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embedding-analysis

80 / 100 · Low risk

Fine to try.

By mkurman/zorai (GitHub) · research · 327 stars · scanned at commit 8ea1fc3

Compute and analyze embeddings for dataset quality, distribution comparison, semantic deduplication, diversity measurement, and similarity-based filtering. Covers sentence-transformers, embedding space diagnostics, and 2025-2026 literature techniques (NeMo Curator semantic dedup, embedding similarity metrics for data selection, DataRater-style quality scoring).

Works with any agent that supports SKILL.md skills.

What this skill can do

Install

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

if [ -e ~/.agents/skills/'embedding-analysis' ] || [ -L ~/.agents/skills/'embedding-analysis' ]; then echo 'A skill folder named embedding-analysis already exists — not replacing it' >&2; false; else d=$(mktemp -d) && git clone --quiet --filter=blob:none --no-checkout 'https://github.com/mkurman/zorai' "$d" && git -C "$d" checkout --quiet '8ea1fc3ae126b6e103b8508bacd8f5aa60b6f4ad' -- 'skills/data-lattice/embedding-analysis' && mkdir -p ~/.agents/skills && cp -R "$d"/'skills/data-lattice/embedding-analysis' ~/.agents/skills/'embedding-analysis' && 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/'embedding-analysis' ~/.claude/skills/'embedding-analysis' (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:

• mkurman/zorai/skills/embedding-analysis
• mkurman/zorai/skills/scientific-skills/embedding-analysis