Dolphin vs ragflow

Side-by-side comparison of two AI agent tools

Short answer

  • Dolphin has had no commit in 6 months; ragflow is actively maintained (2,666 commits in the last 90 days).
  • ragflow is growing faster: +2,402 GitHub stars in the last 30 days vs +28 for Dolphin.
  • Pick Dolphin for: the official repo for “Dolphin: Document Image Parsing via Heterogeneous Anchor Prompting”, ACL, 2025. Pick ragflow for: open-source RAG engine combining knowledge retrieval and agent capabilities for LLMs.

From GitHub data refreshed daily.

The official repo for “Dolphin: Document Image Parsing via Heterogeneous Anchor Prompting”, ACL, 2025.

ragflowopen-source

Open-source RAG engine combining knowledge retrieval and agent capabilities for LLMs

Metrics

Dolphinragflow
Stars9.1k91.6k
Star velocity /mo28.263157894736842.4k
Commits (90d)02.7k
Releases (6m)010
Overall score0.21710121741767380.9098521001650974

Pros

  • +Universal document parsing capability that handles both digital and photographed documents seamlessly
  • +Advanced two-stage architecture with document-type-aware parsing strategies optimized for different document formats
  • +Comprehensive 21-element detection including complex elements like formulas, code blocks, and tables with attribute field extraction
  • +结合了先进的RAG技术和Agent能力,提供比传统RAG更强大的功能
  • +开源且拥有活跃社区支持,GitHub星数超过7.6万,可信度高
  • +提供云服务和Docker容器化部署,支持多种部署方式

Cons

  • -Research-focused tool that may require significant technical expertise to implement and integrate
  • -Relatively new release with limited production use cases and community feedback
  • -Large model size (3B parameters) may require substantial computational resources for deployment
  • -作为相对复杂的RAG系统,可能需要一定的技术背景才能充分配置和优化
  • -大规模部署可能需要相当的计算资源和存储空间

Use Cases

  • •Academic research document digitization and content extraction from PDFs and scanned papers
  • •Enterprise document processing for complex reports, invoices, and forms with mixed content types
  • •Automated parsing of technical documentation containing code snippets, mathematical formulas, and diagrams
  • •企业知识库问答系统,基于内部文档为员工提供智能查询服务
  • •智能客服系统,结合产品文档和FAQ提供准确的客户支持
  • •研究助手应用,帮助研究人员从大量学术文献中检索相关信息

FAQ

Which is more popular, Dolphin or ragflow?
ragflow has more GitHub stars (91,619 vs 9,059).
Which is more actively developed, Dolphin or ragflow?
ragflow had more commits in the last 90 days (2,666 vs 0).
Should I use Dolphin or ragflow?
Compare their capabilities, limitations and "best for" notes above. Trying each on a small task is the fastest way to decide.