ScrapeGraph-ai

An AI-based Python web crawling library for automating the extraction of web page information.

CommonProductProgrammingMachine LearningWeb Scraping

ScrapeGraphAI is a Python web crawling library that uses Large Language Models (LLM) and direct graph logic to create scraping pipelines for websites, documents, and XML files. Users simply specify the information they wish to extract, and the library will automatically complete this task. The main advantage of this library is the simplification of the web data scraping process, improving the efficiency and accuracy of data extraction. It is suitable for data exploration and research purposes, but should not be used abusively.

Extract website information using the SmartScraper class by providing prompts
Supports Ollama model for information extraction
Supports Docker container deployment
Supports OpenAI model for information extraction
Supports Gemini model for information extraction
Provides direct graph implementation using common web scraping pipeline nodes
Outputs in a dictionary format containing extracted information

Data Scientists: Rapidly extract required data from web pages for analysis.
Researchers: Collected network information on specific topics to support research work.
Developers: Integrated into applications to achieve automated data scraping functionalities.
Educators: Used as a teaching tool to demonstrate how to use AI for web data extraction.

Extract all article titles and descriptions from a technical blog.
Collect market reports and analysis data for a specific industry.
Automatically scrape the latest news titles from news websites.

Step 1: Install the Scrapegraph-ai library.
Step 2: Set up the required models and configurations
such as Ollama or OpenAI models.
Step 3: Create a SmartScraperGraph instance
providing prompts and source web pages for the information to be extracted.

Visit

ScrapeGraph-ai Visit Over Time

Monthly Visits

2210

Bounce Rate

50.11%

Page per Visit

2.2

Visit Duration

00:01:04

ScrapeGraph-ai Visit Trend

ScrapeGraph-ai Visit Geography

ScrapeGraph-ai Traffic Sources

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