similarity-search-patterns

Implement similarity search with vector databases and hybrid approaches.

3|1|Updated Dec 30, 2025

Search Tags:#Weaviate #Qdrant #Pinecone #vector-search #hybrid-search

One-click install

npx skills add https://github.com/48Nauts-Operator/opencode-baseline --skill similarity-search-patterns

Or copy as Structured Prompt for Agent▼

Please help me install this Agent Skill.
Skill: similarity-search-patterns
Source: https://github.com/48Nauts-Operator/opencode-baseline/tree/main/.opencode/skill/llm-dev/similarity-search-patterns
Command: npx skills add https://github.com/48Nauts-Operator/opencode-baseline --skill similarity-search-patterns

SYSTEM DOCUMENTATION & REQUIREMENTS

What problem does it solve?

Implement efficient similarity search with vector databases and hybrid approaches.

Core Features & Use Cases

Pinecone, Qdrant, Weaviate, pgvector integration patterns
Template implementations for Pinecone, PostgreSQL, and Elasticsearch
Hybrid search and reranking guidance

Quick Start

Set up a Pinecone vector store and perform a top-5 similarity search.