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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.

Available Actions(16)

firecrawl_leafly_strain

Scrapes cannabis strain data from Leafly. Parameters: strains (array of strings), exportFormat (string, 'csv' or 'json')

firecrawl_extract

Extracts comprehensive cannabis strain data from a given Leafly page. Parameters: urls (array of strings), schema (object), prompt (string)

search_function

Find function definitions in code files.

search_code

Search for text across all code files.

get_project_structure

Generate a tree-like structure of the project.

analyze_dependencies

Analyze project dependencies.

find_components

Discover React/React Native components.

deepseek_r1

Generate text using the DeepSeek R1 model.

deepseek_summarize

Summarize text.

deepseek_stream

Stream text generation.

deepseek_multi

Generate text using different DeepSeek models.

deepseek_document

Process documents (summarize, extract entities, analyze sentiment).

query

Query JSON data using JSONPath expressions.

filter

Filter JSON data based on conditions.

save_query

Save query results to a file.

compare_json

Compare two JSON datasets.

Last Updated: April 25, 2025

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TypeScript

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