# Spark

> Browse 3 items tagged with Spark.

## Items

- [Amazon SageMaker Unified Studio MCP for Spark Upgrade](https://mcpserver.ever.works/items/amazon-sagemaker-unified-studio-mcp-for-spark-upgrade) — MCP server in SageMaker Unified Studio for AI agents to automate Apache Spark upgrades and migrations to AWS Glue/EMR services. Offers code refactoring, compatibility testing, cluster modernization with AWS-native integrations and auto-provisioning. Supports DevOps agent workflows for data engineering, more specialized for Spark than Terraform's general IaC.
- [Kubeflow Spark History MCP Server](https://mcpserver.ever.works/items/kubeflow-spark-history-mcp-server) — Enable AI agents to analyze Spark job performance, identify bottlenecks, and provide intelligent insights for Kubeflow environments.
- [Amazon SageMaker Unified Studio MCP for Spark Troubleshooting and Code Recommendation](https://mcpserver.ever.works/items/amazon-sagemaker-unified-studio-mcp-for-spark-troubleshooting-and-code-recommendation) — MCP server that integrates with Amazon SageMaker Unified Studio to provide Apache Spark troubleshooting and real-time code recommendations for error and workload analysis on AWS Glue and EMR deployments.

---

_Canonical page: https://mcpserver.ever.works/tags/spark_