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qdrant-memory-usage-optimization

100 / 100 · Low risk

Fine to try.

By qdrant/skills (GitHub) · coding · 269 stars · scanned at commit 2a80658

Diagnoses and reduces Qdrant memory usage. Use when someone reports 'memory too high', 'RAM keeps growing', 'node crashed', 'out of memory', 'memory leak', or asks 'why is memory usage so high?', 'how to reduce RAM?'. Also use when memory doesn't match calculations, quantization didn't help, or nodes crash during recovery.

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-memory-usage-optimization' ] || [ -L ~/.agents/skills/'qdrant-memory-usage-optimization' ]; then echo 'A skill folder named qdrant-memory-usage-optimization 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 "$d" checkout --quiet '2a806584200c4252eae27e546e3bb77578091af0' -- 'skills/qdrant-performance-optimization/memory-usage-optimization' && mkdir -p ~/.agents/skills && cp -R "$d"/'skills/qdrant-performance-optimization/memory-usage-optimization' ~/.agents/skills/'qdrant-memory-usage-optimization' && 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-memory-usage-optimization' ~/.claude/skills/'qdrant-memory-usage-optimization' (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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