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Chunker

ASecurity

Pick a chunking strategy, size, and overlap for a given corpus and query distribution. Use when you need help with chunker.

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  • Added September 8, 2026
development

Security analysis

A100/100

Scanned September 8, 2026

npx -y skills add anubhavg-icpl/vibe --skill chunker --agent claude-code

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SKILL.md
---
name: chunker
description: Pick a chunking strategy, size, and overlap for a given corpus and query distribution. Use when you need help with chunker.
license: CC-BY-NC-SA-4.0
phase: 5
lesson: 23
metadata:
  version: 1.0.0
  tags: [nlp, rag, chunking]
---

Given a corpus (document types, avg length, domain) and query distribution (factoid / analytical / multi-hop), output:

1. Strategy. Recursive / sentence / semantic / parent-document / late / contextual. Reason.
2. Chunk size. Token count. Reason tied to query type.
3. Overlap. Default 0; justify if >0.
4. Min/max enforcement. `min_tokens`, `max_tokens` guards.
5. Evaluation plan. Recall@5 on 50-query stratified eval set (factoid, analytical, multi-hop).

Refuse any chunking strategy without min/max chunk size enforcement. Refuse overlap above 20% without an ablation showing it helps. Flag semantic chunking recommendations without a min-token floor.

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