System Prompt / Instructions
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.mdfor detailed patterns and examples.
Frequently Asked Questions
What is similarity-search-patterns?
similarity-search-patterns is an expert AI persona designed to improve your coding workflow. Implement efficient similarity search with vector databases. Use when building semantic search, implementing nearest neighbor queries, or optimizing retrieval performance. It provides senior-level context directly within your IDE.
How do I install the similarity-search-patterns skill in Cursor or Windsurf?
To install the similarity-search-patterns skill, download the package, extract the files to your project's .cursor/skills directory, and type @similarity-search-patterns in your editor chat to activate the expert instructions.
Is similarity-search-patterns free to download?
Yes, the similarity-search-patterns AI persona is completely free to download and integrate into compatible Agentic IDEs like Cursor, Windsurf, Github Copilot, and Anthropic MCP servers.
similarity-search-patterns
Implement efficient similarity search with vector databases. Use when building semantic search, implementing nearest neighbor queries, or optimizing retrieval performance.
Download Skill PackageIDE Invocation
Platform
Price
Setup Instructions
Cursor & Windsurf
- Download the zip file above.
- Extract to
.cursor/skills - Type
@similarity-search-patternsin editor chat.
Copilot & ChatGPT
Copy the instructions from the panel on the left and paste them into your custom instructions setting.
"Adding this similarity-search-patterns persona to my Cursor workspace completely changed the quality of code my AI generates. Saves me hours every week."
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