • amazonbot (ai-training, product-improvement)
    • ccbot (open-dataset, ai-training)
    • googlebot (search)
    • bingbot (search)

    No matching refusal for this URL in the applicable robots group. This is a declaration, not an access test.

    Acquisition of https://ecommercedataapi.com/

    https://ecommercedataapi.com/robots.txt

    User-agent: *
    allow: /

    robots.txt is present and validStates a position on AI crawlersAllows search and user-fetch crawlers

  • Declared allow · robots.txt

    • oai-searchbot (ai-search)
    • perplexitybot (ai-search)
    • gptbot (ai-training)
    • claudebot (ai-training)
    • chatgpt-user (user-fetch)
    • claude-user (user-fetch)
    • google-extended (ai-training, grounding)

    No matching refusal for this URL in the applicable robots group. This is a declaration, not an access test.

    Acquisition of https://ecommercedataapi.com/

    https://ecommercedataapi.com/robots.txt

    User-agent: gptbot
    User-agent: oai-searchbot
    User-agent: chatgpt-user
    User-agent: claudebot
    User-agent: claude-user
    User-agent: perplexitybot
    User-agent: google-extended
    allow: /

    robots.txt is present and validStates a position on AI crawlersAllows search and user-fetch crawlers

Observed access

GoodForBotsBot received HTTP 200 via a direct request.

Sources and scope: observed access
Coverage and interpretation
  • Crawler coverage includes the registered identities and up to 50 user-agent entries from robots.txt. Source excerpts and detail groups are bounded; omissions are labelled.
  • Observed access describes GoodForBotsBot only. Other crawler entries describe declared rules, not tests of those operators' access.
  • Coverage is the sampled homepage response and collected robots.txt files. No indexing or citation is guaranteed. Usage preferences are declarations, not a legal determination of permission.
  • This explanation adds no points or penalties. Any score effects belong to the linked checks.
  • AIPREF and Content Signals keep their own definitions. AIPREF search can include processing used exclusively for search; training preferences are not a blanket ruling on every search process.

In its category

11th of 33 in Developer Tools & APIs

Whole category →
  1. 1Good for Botsgoodforbots.com
  2. 2Chrome Goldminechromegoldmine.com
  3. 11Ecommerce Data API · this reportecommercedataapi.com

The prompts above would take Ecommerce Data API to 95, 2nd in its category.

To the prompts ↑

Category average 62. The percentile appears once the catalogue holds a few hundred sites.

Scanned

Site profile

Login
Not established
API
Not established
Commerce
Not established

It decides which conditional checks apply. “Not established” means no proof in what we read, not proof of absence.

Scan details

Every scan is kept. Pro draws the history as a chart →

Scanned
16 Oct 2026
Rubric
0.9.0
Requests
23
Fetched
3.4 MB
Took
23.8 s
Homepage
354 ms · direct
Pages read
4
robots.txt
allowed
Which pages the scan read

The homepage and up to three pages from the sitemap and homepage links. Structured data, page structure, Markdown negotiation and typed links check each page read and take the median page; other checks read the homepage.

  • Homepagealways read
  • /amazon-keyword-research-apiarticle · linked from the homepage · from the sitemap · read
  • /docs/amazon/aba/research/trendsdocumentation · linked from the homepage · read
  • /blogcollection · linked from the homepage · read

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