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Split documents into overlapping token chunks for RAG pipelines and LLM context windows. Zero dependencies.

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  • Added September 4, 2026
ai-agentspythongobashgit

Works with

  • cli

Security analysis

A100/100

Scanned September 28, 2026

npx -y skills add ellmos-ai/skills --skill en --agent claude-code

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SKILL.md
---
name: document-chunker
version: 1.0.0
type: tool
author: Lukas Geiger
created: 2026-03-12
updated: 2026-03-12
description: Split documents into overlapping token chunks for RAG pipelines and LLM context windows. Zero dependencies.

standalone: true
anthropic_compatible: true
bach_compatible: true
bach_origin: true
category: utilities
tags: [chunking, rag, tokens, nlp, text-processing, embedding]
language: en
status: active
dependencies: {'tools': [], 'services': [], 'protocols': [], 'python': []}
provenance: {'origin': 'bach', 'origin_path': 'system/tools/document_chunker.py', 'origin_version': '1.0.0', 'origin_repo': 'github.com/ellmos-ai/bach', 'last_sync_from_origin': '2026-03-12', 'last_sync_to_origin': None, 'local_changes_since_sync': False}
---

<img src="../banner.png" width="100%" alt="document-chunker banner">

> **English** — Official English version of `document-chunker`.


# Document Chunker (English)

Splits documents into overlapping token chunks. Optimized for RAG pipelines
and LLM context windows. Zero dependencies — Python stdlib + re only.

## Usage

### As Library
```python
from document_chunker import DocumentChunker

chunker = DocumentChunker(chunk_size=400, overlap=80)
chunks = chunker.chunk_text("Long text...")

for chunk in chunks:
    print(f"Chunk {chunk['chunk_id']}: {chunk['tokens']} tokens")
```

### Chunking a File
```python
chunks = chunker.chunk_document("document.md", source="My Project")
```

### Chunking an Entire Directory
```python
from document_chunker import chunk_corpus

chunks = chunk_corpus(["doc1.md", "doc2.txt"], source="Corpus")
```

### CLI
```bash
python document_chunker.py document.md    # Single file
python document_chunker.py ./docs/        # Entire directory
```

## Parameters

| Parameter | Default | Description |
|-----------|---------|-------------|
| chunk_size | 400 | Max tokens per chunk |
| overlap | 80 | Overlapping tokens between chunks |

## Supported File Types

`.txt`, `.md`, `.py`, `.sh`

## Changelog

### 1.0.0 (2026-03-12)
- Ported from BACH system/tools/document_chunker.py

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