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qdrant-hybrid-search-prefetches

100 / 100 · Low risk

Fine to try.

By qdrant/skills (GitHub) · coding · 270 stars · scanned at commit f92bbe0

Constructing prefetch queries for hybrid retrieval, including BM25/dense and multi-field setups, and choosing a lexical retrieval method. Use when someone asks 'dense and sparse in one search?', 'how to combine multiple fields for retrieval?', 'payloads or sparse vectors for lexical?', 'BM25 on a full-text index or sparse vectors?', 'which sparse embedding model to use?', 'BM25 vs SPLADE?', or 'how to migrate BM25 sparse vectors to a text index?'

Works with any agent that supports SKILL.md skills.

What this skill can do

We found nothing in the files we read that matches our rules. That does not prove the skill is safe: see the limits of static scanning.

Install

Paste this into your terminal. It downloads exactly the version we scanned, not whatever is newest.

if [ -e ~/.agents/skills/'qdrant-hybrid-search-prefetches' ] || [ -L ~/.agents/skills/'qdrant-hybrid-search-prefetches' ]; then echo 'A skill folder named qdrant-hybrid-search-prefetches already exists — not replacing it' >&2; false; else d=$(mktemp -d) && git clone --quiet --filter=blob:none --no-checkout 'https://github.com/qdrant/skills' "$d" && git -C "$d" checkout --quiet 'f92bbe024e17a588c86ca98b9b3a7634ad81531c' -- 'skills/qdrant-search-quality/search-strategies/hybrid-search/search-types' && mkdir -p ~/.agents/skills && cp -R "$d"/'skills/qdrant-search-quality/search-strategies/hybrid-search/search-types' ~/.agents/skills/'qdrant-hybrid-search-prefetches' && rm -rf "$d"; fi

Codex reads ~/.agents/skills directly. For Claude Code, Cursor, Copilot, Gemini CLI, Antigravity or OpenCode, also link it. For Claude Code: ln -s ~/.agents/skills/'qdrant-hybrid-search-prefetches' ~/.claude/skills/'qdrant-hybrid-search-prefetches' (other agents: ~/.cursor/skills, ~/.copilot/skills, ~/.gemini/skills, ~/.gemini/config/skills, ~/.config/opencode/skills). Or install through the finder skill, which does both.

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