similarity-search-patterns
similarity search patterns
What it does
- Building semantic search systems
- Implementing RAG retrieval
- Creating recommendation engines
- Optimizing search latency
- Scaling to millions of vectors
- Combining semantic and keyword search
- Use appropriate index - HNSW for most cases
Requirements & configuration
- Full template library and detailed worked examples live in references/details.md. Read that file when you need the concrete templates.
Derived from the skill's own SKILL.md documentation · extracted 2026-07-23
similarity-search-patterns FAQ
What does the similarity-search-patterns skill do?
Implement efficient similarity search with vector databases. Use when building semantic search, implementing nearest neighbor queries, or optimizing retrieval performance. Building semantic search systems Implementing RAG retrieval
What does similarity-search-patterns require?
Full template library and detailed worked examples live in references/details.md. Read that file when you need the concrete templates.
How do I install similarity-search-patterns?
Run: npx -y skills add https://github.com/wshobson/agents --skill similarity-search-patterns --agent claude-code — the source lives at github.com/wshobson/agents.
Maintain similarity-search-patterns?
Let people know it's listed here — add the badge (live metrics, light/dark aware) or a plain link to your README or docs.
[](https://getagentictools.com/skills/wshobson-agents-similarity-search-patterns?ref=badge) npx agentictools info skills/wshobson-agents-similarity-search-patterns The second line is the CLI lookup for this page — handy in READMEs and docs.
