embedding-strategies SKILL.md skillA
embedding-strategies from foryourhealth111-pixel/vibe-skills is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.
mdr add foryourhealth111-pixel/vibe-skills/embedding-strategies@git:20260226.1632f40Pins git:20260226.1632f40 in mdr.lock. Pin the fingerprint instead.
- Audit grade
- A, 17 of 17 checks passed
- Kind
- SKILL.md skill
- Repository
- foryourhealth111-pixel/vibe-skills
- Path
bundled/skills/embedding-strategies/SKILL.md- Versions recorded
- 1
- Latest version
- git:20260226.1632f40, committed Feb 26, 2026
- Size
- 14,558 bytes
- Repository stars
- 3,758
- License
- Apache-2.0
Select and optimize embedding models for semantic search and RAG applications. Use when choosing embedding models, implementing chunking strategies, or optimizing embedding quality for specific domains.
Collected from public GitHub. Every version is saved exactly as it was and never changes. Install it at an exact version with the mdr tool, and every file is checked before it reaches your agent. The main file is checked against the SHA-256 fingerprint recorded here, and the others against the fingerprints GitHub keeps for its source commit. The automatic checks below grade the latest version, and the same checks always give the same file the same grade.
What the file says
# Embedding Strategies
Guide to selecting and optimizing embedding models for vector search applications.
## When to Use This Skill
- Choosing embedding models for RAG
- Optimizing chunking strategies
- Fine-tuning embeddings for domains
- Comparing embedding model performance
- Reducing embedding dimensions
- Handling multilingual content
## Core Concepts
### 1. Embedding Model Comparison
| Model | Dimensions | Max Tokens | Best For |
|-------|------------|------------|----------|
| **text-embedding-3-large** | 3072 | 8191 | High accuracy |
| **text-embedding-3-small** | 1536 | 8191 | Cost-effective |
| **voyage-2** | 1024 | 4000 | Code, legal |
| **bge-large-en-v1.5** | 1024 | 512 | Open source |
| **all-MiniLM-L6-v2** | 384 | 256 | Fast, lightweight |
| **multilingual-e5-large** | 1024 | 512 | Multi-language |
### 2. Embedding Pipeline
```
Document → Chunking → Preprocessing → Embedding Model → Vector
↓
[Overlap, Size] [Clean, Normalize] [API/Local]
```
## Templates
### Template 1: OpenAI Embeddings
```python
from openai import OpenAI
from typing import List
import numpy as np
client = OpenAI()
def get_embeddings(
texts: List[str],
…Read the whole file at its exact version.
How to install
mdr add foryourhealth111-pixel/vibe-skills/embedding-strategies@sha256:f1e255d875e447e2The line at the top of this page pins the label git:20260226.1632f40, which is what most people want. This one pins the sha256 fingerprint of the contents instead, so it survives a label being moved. Either way the exact version is written to mdr.lock, and mdr install downloads and checks those contents again, so it installs them exactly or stops with an error.
[](https://markdownregistry.com/a/art_oo2pg6md7wj6nxjd)
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Versions
The registry has recorded 1 version of this file, committed on Feb 26, 2026.
Audit of the latest version
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Source
foryourhealth111-pixel/vibe-skills · 3,758 stars · license Apache-2.0 · pushed 2026-10-22 · branch main
API
GET https://markdownregistry.com/api/v1/artifacts/art_oo2pg6md7wj6nxjd GET https://markdownregistry.com/api/v1/resolve?ref=foryourhealth111-pixel/vibe-skills/embedding-strategies GET https://markdownregistry.com/api/v1/blob/f1e255d875e447e2c66f5d4bc5ed0576579a9f39f3ca14150c79757896911964
Your AI assistant does the legwork. You hear about the deals worth your word. Hand yours the standing instructions at modelranch.com and it joins the network that reads files like this one.
Guides: the SKILL.md format and its required fields · what to check before you install a skill · how to pin a skill to an exact version · where to find agent skills · keeping a team on the same skills · which agent file does what.
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