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skills/hybrid-search-implementation/SKILL.md

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+---
+name: hybrid-search-implementation
+description: Combine vector and keyword search for improved retrieval. Use when implementing RAG systems, building search engines, or when neither approach alone provides sufficient recall.
+---
+
+# 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.md` for detailed patterns and examples.