embedding
Installation
SKILL.md
Embedding - Vectorization Model Selection
Convert text, images, and other data into vectors - the foundation of all vector retrieval applications.
Quick Selection
By User Type
| User Type | Recommended | Reason |
|---|---|---|
| Beginners (don't want to manage infrastructure) | OpenAI / Cohere API | Sign up and use, no GPU needed |
| Advanced users (seeking best results) | BGE-M3 / Voyage AI | Open source control / best for specialized domains |
| Chinese scenarios | BGE-M3 or Qwen3-Embedding | Best Chinese performance |
| Image scenarios | CLIP / Chinese-CLIP | Cross-modal image-text |