README.md

metadata

title: DevOps Fortune Teller
emoji: 🔮
colorFrom: purple
colorTo: pink
sdk: gradio
sdk_version: 4.44.0
app_file: app.py
pinned: false
short_description: AI-Powered Predictive Log Analysis for DevOps

🔮 DevOps Fortune Teller

AI-Powered Predictive Log Analysis for DevOps Teams

🚀 What Does It Do?

DevOps Fortune Teller analyzes your deployment and application logs to predict potential issues before they escalate. Instead of just reading logs, it uses AI to detect patterns and forecast problems.

✨ Features

• 🤖 AI-Powered Analysis: Uses transformer-based sentiment analysis
• 🎯 Pattern Detection: Identifies memory issues, connection problems, performance degradation, and more
• 📊 Health Scoring: Get an instant health score for your deployment
• 🔮 Predictive Insights: Forecasts issues 2-4 hours before they become critical
• 💡 Actionable Recommendations: Get specific advice on how to fix detected issues

🎨 What Makes It Unique?

Unlike traditional log viewers, this tool:

• Treats logs as predictive data rather than just historical records
• Uses AI sentiment analysis to gauge system health
• Provides confidence scores on predictions
• Suggests proactive actions to prevent failures

📋 Supported Log Patterns

The tool detects:

• Memory pressure and OOM risks
• Connection timeouts and network issues
• Performance degradation (slow queries, high CPU)
• Lock contention and deadlocks
• Disk space exhaustion
• Cascading timeout failures

🔧 How to Use

1. Paste your logs (supports standard ERROR/WARN/INFO formats)
2. Click "Predict Issues"
3. Review predictions, health score, and recommendations
4. Take action before problems escalate!

📝 Example Log Format

2026-01-10 14:23:45 INFO Deployment started
2026-01-10 14:23:47 WARN Memory usage at 78%
2026-01-10 14:24:01 ERROR Connection timeout

🛠️ Tech Stack

• Gradio: Beautiful web interface
• Transformers: AI-powered sentiment analysis
• Pattern Recognition: Custom algorithms for DevOps-specific issues

🎯 Perfect For

• Post-deployment health checks
• Production incident investigation
• Proactive monitoring
• Team standups and retrospectives

📄 License

MIT License - Feel free to use and modify!

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Built with ❤️ for DevOps teams who want to stay ahead of issues