Firecrawl vs Scrapegraph-ai

Side-by-side comparison of two AI agent tools

Short answer

  • Scrapegraph-ai has had no commit in 6 months; Firecrawl is actively maintained (578 commits in the last 90 days).
  • Firecrawl is growing faster: +14,055 GitHub stars in the last 30 days vs +1,928 for Scrapegraph-ai.
  • Pick Firecrawl for: the Web Data API for AI - Turn entire websites into LLM-ready markdown or structured data. Pick Scrapegraph-ai for: python scraper based on AI.

From GitHub data refreshed daily.

🔥 The Web Data API for AI - Turn entire websites into LLM-ready markdown or structured data

Scrapegraph-aiopen-source

Python scraper based on AI

Metrics

FirecrawlScrapegraph-ai
Stars187.8k23.1k
Star velocity /mo14.1k1.9k
Commits (90d)578—
Releases (6m)310
Overall score0.84546784011942640.6329451222482526

Pros

  • +Industry-leading reliability with >80% success rate on complex websites including JavaScript-heavy and dynamic content
  • +AI-optimized output formats with clean markdown and structured data specifically designed for LLM consumption
  • +Comprehensive feature set including media parsing, interactive actions, batch processing, and authentication support
  • +基于 LLM 的智能解析,无需手写复杂的选择器规则
  • +支持多种数据格式(网站、XML、HTML、JSON、Markdown),具有广泛的适用性
  • +自然语言交互方式,大幅降低使用门槛,提高开发效率

Cons

  • -Repository is still in development and not fully ready for self-hosted deployment
  • -API-based service likely requires subscription pricing for production use
  • -As a relatively new tool, long-term stability and support ecosystem may be uncertain
  • -依赖大语言模型,可能产生额外的 API 调用成本
  • -AI 推理过程可能比传统爬虫速度较慢
  • -对于大规模、高频率的数据抓取场景,性能可能不如专门优化的传统爬虫

Use Cases

  • •Building AI agents that need real-time web context and competitor intelligence
  • •Creating training datasets for LLMs by scraping and cleaning large volumes of web content
  • •Automating content monitoring and change detection for business intelligence applications
  • •电商网站产品信息批量提取和价格监控
  • •新闻文章和博客内容的自动化采集和分析
  • •企业数据迁移中多种格式文档的结构化数据提取

FAQ

Which is more popular, Firecrawl or Scrapegraph-ai?
Firecrawl has more GitHub stars (187,756 vs 23,140).
Should I use Firecrawl or Scrapegraph-ai?
Compare their capabilities, limitations and "best for" notes above. Trying each on a small task is the fastest way to decide.