๐ŸŽฏ

similarity-search-patterns

๐ŸŽฏSkill

from wshobson/agents

VibeIndex|
What it does
|

A production-ready plugin system with 112 AI agents, 146 skills, 16 workflow orchestrators, and 79 development tools organized into 73 focused plugins for Claude Code.

Overview

Similarity Search Patterns is a specialized agent skill within the wshobson/agents plugin ecosystem for Claude Code. It belongs to a production-ready system of 112 specialized AI agents, 146 agent skills, and 79 development tools organized into 72 focused plugins. The skill provides expertise on similarity search patterns through progressive disclosure, loading knowledge only when activated.

Key Features

  • Progressive Disclosure - Loads similarity search knowledge only when the skill is activated for minimal token overhead
  • Data/AI Domain Expertise - Part of the data and AI category covering vector search and similarity matching techniques
  • Multi-Agent Orchestration - Integrates with 16 workflow orchestrators for complex ML pipeline operations
  • Composable Design - Can be combined with embedding, vector index, and other data plugins for comprehensive search solutions
  • Marketplace Installation - Available through the wshobson/agents marketplace for easy selective installation

Who is this for?

This skill is designed for developers and data engineers building search and recommendation systems who need AI-assisted guidance on implementing similarity search patterns. It is particularly useful for teams working with vector databases, semantic search, and nearest-neighbor algorithms who want to optimize their search architecture.

๐Ÿช

Part of

wshobson-agents

similarity-search-patterns

Installation

Vibe Index InstallInstalls to .claude/skills/
npx vibeindex add wshobson/agents --skill similarity-search-patterns
skills.sh Installโš  Installs to .agents/skills/
npx skills add wshobson/agents --skill similarity-search-patterns
Manual InstallCopy SKILL.md content and save to the path below
~/.claude/skills/similarity-search-patterns/SKILL.md

SKILL.md

8,272Installs
27,673
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Last UpdatedJan 19, 2026

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