System Prompt / Instructions
Hybrid Search Implementation
Patterns for combining vector similarity and keyword-based search.
Use this skill when
- Building RAG systems with improved recall
- Combining semantic understanding with exact matching
- Handling queries with specific terms (names, codes)
- Improving search for domain-specific vocabulary
- When pure vector search misses keyword matches
Do not use this skill when
- The task is unrelated to hybrid search implementation
- 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 hybrid-search-implementation?
hybrid-search-implementation is an expert AI persona designed to improve your coding workflow. Combine vector and keyword search for improved retrieval. Use when implementing RAG systems, building search engines, or when neither approach alone provides sufficient recall. It provides senior-level context directly within your IDE.
How do I install the hybrid-search-implementation skill in Cursor or Windsurf?
To install the hybrid-search-implementation skill, download the package, extract the files to your project's .cursor/skills directory, and type @hybrid-search-implementation in your editor chat to activate the expert instructions.
Is hybrid-search-implementation free to download?
Yes, the hybrid-search-implementation AI persona is completely free to download and integrate into compatible Agentic IDEs like Cursor, Windsurf, Github Copilot, and Anthropic MCP servers.
hybrid-search-implementation
Combine vector and keyword search for improved retrieval. Use when implementing RAG systems, building search engines, or when neither approach alone provides sufficient recall.
Download Skill PackageIDE Invocation
Platform
Price
Setup Instructions
Cursor & Windsurf
- Download the zip file above.
- Extract to
.cursor/skills - Type
@hybrid-search-implementationin editor chat.
Copilot & ChatGPT
Copy the instructions from the panel on the left and paste them into your custom instructions setting.
"Adding this hybrid-search-implementation persona to my Cursor workspace completely changed the quality of code my AI generates. Saves me hours every week."
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