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