Contents

• Match Enforcement
• When to Use
• The Pipeline
• Packages
• Additional Resources

Fuzzy Name Matching

What this skill carries — grep references/ for any subject the names below miss: !d=${CLAUDE_SKILL_DIR}; command -v skill-toc >/dev/null 2>&1 && exec skill-toc "$d"; s=$HOME/.claude/skills/plugin-utils/bin/skill-toc; [ -x "$s" ] && exec "$s" "$d"; echo "(skill-toc unavailable: references and scripts are NOT listed here — install the plugin-utils plugin, or start a new session so its bin/ reaches PATH)"

Fast many-to-many fuzzy entity matching: char n-gram TF-IDF + sparse top-k cosine similarity (the ING banks recipe). Scales to ~10⁵ × 10⁵ on a laptop in seconds, ~10⁶ × 10⁶ with chunking.