Scrapegraph.ai MCP integration
Starts a scrape and polls it to completion, crawls a site for the same fields, converts pages to Markdown, and checks credits before a bulk run.
27actions available
Three actions you can hand over today
Every action runs live through MCP. Nothing to build, nothing to maintain.
Start smart scraper
Ayro scrapes websites using AI to extract structured data and answer customer questions about competitors. Your team gets current information without manual browsing.
Convert webpage to markdown (v2)
Ayro converts any webpage into clean, formatted Markdown for easy reading and documentation. Your team archives important content or shares it with customers.
Start smart crawler (async)
Ayro crawls an entire website to extract data, compare pricing, or monitor competitors systematically. Your team stays informed about market changes and competitor moves.
How businesses use Scrapegraph.ai + Ayro
Each card is one request a support team gets, and the Scrapegraph.ai actions Ayro runs to close it.
Turn a page into structured data with a prompt
Ayro starts a smart scrape with a natural language extraction prompt, polls the request until it reports completed or failed, and builds the JSON schema describing the fields being pulled.
Start Smart ScraperSmartScraper StatusGenerate SchemaCrawl a whole site for the same fields
Ayro starts a multi-page crawl, polls it for the crawled URLs and their extracted results, and falls back to an AI-powered web search when the right pages are not known in advance.
Start Smart Crawler (Async)SmartCrawler StatusSearch ScraperConvert a page into clean Markdown
Ayro converts a webpage into well-formatted Markdown with stealth mode, custom headers, or a webhook callback, and compresses the resulting JSON into TOON format when token cost matters.
Convert Webpage to Markdown (V2)Markdownify StatusConvert JSON to TOON FormatWatch credits and history before a bulk run
Ayro reports the credits used and remaining, reads the usage timeline and past scrape history with each job's status, and lists the scheduled jobs already running on their own cron.
Get CreditsGet Usage TimelineList Scheduled Jobs
How it works
Get started in 3 steps
Connect once, then just ask. There is no workflow builder to learn and nothing to maintain — Ayro reads the Scrapegraph.ai actions it has and picks the ones a request needs.
Connect Scrapegraph.ai
Authorize the Scrapegraph.ai account your team already uses — one consent screen, no API keys, no mapping tables. Ayro can only do what you granted that account, and you can disconnect it at any time.
Tell your agent what you need
Describe the job the way you would hand it to a teammate. Ayro maps it to the Scrapegraph.ai actions that close it and chains as many as the request needs.
Watch it work
The agent runs the actions inside the conversation the customer is already in, so nobody copies data between tabs and your team can take over at any point.
Get started free
Scrapegraph.ai · Ayro
What can you do in Scrapegraph.ai without me setting anything up?
These, right away:
- Generate schema
- Get agentic scraper history
- Convert webpage to markdown (v2)
Great, let's start with the first one.
FAQ
Everything else about Scrapegraph.ai
Setup, permissions, and the limits of what Ayro can do inside Scrapegraph.ai.
It treats that URL as unrecoverable rather than retrying indefinitely. Some sites block scrapers and return an empty body, and JS-rendered pages can come back partial, so Ayro checks the error and job_status fields on SmartScraper Status before using a result and reports the gap instead of passing back nothing.
Every action available in Scrapegraph.ai
All 27 actions your agent can call on Scrapegraph.ai, straight from the live MCP connection.
Convert webpage to markdown (v2)
Convert any webpage into clean, well-formatted Markdown with full parameter control.
Generate schema
Generate or modify a JSON schema based on a search query for structured data extraction.
Get agentic scraper history
Retrieve paginated history of agentic scraper jobs.
Get crawler history
Retrieve the history of crawler jobs for your account.
Get credits
Retrieve remaining and used credits for your ScrapeGraphAI account.
Get endpoint suggestions
Get AI-powered suggestions for creating scraping endpoints.
Get live session URL
Get a URL for a live browser session.
Get markdownify history
Retrieve the history of markdownify webpage-to-Markdown conversion jobs.
Get scrape history
Retrieve the history of scrape jobs from your ScrapeGraphAI account.
Get searchscraper history
Get the history of searchscraper jobs with pagination support.
Get sitemap history
Retrieve the history of sitemap extraction jobs.
Get smartscraper history
Retrieve the history of smartscraper jobs.
Get usage timeline
Retrieve usage timeline statistics for your ScrapeGraphAI account.
Get webhook logs
Retrieve webhook delivery logs for a crawler job.
List scheduled jobs
Retrieve a paginated list of all scheduled scraping jobs for your account.
Markdownify status
Check the status and retrieve results of a Markdownify webpage-to-Markdown conversion job.
Save endpoint configuration
Save custom scraping endpoint configurations to ScrapeGraphAI.
Search scraper
Perform AI-powered web searches with structured, parsed results.
Check searchscraper status
Check the status and results of an asynchronous SearchScraper job.
Smartcrawler status
Check the status and retrieve results of a SmartCrawler web crawling job.
Start smart scraper
Start AI-powered web scraping with natural language extraction prompts.
Smartscraper status
Check the status and retrieve results of a SmartScraper web scraping job.
Start smart crawler (async)
Start a multi-page web crawl using SmartCrawler for AI-powered data extraction.
Submit feedback
Submit feedback and ratings for completed ScrapeGraphAI requests.
Submit product feedback
Submit product feedback for ScrapeGraphAI.
Convert JSON to toon format
Convert JSON data to TOON (Token-Oriented Object Notation) format.
Validate API key
Validate your ScrapeGraphAI API key to ensure it is active and authorized.
The tools Scrapegraph.ai sits next to
Same connection, same setup. Pick the next one your team already uses.
Builtwith
Profiles a domain's current and historical stack, finds every site running a given technology, and packages the result as a domain list.
Felt
Reports a map's layers and elements, adds or updates features as GeoJSON, organises maps into projects, and clones maps as templates.
Klipfolio
Reads the live data behind a dashboard, forces a stale data source to refresh, and manages the users, roles, and share rights around it.
Parsehub
Retrieves every scraping project on a ParseHub account, so a team confirms what is already configured without a dashboard login.
Seqera
Lists pipelines, workflow runs, and compute environments, submits Wave container builds, and returns build status and logs.
World news api
Pulls clustered top headlines by country and date, extracts full articles into structured JSON, and turns any news page into a usable feed.
Ready to connect Scrapegraph.ai?
Authorize the account and your agent has all 27 actions from the first conversation.