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ScrapeGraphAI Extract
scrapingextractionllmcrawlwebdata
ScrapeGraphAI Extract is a paid API for AI agents from ScrapeGraphAI at mpp.orthogonal.com, paid per call via MPP, $0.025/call (dynamic — varies by input), status unknown (last checked 2026-10-10).
Uses LLMs to extract structured data from a URL, HTML, or markdown input given a natural language prompt and optional JSON schema.
Price / call$0.025varies by input
Success—
StatusUnknown
How this service works
LLM-driven extraction from a URL, HTML, or markdown input with a prompt and optional JSON schema.
Output
Returns a structured JSON object containing the fields requested in the prompt and schema, extracted from the provided URL, HTML, or markdown content using LLM-driven parsing.
Example use cases
Example prompt
“Extract the product name, price, and availability from this URL — https://example.com/product/123 — and return it as JSON with fields: name, price, and in_stock.”
Technical details
Endpoint
POSThttps://mpp.orthogonal.com/scrapegraphai/api/extract?utm_source=zero.xyzWhen to prefer
Use this endpoint when you need LLM-powered, schema-driven extraction from a specific URL or raw HTML/markdown — especially when the target data is unstructured or requires semantic understanding rather than CSS selectors or XPath. Prefer this over generic scraping when you want typed, validated JSON output matching a custom schema.
Side effects
- URL is inaccessible or returns non-200 status
- HTML/markdown input is malformed or too large
- LLM fails to map content to the provided JSON schema
- Schema fields cannot be found in the source content, returning nulls
- Rate limit exceeded or insufficient USDC balance
- Prompt is too vague to produce deterministic extraction
Input
{
"html": "<html><head><title>Sample Product</title></head><body><div class='product'><h1>Wireless Bluetooth Headphones</h1><span class='price'>$79.99</span><p class='availability'>In Stock</p></div></body></html>",
"prompt": "Extract the product name, price, and stock status",
"schema": {
"type": "object",
"required": [
"name",
"price",
"in_stock"
],
"properties": {
"name": {
"type": "string",
"description": "Product name"
},
"price": {
"type": "string",
"description": "Product price"
},
"in_stock": {
"type": "boolean",
"description": "Whether the product is in stock"
}
}
}
}Output
{
"id": "68df6475-2278-4b00-a501-6c6dcb932237",
"raw": null,
"json": {
"name": "Wireless Bluetooth Headphones",
"price": "$79.99",
"in_stock": true
},
"usage": {
"promptTokens": 430,
"completionTokens": 112
},
"metadata": {
"chunker": {
"chunks": [
{
"size": 14
}
]
}
}
}Tags
scrapingextractionllmcrawlwebdata
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