"Discussing Application Architectures and Server Costing" matching MCP servers:

• XMCP Application

  burkeholland

  A

  license

  -

  quality

  C

  maintenance

  A development server that automatically discovers and exposes tools from the src/tools directory, allowing you to create and run Machine Comprehension Protocol (MCP) services with either HTTP or STDIO transport methods.

  Last updated 2026-05-23

  15

  1

  MIT

• XMCP Application

  basehub-ai

  A

  license

  -

  quality

  D

  maintenance

  A server that leverages the XMCP framework to discover and execute tools from the src/tools directory, supporting both SSE and STDIO transport methods for interaction.

  Last updated 2025-08-05

  2,110

  11

  MIT

• xmcp Application

  SumitNawathe

  F

  license

  -

  quality

  D

  maintenance

  A Model Context Protocol (MCP) server template designed for building structured tools, prompts, and resources with built-in support for HTTP and STDIO transports. It provides a standardized framework for developers to create and deploy AI-driven services using TypeScript and Zod schema validation.

  Last updated 2026-03-17

  4

• Template MCP Server

  redhat-data-and-ai

  A

  license

  -

  quality

  D

  maintenance

  A production-ready foundation template for building Model Context Protocol (MCP) servers with FastAPI, featuring modular tools, comprehensive testing, and OpenShift deployment configurations. Includes automated transformation scripts to create custom domain-specific MCP servers.

  Last updated 2026-07-02

  64

  Apache 2.0

• OpenAI and Claude MCP

  Spysailor

  A

  license

  -

  quality

  D

  maintenance

  A simple server that acts as a Master Control Program (MCP) for unified interaction with OpenAI and Anthropic (Claude) AI models through a single API endpoint.

  Last updated 2025-04-13

  34

  MIT
• 

  Teradata MCP Serverofficial

  Teradata

  A

  license

  A

  quality

  A

  maintenance

  A server providing tools for querying and analyzing Teradata databases, including database management, data quality assessment, and SQL execution capabilities through an MCP interface.

  Last updated 2026-07-23

  47

  53

  MIT

• PostgreSQL MCP Server

  1Levick3

  A

  license

  A

  quality

  D

  maintenance

  A Model Context Protocol server that enables interaction with PostgreSQL databases for analyzing setups, debugging issues, managing schemas, migrating data, and monitoring performance.

  Last updated 2025-04-29

  1

  3

  1

  MIT

• SSH MCP Server

  vilasone455

  F

  license

  A

  quality

  D

  maintenance

  A local Model Context Protocol server that allows LLMs to securely execute shell commands on remote Linux and Windows systems via SSH connections.

  Last updated 2025-05-27

  6

  10

  2

• mcp-shell-server

  tumf

  A

  license

  A

  quality

  B

  maintenance

  A secure shell command execution server implementing the Model Context Protocol (MCP). This server allows remote execution of whitelisted shell commands with support for stdin input.

  Last updated 2026-07-22

  1

  182

  MIT

• AICre8 MCP Server

  AICre8dev

  A

  license

  A

  quality

  D

  maintenance

  Enables AI agents to create, modify, and deploy web projects through the AICre8 platform's sandbox environment. It supports project management, code generation, and direct shell command execution for streamlined web development.

  Last updated 2026-03-13

  7

  3

  MIT

• Jupyter MCP Server

  ChengJiale150

  A

  license

  A

  quality

  D

  maintenance

  AI-powered MCP server for connecting and managing Jupyter Notebooks. Enables interactive code execution, multi-notebook management, and multimodal output for data analysis, visualization, and machine learning.

  Last updated 2025-11-01

  12

  8

  MIT

• vscode-mcp-server

  juehang

  A

  license

  A

  quality

  D

  maintenance

  vscode-mcp-server

  Last updated 2026-01-07

  9

  397

  380

  MIT

• Modal MCP Server

  smehmood

  A

  license

  A

  quality

  D

  maintenance

  An MCP server that enables AI agents to interact with Modal, allowing them to deploy apps and run functions in a serverless cloud environment.

  Last updated 2025-03-25

  7

  3

  MIT

• MCP Server Framework

  tim-akkio

  F

  license

  A

  quality

  D

  maintenance

  A general-purpose MCP server that provides utility tools for echo, date/time, and file operations within Claude Code and Claude Desktop. It functions as an extensible framework designed to help developers easily build and register custom Python-based tools.

  Last updated 2026-01-26

  11

• server-commands-rtk

  Ev3lynx727

  A

  license

  A

  quality

  A

  maintenance

  MCP server for executing shell commands with automatic RTK token reduction, persistent caching, and execution logging.

  Last updated 2026-07-14

  2

  8

  38

  1

  MIT
• 

  alpaca-mcp-serverofficial

  alpacahq

  A

  license

  A

  quality

  C

  maintenance

  alpaca-mcp-server

  Last updated 2026-07-23

  61

  886

  MIT

• DataPilot MCP Server

  rickyb30

  A

  license

  A

  quality

  D

  maintenance

  A Model Context Protocol server that enables natural language interaction with Snowflake databases through AI guidance, supporting core database operations, warehouse management, and AI-powered data analysis features.

  Last updated 2025-07-08

  13

  2

  MIT

• Gemini MCP Server

  aliargun

  A

  license

  A

  quality

  F

  maintenance

  Model Context Protocol (MCP) server implementation that enables Claude Desktop to interact with Google's Gemini AI models.

  Last updated 2025-07-14

  6

  126

  259

  MIT

• cosense-mcp-server

  yosider

  A

  license

  A

  quality

  C

  maintenance

  The cosense-mcp-server facilitates the integration with Claude Desktop by serving as a middleware command pipeline server, allowing for interaction with projects in cosense.

  Last updated 2025-12-22

  4

  5

  21

  MIT

• ChatGPT MCP Server

  Toowiredd

  F

  license

  A

  quality

  F

  maintenance

  A Model Context Protocol server that enables Docker container management through natural language interactions using a custom GPT interface.

  Last updated 2025-07-22

  7

  15