Install
pip install scrapingbee-cliShowcase


Try itExperimental
See what an agent can do with ScrapingBee before you ever sign up. Pick a story: recorded sessions replay real probe-harness transcripts; the live MCP handshake runs real requests from our edge, right now — including, where the server allows it, one real read-only tool call (bring your own key for auth-gated servers); sandboxed self-drive sessions are designed and gated (docs/TRY-IT.md).
$mcp-probe → https://mcp.scrapingbee.com/live — run just now from our edge$ press ▶ run to send one JSON-RPC initialize from our edge
Verified integrations
No integration evidence found in our corpus for this product yet — that means none was found, never that it doesn’t integrate.
By theme — the product's score on each story themeBy theme
Agenticness — how well agents can access and operate the productAgenticnessevidence →
How well agents can access and operate the product
Anti bot — getting past bot defenses — CAPTCHAs, fingerprinting, blocksAnti botevidence →
Getting past bot defenses — CAPTCHAs, fingerprinting, blocks
Automation depth — how much of the product can run unattendedAutomation depthevidence →
How much of the product can run unattended
Dev experience — day-to-day developer experience — setup friction, docs, debugging, iteration speedDev experienceevidence →
Day-to-day developer experience — setup friction, docs, debugging, iteration speed
Extraction quality — how faithfully content is extracted — structure, fidelity, edge casesExtraction qualityevidence →
How faithfully content is extracted — structure, fidelity, edge cases
Js rendering — handling JavaScript-heavy pages — rendering, waiting, dynamic contentJs renderingevidence →
Handling JavaScript-heavy pages — rendering, waiting, dynamic content
Openness — open source, data portability, and self-hosting storiesOpennessevidence →
Open source, data portability, and self-hosting stories
Output formats — stories about output formats in this arenaOutput formatsevidence →
Stories about output formats in this arena
Pricing limits — free-tier ceilings, usage caps, and rate limits before you have to payPricing limitsevidence →
Free-tier ceilings, usage caps, and rate limits before you have to pay
Privacy posture — data-handling and privacy storiesPrivacy postureevidence →
Data-handling and privacy stories
Scale reliability — behavior under load — scaling limits, uptime, failure handlingScale reliabilityevidence →
Behavior under load — scaling limits, uptime, failure handling
Story verdicts — every judged story with its evidenceStory verdicts
Follow the green: where the map greys out is where ScrapingBee stops today. ✓ full · ~ partial · ! disputed · — none · n/a not applicable.
Agenticness — how well agents can access and operate the productAgenticness
How well agents can access and operate the product
API surface
Drive the product through a documented public API
✓8/10
unlocks → Webhooks · Official SDKs · Scoped API keys · Machine-readable spec · Versioning policy · API sandbox · The documented rate limit (requests per second or minute) enforced on my API key before throttling kicks in
Subscribe to events via webhooks
—–
Build against official SDKs
—–
Issue scoped/least-privilege API credentials for an agent
—0/10
Connect an agent via an official MCP server
✓6/10
Download a machine-readable API spec (OpenAPI or equivalent)
—0/10
Rely on versioned APIs with a documented deprecation policy
—0/10
Test against a sandbox environment without touching production data
—–
Explore an interactive API reference with runnable examples
—0/10
Agentic features
Delegate tasks to a built-in AI assistant inside the product
—–
Operate the product with natural-language commands
~6/10
unlocks → Autonomous automations
Plug MCP servers into this product so it can use their tools
n/an/a
Get AI-generated insights and suggestions from my data inside the product
~3/10
Set up automations that run autonomously in the background
—–
Apply a preset configuration tuned for research agents that returns structured, citable output
~4/10
The documented rate limit (requests per second or minute) enforced on my API key before throttling kicks in
—–
Anti bot — getting past bot defenses — CAPTCHAs, fingerprinting, blocksAnti bot
Getting past bot defenses — CAPTCHAs, fingerprinting, blocks
Block evasion
Proxy rotation
Automation depth — how much of the product can run unattendedAutomation depth
How much of the product can run unattended
Dev experience — day-to-day developer experience — setup friction, docs, debugging, iteration speedDev experience
Day-to-day developer experience — setup friction, docs, debugging, iteration speed
Share scrapers with teammates and manage organizations and role-based permissions
—–
Deployment flexibility
Connect the scraping API to no-code automation platforms like n8n or Zapier through a prebuilt connector
—–
Build scrapers using popular open-source automation libraries like Playwright, Puppeteer, Selenium, or Scrapy
—–
Export my scraped data and job configurations in a portable format to migrate to another provider without lock-in
—–
Extraction quality — how faithfully content is extracted — structure, fidelity, edge casesExtraction quality
How faithfully content is extracted — structure, fidelity, edge cases
Ai extraction
Scrape a web page with a single API call and get its raw HTML back
✓9/10
Automatically detect and filter personally identifiable information out of scraped content before it reaches storage
—–
Extract text content from PDFs, Word, Excel, and PowerPoint files without hosting them myself
—–
Get automatic captions for images on a page so a text-only model can reason about visual content
—0/10
Search the web and get full page content from results in a single call instead of just links and snippets
—0/10
Extract specific fields from a page using CSS or XPath selector rules
✓8/10
Extract data from very large tables using intelligent chunking so it fits within processing limits
—–
Js rendering — handling JavaScript-heavy pages — rendering, waiting, dynamic contentJs rendering
Handling JavaScript-heavy pages — rendering, waiting, dynamic content
Headless rendering
Interactive automation
Control the browser viewport width and height when rendering a page
✓9/10
Openness — open source, data portability, and self-hosting storiesOpenness
Open source, data portability, and self-hosting stories
Output formats — stories about output formats in this arenaOutput formats
Stories about output formats in this arena
Pricing limits — free-tier ceilings, usage caps, and rate limits before you have to payPricing limits
Free-tier ceilings, usage caps, and rate limits before you have to pay
Cost optimization
Cost transparency
Trade off latency against completeness by controlling exactly when content is returned
~6/10
The maximum concurrent sessions or requests allowed on my pricing tier and the cost to raise that cap
—–
Privacy posture — data-handling and privacy storiesPrivacy posture
Data-handling and privacy stories
Scale reliability — behavior under load — scaling limits, uptime, failure handlingScale reliability
Behavior under load — scaling limits, uptime, failure handling
Rely on adaptive crawling that automatically stops once enough information has been gathered to answer my query
—0/10
Batch processing
Spin up many concurrent scraping sessions to gather data at scale
~4/10
Configure the crawler to respect robots.txt rules and target-site rate limits automatically
—–
Resume a crashed deep crawl from a saved checkpoint instead of restarting from scratch
—–
Check a public status page showing uptime history and past incident postmortems before committing to the service
—–
Scheduling monitoring
Sorted by importance (agentic first) (high → low) · 96/96 stories · click a row’s chevron for the rationale and evidence
Drive the product through a documented public API G Agent access | ai-native user | Agenticness — how well agents can access and operate the productAgenticness | 3 | full | 8/10 | Tprobed | |
Connect an agent via an official MCP server G Agent access | ai-native user | Agenticness — how well agents can access and operate the productAgenticness | 3 | full | 6/10 | Tprobed | |
Plug MCP servers into this product so it can use their tools G Agent access | ai-native user | Agenticness — how well agents can access and operate the productAgenticness | 3 | n/a | 0/10 | ||
Delegate tasks to a built-in AI assistant inside the product G Agentic features | ai-native user | Agenticness — how well agents can access and operate the productAgenticness | 3 | none | untested | none yet | |
The documented rate limit (requests per second or minute) enforced on my API key before throttling kicks in G Api quality | data-engineer | Agenticness — how well agents can access and operate the productAgenticness | 3 | none | untested | none yet | |
Point an agent at llms.txt or agent-oriented docs G Agent access | ai-native user | Agenticness — how well agents can access and operate the productAgenticness | 2 | full | 8/10 | Tprobed | |
Run the product headlessly / in CI for automation G Agent access | ai-native user | Agenticness — how well agents can access and operate the productAgenticness | 2 | full | 7/10 | Tprobed | |
Operate the product with natural-language commands G Agentic features | ai-native user | Agenticness — how well agents can access and operate the productAgenticness | 2 | partial | 6/10 | Tprobed | |
Use an official CLI G Agent access | ai-native user | Agenticness — how well agents can access and operate the productAgenticness | 2 | full | 6/10 | Tprobed | |
Apply a preset configuration tuned for research agents that returns structured, citable output C Agentic features | ai-native user | Agenticness — how well agents can access and operate the productAgenticness | 2 | partial | 4/10 | Tprobed | |
Get AI-generated insights and suggestions from my data inside the product G Agentic features | ai-native user | Agenticness — how well agents can access and operate the productAgenticness | 2 | partial | 3/10 | Cclaimed | |
Download a machine-readable API spec (OpenAPI or equivalent) G Api quality | ai-native user | Agenticness — how well agents can access and operate the productAgenticness | 2 | none | 0/10 | ||
Explore an interactive API reference with runnable examples G Api quality | ai-native user | Agenticness — how well agents can access and operate the productAgenticness | 2 | none | 0/10 | ||
Issue scoped/least-privilege API credentials for an agent G Agent access | ai-native user | Agenticness — how well agents can access and operate the productAgenticness | 2 | none | 0/10 | ||
Rely on versioned APIs with a documented deprecation policy G Api quality | ai-native user | Agenticness — how well agents can access and operate the productAgenticness | 2 | none | 0/10 | ||
Build against official SDKs G Agent access | ai-native user | Agenticness — how well agents can access and operate the productAgenticness | 2 | none | untested | none yet | |
Set up automations that run autonomously in the background G Agentic features | ai-native user | Agenticness — how well agents can access and operate the productAgenticness | 2 | none | untested | none yet | |
Subscribe to events via webhooks G Agent access | ai-native user | Agenticness — how well agents can access and operate the productAgenticness | 2 | none | untested | none yet | |
Test against a sandbox environment without touching production data G Api quality | ai-native user | Agenticness — how well agents can access and operate the productAgenticness | 1 | none | untested | none yet | |
Scrape a web page with a single API call and get its raw HTML back C Basic scraping | developer | Extraction quality — how faithfully content is extracted — structure, fidelity, edge casesExtraction quality | 3 | full | 9/10 | Cclaimed | |
Extract specific fields from a page using CSS or XPath selector rules C Selector extraction | developer | Extraction quality — how faithfully content is extracted — structure, fidelity, edge casesExtraction quality | 3 | full | 8/10 | Cclaimed | |
Receive scraped content as clean markdown instead of raw HTML C Content formats | developer | Output formats — stories about output formats in this arenaOutput formats | 3 | full | 8/10 | Cclaimed | |
Render JavaScript-heavy single-page applications and get the fully rendered HTML C Headless rendering | developer | Js rendering — handling JavaScript-heavy pages — rendering, waiting, dynamic contentJs rendering | 3 | full | 8/10 | Cclaimed | |
Route requests through a rotating pool of proxy IPs to avoid blocks C Proxy rotation | developer | Anti bot — getting past bot defenses — CAPTCHAs, fingerprinting, blocksAnti bot | 3 | full | 8/10 | Cclaimed | |
Script page interactions like clicking, filling inputs, and scrolling before content is returned C Interactive automation | developer | Js rendering — handling JavaScript-heavy pages — rendering, waiting, dynamic contentJs rendering | 3 | full | 8/10 | Cclaimed | |
Use premium residential or datacenter proxies to bypass sites that are hard to scrape C Proxy rotation | developer | Anti bot — getting past bot defenses — CAPTCHAs, fingerprinting, blocksAnti bot | 3 | full | 8/10 | Cclaimed | |
Extract structured data from a page using natural language instructions instead of writing selectors C Ai extraction | developer | Extraction quality — how faithfully content is extracted — structure, fidelity, edge casesExtraction quality | 3 | full | 7/10 | Cclaimed | |
Get clean LLM-ready text directly instead of dealing with blocking, rendering, and messy HTML myself C Llm ready output | ai-native user | Output formats — stories about output formats in this arenaOutput formats | 3 | partial | 6/10 | Cclaimed | |
Receive scraped content as structured JSON C Content formats | developer | Output formats — stories about output formats in this arenaOutput formats | 3 | partial | 6/10 | Cclaimed | |
Use an undetected browser mode to bypass sophisticated bot detection systems C Block evasion | developer | Anti bot — getting past bot defenses — CAPTCHAs, fingerprinting, blocksAnti bot | 3 | partial | 5/10 | Cclaimed | |
Export all of my data in open formats and leave G | ai-native user | Openness — open source, data portability, and self-hosting storiesOpenness | 3 | partial | 4/10 | Cclaimed | |
Spin up many concurrent scraping sessions to gather data at scale C Concurrency | data-engineer | Scale reliability — behavior under load — scaling limits, uptime, failure handlingScale reliability | 3 | partial | 4/10 | Cclaimed | |
Crawl an entire website and get content from all its pages with one request C Site crawling | developer | Scale reliability — behavior under load — scaling limits, uptime, failure handlingScale reliability | 3 | none | 0/10 | ||
Search the web and get full page content from results in a single call instead of just links and snippets C Search integration | developer | Extraction quality — how faithfully content is extracted — structure, fidelity, edge casesExtraction quality | 3 | none | 0/10 | ||
Self-host the core product G | ai-native user | Openness — open source, data portability, and self-hosting storiesOpenness | 3 | none | 0/10 | ||
Set a spending cap or usage alert so proxy/credit consumption doesn't silently blow past my budget G Cost transparency | developer | Pricing limits — free-tier ceilings, usage caps, and rate limits before you have to payPricing limits | 3 | none | 0/10 | ||
Batch scrape thousands of URLs asynchronously C Batch processing | data-engineer | Scale reliability — behavior under load — scaling limits, uptime, failure handlingScale reliability | 3 | none | untested | none yet | |
Define rules that trigger actions automatically on events G | ai-native user | Automation depth — how much of the product can run unattendedAutomation depth | 3 | none | untested | none yet | |
Export my scraped data and job configurations in a portable format to migrate to another provider without lock-in C Migration lock in | developer | Dev experience — day-to-day developer experience — setup friction, docs, debugging, iteration speedDev experience | 3 | none | untested | none yet | |
Prevent my data from being used to train AI models G | ai-native user | Privacy posture — data-handling and privacy storiesPrivacy posture | 3 | none | untested | none yet | |
Whether exceeding my plan's monthly credit or request quota triggers overage charges or a hard cutoff G Cost transparency | developer | Pricing limits — free-tier ceilings, usage caps, and rate limits before you have to payPricing limits | 3 | none | untested | none yet | |
Route multiple requests through the same proxy IP using a session identifier to maintain a consistent identity P Proxy rotation | developer | Anti bot — getting past bot defenses — CAPTCHAs, fingerprinting, blocksAnti bot | 2 | full | 9/10 | Cclaimed | |
Have the API wait for a specific selector to appear before returning the rendered page C Headless rendering | developer | Js rendering — handling JavaScript-heavy pages — rendering, waiting, dynamic contentJs rendering | 2 | full | 8/10 | Cclaimed | |
Let the API automatically pick the cheapest configuration that still succeeds C Cost optimization | developer | Pricing limits — free-tier ceilings, usage caps, and rate limits before you have to payPricing limits | 2 | full | 8/10 | Cclaimed | |
Request a proxy from a specific country to get geolocation-appropriate content C Proxy rotation | developer | Anti bot — getting past bot defenses — CAPTCHAs, fingerprinting, blocksAnti bot | 2 | full | 8/10 | Cclaimed | |
Choose exactly which output format is returned, such as markdown, HTML, text, or frontmatter C Content formats | developer | Output formats — stories about output formats in this arenaOutput formats | 2 | partial | 6/10 | Cclaimed | |
Have an LLM read a page and decide what structured fields to pull out without pre-written selectors C Ai extraction | ai-native user | Extraction quality — how faithfully content is extracted — structure, fidelity, edge casesExtraction quality | 2 | partial | 6/10 | Cclaimed | |
Keep interacting with an already-scraped page, clicking and filling forms to reach content behind a login wall C Interactive automation | developer | Js rendering — handling JavaScript-heavy pages — rendering, waiting, dynamic contentJs rendering | 2 | partial | 6/10 | Cclaimed | |
Automatically retry through a chain of different proxies when anti-bot detection blocks a request C Block evasion | data-engineer | Anti bot — getting past bot defenses — CAPTCHAs, fingerprinting, blocksAnti bot | 2 | partial | 5/10 | Cclaimed | |
Capture a screenshot of a full page or a specific selected area C Visual capture | developer | Output formats — stories about output formats in this arenaOutput formats | 2 | partial | 5/10 | Cclaimed | |
Do everything through the API that I can do in the UI G | ai-native user | Openness — open source, data portability, and self-hosting storiesOpenness | 2 | partial | 5/10 | Cclaimed | |
Have an agent automatically get past a CAPTCHA, login, or form wall without my manual intervention C Block evasion | ai-native user | Anti bot — getting past bot defenses — CAPTCHAs, fingerprinting, blocksAnti bot | 2 | partial | 5/10 | Cclaimed | |
Pass a JSON schema so the API returns structured data matching that schema C Ai extraction | developer | Extraction quality — how faithfully content is extracted — structure, fidelity, edge casesExtraction quality | 2 | partial | 5/10 | Cclaimed | |
Build and deploy custom serverless scraping scripts on the platform without managing my own infrastructure C Deployment flexibility | developer | Dev experience — day-to-day developer experience — setup friction, docs, debugging, iteration speedDev experience | 2 | partial | 4/10 | Cclaimed | |
Access a managed remote browser sandbox for interactive, manual browsing workflows C Interactive automation | developer | Js rendering — handling JavaScript-heavy pages — rendering, waiting, dynamic contentJs rendering | 2 | none | 0/10 | ||
Choose where my data is stored (region/residency) G | ai-native user | Privacy posture — data-handling and privacy storiesPrivacy posture | 2 | none | 0/10 | ||
Get automatic captions for images on a page so a text-only model can reason about visual content C Multimodal extraction | ai-native user | Extraction quality — how faithfully content is extracted — structure, fidelity, edge casesExtraction quality | 2 | none | 0/10 | ||
Plug in a local or self-hosted LLM as the extraction backend instead of a cloud-only model C Ai extraction | developer | Extraction quality — how faithfully content is extracted — structure, fidelity, edge casesExtraction quality | 2 | none | 0/10 | ||
Read the product's source under an open license G | ai-native user | Openness — open source, data portability, and self-hosting storiesOpenness | 2 | none | 0/10 | ||
Rely on adaptive crawling that automatically stops once enough information has been gathered to answer my query C Ai driven crawling | ai-native user | Scale reliability — behavior under load — scaling limits, uptime, failure handlingScale reliability | 2 | none | 0/10 | ||
Request semantically chunked output instead of one large content blob, so it feeds cleanly into a retrieval pipeline C Llm ready output | ai-native user | Output formats — stories about output formats in this arenaOutput formats | 2 | none | 0/10 | ||
Reuse a persistent browser profile with saved cookies and login state across multiple requests C Session persistence | developer | Js rendering — handling JavaScript-heavy pages — rendering, waiting, dynamic contentJs rendering | 2 | none | 0/10 | ||
Run a deep crawl using a breadth-first strategy with a configurable maximum page limit C Site crawling | data-engineer | Scale reliability — behavior under load — scaling limits, uptime, failure handlingScale reliability | 2 | none | 0/10 | ||
Self-host an open-source version of the scraper instead of relying on a hosted cloud service C Deployment flexibility | developer | Dev experience — day-to-day developer experience — setup friction, docs, debugging, iteration speedDev experience | 2 | none | 0/10 | ||
Automatically detect and filter personally identifiable information out of scraped content before it reaches storage C Data safety | data-engineer | Extraction quality — how faithfully content is extracted — structure, fidelity, edge casesExtraction quality | 2 | none | untested | none yet | |
Build scrapers using popular open-source automation libraries like Playwright, Puppeteer, Selenium, or Scrapy C Library compatibility | developer | Dev experience — day-to-day developer experience — setup friction, docs, debugging, iteration speedDev experience | 2 | none | untested | none yet | |
Check a public status page showing uptime history and past incident postmortems before committing to the service G Operational transparency | data-engineer | Scale reliability — behavior under load — scaling limits, uptime, failure handlingScale reliability | 2 | none | untested | none yet | |
Configure the crawler to respect robots.txt rules and target-site rate limits automatically C Crawl compliance | data-engineer | Scale reliability — behavior under load — scaling limits, uptime, failure handlingScale reliability | 2 | none | untested | none yet | |
Connect the scraping API to no-code automation platforms like n8n or Zapier through a prebuilt connector C Integrations | developer | Dev experience — day-to-day developer experience — setup friction, docs, debugging, iteration speedDev experience | 2 | none | untested | none yet | |
Control data retention and deletion G | ai-native user | Privacy posture — data-handling and privacy storiesPrivacy posture | 2 | none | untested | none yet | |
Deploy the scraping service via a Docker container for production use C Deployment flexibility | developer | Dev experience — day-to-day developer experience — setup friction, docs, debugging, iteration speedDev experience | 2 | none | untested | none yet | |
Extract text content from PDFs, Word, Excel, and PowerPoint files without hosting them myself C Document extraction | data-engineer | Extraction quality — how faithfully content is extracted — structure, fidelity, edge casesExtraction quality | 2 | none | untested | none yet | |
Instantly discover all URLs on a website without fully crawling it C Site crawling | developer | Scale reliability — behavior under load — scaling limits, uptime, failure handlingScale reliability | 2 | none | untested | none yet | |
Monitor job performance, validate data quality, and receive alerts when something fails C Scheduling monitoring | data-engineer | Scale reliability — behavior under load — scaling limits, uptime, failure handlingScale reliability | 2 | none | untested | none yet | |
Monitor target pages for content changes, such as price or listing updates, and get notified as they happen C Scheduling monitoring | data-engineer | Scale reliability — behavior under load — scaling limits, uptime, failure handlingScale reliability | 2 | none | untested | none yet | |
Opt out of telemetry and usage tracking G | ai-native user | Privacy posture — data-handling and privacy storiesPrivacy posture | 2 | none | untested | none yet | |
Pass my own session cookies so the API fetches pages requiring authentication C Session persistence | developer | Js rendering — handling JavaScript-heavy pages — rendering, waiting, dynamic contentJs rendering | 2 | none | untested | none yet | |
Perform bulk operations across many items at once G | ai-native user | Automation depth — how much of the product can run unattendedAutomation depth | 2 | none | untested | none yet | |
Resume a crashed deep crawl from a saved checkpoint instead of restarting from scratch C Fault tolerance | data-engineer | Scale reliability — behavior under load — scaling limits, uptime, failure handlingScale reliability | 2 | none | untested | none yet | |
Run a ready-made scraper from a marketplace instead of building one from scratch C Quickstart | developer | Dev experience — day-to-day developer experience — setup friction, docs, debugging, iteration speedDev experience | 2 | none | untested | none yet | |
Schedule recurring jobs or workflows G | ai-native user | Automation depth — how much of the product can run unattendedAutomation depth | 2 | none | untested | none yet | |
Schedule scraping jobs to run automatically at specific times C Scheduling monitoring | developer | Scale reliability — behavior under load — scaling limits, uptime, failure handlingScale reliability | 2 | none | untested | none yet | |
Set how much reasoning effort an autonomous agent spends on a data-gathering task (low, medium, high) C Cost optimization | ai-native user | Pricing limits — free-tier ceilings, usage caps, and rate limits before you have to payPricing limits | 2 | none | untested | none yet | |
Share scrapers with teammates and manage organizations and role-based permissions P Collaboration | developer | Dev experience — day-to-day developer experience — setup friction, docs, debugging, iteration speedDev experience | 2 | none | untested | none yet | |
The maximum concurrent sessions or requests allowed on my pricing tier and the cost to raise that cap G Plan scale limits | data-engineer | Pricing limits — free-tier ceilings, usage caps, and rate limits before you have to payPricing limits | 2 | none | untested | none yet | |
Whether failed, blocked, or empty-result requests still consume my billing quota G Cost transparency | developer | Pricing limits — free-tier ceilings, usage caps, and rate limits before you have to payPricing limits | 2 | none | untested | none yet | |
Block images and CSS resources by default to reduce bandwidth and speed up requests C Cost optimization | developer | Pricing limits — free-tier ceilings, usage caps, and rate limits before you have to payPricing limits | 1 | full | 9/10 | Cclaimed | |
Control the browser viewport width and height when rendering a page C Render configuration | developer | Js rendering — handling JavaScript-heavy pages — rendering, waiting, dynamic contentJs rendering | 1 | full | 9/10 | Cclaimed | |
Block ads on the target page to speed up scraping requests C Cost optimization | developer | Pricing limits — free-tier ceilings, usage caps, and rate limits before you have to payPricing limits | 1 | full | 8/10 | Cclaimed | |
Trade off latency against completeness by controlling exactly when content is returned C Performance tuning | developer | Pricing limits — free-tier ceilings, usage caps, and rate limits before you have to payPricing limits | 1 | partial | 6/10 | Cclaimed | |
Apply different crawl configurations to different URL patterns within a single batch job C Batch processing | developer | Scale reliability — behavior under load — scaling limits, uptime, failure handlingScale reliability | 1 | none | untested | none yet | |
Extract data from very large tables using intelligent chunking so it fits within processing limits C Structured data handling | data-engineer | Extraction quality — how faithfully content is extracted — structure, fidelity, edge casesExtraction quality | 1 | none | untested | none yet | |
Monitor live system metrics and worker/browser pool status through a real-time dashboard C Scheduling monitoring | developer | Scale reliability — behavior under load — scaling limits, uptime, failure handlingScale reliability | 1 | none | untested | none yet | |
Publish my custom scraper to a public marketplace and earn revenue when others use it P Quickstart | developer | Dev experience — day-to-day developer experience — setup friction, docs, debugging, iteration speedDev experience | 1 | none | untested | none yet | |
Start building immediately using a library of ready-made project templates C Quickstart | developer | Dev experience — day-to-day developer experience — setup friction, docs, debugging, iteration speedDev experience | 1 | none | untested | none yet | |
Version, review, and roll back my automations G | ai-native user | Automation depth — how much of the product can run unattendedAutomation depth | 1 | n/a | untested | none yet |
Opportunities — the stories that would move this product's scores, from its own judged verdictsOpportunitiestop 8 of 74 stories with headroom
What would move ScrapingBee’s scores — derived from its own judged verdicts, biggest headroom first. Each line quotes what the judge found missing; shipping it (or evidencing it publicly) is the fix.
Agenticness — how well agents can access and operate the productDelegate tasks to a built-in AI assistant inside the product
nonemoves Built-in AIimpact 45
The axis applies to this product kind (peer products hold positive or none verdicts on this story), so lack of evidence for an applicable capability is "none", never "na".
Agenticness — how well agents can access and operate the productThe documented rate limit (requests per second or minute) enforced on my API key before throttling kicks in
nonemoves API qualityimpact 45
No evidence pack item mentions a documented rate limit (requests per second/minute) or throttling behavior for API keys; documentation excerpts cover scraping parameters and features but not concurrency/rate-limit thresholds.
Automation depth — how much of the product can run unattendedDefine rules that trigger actions automatically on events
nonemoves PA Scoreimpact 30
The axis applies to this product kind (peer products hold positive or none verdicts on this story), so lack of evidence for an applicable capability is "none", never "na".
Scale reliability — behavior under load — scaling limits, uptime, failure handlingBatch scrape thousands of URLs asynchronously
nonemoves PA Scoreimpact 30
The evidence pack only documents single-URL synchronous scraping API parameters (JS rendering, extraction rules, proxies, screenshots) with no mention of batch job submission, async processing, concurrency limits, or a queue/webhook system for handling thousands of URLs at scale.
Pricing limits — free-tier ceilings, usage caps, and rate limits before you have to payWhether exceeding my plan's monthly credit or request quota triggers overage charges or a hard cutoff
nonemoves PA Scoreimpact 30
No evidence in the pack addresses billing behavior when exceeding plan credits/requests—no mention of overage charges, hard cutoffs, or quota enforcement policy.
Dev experience — day-to-day developer experience — setup friction, docs, debugging, iteration speedExport my scraped data and job configurations in a portable format to migrate to another provider without lock-in
nonemoves PA Scoreimpact 30
Missing: export format documentation, job/config export mechanism, migration guides or tooling, any mention of avoiding vendor lock-in.
Scale reliability — behavior under load — scaling limits, uptime, failure handlingCrawl an entire website and get content from all its pages with one request
nonemoves PA Scoreimpact 30
ScrapingBee's API is designed for single-page scraping requests (one URL per call); the evidence shows no crawler feature that follows links across a domain or aggregates content from multiple pages in one request.
Openness — open source, data portability, and self-hosting storiesSelf-host the core product
nonemoves PA Scoreimpact 30
ScrapingBee is a hosted SaaS API; no evidence of any self-hostable core product, on-premise deployment option, or open-source release.
Showing the top 8 of 74 — every none/partial verdict in the story verdicts table is headroom.
Think a verdict is wrong? Every verdicts-table row has a Flag link — see the methodology.
Coverage map — which docs area, API section, or community source covers which judged storiesCoverage map5 surfaces · 38 covered stories
Where the cited evidence behind each covered verdict came from — the same citations the verdicts table shows, no extra judging.
Documentation docs36 stories
- Point an agent at llms.txt or agent-oriented docs
- Run the product headlessly / in CI for automation
- Drive the product through a documented public API
- Get AI-generated insights and suggestions from my data inside the product
- Operate the product with natural-language commands
- Apply a preset configuration tuned for research agents that returns structured, citable output
- Have an agent automatically get past a CAPTCHA, login, or form wall without my manual intervention
- Automatically retry through a chain of different proxies when anti-bot detection blocks a request
- Use an undetected browser mode to bypass sophisticated bot detection systems
- Request a proxy from a specific country to get geolocation-appropriate content
- Use premium residential or datacenter proxies to bypass sites that are hard to scrape
- Route requests through a rotating pool of proxy IPs to avoid blocks
- Route multiple requests through the same proxy IP using a session identifier to maintain a consistent identity
- Build and deploy custom serverless scraping scripts on the platform without managing my own infrastructure
- Extract structured data from a page using natural language instructions instead of writing selectors
- Pass a JSON schema so the API returns structured data matching that schema
- Have an LLM read a page and decide what structured fields to pull out without pre-written selectors
- Scrape a web page with a single API call and get its raw HTML back
- Extract specific fields from a page using CSS or XPath selector rules
- Render JavaScript-heavy single-page applications and get the fully rendered HTML
- Have the API wait for a specific selector to appear before returning the rendered page
- Keep interacting with an already-scraped page, clicking and filling forms to reach content behind a login wall
- Script page interactions like clicking, filling inputs, and scrolling before content is returned
- Control the browser viewport width and height when rendering a page
- Do everything through the API that I can do in the UI
- Export all of my data in open formats and leave
- Receive scraped content as clean markdown instead of raw HTML
- Choose exactly which output format is returned, such as markdown, HTML, text, or frontmatter
- Receive scraped content as structured JSON
- Get clean LLM-ready text directly instead of dealing with blocking, rendering, and messy HTML myself
- Capture a screenshot of a full page or a specific selected area
- Let the API automatically pick the cheapest configuration that still succeeds
- Block ads on the target page to speed up scraping requests
- Block images and CSS resources by default to reduce bandwidth and speed up requests
- Trade off latency against completeness by controlling exactly when content is returned
- Spin up many concurrent scraping sessions to gather data at scale
mcp.scrapingbee.com5 stories
GitHub README3 stories
llms.txt2 stories
Claims vs evidence — vendor claims reconciled against independent verdictsClaims vs evidence
0 of 15 testable claims verified · 0 contradicted → integrity 0/100
15 distinct capability claims found in ScrapingBee’s own claimed-docs/GitHub materials, reconciled against our judge’s independent verdicts.
0
Verified
15
Unverified
0
Contradicted
23
Undersold
Unverified (15)
“Scrape a web page with a single API call using just an API key and URL”
Scrape a web page with a single API call and get its raw HTML backfullproof ↗
“Render JavaScript-heavy SPAs (React, Angular, jQuery, Vue) and return rendered HTML”
Render JavaScript-heavy single-page applications and get the fully rendered HTMLfullproof ↗
“Run scripted interactions (JS scenario) like clicks and inputs before returning HTML”
Script page interactions like clicking, filling inputs, and scrolling before content is returnedfullproof ↗
“Wait for a specific CSS/XPath selector to appear before returning the page”
Have the API wait for a specific selector to appear before returning the rendered pagefullproof ↗
“Block ads on the target page to speed up scraping requests”
Block ads on the target page to speed up scraping requestsfullproof ↗
“Block images and CSS by default to reduce bandwidth and speed up requests”
Block images and CSS resources by default to reduce bandwidth and speed up requestsfullproof ↗
“Control the browser viewport width and height when rendering a page”
Control the browser viewport width and height when rendering a pagefullproof ↗
“Extract specific fields from a page using CSS selector-based extraction rules”
Extract specific fields from a page using CSS or XPath selector rulesfullproof ↗
“Extract information from a webpage using an AI-driven natural language query”
Extract structured data from a page using natural language instructions instead of writing selectorsfullproof ↗
“Use premium proxies to bypass hard-to-scrape websites”
Use premium residential or datacenter proxies to bypass sites that are hard to scrapefullproof ↗
“Request proxy geolocation by specifying a country code”
Request a proxy from a specific country to get geolocation-appropriate contentfullproof ↗
“Route multiple requests through the same IP using a session id”
Route multiple requests through the same proxy IP using a session identifier to maintain a consistent identityfullproof ↗
“Return a screenshot of a specific page area targeted by a CSS selector”
Capture a screenshot of a full page or a specific selected areapartialproof ↗
“Automatically pick the cheapest configuration that still succeeds via an auto mode”
Let the API automatically pick the cheapest configuration that still succeedsfullproof ↗
“Return page content formatted as markdown instead of raw HTML”
Receive scraped content as clean markdown instead of raw HTMLfullproof ↗
Undersold (23)
Point an agent at llms.txt or agent-oriented docsfullproof ↗
Run the product headlessly / in CI for automationfullproof ↗
Drive the product through a documented public APIfullproof ↗
Get AI-generated insights and suggestions from my data inside the productpartialproof ↗
Operate the product with natural-language commandspartialproof ↗
Apply a preset configuration tuned for research agents that returns structured, citable outputpartialproof ↗
Have an agent automatically get past a CAPTCHA, login, or form wall without my manual interventionpartialproof ↗
Automatically retry through a chain of different proxies when anti-bot detection blocks a requestpartialproof ↗
Use an undetected browser mode to bypass sophisticated bot detection systemspartialproof ↗
Route requests through a rotating pool of proxy IPs to avoid blocksfullproof ↗
Build and deploy custom serverless scraping scripts on the platform without managing my own infrastructurepartialproof ↗
Pass a JSON schema so the API returns structured data matching that schemapartialproof ↗
Have an LLM read a page and decide what structured fields to pull out without pre-written selectorspartialproof ↗
Keep interacting with an already-scraped page, clicking and filling forms to reach content behind a login wallpartialproof ↗
Do everything through the API that I can do in the UIpartialproof ↗
Export all of my data in open formats and leavepartialproof ↗
Choose exactly which output format is returned, such as markdown, HTML, text, or frontmatterpartialproof ↗
Get clean LLM-ready text directly instead of dealing with blocking, rendering, and messy HTML myselfpartialproof ↗
Trade off latency against completeness by controlling exactly when content is returnedpartialproof ↗
Spin up many concurrent scraping sessions to gather data at scalepartialproof ↗
Pricing signals
- $19per month (entry plan)entry planHobby plan: 75,000 API credits/month, 25 concurrent requestssource ↗as of 2026-09-07
- $49per month (entry plan)entry planFreelance plan: 250,000 API credits/month, 50 concurrent requestssource ↗as of 2026-09-07
Extracted verbatim from the vendor’s own pricing page — hover a figure for the exact quote.
Business model
Monthly subscription tiers bundling prepaid API credits (more credits for JS rendering/proxies); free trial credits included.
pricing ↗Score trend
How this product’s scores have moved as evidence and verdicts are re-derived — a point per change, not per day.
Try Experimental
Run it in the microterminal →Recorded agent sessions — and a live MCP handshake where the vendor ships one.
Flag
⚑ Flag a verdictThink a verdict is wrong? Opens a prefilled GitHub issue — or use the ⚑ next to any verdict above.
For agents
Agent surface uptime MCP 100% · llms.txt 100% (30d, checked every 6h since Sep 8 '26)
