ScrapeGraphAI is an innovative Python library designed to streamline web scraping by leveraging large language models (LLMs) and direct graph logic.
With its intuitive interface and robust functionality, ScrapeGraphAI enables users to create efficient scraping pipelines for websites and local documents, such as XML, HTML, JSON, and Markdown.
The library simplifies data extraction by allowing users to specify the information they need, leaving the heavy lifting to its advanced algorithms.
Key Features
- Versatile Pipelines: ScrapeGraphAI offers multiple pre-built pipelines tailored for various scraping needs:
- SmartScraperGraph: Extracts data from a single webpage using a user-defined prompt.
- SearchGraph: Gathers information from the top search results of a search engine.
- SpeechGraph: Converts scraped website data into audio files.
- ScriptCreatorGraph: Generates Python scripts based on extracted data.
- Multi-page Variants: Enables parallel processing of multiple pages for faster results.
- LLM Integration: The library supports both cloud-based models like OpenAI’s GPT-4 and local models through Ollama. Users can configure their preferred LLM via APIs or local installations.
- Ease of Use: ScrapeGraphAI minimizes user effort. For example, the SmartScraperGraph pipeline requires only a source URL and a prompt to extract detailed information, such as company descriptions, founder details, and social media links.
- Customizable Configurations: Users can tailor scraping pipelines with options like verbosity, headless browsing, and model token limits.
- Cross-Language SDKs: The library provides SDKs in Python and Node.js for seamless integration into diverse projects.
To get started:
- Install the library via
pip install scrapegraphai. - For web scraping, install Playwright with
playwright install. - Configure your pipeline using a simple Python script and run it to retrieve structured data in dictionary format.
ScrapeGraphAI is ideal for:
- Data analytics
- AI training datasets
- Competitive research
- Content aggregation
Licensed under MIT, ScrapeGraphAI encourages open-source contributions and collaboration. Users can join its Discord server for discussions or consult its comprehensive documentation for guidance.
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