dvcrn AIOps Agent
AI-driven intelligent operations system for proactive monitoring, intelligent diagnosis, and automated remediation.
✅ v1.0.1 Update
What's New:
- 🐛 Fixed syntax errors (18/18 tests passing)
- 📦 Added missing dependencies documentation
- 🧪 Improved test coverage
Quick Start
# Clone and setup
cd sre-agent
cp .env.example .env
# Install dependencies
pip install -r requirements.txt
# Start services
make up
# Access
# API: http://localhost:8000
# Docs: http://localhost:8000/docs
📦 Dependencies
Core Dependencies
pip install fastapi uvicorn kubernetes anthropic scikit-learn pandas numpy
Testing Dependencies
pip install pytest pytest-asyncio pytest-cov
Features
- ⚡ Proactive alerting (1-3 hours ahead)
- 🔍 Automated root cause analysis
- 🤖 Self-healing automation
- 📊 Multi-dimensional monitoring
- 🧠 LLM-powered insights
Architecture
- Perception: Metrics, logs, events collection
- Cognition: Anomaly detection, prediction, RCA
- Decision: Risk assessment, action planning
- Action: Automated remediation
🧪 Testing
# Run all tests
pytest
# With coverage
pytest --cov=src --cov-report=html
# Test results: 18/18 passing ✅
📝 Changelog
v1.0.1 (2026-02-25)
- Fixed syntax errors in core modules
- All 18 tests passing
- Added missing dependencies documentation
v1.0.0 (2026-02-24)
- Initial release
- Complete AIOps framework
- Multi-layer architecture (Perception → Cognition → Decision → Action)