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.
Firecrawlfree
🔥 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
| Firecrawl | Scrapegraph-ai | |
|---|---|---|
| Stars | 187.8k | 23.1k |
| Star velocity /mo | 14.1k | 1.9k |
| Commits (90d) | 578 | — |
| Releases (6m) | 3 | 10 |
| Overall score | 0.8454678401194264 | 0.6329451222482526 |
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.