mcp-apache-spark-history-server

The Kubeflow Spark History MCP Server bridges AI agents with Apache Spark infrastructure, enabling intelligent job analysis, performance monitoring, and failure investigation. It provides 18 specialized MCP tools for querying Spark History Server data, supporting multi-server configurations and AWS integrations.

mcp-apache-spark-history-server sits in the Dev Tooling category, so it is usually better judged by workflow fit, deployment style, and team needs than by isolated features alone. Based on the available metadata, it leans most clearly toward Natural language query of Spark job details. A representative use case is Investigate why a Spark job is running slower than usual. The listed license is Apache-2.0. GitHub stars are currently 205. Relevant tags include apache-spark, big-data.