managing-embeddings

What problem does it solve?

This skill helps teams generate, manage, and evaluate semantic embeddings for notes and cards using Gemini embedding APIs, enabling fast semantic search and content similarity analysis.

Core Features & Use Cases

• Gemini embedding API client for per-note embeddings
• Cosine similarity scoring for semantic matching across decks
• File-based cache with incremental updates and simple cache invalidation
• Text preprocessing to prepare input content (Cloze/HTML removal, normalization)
• Deck-level analytics to monitor embedding health and coverage

Quick Start

Use the managing-embeddings skill to generate embeddings for a deck by calling the embedding generate API, then verify the cache status and perform a quick similarity check.