Supported technologies

Instana Generative AI observability supports a wide range of AI frameworks, model providers, infrastructure platforms, and related technologies.

AI agent frameworks

Monitor applications built with popular AI agent frameworks:

View all AI agent frameworks

LLM providers

Monitor LLM interactions across multiple providers:

View all LLM providers

Infrastructure and hosting

Monitor the infrastructure hosting your AI applications:

  • GPU monitoring: Monitor NVIDIA GPU metrics with DCGM

  • vLLM: Monitor vLLM inference servers

View all infrastructure options

Vector databases

Monitor vector database operations:

  • Milvus: Monitor Milvus vector database queries and operations

View all vector databases

Model Context Protocol (MCP)

Monitor AI applications using the Model Context Protocol: