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mcp-apache-spark-history-server vs everything

Side-by-side comparison to help you pick between these two MCP servers.

mcp-apache-spark-history-server
by kubeflow
everything
by modelcontextprotocol
Stars★ 170★ 85,748
30d uses
Score5077
Official
Categories
Developer ToolsMonitoringAI / LLM Tools
Developer ToolsAI / LLM ToolsOther
LanguagePythonTypeScript
Last committhis monththis month

mcp-apache-spark-history-server · Summary

MCP Server connecting AI agents to Apache Spark History Server for job analysis and performance monitoring.

everything · Summary

Official MCP test server exercising all protocol features for client builders.

mcp-apache-spark-history-server · Use cases

  • AI agents investigating failed or slow Spark applications using natural language queries
  • Comparing performance metrics between different Spark job runs to identify regressions
  • Automating Spark job monitoring and alerting through integration with AI agents

everything · Use cases

  • Testing MCP client implementations against all protocol features
  • Learning MCP protocol capabilities through a reference server
  • Validating client compatibility with different transport methods

mcp-apache-spark-history-server · Install

Install with pip:

pip install mcp-apache-spark-history-server
spark-mcp

Run directly with uvx (no install needed):

uvx --from mcp-apache-spark-history-server spark-mcp

Configuration via config.yaml (supports multiple servers):

servers:
  local:
    default: true
    url: "http://your-spark-history-server:18080"
    auth:
      username: "user"
      password: "pass"
mcp:
  transports:
    - streamable-http
  port: "18888"

Claude Desktop configuration:

{
  "mcpServers": {
    "spark": {
      "command": "spark-mcp",
      "args": []
    }
  }
}

everything · Install

NPX (recommended)

{
  "mcpServers": {
    "everything": {
      "command": "npx",
      "args": ["-y", "@modelcontextprotocol/server-everything"]
    }
  }
}

On Windows, use cmd /c:

{
  "mcpServers": {
    "everything": {
      "command": "cmd",
      "args": ["/c", "npx", "-y", "@modelcontextprotocol/server-everything"]
    }
  }
}

Docker

{
  "mcpServers": {
    "everything": {
      "command": "docker",
      "args": ["run", "-i", "--rm", "mcp/everything"]
    }
  }
}

Global install

npm install -g @modelcontextprotocol/server-everything@latest
npx @modelcontextprotocol/server-everything
Comparison generated from public README + GitHub signals. Last updated automatically.