vgiri2015/ai-spark-mcp-server

3.4

If you are the rightful owner of ai-spark-mcp-server and would like to certify it and/or have it hosted online, please leave a comment on the right or send an email to henry@mcphub.com.

Spark MCP Optimizer is a project that implements a Model Context Protocol (MCP) server and client for optimizing Apache Spark code.

Tools

Functions exposed to the LLM to take actions

optimize_spark_code

Optimizes PySpark code for better performance.

analyze_performance

Analyzes performance differences between original and optimized code.

Prompts

Interactive templates invoked by user choice

No prompts

Resources

Contextual data attached and managed by the client

No resources

Related MCP Servers

View all developer_tools servers →

context7

4.9

by upstash

Context7 MCP provides up-to-date, version-specific documentation and code examples directly into your prompt, enhancing the capabilities of LLMs by ensuring they use the latest information.

developer_tools

Sequential Thinking

4.6

by modelcontextprotocol

An MCP server implementation that provides a tool for dynamic and reflective problem-solving through a structured thinking process.

research_and_data

mindsdb

4.6

by mindsdb

MindsDB is an open-source server that enables seamless interaction with large-scale federated data using the Model Context Protocol (MCP).

databases

mcpdoc

4.5

by langchain-ai

MCP LLMS-TXT Documentation Server provides a structured way to manage and retrieve LLM documentation using the Model Context Protocol.

developer_tools

mcp-server-chart

4.5

by antvis

A Model Context Protocol server for generating charts using AntV.

research_and_data

mcp-server

4.5

by e2b-dev

The E2B MCP Server enables code interpreting capabilities for the Claude Desktop app using the E2B Sandbox.

developer_tools

evm-mcp-server

4.5

by mcpdotdirect

A comprehensive Model Context Protocol (MCP) server that provides blockchain services across multiple EVM-compatible networks.

finance

wcgw

4.5

by rusiaaman

wcgw is an MCP server with tightly integrated shell and code editing tools, designed to empower chat applications like Claude to code, build, and run on your local machine.

developer_tools

mcp-sequentialthinking-tools

4.4

by spences10

An adaptation of the MCP Sequential Thinking Server designed to guide tool usage in problem-solving by breaking down complex problems into manageable steps.

developer_tools

paelladoc

4.4

by jlcases

PAELLADOC is an AI-First Development framework implementing the Model Context Protocol (MCP) to enhance LLM interactions with external tools and context.

ai_chatbot

code2prompt

4.4

by mufeedvh

Code2Prompt is a tool that converts your codebase into a single LLM prompt, facilitating code analysis and generation.

developer_tools

mcp-server-calculator

4.4

by githejie

A Model Context Protocol server for calculating. This server enables LLMs to use calculator for precise numerical calculations.

developer_tools

claude-code-mcp

4.4

by auchenberg

Claude Code MCP is an implementation of Claude Code as a Model Context Protocol (MCP) server, enabling its software engineering capabilities through a standardized interface.

developer_tools

mcp

4.3

by mondaycom

monday.com MCP is an open framework for integrating AI agents with monday.com, providing secure access to structured data and tools for smart decision-making.

cloud_platforms

DesktopCommanderMCP

4.3

by wonderwhy-er

Desktop Commander MCP is a tool that allows users to search, update, manage files, and run terminal commands using AI, without incurring API token costs.

file_systems

f2c-mcp

4.3

by f2c-ai

A Model Context Protocol server for Figma Design to Code using F2C.

developer_tools

mcp-compass

4.3

by liuyoshio

MCP Compass is a discovery and recommendation service for exploring Model Context Protocol servers using natural language queries.

research_and_data

mcp-grafana

4.3

by grafana

A Model Context Protocol (MCP) server for Grafana providing access to your Grafana instance and its ecosystem.

monitoring

mcp-nixos

4.3

by utensils

MCP-NixOS is a Model Context Protocol server designed to provide accurate information about NixOS, Home Manager, and nix-darwin configurations, preventing AI assistants from generating incorrect data.

os_automation

apktool-mcp-server

4.3

by zinja-coder

apktool-mcp-server is a fully automated MCP server built on top of apktool to analyze Android APKs using LLMs like Claude, providing live reverse engineering support.

security

mcp-git-ingest

4.3

by adhikasp

A Model Context Protocol (MCP) server that helps read GitHub repository structure and important files.

developer_tools

notion-mcp-server

4.2

by awkoy

Notion MCP Server is a Model Context Protocol server implementation that enables AI assistants to interact with Notion's API, providing tools for reading, creating, and modifying Notion content through natural language interactions.

ai_chatbot

duckduckgo-mcp-server

4.2

by nickclyde

A Model Context Protocol (MCP) server that provides web search capabilities through DuckDuckGo, with additional features for content fetching and parsing.

browser_automation

jinni

4.2

by smat-dev

Jinni is a tool designed to efficiently provide Large Language Models (LLMs) with the context of your projects by consolidating relevant project files.

developer_tools

mcp-language-server

4.2

by isaacphi

The MCP Language Server is a server that facilitates the integration of language servers with Model Context Protocol (MCP) enabled clients, providing enhanced code navigation and semantic tools.

developer_tools

mcp-reasoner

4.2

by Jacck

MCP Reasoner is a reasoning implementation for Claude Desktop that enhances complex problem-solving using Beam Search and Monte Carlo Tree Search (MCTS).

developer_tools

gistpad-mcp

4.2

by lostintangent

GistPad MCP is a server for managing and sharing personal knowledge, daily notes, and reusable prompts via GitHub Gists, integrated with VS Code and GistPad.dev.

knowledge_and_memory