Discover Awesome MCP Servers

stock-analytics-mcp-server

A server for stock analytics using MCP and Yahoo Finance API.

Salesforce Metadata-Aware RAG MCP

Enables AI copilots to understand and query Salesforce org configurations through intelligent metadata chunking and semantic search. Provides access to Apex classes, custom objects, flows, layouts, and other metadata with hybrid vector and keyword search capabilities.

Qwen3-Coder MCP Server

Integrates the Qwen3-Coder 30B parameter model with Claude Code through 5 specialized tools for code review, explanation, generation, bug fixing, and optimization. Optimized for 64GB RAM systems with advanced performance settings including flash attention and parallel processing.

Template MCP

A secure MCP server using FastMCP and Eunomia Authorization, providing granular access control with dynamic JSON policies.

INDIAN MEDICINES (MCP SERVER)

A comprehensive API server for medicine information lookup, alternative suggestions, and composition analysis. This server provides multiple endpoints for searching, filtering, and analyzing medicine data with advanced features like fuzzy matching and price comparison.

openrpc-mpc-server

A Model Context Protocol (MCP) server that provides JSON-RPC functionality through OpenRPC.

HashPilot

A Model Context Protocol server that enables AI assistants to interact with Hedera blockchain in real-time, allowing them to check account balances, view block information, and estimate transaction costs.

Test MCP Server

A simple learning-focused MCP server that demonstrates basic functionality with tools for mathematical operations, system information, and email validation, plus sample file resources. Perfect for understanding MCP protocol basics and testing integrations.

Omise MCP Server

Enables comprehensive payment processing through Omise APIs including charges, customers, transfers, refunds, disputes, recurring payments, and webhooks. Provides 51 tools covering all Omise API functionality for secure payment integration.

MCP Containers

Containerized versions of hundreds of MCP servers 📡 🧠

sqlite-kg-vec-mcp

MCP Server that integrates a knowledge graph and a vector database based on SQLite

Apple RAG MCP

Provides AI agents with instant access to official Apple developer documentation, Swift programming guides, design guidelines, and Apple Developer YouTube content including WWDC sessions. Uses advanced RAG technology with semantic search and AI reranking to deliver accurate, contextual answers for Apple platform development.

CodeGuard MCP Server

Provides centralized security instructions for AI-assisted code generation by matching context-aware rules to the user's programming language and file patterns. It ensures generated code adheres to security best practices without requiring manual maintenance of instruction files across individual repositories.

Databricks MCP Server

Enables LLM-powered tools to interact with Databricks clusters, jobs, notebooks, SQL warehouses, and Unity Catalog through the Model Completion Protocol. Provides comprehensive access to Databricks REST API functionality including cluster management, job execution, workspace operations, and data catalog operations.

MCP Research Server

A Model Context Protocol server that provides tools for searching arXiv papers and managing research paper information with local storage capabilities.

MCP Mail Organizer

Enables comprehensive email management through IMAP/SMTP protocols with tools for searching, organizing, moving, flagging, and sending emails across various email providers. Features safe preview mode for destructive operations and supports multiple email providers including Gmail, Outlook, and Chinese email services.

Scalene-MCP

A FastMCP server that provides LLMs with structured access to Scalene's CPU, GPU, and memory profiling for Python applications. It enables automated performance analysis, bottleneck identification, and optimization suggestions through natural language interactions in supported IDEs.

MCP Google Server

A Model Context Protocol server that provides web search capabilities using Google Custom Search API and webpage content extraction functionality.

Granola MCP Server

Integrates local Granola.ai meeting intelligence with Claude Desktop to enable searching and analyzing meeting transcripts, notes, and summaries. Users can perform natural language queries to retrieve meeting details, analyze participant patterns, and access full speaker-identified conversations.

Notemd MCP Server

Enables AI-powered knowledge base management with automated wiki-linking, content generation from titles, web research summarization, and knowledge graph integrity maintenance for Markdown files.

MelviChat MCP Server

Enables AI clients like Cursor and Claude Desktop to interact with the MelviChat platform through the Model Context Protocol. It provides a standardized interface for consuming MelviChat API services within AI development tools.

Codebase MCP Server

A Model Context Protocol server that analyzes application codebases with real-time file watching, providing AI assistants like Claude with deep insights into project structure, code patterns, and architecture.

MS SQL MCP Server

A bridge that allows AI assistants like Claude to directly query and explore Microsoft SQL Server databases without requiring coding experience.

Puppeteer Vision MCP Server

Scrapes webpages and converts them to markdown using AI-powered interaction to automatically handle cookie banners, CAPTCHAs, paywalls, and other blocking elements before extracting clean content.

Strava MCP Server

Enables AI agents to interact with the Strava API to retrieve athlete statistics and activity data. It provides tools for listing recent activities and fetching detailed information for specific workout sessions.

Apple Notes MCP Server

Enables interaction with Apple Notes on macOS through AppleScript, allowing users to list, search, read, create, update, and delete notes across accounts and folders.

SMU Schedule MCP Server

Enables management of Sangmyung University academic information including schedules, meals, notices, and exam details. Provides tools to query, search, add, and delete university data through a MySQL database connection.

Grocery Search MCP Server

Provides grocery price and nutritional information search capabilities, allowing AI agents to search for food products, compare prices, and analyze nutritional content across different grocery stores.