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Leafly Strain Scraper

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Summary

Leafly Strain Scraper is an MCP server that extracts structured cannabis strain data from Leafly.com following a standardized methodology. It implements both regex-based and LLM-powered extraction techniques to collect 66 data points per strain including cannabinoids, terpenes, effects, and flavors. The server handles batch processing with rate limiting, provides fallback mechanisms for missing data, and exports results in CSV or JSON format. Built with Node.js and the Firecrawl API, it requires an API key for authentication and is designed for researchers, developers, and cannabis industry professionals who need reliable, normalized strain information.

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This MCP server may use standard commands or have its functionality documented in the README. Check the Setup or README tabs for more information.

Last Updated: April 25, 2025

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