MCP_Server_Practice

Dhiraj123-star/MCP_Server_Practice

3.1
ai_chatbotcommunicationdeveloper_toolsknowledge_and_memoryentertainment_and_media

If you are the rightful owner of MCP_Server_Practice 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.

A modular FastAPI-based server powered by FastMCP, showcasing practical implementations of AI tools, math operations, web search, audio response generation, and external API integration.

🧠 MCP Server Practice

A modular FastAPI-based server powered by FastMCP, showcasing practical implementations of AI tools, math operations, web search, audio response generation, and external API integration.

🚀 Core Functionalities

🔧 Math Utilities

  • add(a, b): Returns the sum of two integers.
  • multiply(a, b): Returns the product of two integers.

🌤️ Weather API Integration

  • get_weather(city): Fetches live weather data for a specified city using the WeatherAPI.

🌐 Web Search (via OpenAI Tools)

  • web_search(query): Performs a live web search using OpenAI’s web search tool and returns a concise result.

🔊 Audio Response Generation

  • audio_query(text): Converts a text query into spoken audio (WAV format) using OpenAI’s gpt-4o audio capabilities. Audio files are saved automatically to the /audio folder.

🙋‍♂️ Custom Resource Example

  • greeting://{name}: Returns a personalized greeting string using the resource-based route.

🛠️ Built With

  • FastMCP: A server interface for tool-based workflows.
  • FastAPI: Web framework for high-performance APIs.
  • OpenAI: Powering AI-based search, chat, and audio generation.
  • WeatherAPI: External API for real-time weather updates.
  • Python + dotenv: For scripting and secure environment variable handling.

💻 How It Works

Each tool is defined using the @mcp.tool() decorator, making it accessible as a callable interface for AI agents or CLI tools. The server runs with:

mcp.run(transport="stdio")

Related MCP Servers

View all ai_chatbot servers →
google-docs-mcp

google-docs-mcp

4.8

by a-bonus

The Ultimate Google Docs MCP Server connects Claude Desktop or other MCP clients to Google Docs, enabling advanced document manipulation through the Model Context Protocol (MCP) and the fastmcp library.

ai_chatbot
biomcp

biomcp

4.7

by genomoncology

BioMCP is an open-source toolkit designed to enhance AI assistants with specialized biomedical knowledge by connecting them to authoritative biomedical data sources.

research_and_data
elevenlabs-mcp

elevenlabs-mcp

4.6

by elevenlabs

Official ElevenLabs Model Context Protocol (MCP) server for interaction with Text to Speech and audio processing APIs.

ai_chatbot
mindsdb

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
paelladoc

paelladoc

4.5

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
mcp-notion-server

mcp-notion-server

4.5

by suekou

MCP Server for the Notion API, enabling LLM to interact with Notion workspaces. Additionally, it employs Markdown conversion to reduce context size when communicating with LLMs, optimizing token usage and making interactions more efficient.

databases
notion-mcp-server

notion-mcp-server

4.4

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
f2c-mcp

f2c-mcp

4.3

by f2c-ai

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

developer_tools
osp_marketing_tools

osp_marketing_tools

4.3

by open-strategy-partners

A comprehensive suite of tools for technical marketing content creation, optimization, and product positioning based on Open Strategy Partners' proven methodologies.

communication
runno MCP

runno MCP

4.3

by taybenlor

`@runno/mcp` is a Model Context Protocol server that provides a secure code execution environment for AI assistants.

ai_chatbot
mcp-crawl4ai-rag

mcp-crawl4ai-rag

4.2

by coleam00

Crawl4AI RAG MCP Server is a powerful implementation of the Model Context Protocol (MCP) integrated with Crawl4AI and Supabase, providing AI agents and AI coding assistants with advanced web crawling and RAG capabilities.

browser_automation
just-prompt

just-prompt

4.2

by disler

Just Prompt is a lightweight MCP server providing a unified interface to various LLM providers.

ai_chatbot
mcp-server-gemini

mcp-server-gemini

4.2

by aliargun

Gemini MCP Server is a Model Context Protocol server implementation that allows Claude Desktop to interact with Google's Gemini AI models.

ai_chatbot
python-mcp-server-client

python-mcp-server-client

4.2

by GobinFan

MCP Server is a server implementing the Model Context Protocol (MCP) to provide a standardized interface for AI models, connecting external data sources and tools like file systems, databases, or APIs.

ai_chatbot
mcp-server-reddit

mcp-server-reddit

4.1

by Hawstein

A Model Context Protocol server providing access to Reddit public API for LLMs.

ai_chatbot
mcp-think-tool

mcp-think-tool

4.1

by DannyMac180

A Model Context Protocol (MCP) server implementing the 'think' tool for improving Claude's complex reasoning capabilities.

ai_chatbot
think-mcp-server

think-mcp-server

4.1

by PhillipRt

The Think Tool MCP Server is an official implementation of Anthropic's 'think' tool, designed to enhance Claude's reasoning capabilities by providing a structured space for complex problem-solving.

ai_chatbot
bazi-mcp

bazi-mcp

4.1

by cantian-ai

Unlock precise Bazi insights with the Bazi MCP, the first AI-powered Bazi calculator.

ai_chatbot
rapidocr-mcp

rapidocr-mcp

4.1

by z4none

RapidOCR MCP Server is a Model Context Protocol server that provides an easy-to-use OCR interface.

ai_chatbot
square-mcp-server

square-mcp-server

4.1

by square

The Square Model Context Protocol Server (Beta) allows AI assistants to interact with Square's connect API using the Model Context Protocol standard.

cloud_platforms
mem0-mcp

mem0-mcp

4.0

by pinkpixel-dev

A Model Context Protocol (MCP) server that integrates with Mem0.ai to provide persistent memory capabilities for LLMs.

ai_chatbot
modelcontextprotocol

modelcontextprotocol

4.0

by perplexityai

An MCP server implementation that integrates the Sonar API to provide Claude with unparalleled real-time, web-wide research.

research_and_data
google-search

google-search

4.0

by web-agent-master

A Playwright-based Node.js tool that bypasses search engine anti-scraping mechanisms to execute Google searches and extract results.

browser_automation
drawio-mcp-server

drawio-mcp-server

3.9

by lgazo

The Draw.io MCP server is a Model Context Protocol implementation that integrates Draw.io's diagramming capabilities with AI agentic systems.

ai_chatbot
chronulus-mcp

chronulus-mcp

3.9

by ChronulusAI

MCP Server for Chronulus allows users to interact with Chronulus AI Forecasting & Prediction Agents using Claude.

ai_chatbot
NASA-MCP-server

NASA-MCP-server

3.9

by ProgramComputer

A Model Context Protocol (MCP) server for NASA APIs, providing a standardized interface for AI models to interact with NASA's vast array of data sources.

research_and_data
blender-mcp

blender-mcp

3.8

by ahujasid

BlenderMCP connects Blender to Claude AI through the Model Context Protocol (MCP), enabling prompt-assisted 3D modeling, scene creation, and manipulation.

entertainment_and_media