firecrawl vs Scrapegraph-ai

A neutral, constraint-first comparison - live GitHub stats and typed relationships, not marketing.

firecrawlScrapegraph-ai
TaglineThe API to search, scrape, and interact with the web at scale.A Python scraping library with LLM and direct graph logic
Stars147k28k
Forks8.5k2.7k
Open issues3871
LanguageTypeScriptPython
LicenseAGPL-3.0MIT
Last pushedJul 7, 2026Jun 25, 2026
CategoriesAI Agents, Data & RetrievalData & Retrieval, LLM Frameworks

firecrawl

Firecrawl is an open-source web context API aimed at finding sources, extracting content, and converting it into clean Markdown or structured data. It focuses on reliability, speed, and LLM-ready output formats.

TypeScript

Scrapegraph-ai

ScrapeGraphAI is a Python-based web scraping tool that leverages Large Language Models (LLM) to automate the extraction of information from websites and local documents. It supports various formats including XML, HTML, JSON, and Markdown.

Python