embedding-strategy-skill
PROTECTED: Manage chunking strategies and embedding dimensions. Changes require user approval + full impact analysis.'
npx skills add majiayu000/claude-skill-registry --skill embedding-strategy-skill --agent claude-code
Same command for any agent — swap --agent for codex, cursor, copilot.
Weekly change comes from our own snapshots, not the repository page — it measures attention, not adoption.
--- name: embedding-strategy version: 1.0 last_updated: 2025-12-04 description: PROTECTED - Chunking strategy and embedding dimension management license: MIT priority: critical triggers: - "chunking", "embedding", "dimension", "overlap", "splitting" dependencies: - docs/protected-schemas.md - templates/rag-checklist.md --- # 📐 Embedding Strategy SKILL ## Purpose **PROTECTED:** Manage chunking strategies and embedding dimensions. Changes require user approval + full impact analysis. --- ## Chunking Strategies ### 1. RecursiveCharacterTextSplitter (Recommended) ```python from langchain.text_splitter import RecursiveCharacterTextSplitter splitter = RecursiveCharacterTextSplitter( chunk_size=512, # PROTECTED chunk_overlap=50, # PROTECTED separators=["\n\n", "\n", " ", ""], length_function=len ) chunks = splitter.split_text(document) ``` **When to use:** General purpose (paragraphs, sentences) **Chunk Size Guidelines:** - **256 tokens:** Very focused Q&A - **512 tokens:** Balanced (recommended for most cases) - **1024 tokens:** Broad context (summarization) - **2048 tokens:** Document understanding --- ### 2. TokenTextSplitter ```python from langchain.text_splitter import TokenTextSpli
- Purpose
- Chunking Strategies
- 1. RecursiveCharacterTextSplitter (Recommended)
- 2. TokenTextSplitter
- 3. MarkdownTextSplitter
- Chunk Overlap Strategy
- Why Overlap Matters
- Overlap Guidelines
- Embedding Dimensions (PROTECTED)
- Common Models
- Protection Rule
- Chunk Size Optimization
- A/B Testing
- Pre-Processing Best Practices
What does the embedding-strategy-skill skill do?
PROTECTED: Manage chunking strategies and embedding dimensions. Changes require user approval + full impact analysis.'
How do I install it?
Run `npx skills add majiayu000/claude-skill-registry --skill embedding-strategy-skill --agent claude-code` — it drops the skill into your project so the agent can pick it up. Swap the --agent value for codex, cursor or copilot if you use one of those.
Where does this skill come from?
From majiayu000/claude-skill-registry, a repository with 534 stars. We read it straight from the repository tree rather than a submitted listing, so what you see here is what is actually published.
Is a popular skill a good skill?
Not necessarily. Stars measure attention, not adoption — a repository can trend for a week and be abandoned. That is why we show the weekly change from our own snapshots next to the total, instead of a single flattering number.