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AIOps Agent

AI-driven intelligent operations system for proactive monitoring, intelligent diagnosis, and automated remediation. Use for AIOps tasks, SRE automation, or i...

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版本1.0.1
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name: aiops-agent description: AI-driven intelligent operations system for proactive monitoring, intelligent diagnosis, and automated remediation. Use for AIOps tasks, SRE automation, or intelligent operations.

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)

如何使用「AIOps Agent」?

  1. 打开小龙虾AI(Web 或 iOS App)
  2. 点击上方「立即使用」按钮,或在对话框中输入任务描述
  3. 小龙虾AI 会自动匹配并调用「AIOps Agent」技能完成任务
  4. 结果即时呈现,支持继续对话优化

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