AgentIndex icon
AgentIndex
mcp-apache-spark-history-server logo
mcp-apache-spark-history-server
★ 205
vs
fastapi_mcp logo
fastapi_mcp
★ 12.0k

mcp-apache-spark-history-server vs fastapi_mcp

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.; fastapi_mcp: FastAPI-MCP allows you to expose your existing FastAPI endpoints as Model Context Protocol (MCP) tools. It offers native integration with FastAPI, including built-in authentication using existing dependencies, and preserves schemas and documentation.

01

TL;DR

mcp-apache-spark-history-server logo
mcp-apache-spark-history-serverDev Tooling · ★ 205

Investigate why a Spark job is running slower than usual

Read mcp-apache-spark-history-server full review →
fastapi_mcp logo
fastapi_mcpDev Tooling · ★ 12.0k
When to choose:
  • You already have a FastAPI application and want to expose its endpoints as MCP tools while reusing your existing FastAPI authentication dependencies and Swagger schemas.
  • You want to mount the MCP server directly onto your ASGI app or deploy it separately under an MIT license.
When to skip:
  • You are building a standalone MCP server from scratch rather than wrapping a FastAPI app; use FastMCP or the official MCP Python SDK.
  • You need an actively updated repository (last push was November 2025).
Read fastapi_mcp full review →
02

Side-by-Side Comparison

Field
mcp-apache-spark-history-server logomcp-apache-spark-history-server
fastapi_mcp logofastapi_mcp
Category
Dev Tooling
Dev Tooling
Stars
★ 205
★ 12.0k
License
Apache-2.0
MIT
Install Command
pip install mcp-apache-spark-history-server
uv add fastapi-mcp
Updated
3d ago
11mo ago
Open Source
Yes
Yes
Website
↗ Visit
↗ Visit
GitHub
↗ GitHub
↗ GitHub
Tags
apache-spark, big-data, data-processing
FastAPI, MCP, Python
03

Features

mcp-apache-spark-history-server logomcp-apache-spark-history-server
01Natural language query of Spark job details
02Performance metrics analysis across applications
03Cross-job comparison for regression detection
04Failure investigation with detailed error analysis
05Multi-server and multi-environment support
fastapi_mcp logofastapi_mcp
01Authentication built in, using your existing FastAPI dependencies!
02FastAPI-native: Not just another OpenAPI -> MCP converter
03Zero/Minimal configuration required
04Preserving schemas of your request models and response models
05Flexible deployment - Mount your MCP server to the same app, or deploy separately
04

Use Cases

mcp-apache-spark-history-server logomcp-apache-spark-history-server
↳Investigate why a Spark job is running slower than usual
↳Analyze root cause of job failures
↳Compare performance of current and previous job runs
fastapi_mcp logofastapi_mcp
↳Integrating FastAPI services as tools for large language models (LLMs) that support MCP.
↳Enabling LLMs to interact with and utilize existing business logic and data exposed via FastAPI.
↳Quickly exposing authenticated FastAPI APIs as discoverable and usable tools within an MCP ecosystem.
05

Best For

mcp-apache-spark-history-server logomcp-apache-spark-history-server
—
fastapi_mcp logofastapi_mcp
Most PopularEssential
FAQ

FAQ

What is the difference between mcp-apache-spark-history-server and fastapi_mcp?
Both mcp-apache-spark-history-server and fastapi_mcp are in the Dev Tooling category. mcp-apache-spark-history-server has 205 stars, while fastapi_mcp has 12.0k stars.
Which is better, mcp-apache-spark-history-server or fastapi_mcp?
The best choice depends on your use case. Choose mcp-apache-spark-history-server if Investigate why a Spark job is running slower than usual, and fastapi_mcp if Integrating FastAPI services as tools for large language models (LLMs) that support MCP..
Is mcp-apache-spark-history-server free or open source?
Yes, mcp-apache-spark-history-server is open source on GitHub (Apache-2.0).
Is fastapi_mcp free or open source?
Yes, fastapi_mcp is open source on GitHub (MIT).
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Related

Alternatives to mcp-apache-spark-history-server →Alternatives to fastapi_mcp →mcp-apache-spark-history-server details →fastapi_mcp details →