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
Dolphinfree
The official repo for “Dolphin: Document Image Parsing via Heterogeneous Anchor Prompting”, ACL, 2025.
Metrics
| Cognee | Dolphin | |
|---|---|---|
| Stars | 31.3k | 9.1k |
| Star velocity /mo | 2.6k | 28.253968253968253 |
| Commits (90d) | 2.4k | 0 |
| Releases (6m) | 10 | 0 |
| Overall score | 0.9158975543071496 | 0.23349701227865008 |
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.