How do I install the Indexion Segment skill?

Run npx skillmds add om-scogo/indexion-segment in your terminal (requires Node.js), paste this page's agent-chat prompt into Claude, Cursor, or any MCP-connected agent, or download the SKILL.md file and copy it into your agent's skills directory.

Is Indexion Segment safe to use?

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Which AI agents work with Indexion Segment?

This skill is tagged as working with Claude Code, Claude.ai, OpenAI Codex. SKILL.md is an open format, so most agents that read a skills directory can load it too.

Is Indexion Segment free to use?

Yes. Installing skills from SkillMD is free, and the skill stays under its author's original license.

Who published Indexion Segment?

om-scogo (@om-scogo) published this skill. Their other Agent Skills are listed on their SkillMD profile.

Indexion Segment by om-scogo — Agent Skill

Name: Indexion Segment
Rating: 4.666666666666667 (3 reviews)
Author: om-scogo

File contents

indexion segment

Split text into contextual segments using divergence-based, TF-IDF, or punctuation strategies.

When to Use

User needs to chunk text for RAG or embedding pipelines
User wants to split a document into meaningful sections
User asks to segment text for processing
Preparing text for similarity analysis at sub-document level

Usage

# Default window divergence strategy
indexion segment <input-file> <output-dir>

# TF-IDF based segmentation
indexion segment --strategy=tfidf <input-file> <output-dir>

# Punctuation-based segmentation
indexion segment --strategy=punctuation <input-file> <output-dir>

# Custom segment sizes
indexion segment --min-size=200 --max-size=3000 --target-size=800 document.txt output/

# Custom divergence threshold
indexion segment --threshold=0.5 document.txt output/

# Adaptive threshold mode (default)
indexion segment --adaptive document.txt output/

# Hybrid NCD+TF-IDF mode
indexion segment --hybrid --ncd-weight=0.6 --tfidf-weight=0.4 document.txt output/

# Custom window size
indexion segment --window-size=5 document.txt output/

# Custom output prefix
indexion segment --prefix=chunk document.txt output/

Options

Option	Default	Description
`--strategy=NAME`	window	Strategy: window, tfidf, punctuation
`--min-size=INT`	100	Minimum segment characters
`--max-size=INT`	2000	Maximum segment characters
`--target-size=INT`	500	Target segment characters
`--threshold=FLOAT`	0.42	Divergence threshold
`--window-size=INT`	3	Window size
`--adaptive`	true	Adaptive threshold mode
`--hybrid`	false	NCD+TF-IDF hybrid mode
`--ncd-weight=FLOAT`	0.5	NCD weight in hybrid mode
`--tfidf-weight=FLOAT`	0.5	TF-IDF weight in hybrid mode
`--prefix=NAME`	segment	Output file prefix

Strategies

Strategy	Description
`window` (default)	Sliding window divergence detection
`tfidf`	TF-IDF based topic change detection
`punctuation`	Punctuation/sentence boundary based

Workflow

Run indexion segment <input-file> <output-dir> to split text with defaults
Adjust --threshold and --target-size to tune segmentation granularity
Use --hybrid mode for better accuracy on mixed-content documents

---name: indexion-segmentdescription: Split text into contextual chunks for RAG/embedding pipelines. Document segmentation and section extraction using window, tfidf, punctuation, or hybrid strategies chosen by intent.---# indexion segmentSplit text into contextual segments using divergence-based, TF-IDF, or punctuation strategies.## When to Use- User needs to chunk text for RAG or embedding pipelines- User wants to split a document into meaningful sections- User asks to segment text for processing- Preparing text for similarity analysis at sub-document level## Usage```bash# Default window divergence strategyindexion segment <input-file> <output-dir># TF-IDF based segmentationindexion segment --strategy=tfidf <input-file> <output-dir># Punctuation-based segmentationindexion segment --strategy=punctuation <input-file> <output-dir># Custom segment sizesindexion segment --min-size=200 --max-size=3000 --target-size=800 document.txt output/# Custom divergence thresholdindexion segment --threshold=0.5 document.txt output/# Adaptive threshold mode (default)indexion segment --adaptive document.txt output/# Hybrid NCD+TF-IDF modeindexion segment --hybrid --ncd-weight=0.6 --tfidf-weight=0.4 document.txt output/# Custom window sizeindexion segment --window-size=5 document.txt output/# Custom output prefixindexion segment --prefix=chunk document.txt output/```## Options| Option | Default | Description ||--------|---------|-------------|| `--strategy=NAME` | window | Strategy: window, tfidf, punctuation || `--min-size=INT` | 100 | Minimum segment characters || `--max-size=INT` | 2000 | Maximum segment characters || `--target-size=INT` | 500 | Target segment characters || `--threshold=FLOAT` | 0.42 | Divergence threshold || `--window-size=INT` | 3 | Window size || `--adaptive` | true | Adaptive threshold mode || `--hybrid` | false | NCD+TF-IDF hybrid mode || `--ncd-weight=FLOAT` | 0.5 | NCD weight in hybrid mode || `--tfidf-weight=FLOAT` | 0.5 | TF-IDF weight in hybrid mode || `--prefix=NAME` | segment | Output file prefix |## Strategies| Strategy | Description ||----------|-------------|| `window` (default) | Sliding window divergence detection || `tfidf` | TF-IDF based topic change detection || `punctuation` | Punctuation/sentence boundary based |## Workflow1. Run `indexion segment <input-file> <output-dir>` to split text with defaults2. Adjust `--threshold` and `--target-size` to tune segmentation granularity3. Use `--hybrid` mode for better accuracy on mixed-content documents

Frequently asked questions