ScrapingBee MCP server

• Registry namecom.scrapingbee/mcpverified in the MCP registry

The registry name sits under scrapingbee.com. The registry only lets a publisher use that namespace after proving control of the domain through DNS or HTTP.

• Stateanswerschecked 2026-10-15
• Tools18
• Server calls itselfScrapingBee
• Server version2.2.1
• Protocol version2025-06-18

On 2026-10-15 the server answered initialize and tools/list without a sign-in. First answer in 492 ms.

• Its tools do every use case we checked: extract structured data from web pages with AI; monitor competitor prices and product listings; render JavaScript pages and capture screenshots.
• Checked on 3 of the 7 days it takes to judge reliability.

Said by rules from the measurements above. The likely first call is a model's pick from the tool list; read its description before relying on it.

• INITE MCP scoreafter a weeka score needs 7 daily checks: 3 so far
• What an agent can do with it3 of 3 use cases
• Answeredmeasuring3 of the 7 daily checks it takes to print a share
• Median first answer499 ms
• Space in an agent's context≈ 9,939 tokensthe definitions of all its tools (18), which an agent carries on every turn
• Tool definitionsB · 83 of 100
• Typed results16 of 18 toolsdeclared outputSchema: results come typed, read once

• Not saying whether it only reads or can destroy: 18 of 18

A program checks the server once a day: initialize and tools/list, no model. Tokens are the definitions' length at about four characters a token. The grade averages six checks of every tool's name, description, schema and annotations; it says how well the tools are described, not whether they work. The score weighs what was measured and nothing else: answering (30%), doing the product's job (25%), definitions (20%), context (10%) and use (15%). A part that was not measured is left out, and a hidden instruction caps the score at 40. The state of vendors' MCP servers: method and numbers →

• get_amazon_search_results

  Scrape Amazon search results using ScrapingBee. Scope: one query per call. To run many queries in one pass, or to write results to disk instead of into the conversation, use the ScrapingBee CLI — `scrapingbee <command> --input-file…

• get_amazon_product_details

  Scrape Amazon product details using ScrapingBee. Scope: one query per call. To run many queries in one pass, or to write results to disk instead of into the conversation, use the ScrapingBee CLI — `scrapingbee <command> --input-file…

• get_amazon_pricing

  Retrieve current Amazon product pricing and seller offers for a given ASIN. Scope: one query per call. To run many queries in one pass, or to write results to disk instead of into the conversation, use the ScrapingBee CLI — `scrapingbee…

• ask_chatgpt

  This tool allows you to send a prompt to OpenAI's ChatGPT via ScrapingBee and get back the generated response. Scope: one query per call. To run many queries in one pass, or to write results to disk instead of into the conversation, use…

• fast_search

  Search the web using ScrapingBee's Fast Search API and return structured results. This is the PRIMARY tool for web searches — it returns clean organic results and top stories in under one second at a lower credit cost. USE THIS TOOL FIRST…

• ask_gemini

  Ask Gemini through ScrapingBee and receive citation objects when available. Scope: one query per call. To run many queries in one pass, or to write results to disk instead of into the conversation, use the ScrapingBee CLI — `scrapingbee…

• get_google_search_results

  This is a FALLBACK tool — use fast_search first for general web searches. Only use this tool when you need specialized search types that fast_search does not support: news, maps, Google Lens, shopping, image search, or Google AI mode…

• get_page_text

  Scrape a URL using ScrapingBee and return the page content in Markdown or Text format. Scope: one URL per call, with the result returned into the conversation. For many URLs, a whole site, output written to a file or directory, resumable…

• get_page_html

  Scrape a URL using ScrapingBee and return the page content in HTML. Scope: one URL per call, with the result returned into the conversation. For many URLs, a whole site, output written to a file or directory, resumable jobs, or a…

• extract_page_data

  Scrape a URL using ScrapingBee and extract specific data using CSS or XPath selectors. Scope: one URL per call, with the result returned into the conversation. For many URLs, a whole site, output written to a file or directory, resumable…

• get_screenshot

  Scrape a URL using ScrapingBee and return it's screenshot. Scope: one URL per call, with the result returned into the conversation. For many URLs, a whole site, output written to a file or directory, resumable jobs, or a scheduled re-run…

• get_file

  Fetches a file from a URL and returns it in a format suitable for FastMcP. This tool can be used to fetch any file type, including images, PDFs, etc. The framework will handle the encoding and packaging of the file. Scope: one URL per…

• get_scrapingbee_usage

  Read real-time credit and concurrency usage for the authenticated ScrapingBee account. Note: This endpoint is rate-limited to 6 calls per minute and does not count against the account's concurrency limit. Returns: max_api_credit…

• get_walmart_search_results

  Scrape Walmart search results using ScrapingBee. Scope: one query per call. To run many queries in one pass, or to write results to disk instead of into the conversation, use the ScrapingBee CLI — `scrapingbee <command> --input-file…

• get_walmart_product_details

  Scrape Walmart product details using ScrapingBee. Scope: one query per call. To run many queries in one pass, or to write results to disk instead of into the conversation, use the ScrapingBee CLI — `scrapingbee <command> --input-file…

• get_youtube_search_results

  Search YouTube and return structured results. Scope: one query per call. To run many queries in one pass, or to write results to disk instead of into the conversation, use the ScrapingBee CLI — `scrapingbee <command> --input-file…

• get_youtube_video_metadata

  Fetch structured metadata for a YouTube video including title, description, views, likes, channel info, and technical details. Scope: one query per call. To run many queries in one pass, or to write results to disk instead of into the…

• get_youtube_video_subtitles

  Retrieve subtitles for one YouTube video. Scope: one query per call. To run many queries in one pass, or to write results to disk instead of into the conversation, use the ScrapingBee CLI — `scrapingbee <command> --input-file queries.txt…