Discover Awesome MCP Servers

APM Terminal Operations Intelligence

Enables querying and analysis of container terminal operations including vessel tracking, crane management, and productivity metrics through natural language interactions with a MySQL database.

gemini-diagram-mcp

MCP server for generating diagrams, charts, and visualizations using Gemini image generation on Vertex AI. Supports auto-detection of diagram types, multiple style modes, and iterative refinement.

kiro-research-mcp

Implements Anthropic's multi-agent research methodology with tools for iterative web search, source quality scoring, citation tracking, and quality-tiered report generation.

Gmail + Calendar MCP Server

A multi-account MCP server providing 72 tools for Gmail and Google Calendar, with password protection, environment variable-based credentials, and support for multiple accounts.

@striderlabs/mcp-ubereats

MCP server for Uber Eats that lets AI agents search restaurants, browse menus, place orders, and track deliveries using Playwright browser automation.

Rovodev CLI MCP

Exposes Rovodev CLI as MCP tools for interacting with Rovodev agent, including session management, streaming chunk-caching, and tool-based CLI operations.

news-sentiment-mcp

Provides news sentiment scores, media volume trends, and historical coverage data for any topic, enabling AI to analyze positive or negative coverage over time.

Product Data Tools MCP Server

A basic MCP server setup guide demonstrating how to configure and run Python-based MCP servers with integration examples for Bright Data web scraping and Apify Actors for product data collection.

Sports Trading Card Agent

Real-time sports card pricing, market analysis, arbitrage detection, grading ROI, investment advice, and player stats (NBA/NFL/MLB). 9 tools for AI agents helping collectors and investors.

Office Document Processing MCP Server

Enables creation and editing of Word, Excel, and PowerPoint documents within MCP clients through AI assistants.

FlyonUI MCP Server

An AI-powered Tailwind builder that helps developers create, inspire, and refactor UI components directly within their IDE, supporting popular frameworks like React, Next.js, Vue, and Svelte.

Elasticsearch MCP Server

Exposes Elasticsearch semantic search capabilities as MCP tools, enabling ELSER, kNN, and hybrid search with automatic index setup.

mcp-arcgis-roanoke

Provides tools to search and query open geospatial datasets from the City of Roanoke, VA, including parcels, zoning, and public works, via ArcGIS Feature Services.

FastMCP_RecSys

一个基于 CLIP 的时尚推荐系统，允许用户上传服装图片，并根据视觉分析接收标签和推荐。

Tonle OpenProject MCP Server

Enables AI assistants to interact with OpenProject's API v3 for comprehensive project management operations including work packages, projects, time tracking, users, and all other OpenProject features through natural language.

tcpsh-mcp

MCP server for interactive TCP connection management, enabling opening listeners, managing sessions, port forwarding, proxy with logging, and local command execution from any MCP host.

redash-mcp

Model Context Protocol (MCP) server for Redash - manage queries, dashboards, and visualizations through AI assistants like Claude.

Notification AI MCP

Notification AI - MCP server providing AI-powered tools and automation by MEOK AI Labs

NicePay MCP Server

Enables developers to search and access NicePay payment API documentation, including endpoint details, code samples, and SDK method information through natural language queries.

sarvam-tools

An MCP server providing tools for speech-to-text, translation, language detection, question answering, and text-to-speech using Sarvam AI models, enabling multilingual voice agents.

IBM i MCP Server

Enables AI agents to interact with IBM i systems through the Model Context Protocol, providing secure SQL-based access to Db2 for i databases for querying, monitoring, and executing operations.

Redshift MCP Server

Enables interacting with Amazon Redshift databases through SQL queries, schema exploration, and execution plan analysis.

Paid Media MCP

Enables Claude to access and analyze your paid media campaign data, team structure, performance metrics, and reporting templates, so it can answer questions and assist with analysis directly in your workflow.

ProPlan

MCP server for project planning inside Claude. It tracks progress, knows your codebase, and resumes exactly where you left off every session.

Vybe Virtual Try-On MCP Server

A FastMCP server that provides virtual try-on functionality through the Replicate API, allowing users to visualize how clothing items would look on models.

Luvv MCPServer

A production-grade security auditing MCP server that wraps semgrep (SAST) and gitleaks (secret detection) to enable one-click code security scanning via MCP stdio protocol.

openocd-mcp

An OpenOCD debug MCP server that manages debugging targets and sessions by reusing VS Code launch configurations. It enables firmware flashing, GDB command execution, and real-time status monitoring of embedded systems.

Cisco FMC MCP Server

A read-only Model Context Protocol server that enables LLMs to query Cisco Firepower Management Center (FMC) for firewall configurations, network objects, and deployment status. It features automatic token management and built-in rate limiting to safely interact with FMC 7.4.x instances through natural language.

Playwright MCP

A Model Context Protocol server that provides browser automation capabilities using Playwright, enabling LLMs to interact with web pages through structured accessibility snapshots without requiring screenshots or vision models.