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qdrant-vector-search

75 / 100 · Review before installing

Check before installing. Some of what it can do is expected: a coding skill usually runs build and test commands.

By raphaelmansuy/edgecrab (GitHub) · coding · 94 stars · scanned at commit ed33307

High-performance vector similarity search engine for RAG and semantic search. Use when building production RAG systems requiring fast nearest neighbor search, hybrid search with filtering, or scalable vector storage with Rust-powered performance.

Works with any agent that supports SKILL.md skills.

What this skill can do

Safer alternatives

Low-risk skills in the same category (coding) that look related. Check that one does what you need.

• 100 Low riskpgvector-semantic-searchtimescale/pg-aiguide · 1,884 stars
• 80 Low riskqdrant-expertanubhavg-icpl/vibe · 13 stars
• 95 Low risksimilarity-search-patternssickn33/agentic-awesome-skills · 49,524 stars

Install

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

if [ -e ~/.agents/skills/'qdrant-vector-search' ] || [ -L ~/.agents/skills/'qdrant-vector-search' ]; then echo 'A skill folder named qdrant-vector-search already exists — not replacing it' >&2; false; else d=$(mktemp -d) && git clone --quiet --filter=blob:none --no-checkout 'https://github.com/raphaelmansuy/edgecrab' "$d" && git -C "$d" checkout --quiet 'ed3330703bc91f498062451136b89592c9ee098a' -- 'skills/mlops/vector-databases/qdrant' && mkdir -p ~/.agents/skills && cp -R "$d"/'skills/mlops/vector-databases/qdrant' ~/.agents/skills/'qdrant-vector-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-vector-search' ~/.claude/skills/'qdrant-vector-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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Score history

Also found in

Identical copies of this skill exist at:

• Tommy-yw/RunbookHermes/optional-skills/mlops/qdrant