aiops-agent

name	aiops-agent
description	AI驱动的智能运维系统，实现主动预警、智能诊断和自动化治理
author	James Mei
contact	{"email":"[e-mail]","blog":"https://www.cnblogs.com/Jame-mei"}
metadata	{"openclaw":{"emoji":"🤖"}}

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
git clone <repo-url>
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
pip install kubernetes
pip install anthropic  # or openai
pip install scikit-learn
pip install pandas numpy

Testing Dependencies

pip install pytest pytest-asyncio pytest-cov

Optional Dependencies

pip install prometheus-client
pip install langchain
pip install prophet  # for time series prediction

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:
  • pytest, pytest-asyncio, pytest-cov
  • scikit-learn
  • fastapi
  • kubernetes
  • anthropic
• Improved documentation

v1.0.0 (2026-02-25)

• Initial release
• Core AIOps architecture
• Basic anomaly detection
• Prediction engine
• Root cause analysis