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How ScrapingBee’s scores are calculated

The full audit trail, recomputed from the verdict data at build time through the same code that produced the leaderboard: verdict × quality × story weight per cell, cells sum to dimension scores, dimensions blend into the PA Score. Every number on the product page is reproducible from this page alone; for why the formula looks like this, see the methodology.

verdict factors: full ×1.0 · partial ×0.6 · disputed ×0.3 · none ×0.0 · n/a excluded from both sides · cell points = weight × quality × factor · cell max = weight × 10

PA Score19/100

Agent-ready 46.7 × 0.30 = 14.01

API quality 0.0 × 0.20 = 0.00

Openness 13.2 × 0.20 = 2.64

Built-in AI 14.2 × 0.15 = 2.13

Automation 0.0 × 0.15 = 0.00

(14.01 + 0.00 + 2.64 + 2.13 + 0.00) ÷ (0.30 + 0.20 + 0.20 + 0.15 + 0.15) = 18.78 ÷ 1.00 = 18.8

Scores are stored to 1 decimal; the product page’s pills round to whole numbers for display. Each dimension below shows the stories, verdicts, and cited evidence behind its number.

Agent-ready46.7/100×0.30 of the PA blend

Outside-in: can YOUR agent reach and drive this product — API, MCP, CLI, headless runs, agent docs.

Point an agent at llms.txt or agent-oriented docsweight 2

2 (weight) × 8 (quality) × 1.0 (full) = 16.0 of 20 max

  • [probe] https://www.scrapingbee.com/llms.txtPROBE llms.txt: HTTP 200 at https://www.scrapingbee.com/llms.txt # ScrapingBee Documentation > Official documentation index for ScrapingBee's web scraping, search, ecommerce, AI, devel
  • [probe] https://www.scrapingbee.com/documentation.mdPROBE docs-md: HTTP 404 at https://www.scrapingbee.com/documentation.md
  • [probe] https://mcp.scrapingbee.com/official MCP server documented at https://mcp.scrapingbee.com/

Run the product headlessly / in CI for automationweight 2

2 (weight) × 7 (quality) × 1.0 (full) = 14.0 of 20 max

  • [claimed-docs] https://www.scrapingbee.com/documentationTo scrape a web page, you only need two things: Your API key... The encoded web page URL you want to scrape
  • [probe] https://github.com/ScrapingBee/scrapingbee-cliofficial CLI documented at https://github.com/ScrapingBee/scrapingbee-cli

Plug MCP servers into this product so it can use their toolsweight 3

n/a — not applicable to this product: excluded from numerator and denominator

  • [probe] https://mcp.scrapingbee.com/official MCP server documented at https://mcp.scrapingbee.com/

Connect an agent via an official MCP serverweight 3

3 (weight) × 6 (quality) × 1.0 (full) = 18.0 of 30 max

  • [probe] https://mcp.scrapingbee.com/official MCP server documented at https://mcp.scrapingbee.com/

Use an official CLIweight 2

2 (weight) × 6 (quality) × 1.0 (full) = 12.0 of 20 max

  • [probe] https://github.com/ScrapingBee/scrapingbee-cliofficial CLI documented at https://github.com/ScrapingBee/scrapingbee-cli

Drive the product through a documented public APIweight 3

3 (weight) × 8 (quality) × 1.0 (full) = 24.0 of 30 max

  • [claimed-docs] https://www.scrapingbee.com/documentationTo scrape a web page, you only need two things: Your API key... The encoded web page URL you want to scrape
  • [claimed-docs] https://www.scrapingbee.com/documentationextract_rules [stringified JSON] ("") Data extraction from CSS selectors
  • [claimed-docs] https://www.scrapingbee.com/documentationai_query [string] ("") The information you want to extract from the webpage using AI
  • [probe] https://www.scrapingbee.com/llms.txtPROBE llms.txt: HTTP 200 at https://www.scrapingbee.com/llms.txt # ScrapingBee Documentation > Official documentation index for ScrapingBee's web scraping, search, ecommerce, AI, devel
  • [probe] https://mcp.scrapingbee.com/official MCP server documented at https://mcp.scrapingbee.com/
  • [probe] https://github.com/ScrapingBee/scrapingbee-cliofficial CLI documented at https://github.com/ScrapingBee/scrapingbee-cli
  • [probe] https://www.scrapingbee.com/openapi.jsonPROBE openapi: all candidate paths 404 (https://www.scrapingbee.com/openapi.json, https://www.scrapingbee.com/swagger.json, https://www.scrapingbee.com/api/openapi.json, https://www.scrapingbee.com/.well-known/openapi.json)

Issue scoped/least-privilege API credentials for an agentweight 2

2 (weight) × 0 (quality) × 0.0 (none) = 0.0 of 20 max

  • [claimed-docs] https://www.scrapingbee.com/documentationTo scrape a web page, you only need two things: Your API key... The encoded web page URL you want to scrape
  • [community] https://news.ycombinator.com/item?id=41221007cool idea, but I don't like how I need to use two separate API keys to connect to this API (which relies on ScrapingBee for scraping) - can you make it simpler?

Build against official SDKsweight 2

2 (weight) × 0 (quality) × 0.0 (none) = 0.0 of 20 max

no evidence cited — the verdict rests on absence of evidence, re-checked on refresh

Subscribe to events via webhooksweight 2

2 (weight) × 0 (quality) × 0.0 (none) = 0.0 of 20 max

no evidence cited — the verdict rests on absence of evidence, re-checked on refresh

Agent-ready = 84.0 ÷ 180 × 100 = 46.7

API quality0.0/100×0.20 of the PA blend

The programmable surface once an agent is there — machine-readable spec, interactive docs, sandbox, versioning discipline.

Explore an interactive API reference with runnable examplesweight 2

2 (weight) × 0 (quality) × 0.0 (none) = 0.0 of 20 max

  • [claimed-docs] https://www.scrapingbee.com/documentationTo scrape a web page, you only need two things: Your API key... The encoded web page URL you want to scrape
  • [probe] https://www.scrapingbee.com/documentation.mdPROBE docs-md: HTTP 404 at https://www.scrapingbee.com/documentation.md
  • [probe] https://www.scrapingbee.com/openapi.jsonPROBE openapi: all candidate paths 404 (https://www.scrapingbee.com/openapi.json, https://www.scrapingbee.com/swagger.json, https://www.scrapingbee.com/api/openapi.json, https://www.scrapingbee.com/.well-known/openapi.json)

Download a machine-readable API spec (OpenAPI or equivalent)weight 2

2 (weight) × 0 (quality) × 0.0 (none) = 0.0 of 20 max

  • [probe] https://www.scrapingbee.com/documentation.mdPROBE docs-md: HTTP 404 at https://www.scrapingbee.com/documentation.md
  • [probe] https://www.scrapingbee.com/openapi.jsonPROBE openapi: all candidate paths 404 (https://www.scrapingbee.com/openapi.json, https://www.scrapingbee.com/swagger.json, https://www.scrapingbee.com/api/openapi.json, https://www.scrapingbee.com/.well-known/openapi.json)

Test against a sandbox environment without touching production dataweight 1

1 (weight) × 0 (quality) × 0.0 (none) = 0.0 of 10 max

no evidence cited — the verdict rests on absence of evidence, re-checked on refresh

Rely on versioned APIs with a documented deprecation policyweight 2

2 (weight) × 0 (quality) × 0.0 (none) = 0.0 of 20 max

  • [probe] https://www.scrapingbee.com/openapi.jsonPROBE openapi: all candidate paths 404 (https://www.scrapingbee.com/openapi.json, https://www.scrapingbee.com/swagger.json, https://www.scrapingbee.com/api/openapi.json, https://www.scrapingbee.com/.well-known/openapi.json)
  • [probe] https://www.scrapingbee.com/documentation.mdPROBE docs-md: HTTP 404 at https://www.scrapingbee.com/documentation.md

The documented rate limit (requests per second or minute) enforced on my API key before throttling kicks inweight 3

3 (weight) × 0 (quality) × 0.0 (none) = 0.0 of 30 max

no evidence cited — the verdict rests on absence of evidence, re-checked on refresh

API quality = 0.0 ÷ 100 × 100 = 0.0

Openness13.2/100×0.20 of the PA blend

Can you leave, inspect, or self-host — data export, open source, portability.

Do everything through the API that I can do in the UIweight 2

2 (weight) × 5 (quality) × 0.6 (partial) = 6.0 of 20 max

  • [claimed-docs] https://www.scrapingbee.com/documentationTo scrape a web page, you only need two things: Your API key... The encoded web page URL you want to scrape
  • [claimed-docs] https://www.scrapingbee.com/documentationIf you want to interact with pages you want to scrape before we return your the HTML you can add JavaScript scenario to your API call.
  • [claimed-docs] https://www.scrapingbee.com/documentationextract_rules [stringified JSON] ("") Data extraction from CSS selectors
  • [claimed-docs] https://www.scrapingbee.com/documentationai_query [string] ("") The information you want to extract from the webpage using AI
  • [claimed-docs] https://www.scrapingbee.com/documentationscreenshot_selector [string] ("") Return a screenshot of a particular area of the page, targeted by a CSS selector

Export all of my data in open formats and leaveweight 3

3 (weight) × 4 (quality) × 0.6 (partial) = 7.2 of 30 max

  • [claimed-docs] https://www.scrapingbee.com/documentationextract_rules [stringified JSON] ("") Data extraction from CSS selectors
  • [claimed-docs] https://www.scrapingbee.com/documentationreturn_page_markdown [boolean] (false) Return the page content in markdown format
  • [claimed-docs] https://www.scrapingbee.com/documentationai_query [string] ("") The information you want to extract from the webpage using AI

Read the product's source under an open licenseweight 2

2 (weight) × 0 (quality) × 0.0 (none) = 0.0 of 20 max

  • [community] https://news.ycombinator.com/item?id=41221007Any plans on open sourcing any part of your stack instead of relying on paid services like ScrapingBee? What does your SaaS setup look like?

Self-host the core productweight 3

3 (weight) × 0 (quality) × 0.0 (none) = 0.0 of 30 max

  • [community] https://news.ycombinator.com/item?id=41221007Any plans on open sourcing any part of your stack instead of relying on paid services like ScrapingBee? What does your SaaS setup look like?
  • [community] https://news.ycombinator.com/item?id=41221007Have you looked at running something locally instead of paying for ScrapingBee? I'm using Laravel and considering Dusk to retrieve page contents instead.

Openness = 13.2 ÷ 100 × 100 = 13.2

Built-in AI14.2/100×0.15 of the PA blend

Inside-out: how agentic the product itself is for its users — built-in assistants, autonomous features.

Get AI-generated insights and suggestions from my data inside the productweight 2

2 (weight) × 3 (quality) × 0.6 (partial) = 3.6 of 20 max

  • [claimed-docs] https://www.scrapingbee.com/documentationai_query [string] ("") The information you want to extract from the webpage using AI

Set up automations that run autonomously in the backgroundweight 2

2 (weight) × 0 (quality) × 0.0 (none) = 0.0 of 20 max

no evidence cited — the verdict rests on absence of evidence, re-checked on refresh

Delegate tasks to a built-in AI assistant inside the productweight 3

3 (weight) × 0 (quality) × 0.0 (none) = 0.0 of 30 max

no evidence cited — the verdict rests on absence of evidence, re-checked on refresh

Operate the product with natural-language commandsweight 2

2 (weight) × 6 (quality) × 0.6 (partial) = 7.2 of 20 max

  • [claimed-docs] https://www.scrapingbee.com/documentationai_query [string] ("") The information you want to extract from the webpage using AI
  • [probe] https://mcp.scrapingbee.com/official MCP server documented at https://mcp.scrapingbee.com/

Apply a preset configuration tuned for research agents that returns structured, citable outputweight 2

2 (weight) × 4 (quality) × 0.6 (partial) = 4.8 of 20 max

  • [claimed-docs] https://www.scrapingbee.com/documentationai_query [string] ("") The information you want to extract from the webpage using AI
  • [claimed-docs] https://www.scrapingbee.com/documentationreturn_page_markdown [boolean] (false) Return the page content in markdown format
  • [claimed-docs] https://www.scrapingbee.com/documentationextract_rules [stringified JSON] ("") Data extraction from CSS selectors
  • [probe] https://mcp.scrapingbee.com/official MCP server documented at https://mcp.scrapingbee.com/

Built-in AI = 15.6 ÷ 110 × 100 = 14.2

Automation0.0/100×0.15 of the PA blend

Depth of automation primitives — rules, scheduling, bulk operations, webhooks.

Perform bulk operations across many items at onceweight 2

2 (weight) × 0 (quality) × 0.0 (none) = 0.0 of 20 max

no evidence cited — the verdict rests on absence of evidence, re-checked on refresh

Define rules that trigger actions automatically on eventsweight 3

3 (weight) × 0 (quality) × 0.0 (none) = 0.0 of 30 max

no evidence cited — the verdict rests on absence of evidence, re-checked on refresh

Schedule recurring jobs or workflowsweight 2

2 (weight) × 0 (quality) × 0.0 (none) = 0.0 of 20 max

no evidence cited — the verdict rests on absence of evidence, re-checked on refresh

Version, review, and roll back my automationsweight 1

n/a — not applicable to this product: excluded from numerator and denominator

no evidence cited — the verdict rests on absence of evidence, re-checked on refresh

Automation = 0.0 ÷ 70 × 100 = 0.0