Aumai Linguaforge
B+ 90 completed
Library
cli / python · tiny
23
Files
1,362
LOC
1
Frameworks
4
Languages
Pipeline State
completedRun ID
#304016Phase
doneProgress
1%Started
Finished
2026-04-13 01:31:02LLM tokens
0Pipeline Metadata
Stage
SkippedDecision
skip_scaffold_dupNovelty
31.54Framework unique
—Isolation
—Last stage change
2026-04-16 18:15:42Deduplication group #47941
Member of a group with 1 similar repo(s) — canonical #9446 view group →
Top concepts (4)
Project DescriptiontestingTestingTesting
Generated by Repobility's multi-pass static-analysis pipeline (https://repobility.com)
🧪 Code Distillation
Browse all specs →Sample distilled functions (click for full spec)
detect_scriptAnalyzes an input string to determine its most prevalent writing system. It iterates through every character, checking its Unicode code point against predefined script ranges to tally counts for each detected script. The function returns the name of the script with the highest character count, or "U
TextNormalizer.normalizeNormalizes an input string by applying Unicode NFC normalization, collapsing various whitespace characters, and stripping leading/trailing whitespace. It also cleans up several common zero-width characters, with an additional step to specifically adjust Devanagari script characters if the provided l
Transliterator._latin_to_devanagariConverts an input string containing Latin characters into its corresponding Devanagari script representation. It processes the entire input text by iteratively replacing all occurrences of defined Latin character sequences with their mapped Devanagari equivalents. The function takes one string argum
AI Prompt
Create a command-line NLP toolkit, similar to AumAI Linguaforge, specifically designed to support multiple Indic languages. I need the structure to be robust, including sections for documentation, examples, and clear contribution guidelines. Since this is a CLI tool, please ensure the project setup is ready for testing using pytest and that it uses Python as the primary language.
python cli nlp indic-languages toolkit pytest command-line
Generated by gemma4:latest
Catalog Information
The AUMAI LinguaForge project is a multi-language NLP toolkit focused on supporting Indic languages.
Description
AUMAI LinguaForge is a comprehensive Natural Language Processing (NLP) toolkit designed to support multiple languages, with a special emphasis on Indic languages. This toolkit aims to provide a robust set of tools for various NLP tasks, including text processing, tokenization, and more. With its focus on Indic languages, it seeks to bridge the gap in NLP resources available for these languages.
الوصف
يعد AUMAI LinguaForge مجموعة أدوات معالجة اللغة الطبيعية (NLP) الشاملة التي تهدف إلى دعم اللغات المتعددة، مع التركيز خاصةً على اللغات الهندية. هذه المجموعة من الأدوات تسعى إلى تقديم مجموعة متنوعة من الأدوات لتنفيذ مهام NLP المختلفة، بما في ذلك معالجة النصوص وتحليلها.
Novelty
5/10Tags
natural-language-processing indic-languages text-processing tokenization language-support
Technologies
click pydantic
Claude Models
claude-opus-4.6
Quality Score
B+
89.9/100
Structure
93
Code Quality
100
Documentation
85
Testing
85
Practices
72
Security
100
Dependencies
80
Strengths
- CI/CD pipeline configured (github_actions)
- Good test coverage (50% test-to-source ratio)
- Code linting configured (ruff (possible))
- Consistent naming conventions (snake_case)
- Good security practices \u2014 no major issues detected
- Properly licensed project
Security & Health
4.1h
Tech Debt (D)
Medium
DORA Rating
A
OWASP (100%)
Citation: Repobility (2026). State of AI-Generated Code. https://repobility.com/research/
PASS
Quality Gate
A
Risk (7)
Apache-2.0
License
3.8%
Duplication
Languages
Frameworks
pytest
Symbols
variable22
method9
class8
function7
constant5
Concepts (4)
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| auto_description | Project Description | > Multi-language NLP toolkit with Indic language focus | 80% | |||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||
| arch_layer | testing | Detected testing layer | 70% | |||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||
| auto_category | Testing | testing | 70% | |||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||
| business_logic | Testing | Detected from 3 related files | 50% | |||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||
Source: Repobility analyzer · https://repobility.com
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