Do I have to manually format scraped data for AI workflows?
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Only if you want to. Model Context Protocol (MCP) standardizes scraped data in LLM-ready format.
🛠️ MCP is a built-in feature of 🛠️
Configurable parameters allow you to tailor Web Scraper API outputs to specific AI model requirements with minimal setup changes.
Consistency: ensure reliable input to AI systems with standardized formatting.
Scalability: easily handle large-scale web scraping for LLMs.
Cost efficiency: reduce engineering costs for maintaining data pipelines.
See our and for specific steps to enable MCP for your projects.