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Similarity search patterns

Skill aiskillstore/marketplace/skills/sickn33/similarity-search-patterns

Implement efficient similarity search with vector databases. Use when building semantic search, implementing nearest neighbor queries, or optimizing retrieval performance.From its SKILL.md

Install
npx -y skills add aiskillstore/marketplace --skill similarity-search-patterns

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SKILL.md

1.0 KB, 156 tokens by cl100k_base, as published. Nobody here has run it

Similarity Search Patterns

Patterns for implementing efficient similarity search in production systems.

Use this skill when

  • Building semantic search systems
  • Implementing RAG retrieval
  • Creating recommendation engines
  • Optimizing search latency
  • Scaling to millions of vectors
  • Combining semantic and keyword search

Do not use this skill when

  • The task is unrelated to similarity search patterns
  • You need a different domain or tool outside this scope

Instructions

  • Clarify goals, constraints, and required inputs.
  • Apply relevant best practices and validate outcomes.
  • Provide actionable steps and verification.
  • If detailed examples are required, open resources/implementation-playbook.md.

Resources

  • resources/implementation-playbook.md for detailed patterns and examples.

What ships with it: 2 files

38.0 KB alongside SKILL.md

resources/

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