MCP Apache Spark History Server
未认领MCP Server and CLI for Apache Spark History Server. Debug Spark applications from AI agents, scripts, or the terminal.
01 / 选择客户端
03 / 添加配置
claude mcp add --transport stdio 'mcp-apache-spark-history-server' -- 'uvx' '--from' 'mcp-apache-spark-history-server' 'spark-mcp'04 / 在客户端中确认
打开客户端的 MCP 设置，确认服务器已连接并列出工具。复制配置不代表连接成功。
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浏览完整目录安全概况
已认领和已认证的服务器每周接受一次静态扫描，显示代码能触及的范围（外部服务、环境变量、shell 命令、代理配置目录）以及带有已知公告的依赖。认领此列表即可获得。 安全概况的工作原理
19 个工具中显示 19 个
文档中列出的工具 (19)
内容来自项目文档。服务器握手不会验证每个工具的说明或行为。
aws_analyze_spark_workload
One-shot root cause analysis of failed/slow Spark workloads
aws_spark_code_recommendation
Code fix recommendations for identified Spark issues
compare_job_environments
Diff Spark configs between two applications
compare_job_performance
Diff performance metrics between two applications
compare_sql_executions
Compare aggregated performance metrics (stages, tasks, shuffle, spill, GC) between two SQL executions; opt-in plan-structure diff
compare_stages
Compare two stages (optionally across applications): stage metrics and per-task p25/p50/p75/max quantiles
get_environment
Spark config, JVM info, system properties, classpath; optional section filter to return a single part
get_executor_summary
Aggregate metrics across all executors
get_executor_thread_dump
JVM thread dump for a driver/executor, with state/name/blocked filters (running apps only)
get_job_bottlenecks
Identify bottlenecks across stages, tasks, and executors
get_resource_usage_timeline
Chronological executor add/remove with resource totals
get_sql_execution
SQL execution header by default; opt-in plan, node metrics, job summaries, aggregated stage metrics, and stage list
get_stage
Stage detail with attempt and task metric distributions
list_applications
List applications with optional status, date, and limit filters; pass appid for a single application's detail (status, resources, duration, attempts). Returned applications always include their attempts.
list_executors
List executors with executor-id filtering and sorting (failed-tasks/duration/gc/id)
list_jobs
List jobs with status/job-id filtering and sorting (e.g. slowest by duration)
list_sql_executions
List SQL executions as curated summaries, with status/description filters, sorting, and a default limit
list_stage_task_failures
Failed tasks of a stage with their error messages (exception/stack trace)
list_stages
List stages with status filtering and sorting (e.g. slowest by duration)