Discover Awesome MCP Servers

VaultMCP

An encrypted secret vault and MCP gateway that securely stores API keys and injects them into upstream MCP servers, so AI IDEs never see raw credentials.

MCP Math Server

A Mathematical Computation Protocol server providing 286 mathematical functions across multiple domains with flexible transport options (STDIO/HTTP) and streaming capabilities.

AI Studio MCP Server

A Model Context Protocol server that connects to Google AI Studio/Gemini API, enabling content generation with support for various file types, conversation history, and system prompts.

AIO Tests MCP Server

Enables searching, reading, creating, and updating AIO Tests test cases in Jira from any MCP client, supporting Jira Cloud and Server/Data Center with a read-only mode.

Brandfetch MCP Server

Brandfetch API용 모델 컨텍스트 프로토콜 (MCP) 서버

Nova MFI – Mifos System Doctor MCP Server

Provides 50+ tools for audit, repair, notifications, GL posting, reporting, and complete Fineract administration — all accessible from any MCP-compatible AI client.

flickr-mcp

Enables Claude to browse your Flickr photostream, retrieve direct image URLs, upload photos, and manage albums via the Model Context Protocol.

Arch-Master MCP

Multi-stack scaffolding engine for generating production-ready module structures (NestJS, Java Spring, Python FastAPI) directly from an MCP-compatible AI client, reducing token usage for boilerplate code.

fallpharm-us-mcp

A sovereign, MIT-licensed MCP server for professional-service workflow automation, enabling offline-capable, cryptographically signed operations without vendor lock-in.

Memory MCP Server

Enables agents to maintain persistent memory through three-tiered architecture: short-term session context with TTL, long-term user profiles and preferences, and searchable episodic event history with sentiment analysis. Provides comprehensive memory management for personalized AI interactions.

SLAM Commerce MCP

Exposes Shopify store data from SLAM Gadget SQLite databases to AI tools through 60 specialized tools for products, orders, inventory, customers, and reporting. Provides read-only access with automatic schema validation and security protections.

mcp_repo_170d1d13

이 저장소는 GitHub용 MCP 서버의 테스트 스크립트에 의해 생성되었습니다.

Location Memory

A private location archive with an MCP server, letting an agent answer questions about your past stays, trips, cities, and travel stats from data in your own Postgres.

Azure SQL MCP Server

Connects Microsoft Copilot Studio to Azure SQL Databases, enabling natural language interactions for data querying, record management, and schema inspection. It features 12 specialized tools for performing CRUD operations, executing SQL queries, and generating data visualizations like charts.

mcp-chargebee

Enables querying Chargebee subscriptions and customer data through natural language, supporting subscription details, customer lists, and customer profiles.

db-mcp

db-mcp enables read-only access to multiple MariaDB/MySQL databases through a single MCP server, with schema allowlisting, safety checks, and automatic SSH tunnels.

MCP Spreadsheets

Provides comprehensive control over Google Sheets to read, write, format, and manage spreadsheets directly through natural language. It includes extensive tools for data manipulation, conditional formatting, and cell protection, along with integrated PostgreSQL database query capabilities.

Consilium

Local round table enabling multiple agents and a user to share topics, history, and requests with @agent, with persistent conversations and task management.

YouTube Search & Download MCP Server

Enables searching, retrieving metadata, and downloading YouTube videos or audio without requiring an API key. It utilizes yt-dlp to support media retrieval and playlist management within MCP-compliant clients like Claude and Cursor.

GSEP-MCP

Protects AI agents from prompt injection and destructive actions while enabling self-improving prompts through a security pipeline.

bigquery-mcp

AI 에이전트가 BigQuery 웨어하우스의 내용을 검사하는 데 도움이 되는 MCP 서버

MCPify

A dynamic proxy that converts OpenAPI Specification (OAS) endpoints into Message Communication Protocol (MCP) tools, allowing AI agents to use existing REST APIs as if they were native MCP tools without manual implementation.

SAGE

Enables Claude Desktop and MCP-compatible agents to formulate, solve, and certify mathematical optimization problems using production-grade open-source solvers, providing mathematically grounded decisions.

Grocery Logger MCP Server

Enables logging and analyzing grocery purchases, tracking prices, spending patterns, and purchase history through natural language with Claude Desktop.

Market Intelligence MCP

Recession probability, capital rotation, macro cascade analysis, and real-time economic data for Claude, ChatGPT, Cursor, and any MCP client.

snapmcp

Visual documentation MCP server with 13 tools to capture terminal screenshots, syntax-highlighted code, visual diffs, PDFs, GIFs, and more for documentation workflows.

Daniel LightRAG MCP Server

A comprehensive MCP server that provides full integration with LightRAG API, offering 22 tools across document management, querying, knowledge graph operations, and system management.

DuckDuckGo Search MCP Server

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Google Ads - AdLoop

An MCP server that gives your AI assistant read + write access to Google Ads and GA4 — with safety guardrails that prevent accidental spend.

crypto-mcp

A read-only MCP server for managing multichain crypto wallet accounts and deriving public addresses across Bitcoin, Ethereum, Solana, TRON, and more. It provides secure local storage with encrypted mnemonics and only exposes account listing and address lookup tools.