Discover Awesome MCP Servers

SQL Server Express MCP Server

Facilitates interaction with Microsoft SQL Server Express, supporting database operations such as querying, table management, and schema inspection via natural language MCP commands.

DynamoDB Server

Enables management of DynamoDB resources through the Model Context Protocol, supporting table and index creation, capacity management, and data operations without delete functionality to prevent accidental data loss.

Zig Server

Provides Zig language tooling and code analysis, enhancing AI capabilities with Zig-specific functions like code optimization, compute unit estimation, code generation, and recommendations for best practices.

Convex

Convex’s MCP server lets you introspect tables, call functions, and read/write data seamlessly. Agents can generate one-off queries safely—thanks to Convex’s sandboxed queries, ensuring data integrity. Perfect for AI automation, real-time apps, and dynamic data access.

Compass

MCP Compass is a discovery and recommendation service that assists AI assistants in finding and understanding Model Context Protocol servers through natural language queries.

Gemini Docs Server

Provides curated documentation access via the Gemini API, enabling users to query and interact with technical docs effectively by overcoming context and search limitations.

Calculator

A Model Context Protocol server built with mcp-framework that allows users to create and manage custom tools for processing data, integrating with the Claude Desktop via CLI.

Angle One MCP Server

An MCP server implementation that integrates with Angle One APIs to provide standardized access to financial market data, trading operations, and portfolio management.

College Football Data Server

An MCP server providing access to college football statistics sourced from the College Football Data API within Claude Desktop.

Salesforce Server

A Model Context Protocol server that enables interaction with Salesforce through REST API using jsforce, allowing users to execute SOQL queries, retrieve object metadata, and perform CRUD operations on Salesforce records.

MemoryMesh

This project is based on the Knowledge Graph Memory Server from the MCP servers repository and retains its core functionality.

MongoDB MCP Server

A Model Context Protocol (MCP) server that enables LLMs to interact directly with MongoDB databases. Query collections, inspect schemas, and manage data seamlessly through natural language.

Music Analysis

MCP to analyse local audio file.

Maven Dependencies Server

An MCP (Model Context Protocol) server that provides tools for checking Maven dependency versions. This server enables LLMs to verify Maven dependencies and retrieve their latest versions from Maven Central Repository.

MCP Server Example

An educational implementation of a Model Context Protocol server that demonstrates how to build a functional MCP server for integrating with various LLM clients like Claude Desktop.

TiDB Database MCP Server

mcp server for tidb

Perplexity MCP Zerver

advance mcp server utilizing Perplexity, without the need for an API key

DeepSeek MCP Server

Enables integration of DeepSeek's language models with MCP-compatible applications, offering features like chat completion, custom model selection, and parameter control for enhancing language-based interactions.

Retail Supply Chain Analysis Tool

Enables users to upload retail data, analyze trends, optimize inventory, and forecast sales using AI-powered insights, acting as a senior supply chain expert.

Monsoft MCPs

Allow to manage Issues and Project on Github

Database Utilities

DButils is an all-in-one MCP service that enables your AI to do data analysis by accessing versatile types of database (sqlite, mysql, postgres, and more) within a unified connection configuration in a safe way.

MySQL Database Server

Enables AI models to perform MySQL database operations through a standardized interface, supporting secure connections, query execution, and comprehensive schema management.

Perplexity-researcher-mcp

This TypeScript-based server implements a simple notes system using MCP concepts, enabling users to create, list, and summarize text notes through natural language prompts.

Perplexity Advanced MCP

An advanced integration package that leverages OpenRouter and Perplexity APIs to provide enhanced web search capabilities, offering both simple and complex query processing with file attachment support.

AiDD

AiDD MCP Server provides a secure interface for AI agents to perform file system operations and code analysis, enhancing AI-assisted development workflows across multiple programming languages.

Integration App Server

This MCP server implementation allows users to manage and expose actions as tools from their Integration App workspace through the Model Context Protocol.

Adjust Reporting Server

MCP server that interfaces with the Adjust API, allowing you to query mobile analytics reports, metrics, and performance data using natural language from any MCP client like Cursor or Claude Desktop.

MariaDB Data Retrieval Server

An MCP server implementation that enables Claude to execute read-only queries against MariaDB databases and explore database schemas through natural language.

Snowflake Server

Snowflake integration implementing read and (optional) write operations as well as insight tracking

PageSpeed Server

Acts as a bridge between AI models and Google's PageSpeed Insights API, enabling detailed performance analysis of websites.