Skills
.Work. You
Rest

vector-database-management

Community

Vector DB patterns for AI and search.

Data & Analytics#embeddings#rag#pinecone#semantic-search#vector-database
Authormanutej
Version1.0.0
Installs0

System Documentation

What problem does it solve?

This Skill provides production-ready patterns for vector databases (Pinecone, Weaviate, Chroma) for semantic search, RAG, and similarity-based AI workloads.

Core Features & Use Cases

  • Embeddings & Indexing: Dense + sparse vectors
  • Search & RAG: Semantic search with metadata filtering
  • Multi-DB Coverage: Pinecone, Weaviate, Chroma
  • Production Patterns: Caching, monitoring, cost optimization
  • Use Case: Build a fast semantic search across a large corpus.

Quick Start

Set up a Pinecone index and upsert vectors.

Dependency Matrix

Required Modules

None required

Components

Standard package

💻 Claude Code Installation

Recommended: Let Claude install automatically. Simply copy and paste the text below to Claude Code.

Please help me install this Skill:
Name: vector-database-management
Download link: https://github.com/manutej/luxor-claude-marketplace/archive/main.zip#vector-database-management

Please download this .zip file, extract it, and install it in the .claude/skills/ directory.
View Source Repository

Agent Skills Search Helper

Install a tiny helper to your Agent, search and equip skill from 223,000+ vetted skills library on demand.