Implement efficient similarity search with vector databases. Use when building semantic search, implementing nearest neighbor queries, or optimizing retrieval performance.
Add this skill
npx mdskills install sickn33/similarity-search-patternsWell-scoped but overly abstract, lacking actionable implementation steps agents can execute
Patterns for implementing efficient similarity search in production systems.
resources/implementation-playbook.md.resources/implementation-playbook.md for detailed patterns and examples.Install via CLI
npx mdskills install sickn33/similarity-search-patternsSimilarity Search Patterns is a free, open-source AI agent skill. Implement efficient similarity search with vector databases. Use when building semantic search, implementing nearest neighbor queries, or optimizing retrieval performance.
Install Similarity Search Patterns with a single command:
npx mdskills install sickn33/similarity-search-patternsThis downloads the skill files into your project and your AI agent picks them up automatically.
Similarity Search Patterns works with Claude Code, Claude Desktop, Cursor, Vscode Copilot, Windsurf, Continue Dev, Codex, Gemini Cli, Amp, Roo Code, Goose, Opencode, Trae, Qodo, Command Code. Skills use the open SKILL.md format which is compatible with any AI coding agent that reads markdown instructions.