Implement efficient similarity search with vector databases. Use when building semantic search, implementing nearest neighbor queries, or optimizing retrieval performance.
Install
npx skills add wshobson/agents --skill similarity-search-patternsnpx skills add wshobson/agents --skill similarity-search-patterns -a claude-code -gnpx skills add wshobson/agents --skill similarity-search-patterns -a codex -ggemini skills install https://github.com/wshobson/agents.git --path plugins/llm-application-dev/skills/similarity-search-patternsgh skill install wshobson/agents similarity-search-patternsgit clone --depth 1 https://github.com/wshobson/agents /tmp/wshobson__agents
mkdir -p ~/.claude/skills ~/.agents/skills
cp -R /tmp/wshobson__agents/plugins/llm-application-dev/skills/similarity-search-patterns ~/.claude/skills/similarity-search-patterns # Claude Code
cp -R /tmp/wshobson__agents/plugins/llm-application-dev/skills/similarity-search-patterns ~/.agents/skills/similarity-search-patterns # Codex, Cursor, Gemini CLI, Copilot, OpenCode