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.txt“PROBE 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.md“PROBE 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/documentation“To 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-cli“official 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-cli“official 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/documentation“To 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/documentation“extract_rules [stringified JSON] ("") Data extraction from CSS selectors”
- [claimed-docs] https://www.scrapingbee.com/documentation“ai_query [string] ("") The information you want to extract from the webpage using AI”
- [probe] https://www.scrapingbee.com/llms.txt“PROBE 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-cli“official CLI documented at https://github.com/ScrapingBee/scrapingbee-cli”
- [probe] https://www.scrapingbee.com/openapi.json“PROBE 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/documentation“To 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=41221007“cool 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/documentation“To 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.md“PROBE docs-md: HTTP 404 at https://www.scrapingbee.com/documentation.md”
- [probe] https://www.scrapingbee.com/openapi.json“PROBE 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.md“PROBE docs-md: HTTP 404 at https://www.scrapingbee.com/documentation.md”
- [probe] https://www.scrapingbee.com/openapi.json“PROBE 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.json“PROBE 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.md“PROBE docs-md: HTTP 404 at https://www.scrapingbee.com/documentation.md”
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/documentation“To 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/documentation“If 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/documentation“extract_rules [stringified JSON] ("") Data extraction from CSS selectors”
- [claimed-docs] https://www.scrapingbee.com/documentation“ai_query [string] ("") The information you want to extract from the webpage using AI”
- [claimed-docs] https://www.scrapingbee.com/documentation“screenshot_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/documentation“extract_rules [stringified JSON] ("") Data extraction from CSS selectors”
- [claimed-docs] https://www.scrapingbee.com/documentation“return_page_markdown [boolean] (false) Return the page content in markdown format”
- [claimed-docs] https://www.scrapingbee.com/documentation“ai_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=41221007“Any 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=41221007“Any 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=41221007“Have 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/documentation“ai_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/documentation“ai_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/documentation“ai_query [string] ("") The information you want to extract from the webpage using AI”
- [claimed-docs] https://www.scrapingbee.com/documentation“return_page_markdown [boolean] (false) Return the page content in markdown format”
- [claimed-docs] https://www.scrapingbee.com/documentation“extract_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