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qdrant-hybrid-search

100 / 100 · Low risk

Fine to try.

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

Explains hybrid search in Qdrant. Use when someone asks 'how do I setup hybrid search?', 'how to combine keyword and semantic search?', 'sparse plus dense vectors?', 'missing keyword matches', 'how to combine results from multiple searches?' and 'combining multiple representations'. Also use for how a hybrid query is scoped: 'how is IDF scoped?', 'can one tenant's data contaminate another tenant's scoring?'. Also 'BM25 on a text index or sparse vectors?'

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' ] || [ -L ~/.agents/skills/'qdrant-hybrid-search' ]; then echo 'A skill folder named qdrant-hybrid-search 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 "$d" checkout --quiet 'f92bbe024e17a588c86ca98b9b3a7634ad81531c' -- 'skills/qdrant-search-quality/search-strategies/hybrid-search' && mkdir -p ~/.agents/skills && cp -R "$d"/'skills/qdrant-search-quality/search-strategies/hybrid-search' ~/.agents/skills/'qdrant-hybrid-search' && 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' ~/.claude/skills/'qdrant-hybrid-search' (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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