similarity-search-patterns
๐ฏSkillfrom wshobson/agents
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.
Part of
wshobson-agents
Installation
npx vibeindex add wshobson/agents --skill similarity-search-patternsnpx skills add wshobson/agents --skill similarity-search-patterns~/.claude/skills/similarity-search-patterns/SKILL.mdSKILL.md
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