MCP Servers

Discover and explore Model Context Protocol servers for AI integration. Find the perfect tools to enhance your AI workflows.

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7/13/2025
alexwohletz_language-server-mcp

alexwohletz_language-server-mcp

MCP-Mirror

The MCP Language Server is a TypeScript-based Model Context Protocol (MCP) server designed to enhance code editing experiences by providing features such as hover information, code completion, and diagnostics. It supports TypeScript and theoretically Python, demonstrating core MCP concepts.


HTMLMCP
travel-impact-model-api

travel-impact-model-api

ag2-mcp-servers

The MCP Server is a Multi-Agent Conversation Protocol server automatically generated from an OpenAPI URL, specifically designed for Google's Travel Impact Model API. It supports various development tools and testing frameworks, facilitating code checking, formatting, and testing for developers.


PythonMCP
iaptic_mcp-server-iaptic

iaptic_mcp-server-iaptic

MCP-Mirror

The Iaptic Model Context Protocol Server (MCP Server for Iaptic) is a server for interacting with the Iaptic API, allowing Claude or other AIs to interact with your Iaptic data to answer questions about customers, purchases, transactions, and statistics. It provides functionalities for customer management, purchase records, transaction queries, and statistical analysis, suitable for scenarios requiring automated processing of customer data and transaction information.


TypeScriptMCP
json-placeholder-mcp

json-placeholder-mcp

kllarena07

The JSONPlaceholder MCP service is a tool service that provides the JSONPlaceholder API, primarily used to fetch simulated blog posts and comments data. It supports retrieving post lists, individual posts, post comments, and filtering comments by post ID through specific routes.


PythonMCP
excel-mcp-server-buckylee2019

excel-mcp-server

buckylee2019

Excel MCP Server is a Model Context Protocol (MCP) server that enables users to manipulate Excel files without requiring Microsoft Excel to be installed. It allows creating, reading, and modifying Excel workbooks through an AI agent.


PythonMCP
python-lft-mcp

python-lft-mcp

Agent-Hellboy

python-lft-mcp is a simple MCP server for lint, format, and test operations using Ruff, Black, and pytest. This project explores the Model Context Protocol (MCP) and demonstrates how to integrate developer tools into an LLM-powered IDE or inspector.


PythonMCP
mcp-server-template-ndajiya

mcp-server-template

ndajiya

mcp-server-template is a lightweight, generic Model Context Protocol (MCP) server implementation written in Node.js. It defines a few simple tools and can be used with any LLM that supports the MCP tool calling interface, including Claude, ChatGPT (via wrappers), OpenDevin, or open-source LLMs.


JavaScriptMCP
mcp-gradle

mcp-gradle

lkb2k

The Gradle Tomcat MCP Server is a tool for managing Gradle-based Tomcat applications, offering process management, log querying, and real-time monitoring capabilities, with integration support for Claude and other MCP clients.


JavaScriptMCP
fastmcp-weather-server

fastmcp-weather-server

abhilashsahoo

FastMCP Weather Server is a production-ready weather MCP server built with FastMCP and TypeScript that integrates seamlessly with Claude Desktop, VS Code, and Cursor. It provides real-time weather data for cities worldwide, featuring type safety, progress reporting, structured logging, and more, suitable for development and applications requiring weather data.


JavaScriptMCP
Remote-Command-MCP

Remote-Command-MCP

deepsuthar496

Remote-Command-MCP is a Model Context Protocol (MCP) server that enables remote command execution across different operating systems. This server provides a unified interface to execute shell commands, automatically handling platform-specific differences between Windows and Unix-like systems.


JavaScriptMCP
mcp-server-flatfile

mcp-server-flatfile

FlatFilers

Flatfile MCP Server is a service for interacting with the Flatfile API, offering over 100 API endpoint tools for data record management, space management, user role assignment, and more. It is suitable for scenarios requiring efficient data import, processing, and management.


TypeScriptMCP
php-mcp-protocol-server

php-mcp-protocol-server

Lucasdoreac

The PHP MCP Protocol Server is a tool for integrating PHP with Anthropic's Claude AI. Based on the official MCP SDK, it provides a robust and compatible solution that allows direct execution of PHP code from Claude. The server features automatic cleanup of temporary files, error handling, and environment verification, making it suitable for development scenarios requiring PHP and AI integration.


JavaScriptMCP
osirium-mcp-server

osirium-mcp-server

OsiriumAI

The Osirium MCP Server is a Model Context Protocol (MCP) server that enables AI agents to interact with Osirium's blockchain APIs in a structured way, allowing agents to query blockchain data directly without writing any code. Core features include querying token prices and history, retrieving NFT ownership information, viewing transaction history, checking token balances across multiple blockchain networks, and fetching asset transfers. It is suitable for AI agents and developers who need to interact with blockchain data.


TypeScriptMCP
snowflake-mcp-oxplot

snowflake-mcp

oxplot

Snowflake-mcp is a middleware service for querying Snowflake databases. It uses external browser authentication to avoid storing Snowflake credentials on disk, providing secure query capabilities. Note that the service currently does not restrict write operations, and users need to protect data security through Snowflake account permission settings.


GoMCP
graphiti_mcp_server

graphiti_mcp_server

chen9z

Graphiti MCP Server is a framework designed for AI agents in dynamic environments, used to build and query time-aware knowledge graphs. Unlike traditional Retrieval-Augmented Generation (RAG) methods, Graphiti continuously integrates user interactions, structured and unstructured enterprise data, and external information into a queryable graph. The framework supports incremental data updates, efficient retrieval, and precise historical queries without requiring complete graph recomputation, making it suitable for developing interactive, context-aware AI applications.


PythonMCP
mcp-nullbr-server

mcp-nullbr-server

chenglu1129

NullBR MCP Server is a movie and TV show resource search and retrieval service based on the MCP protocol, allowing intelligent agents to quickly access the NullBR API to search and obtain information about movies, TV shows, and other media resources. The service is developed based on the Spring AI framework and provides functions such as media search, movie details, and movie resource retrieval.


JavaMCP
remote-mcp-server-authless-byeongsoo99

remote-mcp-server-authless

byeongsoo99

This service is a remote MCP server deployed on Cloudflare Workers that can be used without authentication. It allows users to connect and use custom tools via the Cloudflare AI Playground or local MCP clients such as Claude Desktop.


TypeScriptMCP
remote-mcp-server-authless-survey-cf-demo

remote-mcp-server-authless-survey-cf-demo

mcc

This service is a remote MCP server deployed on Cloudflare Workers that does not require authentication. It allows users to connect and use custom tools via the Cloudflare AI Playground or local MCP clients such as Claude Desktop.


TypeScriptMCP
DMontgomery40_mcp-local-server

DMontgomery40_mcp-local-server

MCP-Mirror

BirdNet-Pi MCP Server is a Python-based Model Context Protocol (MCP) server designed for BirdNet-Pi integration. It offers features such as bird detection data retrieval, statistics and analysis, audio recording access, daily activity patterns, and report generation. It is suitable for bird research, ecological monitoring, and nature conservation.


PythonMCP
hideya_weather-mcp-server

hideya_weather-mcp-server

MCP-Mirror

This is a simple weather service example based on Model Context Protocol (MCP), primarily demonstrating MCP quickstart functionality. It provides a basic weather service interface that can be integrated with Claude for Desktop through configuration.


TypeScriptMCP
weather-mcp-server-michael7736

weather-mcp-server

michael7736

The MCP Weather Server is a Model Context Protocol (MCP) based service that provides US weather data query capabilities. By integrating the National Weather Service API, it enables real-time weather information access for MCP-compatible AI assistants like Claude.


PythonMCP
amoca-sendai-agent-kit-mcp-server

amoca-sendai-agent-kit-mcp-server

manolaz

The Solana Agent Kit MCP Server is an implementation based on the Model Context Protocol (MCP) for handling protocol operations on the Solana blockchain. It supports all actions from the Solana Agent Kit, provides standardized interactions, and supports environment-based configuration. It is suitable for developers and projects that need to perform protocol operations and interactions on the Solana blockchain.


TypeScriptMCP
periphery-mcp

periphery-mcp

cculbreath

The Periphery MCP Server is a Model Context Protocol (MCP) server that exposes Periphery's static analysis capabilities for iOS/macOS projects through a standard input/output (stdio) transport. It integrates Periphery's dead-code-detection functionality, offering automated setup, build verification, and structured analysis, designed for integration with MCP-aware clients like Claude Desktop.


PythonMCP
hsi-mcp-server

hsi-mcp-server

0nri

HSI MCP Server is a Model Context Protocol (MCP) server designed for personal use only, which retrieves Hang Seng Index (HSI) data and news headlines from AAStocks for research and educational purposes. The server provides real-time HSI data and AI-powered news summaries, compatible with all MCP-compatible clients.


PythonMCP
mcp-server-memos-enhanced

mcp-server-memos-enhanced

galacoder

The Enhanced Memos MCP Server is an improved version of the Memos MCP Server, offering key enhancements such as significant token reduction, smart pagination, multiple response formats, intelligent content summarization, and date and tag filtering. It is suitable for scenarios requiring efficient processing and organization of Memos data, such as personal knowledge management and team collaboration.


mcp-mood-quotes

mcp-mood-quotes

computerscienceiscool

The MCP Mood Quote Server is a simple service that returns inspirational quotes based on the user's mood. It accepts POST requests with moods (e.g., "happy", "sad", "tired") and returns a quote associated with that emotion. The service can be integrated with large language models (LLMs) like Claude or tested locally using tools like `curl`.


GoMCP
dcr-mcp

dcr-mcp

cybersiddhu

DCR MCP Server is a simple MCP (Model Control Protocol) server implementation based on mcp-go. It provides basic MCP server functionality and includes a Git Summary tool for analyzing commit messages and generating user-friendly summaries.


GoMCP
tinypng-mcp-server

tinypng-mcp-server

beordle

The TinyPNG image compression service is a service based on the TinyPNG API that provides compression for both local and remote images. This service helps users quickly compress images, reduce file size, improve webpage loading speed, and save storage space.


mcp-coinbase-commerce

mcp-coinbase-commerce

zhangzhongnan928

The MCP Coinbase Commerce Server is a Model Context Protocol (MCP) server that connects to the Coinbase Commerce API, enabling AI assistants like Claude to generate cryptocurrency payment links. It offers features such as generating customizable payment links, retrieving existing charge information, and secure API key management. It is suitable for AI assistants or developers needing cryptocurrency payment integration.


TypeScriptMCP
ai-docs-mcp

ai-docs-mcp

LaserFocused-ee

AI Docs MCP Server is a tool that provides documentation services to Claude and other AI assistants through the Model Context Protocol (MCP). It offers standardized MCP interfaces and supports various documentation categorization and retrieval functions, suitable for document interaction scenarios between developers and AI assistants.


TypeScriptMCP
mcp-auto-tools-ms

mcp-auto-tools-ms

lgiuppone

The MCP Server Helm Chart dynamically deploys an MCP (Model Context Protocol) server in a Kubernetes cluster, accessible remotely via Server-Sent Events (SSE). It allows users to expose any existing REST API as tools within the MCP environment, enabling intelligent agents or external clients to query and use them.


PythonMCP
useful-mcp-servers-sidbharath

useful-mcp-servers

sidbharath

The MCP Servers Collection is a set of Model Context Protocol servers designed to enhance AI capabilities. It includes various servers such as Twitter API and WordPress for posting tweets, searching recent tweets, and managing WordPress posts.


PythonMCP
code-portal-mcp

code-portal-mcp

TylerALofall

CodePortal MCP Server is a service that helps users organize code files into structured projects and provides direct access to AI models such as OpenAI and Google. Its core features include project organization, security management, API key management, direct AI access, and auto-shutdown. It is suitable for developers and teams who need efficient code project management and AI integration.


PythonMCP
mcp-tutorials

mcp-tutorials

rams1987

MCP (Model Context Protocol) is a standardized protocol that enables seamless communication between development environments (like Cursor) and AI models. It provides a structured way to share context and integrate AI capabilities into various tools and platforms.


ming-mcp-server

ming-mcp-server

mingder78

The ming-mcp-server is a TypeScript-based Model Context Protocol server that implements a simple notes system. It demonstrates core MCP concepts by providing resources, tools, and prompts. Key features include accessing notes via URIs, creating new notes, and generating summaries of notes. It is suitable for scenarios requiring simple note management and summary generation.


JavaScriptMCP
remote-mcp-server-anniandnevi

remote-mcp-server

anniandnevi

The Remote MCP Server is a remote service based on Cloudflare Workers, supporting OAuth login. It primarily provides remote services for the MCP (Model Context Protocol) protocol. It allows developers to interact with the server through tools like the MCP Inspector and Claude Desktop, enabling tool invocation and remote debugging.


TypeScriptMCP
mcp-server-location

mcp-server-location

v5tech

A location server based on MCP (Model Context Protocol) that provides IP address location and latitude/longitude query functionality.


JavaScriptMCP
MCP-RAG-sujithadr

MCP-RAG

sujithadr

MCP-RAG is a modular, production-grade implementation of a Retrieval-Augmented Generation (RAG) system, powered by MCP (Model Context Protocol) for standardized tool orchestration and GroundX for semantic search, ingestion, and vector store operations. It leverages OpenAI GPT-4 for LLM-powered contextual response generation, making it ideal for building AI-driven applications with reusable components.


PythonMCP
cloud-search-api

cloud-search-api

ag2-mcp-servers

The MCP Server is a Multi-Agent Conversation Protocol server auto-generated from an OpenAPI URL, specifically designed for the Google Cloud Search API. It supports various development tools and testing frameworks, making it suitable for developers who need to integrate the Google Cloud Search API.


PythonMCP
bigquery-data-transfer-api

bigquery-data-transfer-api

ag2-mcp-servers

This project is an MCP (Multi-Agent Conversation Protocol) Server designed for the Google BigQuery Data Transfer API based on OpenAPI specifications. It supports various transport modes such as stdio, sse, and streamable-http, and offers a comprehensive development toolchain including code formatting, static analysis, and test coverage reporting.


PythonMCP
cloud-bigtable-admin-api

cloud-bigtable-admin-api

ag2-mcp-servers

This project is a Multi-Agent Conversation Protocol (MCP) server based on OpenAPI, designed specifically for the Google Cloud Bigtable Admin API. It supports various development tools and testing frameworks, suitable for developers to manage and operate Bigtable databases in cloud environments.


PythonMCP
Gorgias-MCP-Server

Gorgias-MCP-Server

mattcoatsworth

The Gorgias MCP Server is a middleware service for interacting with the Gorgias helpdesk API. It provides a set of tools and resources for managing tickets, customer information, and other Gorgias functionalities.


JavaScriptMCP
apps-script-api

apps-script-api

ag2-mcp-servers

MCP Server is a Multi-Agent Conversation Protocol server based on OpenAPI specifications, supporting various transport modes and configuration methods. It is primarily used for developing, testing, and running multi-agent conversation systems.


PythonMCP
checks-api

checks-api

ag2-mcp-servers

MCP Server is a Multi-Agent Conversation Protocol server based on OpenAPI specifications, supporting various transport modes such as stdio, sse, and streamable-http. It is primarily used in development environments, providing features like code formatting, static analysis, and testing.


PythonMCP
bsmi021_mcp-filesystem-server

bsmi021_mcp-filesystem-server

MCP-Mirror

The Filesystem MCP Server is an implementation based on the Model Context Protocol (MCP), providing file system operations, analysis, and manipulation capabilities through a standardized tool interface. It supports various functionalities such as directory operations, file operations, analysis operations, and compression operations. This service is suitable for scenarios requiring file system management and analysis, such as file management, data analysis, and automated processing.


TypeScriptMCP
p4-test

p4-test

halfcurry

The Perforce MCP Server is a containerized Perforce server with a Node.js REST API for easy integration and testing. It provides access to the Perforce version control system, supporting file operations, change management, user management, and more, and can be operated through AI agents.


JavaScriptMCP
MCP-server-ashok54942

MCP-server

Ashok54942

EduChain is an AI-powered educational content server built with Flask and Google's Gemini AI, adhering to the Multi-Agent Collaboration Protocol (MCP). It dynamically generates and retrieves educational content, with core functionalities including AI-powered lesson plan generation, multiple-choice question (MCQ) generation, and predefined MCQ retrieval. It is suitable for educational institutions, online learning platforms, and individual learners.


azure-devops-mcp-server-jordiag

azure-devops-mcp-server

Jordiag

The Azure DevOps MCP Server is a set of .NET libraries and a Model Context Protocol (MCP) server designed to expose common Azure DevOps operations—such as creating work items, managing pull requests, queuing builds, and working with artifacts—through a uniform MCP endpoint, making these tasks accessible to AI agents for automation.


C#MCP
news-narrator

news-narrator

DavidZucchet

The MCP-Integrated News Narrator System is a system that fetches live news headlines using MCP (Model Context Protocol) servers, generates AI-powered images for each headline, and provides an interactive narration experience with pause/resume functionality and intelligent Q&A capabilities. It gracefully falls back to sample headlines when the MCP server fails.


PythonMCP
zerosync-co_mcp-server-autoprovisioner

zerosync-co_mcp-server-autoprovisioner

MCP-Mirror

AutoProvisioner MCP Server is an automatic provisioning server based on the Model Context Protocol, supporting both remote and local deployment methods. It provides SSE and stdio communication methods, suitable for scenarios requiring automated configuration and management.


TypeScriptMCP
cloud-scheduler-api

cloud-scheduler-api

ag2-mcp-servers

This project is an MCP (Multi-Agent Conversation Protocol) Server auto-generated for the Google Cloud Scheduler API based on the given OpenAPI URL. It supports various transport modes such as stdio, sse, and streamable-http, and comes with a comprehensive development toolchain including linting, formatting, static analysis, and testing.


PythonMCP
Analysis-Alpaca-Researcher

Analysis-Alpaca-Researcher

DeepKariaX

AnalysisAlpaca is a production-ready MCP (Model Context Protocol) server that enables comprehensive research and analysis capabilities for Claude and other MCP-compatible AI assistants. This server integrates web and academic search functionality with an optional web interface for interactive research and AI-powered report generation.


PythonMCP
sap-business-one-mcp-server-by-cdata

sap-business-one-mcp-server-by-cdata

CDataSoftware

The CData SAP Business One MCP Server is a Model Context Protocol (MCP) server designed specifically for SAP Business One. It exposes SAP Business One data as relational SQL models via the CData JDBC Driver and makes this data available through a simple MCP interface, allowing large language models (LLMs) to query live information using natural language questions without the need for SQL.


JavaMCP
Northbeam-MCP-Server

Northbeam-MCP-Server

mattcoatsworth

The Northbeam MCP Server is a Model Context Protocol (MCP) server for accessing Northbeam marketing analytics data. It provides tools and resources for querying metrics, dimensions, channel performance, cohort analysis, and attribution data from Northbeam.


JavaScriptMCP
remote-mcp-server-authless-marcin85011

remote-mcp-server-authless

marcin85011

This service is a remote MCP server deployed on Cloudflare Workers that can be used without authentication. It allows users to connect and use custom tools via the Cloudflare AI Playground or local MCP clients such as Claude Desktop.


TypeScriptMCP
mcp-server-selinazarzour

mcp-server

selinazarzour

FastMCP SSE Server is a deployable remote server built using the FastMCP framework, primarily designed for searching academic papers, extracting information, and generating structured prompts. It works with Claude, GPT, or any MCP client that supports SSE transport, suitable for academic research, paper management, and automated report generation.


PythonMCP
project-context-mcp

project-context-mcp

wblair8689

The Project Context MCP Server is a Model Context Protocol (MCP) server that provides unified project context and monitoring capabilities for development projects. It offers features like project status monitoring, build diagnostics, Git integration, infrastructure checking, and more to help developers better understand and manage project context.


PythonMCP
localdude

localdude

jussikin

LocalDude is a Node.js/TypeScript project using the Model Context Protocol (MCP) SDK. It integrates with InfluxDB for time-series data storage and querying. The project supports auto-rebuild and restart functionality, suitable for both development and production environments.


TypeScriptMCP
flux-cloudfare-mcp

flux-cloudfare-mcp

Hzzy2O

Flux Cloudflare MCP is a powerful Model Context Protocol (MCP) server that enables AI assistants to generate images using Black Forest Labs' Flux model via a Cloudflare Worker API. It supports high-quality image generation, seamless AI integration, customizable parameters, and compatibility with various MCP clients.


JavaScriptMCP
ai-slicer-mcp-server

ai-slicer-mcp-server

VisualBoy

The OctoPrint/PrusaSlicer MCP Server is a Model Context Protocol (MCP) compliant server that exposes 3D model slicing functionalities via PrusaSlicer CLI and 3D printer management capabilities via the OctoPrint API. It allows AI agents and other MCP clients to interact with your 3D printing workflow programmatically.


PythonMCP
testai-mcp-server

testai-mcp-server

eax

The MCP Gherkin Server is a service for generating Gherkin files. It provides an interface for creating and saving Gherkin syntax based on user-defined data. The service utilizes the Model Context Protocol (MCP) to handle requests and responses, making it easy to integrate with other applications.


TypeScriptMCP
mcp-scrape

mcp-scrape

softengineware

MCP-Scrape is a military-grade web scraping MCP server that combines the most powerful scraping capabilities from multiple battle-tested tools. Built with SEAL Team Six principles: Precision, Reliability, Adaptability, and No Failure. Core capabilities include various operation modes (e.g., Stealth Mode, Rapid Strike, Deep Recon) and weapon systems (e.g., Playwright Engine, Firecrawl Integration). Suitable for scenarios requiring efficient, reliable, and intelligent web scraping and data extraction.


PythonMCP
yagms

yagms

acro5piano

yagms (Yet Another Gmail MCP Server) is a Gmail interaction server based on the Model Context Protocol (MCP). It provides a set of tools to manage and operate Gmail accounts through OAuth 2.0 authentication with the Gmail API, including email listing, searching, and label management.


JavaScriptMCP
Atera-MCP

Atera-MCP

Skycomm

Atera MCP Server is a reference implementation for Atera ticketing system integration based on Model Context Protocol (MCP), offering complete API integration, database synchronization, secure authentication, and real-time ticket synchronization. Suitable for development scenarios requiring deep integration with the Atera ticketing system.


PythonMCP
Excel-mcp-server

Excel-mcp-server

kousunh

Excel MCP Server is a Model Context Protocol (MCP) server that enables AI assistants to interact with Microsoft Excel through various operations including reading data, editing cells, executing VBA code, and managing worksheets.


JavaScriptMCP
takuya0206_bigquery-mcp-server

takuya0206_bigquery-mcp-server

MCP-Mirror

The BigQuery MCP Server is a Model Context Protocol server for accessing Google BigQuery. It enables Large Language Models (LLMs) to understand BigQuery dataset structures and execute SQL queries. The server provides authentication and connection management, various query tools, and security features, making it suitable for data analysis, data exploration, and automated query scenarios.


TypeScriptMCP
cnpg-axians-mcp-server

cnpg-axians-mcp-server

cuspofaries

CloudNativePG MCP Server by Axians is a Model Context Protocol (MCP) server designed for managing CloudNativePG PostgreSQL clusters through Claude Desktop and other MCP clients. It offers features like listing clusters, viewing detailed information, checking status, and more, with built-in Kubernetes SDK support without kubectl dependency.


JavaScriptMCP
eregulations-mcp-server

eregulations-mcp-server

unctad-ai

The eRegulations MCP Server is a Model Context Protocol (MCP) server implementation for accessing eRegulations API data. This server provides structured, AI-friendly access to eRegulations instances, making it easier for AI models to answer user questions about administrative procedures.


TypeScriptMCP
domain-checker-mcp-server

domain-checker-mcp-server

ajot

The Domain Checker Remote MCP Service is a Model Context Protocol (MCP) server built on the FastMCP framework, designed to check domain name availability through WHOIS queries and DNS resolution. This service offers features such as dual verification, asynchronous operations, batch processing, and detailed analysis, making it suitable for scenarios like pre-registration domain availability checks and bulk domain name queries.


PythonMCP
MCP-Server-with-NextJS

MCP-Server-with-NextJS

bprabin811

MCP-Server-with-NextJS is a Next.js-based application that provides a comprehensive set of utility tools accessible via the Model Context Protocol (MCP). This service includes various text processing, encoding, validation, and generation tools suitable for diverse data processing and generation scenarios.


TypeScriptMCP
aws-cloudhsm-v2

aws-cloudhsm-v2

ag2-mcp-servers

The AWS CloudHSM V2 MCP server is a service based on the Multi-Agent Conversation Protocol (MCP) for interacting with the AWS CloudHSM V2 API. It supports various transport modes such as stdio, SSE, and streamable-http, and provides a rich development toolchain including code formatting, static analysis, and testing.


PythonMCP
garylab_serper-mcp-server

garylab_serper-mcp-server

MCP-Mirror

The Serper MCP Server is a service based on the Model Context Protocol, providing Google search functionality via Serper. This server enables large language models (LLMs) to retrieve search result information from Google.


PythonMCP
gradio-mcp-server

gradio-mcp-server

sawantudayan

The Gradio MCP Server is an emotion analysis tool that combines Gradio and the MCP protocol. It can be used by human users through a web interface or invoked by AI models via the MCP protocol.


PythonMCP
dakrin_mcp-gemini-server

dakrin_mcp-gemini-server

MCP-Mirror

The Gemini MCP server is a service that implements the Model Context Protocol (MCP), enabling Claude Desktop to interact with Google's experimental AI model, Gemini 2.5 Pro. It provides full MCP protocol support, securely handles API keys, and optionally integrates Google search functionality.


JavaScriptMCP
google-maps-mcp-cloudrun

google-maps-mcp-cloudrun

arunrajece

The Google Maps MCP Cloud Run service is a Model Context Protocol (MCP) server specifically designed for Google Cloud Run, providing publicly accessible Google Maps functionality. This service offers Google Maps features to Claude Desktop clients through a secure, rate-limited API, including route calculation, route comparison, real-time traffic, cost estimation, and more.


JavaScriptMCP
mailchimp-mcp-server-by-cdata

mailchimp-mcp-server-by-cdata

CDataSoftware

CData's MailChimp MCP Server is a Model Context Protocol (MCP) based service designed to provide Large Language Models (like Claude Desktop) with the ability to query MailChimp data. The server exposes MailChimp data as relational SQL models via the CData JDBC Driver and makes it accessible through a simple MCP interface, allowing LLMs to retrieve live information by asking natural language questions without requiring SQL.


JavaMCP
mcp-server-say-hello

mcp-server-say-hello

BrightLin

The MCP Say Hello Server is a Node.js server implementing the Model Context Protocol (MCP) for generating personalized greeting messages. It supports name input parameter validation with detailed error handling and response formatting, suitable for various scenarios requiring personalized greetings.


JavaScriptMCP
mcp-servers-james-alvey-42

mcp-servers

james-alvey-42

MCP Servers Collection is a comprehensive Model Context Protocol (MCP) server suite designed for personal and research scenarios. This project provides unified access to multiple LLM APIs, research tools, and productivity integrations through the MCP protocol.


PythonMCP
analytics-api

analytics-api

ag2-mcp-servers

This project is a Multi-Agent Conversation Protocol (MCP) server based on OpenAPI specifications, designed specifically for eBay Developer Analytics API. It supports multiple transport modes such as stdio, SSE, and streamable-http, and provides a rich development toolchain including code formatting, static analysis, and test coverage reporting.


PythonMCP
mcp-server-examples-heravelli

mcp-server-examples

heravelli

The MCP service example is a service based on the FastMCP framework, primarily used for quickly setting up and running Python services. It supports starting services through simple command-line operations and provides detailed logging functionality. Suitable for scenarios requiring rapid development and deployment of Python services.


PythonMCP
how-to-create-a-MCP-server

how-to-create-a-MCP-server

chevonai

This repository serves as a comprehensive guide for creating Model Context Protocol (MCP) servers. MCP is a protocol designed to enable AI models to interact with external tools and services in a standardized way.


leadmagic-mcp

leadmagic-mcp

LeadMagic

LeadMagic MCP Server is a Model Context Protocol server specifically designed for B2B data enrichment, offering 19 powerful tools that support seamless integration with MCP-compatible AI tools such as Claude, Cursor, and Windsurf. Its main features include email verification, company intelligence, recruitment information lookup, advertising intelligence, etc., suitable for scenarios such as enterprise data enhancement, market analysis, and recruitment information lookup.


TypeScriptMCP
MCP-Server-albo3

MCP-Server

Albo3

MCP TypeScript Tools Server is a server implementation for LLMs like Claude that provides various utility tools including calculator, datetime, and note-taking tools, with an extensible architecture for adding more tools.


TypeScriptMCP
subtitle-mcp

subtitle-mcp

onebirdrocks

Subtitle MCP Server is a powerful local server that provides subtitle management, transcription, summarization, and assessment services. It supports loading `.srt` subtitle files from a specified directory, retrieving subtitles based on local filenames, and generating concise summaries and highlighting key points from subtitle content. Additionally, it can transcribe local audio and video files into `.srt` subtitle files and download and extract subtitles from YouTube videos.


PythonMCP
temporary-mcp-server

temporary-mcp-server

abhishek-singh0710

The Harness MCP Server is a Model Context Protocol (MCP) based service that provides seamless integration with Harness APIs, enabling advanced automation and interaction capabilities for developers and tools. It includes multiple toolsets supporting pipelines, pull requests, repositories, registries, dashboards, cloud cost management, and logs.


GoMCP
hello-world-mcp

hello-world-mcp

dominicholmes21

Hello World MCP is a tool designed to verify the configuration of a Model Context Protocol (MCP) server. It provides a simple end-to-end integration workflow test to help users confirm that their server setup is correct. The tool is built with Node.js for efficient performance and integrates seamlessly with Visual Studio Code.


JavaScriptMCP
mastercode-io_scaflog-zoho-mcp-server

mastercode-io_scaflog-zoho-mcp-server

MCP-Mirror

The scaflog-zoho-mcp-server is a note management service based on Zoho Creator, providing a simple note storage system and note summarization functionality. Core features include a custom note URI scheme, note addition tool, and note summarization prompt. Suitable for Zoho Creator applications that require integrated note management and summarization capabilities.


PythonMCP
sai-mcp

sai-mcp

example42

The SAI MCP Server is a Management Control Protocol server implemented in WebAssembly Go that executes the SAI command line tool and handles its output and exit code. It provides an interface for JavaScript environments, supports parsing multiple output formats, and can integrate with the wpcli framework.


GoMCP
yell_at_the_clouds_MCP_server

yell_at_the_clouds_MCP_server

Tylersuard

YATCaaS (Yell At The Clouds As A Service) is a humorous, non-functional service designed to provide users with a virtual outlet for venting their frustrations. Users can 'yell' their anger or dissatisfaction at the clouds, though the clouds will not respond. This service is primarily for entertainment and humorous purposes, suitable for users who need to relieve stress or seek fun.


PythonMCP
yeakub108_mcp-server

yeakub108_mcp-server

MCP-Mirror

The AI Development Assistant MCP Server is an AI-powered development toolkit based on the Model Context Protocol (MCP), designed to provide intelligent coding assistance for Cursor. It offers features such as code architecture design, UI screenshot analysis, code review, and file reading. It is suitable for developers to use in local development and learning environments but is not recommended for direct use in production environments.


TypeScriptMCP
mcp_server-huntkil

mcp_server

huntkil

The MCP Productivity Server is a cross-platform integrated management tool that offers various productivity plugins, including note management, weather queries, calendar management, email services, and Reddit monitoring. It supports Windows, macOS, and Linux platforms, aiming to enhance user productivity and life convenience.


TypeScriptMCP
coin-mcp-server-donkeylichao

coin-mcp-server

donkeylichao

coin-mcp-server is a multi-chain protocol service for digital currencies, primarily used for handling multi-chain protocol operations related to digital currencies. It provides detailed installation and configuration guides, supporting direct installation from GitHub or local cloning and installation.


PythonMCP
ip-mcp-server

ip-mcp-server

huangxinping

ip-mcp-server is an MCP server that queries and retrieves the current machine's IP address through ipify. It is primarily used to query and return the current machine's IP address, suitable for scenarios where the machine's IP address needs to be obtained.


PythonMCP
keboola_keboola-mcp-server

keboola_keboola-mcp-server

MCP-Mirror

The Keboola MCP Server is a Model Context Protocol (MCP) server for interacting with Keboola Connection. It provides tools for listing and accessing data from the Keboola Storage API.


PythonMCP
mcp_weather_scraper

mcp_weather_scraper

EXPESRaza

The MCP Weather Scraper is an experimental implementation of the Model Context Protocol (MCP) using a lightweight LLM (e.g., OpenAI's GPT-3.5-turbo) and FastAPI to fetch and structure real-time weather information from open web sources. The project explores how LLMs can interact with tools and serve as intelligent agents for retrieving and reasoning over unstructured web data.


PythonMCP
discord-mcp-server-reesavgupta

discord-mcp-server

ReesavGupta

The Discord MCP Server is a blazingly fast, robust, and extensible Model Context Protocol (MCP) server for Discord, written in Go. It enables advanced automation, moderation, and integration with Discord servers via a standardized JSON-RPC 2.0 interface, designed for use with Claude Desktop and other MCP-compatible clients.


GoMCP
twilio-mcp-python

twilio-mcp-python

gabriel-paulos

The Twilio MCP Python service is a Twilio Message Control Protocol (MCP) server primarily used for sending messages and retrieving message logs. Future plans include adding prompts and call features.


PythonMCP
perspective-mcp

perspective-mcp

FiveOhhWon

The Perspective MCP Server is a Model Context Protocol (MCP) server that enables AI assistants to analyze problems through multiple professional perspectives and facilitate structured debates between viewpoints. It provides comprehensive analysis of complex issues from various professional angles (e.g., Product Manager, Engineering Manager, Designer) and gains deeper insights through structured debates.


JavaScriptMCP
mcp-server-demo-tanjibpa

mcp-server-demo

tanjibpa

MCP Demo is a server implementation based on the Model Context Protocol (MCP), designed to manage organizations and devices, calculate distances between devices and their associated organizations, and provide a set of tools for interacting with the data.


PythonMCP
Weather-MCP-Server-samarth2001

Weather-MCP-Server

Samarth2001

The MCP Weather Server is a weather information tool that provides weather forecasts, alerts, and observations using the National Weather Service (NWS) API. Built with FastMCP, it does not require an API key but implements proper request attribution via User-Agent.


PythonMCP