Scrapegraph Ai
for LuumenAI
Pull structured data off any web page, with the scrape held for approval
Connect ScrapeGraphAI and Luumen can turn a web page into structured JSON without you writing a parser. Describe the fields you want in plain language. The agent reads your job history, credit balance, and usage timeline for context, drafts the extraction, and shows you the URL and prompt before anything runs. Authentication is by API key.
The Scrapegraph Ai toolbox
27 tools: 20 read, 7 write. Reads answer instantly. Writes require approval by default. Everything is logged.
- ReadGenerate SchemaGenerate or modify a JSON schema based on a search query for structured data extraction.
- ReadGet Agentic Scraper HistoryRetrieve paginated history of agentic scraper jobs.
- ReadGet Crawler HistoryRetrieve the history of crawler jobs for your account.
- ReadGet CreditsRetrieve remaining and used credits for your ScrapeGraphAI account.
- ReadGet Endpoint SuggestionsGet AI-powered suggestions for creating scraping endpoints.
- ReadGet Markdownify HistoryRetrieve the history of markdownify webpage-to-Markdown conversion jobs.
- ReadGet Scrape HistoryRetrieve the history of scrape jobs from your ScrapeGraphAI account.
- ReadGet Searchscraper HistoryGet the history of searchscraper jobs with pagination support.
- ReadGet Sitemap HistoryRetrieve the history of sitemap extraction jobs.
- ReadGet Smartscraper HistoryRetrieve the history of smartscraper jobs.
- ReadGet Usage TimelineRetrieve usage timeline statistics for your ScrapeGraphAI account.
- ReadGet Webhook LogsRetrieve webhook delivery logs for a crawler job.
- ReadList Scheduled JobsRetrieve a paginated list of all scheduled scraping jobs for your account.
- ReadMarkdownify StatusCheck the status and retrieve results of a Markdownify webpage-to-Markdown conversion job.
- ReadSearch ScraperPerform AI-powered web searches with structured, parsed results.
- ReadCheck SearchScraper StatusCheck the status and results of an asynchronous SearchScraper job.
- ReadSmartCrawler StatusCheck the status and retrieve results of a SmartCrawler web crawling job.
- ReadLook Up SmartScraper RequestRetrieve the v2 History record for a SmartScraper Extract request ID.
- ReadConvert JSON to TOON FormatConvert JSON data to TOON (Token-Oriented Object Notation) format.
- ReadValidate API KeyValidate your ScrapeGraphAI API key to ensure it is active and authorized.
- WriteConvert Webpage to Markdown (V2)Convert any webpage into clean, well-formatted Markdown with full parameter control. Approval by default
- WriteGet Live Session URLGet a URL for a live browser session. Approval by default
- WriteSave Endpoint ConfigurationSave custom scraping endpoint configurations to ScrapeGraphAI. Approval by default
- WriteStart Smart ScraperExtract structured JSON from one URL, HTML document, or Markdown document using ScrapeGraphAI v2. Approval by default
- WriteStart Smart Crawler (Async)Start a multi-page web crawl using SmartCrawler for AI-powered data extraction. Approval by default
- WriteSubmit FeedbackSubmit feedback and ratings for completed ScrapeGraphAI requests. Approval by default
- WriteSubmit Product FeedbackSubmit product feedback for ScrapeGraphAI. Approval by default
One prompt, start to finish
What a governed Scrapegraph Ai run looks like inside Luumen.
Questions
Authorize once with API token. Luumen lists the scopes each action needs before you approve the connection, and credentials never appear in the chat.
Read actions answer immediately. Anything that writes — convert webpage to markdown (v2), get live session url, save endpoint configuration, start smart scraper, and more — is shown as a plan and requires approval by default. Administrators configure that per tool, so you decide exactly which actions can ever run unattended.
You decide. Actions are granted per agent, skill, and team, and per environment — production is not staging. Read access can be broad while writes stay narrow.
Every call to Scrapegraph Ai — read or write, approved or declined — is recorded with the actor, the input, and the result, and can be linked to the ticket or change record.
Often connected alongside
All integrations
PostgreSQLQuery PostgreSQL state safely; maintenance held for approval.
MySQLQuery MySQL state safely; maintenance held for approval.
Microsoft SQL ServerQuery Microsoft SQL Server state safely; maintenance held for approval.Oracle DatabaseQuery Oracle Database state safely; maintenance held for approval.Put Scrapegraph Ai to work with Luumen
Connect in minutes. Every action scoped, approved, and audited from day one.