Intelligent AI agent for automated test gap analysis and quality intelligence
Project description
Qualitics AI
An intelligent AI agent for automated test gap analysis and quality intelligence.
Requirements
- Python 3.10+ (Recommended: Python 3.11 or 3.12)
- Modern operating systems (Linux, macOS, Windows)
- Git access to target repositories
- API access to bug tracking systems
Overview
Qualitics AI automates the comprehensive analysis of software quality by:
- Analyzing production bugs from multiple tracking systems (JIRA, Azure DevOps, GitHub Issues)
- Examining repository test infrastructure across platforms (GitHub, Azure Repos, GitLab)
- Identifying critical test coverage gaps using AI-powered pattern recognition
- Generating actionable test scenarios with developer-specific recommendations
- Producing professional reports for stakeholders and technical teams
Key Features
- Multi-Platform Integration: GitHub, Azure Repos, GitLab, Bitbucket
- Bug Tracking Systems: JIRA, Azure DevOps, GitHub Issues, ServiceNow
- AI-Powered Analysis: Pattern recognition, natural language processing
- Automated Report Generation: PDF, Confluence, Markdown, JSON formats
- Configurable Analysis: Customer-specific repository and bug tracking setups
- Developer-Centric Insights: Extract technical root causes from developer discussions
🚀 Quick Start
Installation
Option 1: PyPI Package (Recommended)
# Install from PyPI
pip install qualitics-ai
# Initialize configuration
qualitics init --output config/my_config.yaml
# Run analysis
qualitics analyze --config config/my_config.yaml
Option 2: Docker Container
# Create configuration directory
mkdir -p ./config ./reports
# Initialize configuration
docker run --rm -v $(pwd):/workspace ghcr.io/arpitkothari-hub/qualitics-ai:latest
qualitics init --output /workspace/config/my_config.yaml
# Run analysis
docker run --rm -v $(pwd):/workspace ghcr.io/arpitkothari-hub/qualitics-ai:latest
qualitics analyze --config /workspace/config/my_config.yaml
Option 3: Development Installation
# Clone the repository
git clone https://github.com/arpitkothari-hub/qualitics-ai.git
cd qualitics-ai
# Install in development mode
pip install -e .
# Run the analysis
qualitics-ai init --output config/my_config.yaml
qualitics-ai analyze --config config/my_config.yaml
Configuration
Qualitics AI is designed to be customer-configurable for different:
- Repository systems (GitHub, Azure Repos, GitLab)
- Bug tracking tools (JIRA, Azure DevOps, GitHub Issues)
- Analysis scope (time ranges, severity filters, component focus)
- Report formats and delivery methods
Architecture
- Core Engine:
qualitics_ai/core/- Main analysis logic - Integrations:
qualitics_ai/integrations/- Repository and bug tracking connectors - Analysis:
qualitics_ai/analysis/- AI-powered pattern recognition - Reports:
qualitics_ai/reports/- Multi-format report generation - Config:
config/- Customer configuration management
Development
# Setup development environment
python -m venv venv
source venv/bin/activate # On Windows: venv\Scripts\activate
pip install -r requirements-dev.txt
# Run tests
pytest
# Run linting
flake8 qualitics_ai/
black qualitics_ai/
# Type checking
mypy qualitics_ai/
License
Commercial software - All rights reserved.
Support
For enterprise support and custom configurations, contact: support@qualitics.ai
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