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hasibul0912/ChunkWise

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๐Ÿ“ Streamline text processing in Arabic and English with ChunkWise, a library offering 31 chunking strategies for NLP and RAG systems.

What's novel

๐Ÿ“ Streamline text processing in Arabic and English with ChunkWise, a library offering 31 chunking strategies for NLP and RAG systems.

Code Analysis

12 files read ยท 3 rounds

A Python text chunking library for RAG systems offering 31 chunking strategies (recursive, semantic, LLM-based, retrieval-optimized) with first-class Arabic NLP support including diacritics normalization and Arabic-aware sentence splitting.

Strengths

Clean template-method architecture with a well-organized strategy pattern, genuine implementations of recursive/semantic/LLM-based chunking, and domain-specific Arabic NLP preprocessing with correct Unicode handling that differentiates it from English-first libraries like LangChain.

Weaknesses

The README contains nonsensical AI-generated installation instructions (pip install a .zip file), test coverage is thin with only 4 test files covering basic strategies while 27+ advanced strategies are untested, and at least one strategy (ClusterChunker) is a stub that merely delegates to SemanticChunker.

Score Breakdown

Innovation
5 (25%)
Craft
68 (35%)
Traction
13 (15%)
Scope
58 (25%)

Signal breakdown

Innovation

Not Fork+1
Code Novelty+1
Concept Novelty+1

Craft

Ci-1
Tests+8
Polish+1
Releases+0
Has License+5
Code Quality+21
Readme Quality+15
Recent Activity+7
Structure Quality+5
Commit Consistency+2
Has Dependency Mgmt+5

Traction

Forks+0
Stars+6
Hn Points+0
Watchers+0
Early Traction+5
Devto Reactions+0
Community Contribs+2

Scope

Commits+3
Languages+3
Subsystems+13
Bloat Penalty+0
Completeness+7
Contributors+6
Authored Files+12
Readme Code Match+3
Architecture Depth+7
Implementation Depth+8

Evidence

Commits

6

Contributors

2

Files

67

Active weeks

5

TestsCI/CDREADMELicenseContributing

Repository

Language

Python

Stars

3

Forks

0

License

NOASSERTION