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monoscope-techAI-powered observability for system analysis
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Monoscope is an open-source observability platform designed to ingest and explore logs, metrics, and traces. It leverages AI for automated anomaly detection and natural language querying, offering a cost-effective solution for storing years of data in S3-compatible buckets. This platform aims to significantly reduce alert fatigue and provide deeper system insights for engineers and power users.
How It Works
The system ingests telemetry data (logs, metrics, traces) via an API, which is then processed by the TimeFusion Engine for efficient storage in S3-compatible buckets. A dedicated LLM pipeline facilitates natural language search capabilities. Concurrently, an AI anomaly detection module analyzes correlated signals from logs, metrics, and traces to identify deviations from learned system behavior patterns without requiring manual configuration.
Quick Start & Requirements
docker-compose up. Access the UI at http://localhost:8080 (default credentials: admin/changeme).telemetrygen (for test data generation), and OpenTelemetry instrumentation for applications (examples provided for Python, Node.js, Java).Highlighted Details
1 day ago
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