Cognee vs Dolphin

Side-by-side comparison of two AI agent tools

Short answer

  • Dolphin has had no commit in 6 months; Cognee is actively maintained (2,427 commits in the last 90 days).
  • Cognee is growing faster: +2,637 GitHub stars in the last 30 days vs +28 for Dolphin.
  • Pick Cognee for: knowledge Engine for AI Agent Memory in 6 lines of code. Pick Dolphin for: the official repo for “Dolphin: Document Image Parsing via Heterogeneous Anchor Prompting”, ACL, 2025.

From GitHub data refreshed daily.

Cogneeopen-source

Knowledge Engine for AI Agent Memory in 6 lines of code

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

Metrics

CogneeDolphin
Stars31.3k9.1k
Star velocity /mo2.6k28.253968253968253
Commits (90d)2.4k0
Releases (6m)100
Overall score0.91589755430714960.23349701227865008

Pros

  • +极简 API 设计,仅需 6 行代码即可集成知识引擎功能
  • +专注于 AI Agent 内存管理,提供个性化和动态的知识存储能力
  • +活跃的开源社区支持,拥有插件生态系统和多语言文档
  • +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

Cons

  • -作为相对较新的工具,可能在企业级应用中缺乏充分的生产验证
  • -专门针对 AI Agent 场景设计,对于通用知识管理需求可能过于专业化
  • -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

Use Cases

  • •构建具有长期记忆能力的聊天机器人和虚拟助手
  • •开发能够学习用户偏好和历史交互的个性化 AI Agent
  • •实现多会话间的知识共享和上下文保持的企业 AI 应用
  • •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

FAQ

Which is more popular, Cognee or Dolphin?
Cognee has more GitHub stars (31,301 vs 9,058).
Which is more actively developed, Cognee or Dolphin?
Cognee had more commits in the last 90 days (2,427 vs 0).
Should I use Cognee or Dolphin?
Compare their capabilities, limitations and "best for" notes above. Trying each on a small task is the fastest way to decide.