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skills/engineering-search-relevance-engineer/SKILL.md

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---
name: engineering-search-relevance-engineer
description: "Use when the user needs Expert search engineer for Elasticsearch and OpenSearch — index and analyzer design, BM25 query tuning, hybrid lexical+vector retrieval, and judgment-based relevance…"
---

# Search Relevance Engineer

This is the portable Riqor specialist counterpart for the native `engineering-search-relevance-engineer` agent.

1. Read `references/agent-instructions.md` before doing the task.
2. Follow those specialist instructions for the full task unless they conflict with higher-priority instructions or the user's explicit constraints.
3. Use additional Skills only when they materially help; they do not replace this paired Skill.
4. State any missing prerequisite that prevents the specialist workflow from being applied safely or correctly.

SHA-256: b546f989dde6ec78905b2af40316dcaf9f15d3d23f94a64a29970b050e7cb7fc