Aumai Voicefirst
B+ 89 completed
Framework
cli / python · tiny
22
Files
1,050
LOC
1
Frameworks
4
Languages
Pipeline State
completedRun ID
#304062Phase
doneProgress
1%Started
Finished
2026-04-13 01:31:02LLM tokens
0Pipeline Metadata
Stage
SkippedDecision
skip_scaffold_dupNovelty
41.50Framework unique
—Isolation
—Last stage change
2026-04-16 18:15:42Deduplication group #49828
Member of a group with 1 similar repo(s) — canonical #78944 view group →
Top concepts (5)
Project DescriptiontestingTestingFactoryTesting
Repobility · MCP-ready · https://repobility.com
🧪 Code Distillation
Browse all specs →Sample distilled functions (click for full spec)
VoiceRouter.routeDetermines the appropriate handler identifier for a given utterance by inspecting its language. It accepts a single Utterance object as input and returns a string representing a handler ID, such as 'handler.indic' or 'handler.default'. The function checks the utterance's language against predefined
VoiceSessionManager.get_sessionRetrieves a specific voice session object using its unique string identifier. It accepts one argument, the session ID, and returns the corresponding VoiceSession instance. If no session matches the provided ID, the function will raise a KeyError. This operation reads directly from an internal dictio
VoiceSessionManager.get_transcriptRetrieves the complete textual transcript from a provided voice session object. It accepts one argument, a VoiceSession instance, and returns a single string containing all utterances joined by newline characters. The function internally sorts the session's utterances based on their start time befor
AI Prompt
Build me a command-line interface (CLI) framework for creating voice-native AI interactions, similar to the AumAI VoiceFirst project. I need the core structure, including setup for testing using pytest, and documentation placeholders for getting started and API references. The project should be written in Python and include necessary configuration files like pyproject.toml and a Makefile to manage development tasks.
python cli ai voice-assistant framework pytest command-line
Generated by gemma4:latest
Catalog Information
The AUMAI VoiceFirst project is an open-source framework for building voice-native AI interactions.
Description
AUMAI VoiceFirst is a voice-native AI interaction framework that enables developers to build conversational interfaces using natural language processing (NLP) and artificial intelligence (AI). It provides a set of tools and libraries to create voice-enabled applications, allowing users to interact with devices and services using voice commands. The framework supports various use cases, including smart home automation, virtual assistants, and more.
الوصف
هي إطار عمل لتفاعل الآلة العصبية الصوتية التي تسمح للمطورين ببناء Interfaces التفاعلية باللغة الطبيعية باستخدام معالجة اللغة الطبيعية (NLP) والذكاء الاصطناعي (AI). يوفّر الإطار مجموعة من الأدوات والمكتبات لإنشاء تطبيقات صوتية، مما يسمح للمستخدمين بالتفاعل مع الأجهزة والخدمات باستخدام أوامر الصوت. يدعم الإطار استخدامات متعددة، بما في ذلك automation المنزل الذكية والوكلاء الافتراضيون وغيرها.
Novelty
7/10Tags
voice-native ai-interaction conversational-interfaces natural-language-processing artificial-intelligence smart-home-automation virtual-assistants
Technologies
click pydantic
Claude Models
claude-opus-4.6
Quality Score
B+
89.3/100
Structure
93
Code Quality
100
Documentation
85
Testing
85
Practices
68
Security
100
Dependencies
80
Strengths
- CI/CD pipeline configured (github_actions)
- Good test coverage (60% test-to-source ratio)
- Code linting configured (ruff (possible))
- Consistent naming conventions (snake_case)
- Low average code complexity \u2014 well-structured code
- Good security practices \u2014 no major issues detected
- Properly licensed project
Security & Health
4.1h
Tech Debt (D)
High
DORA Rating
A
OWASP (100%)
Generated by Repobility's multi-pass static-analysis pipeline (https://repobility.com)
PASS
Quality Gate
A
Risk (9)
Apache-2.0
License
0.0%
Duplication
Languages
Frameworks
pytest
Symbols
variable24
class7
method6
function4
constant3
Concepts (5)
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| auto_description | Project Description | > Voice-native AI interaction framework | 80% | |||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||
| arch_layer | testing | Detected testing layer | 70% | |||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||
| auto_category | Testing | testing | 70% | |||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||
| design_pattern | Factory | Found factory/create_ naming patterns | 60% | |||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||
| business_logic | Testing | Detected from 3 related files | 50% | |||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||
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