Docling vs ragflow
Side-by-side comparison of two AI agent tools
Short answer
- Pick Docling for: get your documents ready for gen AI. Pick ragflow for: open-source RAG engine combining knowledge retrieval and agent capabilities for LLMs.
From GitHub data refreshed daily.
Doclingopen-source
Get your documents ready for gen AI
ragflowopen-source
Open-source RAG engine combining knowledge retrieval and agent capabilities for LLMs
Metrics
| Docling | ragflow | |
|---|---|---|
| Stars | 68.3k | 91.6k |
| Star velocity /mo | 1.8k | 2.4k |
| Commits (90d) | 357 | 2.7k |
| Releases (6m) | 10 | 10 |
| Overall score | 0.8450261353477664 | 0.9098521001650974 |
Pros
- +Advanced PDF understanding with layout analysis, table structure recognition, and reading order detection
- +Supports wide variety of document formats including office documents, images, audio, and markup languages
- +Unified DoclingDocument representation simplifies integration with AI workflows and downstream processing
- +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
- -Processing complex documents with advanced features may require significant computational resources
- -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
- •Converting research papers and technical documents into AI-ready formats for RAG applications
- •Extracting structured data from business documents like invoices, contracts, and reports for automation
- •Preparing diverse document collections for training or fine-tuning language models
- •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, Docling or ragflow?
- ragflow has more GitHub stars (91,619 vs 68,329).
- Which is more actively developed, Docling or ragflow?
- ragflow had more commits in the last 90 days (2,666 vs 357).
- Should I use Docling or ragflow?
- Compare their capabilities, limitations and "best for" notes above. Both are open source, so trying each on a small task is the fastest way to decide.