Discover Awesome MCP Servers

Watsonx Visualization MCP Server

Provides automated data visualization and analysis tools that intelligently select from over 40 chart types based on data structure and patterns. It enables users to generate statistical insights, interactive dashboards, and professional reports in HTML, PNG, and Word formats.

humantext-mcp-server

AI text detection and humanization for Claude Code, Cursor, and Windsurf. Check if text sounds AI-generated, improve it to read naturally, and verify results — all without leaving your editor.

andish-mcp

Enables MCP-compatible clients to search and query a team knowledge graph, retrieve document context, upload files for indexing, explore entities and connections, and monitor workspace usage and server health.

Shopify MCP Server

Provides full access to the Shopify Admin GraphQL API through 75 tools for managing products, orders, customers, inventory, and analytics. It supports both static token and OAuth authentication while featuring cost-aware rate limiting for efficient store management.

Doc MCP Server

Enables AI agents to generate PDFs from Markdown or URLs, extract text, merge documents, and perform text conversions via the Model Context Protocol.

SpinQit MCP Tools

SpinQit MCP Tools is a Python MCP server that connects AI assistants to SpinQ Cloud, enabling QASM circuit submission, platform discovery, and quantum task result retrieval through the Model Context Protocol.

mcp-quant-engine

A quantitative finance MCP server providing 24 tools for option pricing, portfolio optimization, risk measurement, fixed income analysis, and utility functions, enabling AI clients to perform professional financial calculations.

@lastbluetape/mcp-server

Enables AI assistants to create, manage, and track punch lists for construction and renovation projects through the LastBlueTape API.

ellmos-codecommander-mcp

Developer-focused MCP server for code analysis and local engineering workflows. Provides tools for JSON repair, encoding fixes, import organization, format conversion, diff inspection, and regex testing.

GitLab API MCP Server

Enables AI assistants to interact with the GitLab API, providing over 1000 tools for managing groups, projects, users, and more through natural language.

mcp-data-texas

Enables searching and querying Texas open data from data.texas.gov via the Socrata SoQL API, supporting dataset discovery, filtering, and metadata retrieval without an API key.

nodemaven-mcp

MCP server that lets AI agents route web requests through NodeMaven residential and mobile proxies, with tools for geo-targeted fetching, proxy checking, and location/usage queries.

wxpush-mcp

Wraps WeChat push capability as MCP tools, allowing users to send WeChat template messages and check health via Claude clients.

Markdown-To-Notion

An MCP server that converts Markdown content to Notion API-compatible formats, suitable for content management and development integration.

arena-mcp

Enables interaction with Are.na channels and content through natural language, using the Are.na API.

FIX MCP Server

A production-grade MCP server for FIX protocol trading operations that enables order management, session repair, and algorithmic execution. It provides specialized tools for monitoring session health, managing ticker reference data, and executing complex trading scenarios.

Hands-on MCP (Message Control Protocols) Guide

"MCP dasar"

OmniDocs RAG

Enables AI agents to index and search local files, websites, GitHub repos, and packages using hybrid retrieval with reranking, all through IDE chat.

Boston Core MCP

An MCP server that provides safe, read-only access to Boston's open data portal, enabling natural language exploration of civic datasets.

memorry

A local-first MCP memory server that stores facts in SQLite with FTS5 full-text search, supports projects and pinned records, and optionally syncs to Obsidian, all without external API calls.

edge-tts

An MCP server integrated with Microsoft Edge's high-quality speech synthesis capabilities, supporting multilingual speech generation, audio merging, and cloud storage.

fast-browser-mcp

Adds persistent QA state to browser automation, enabling AI agents to maintain session-scoped artifacts and generate reports across multiple steps.

Qwen Video Understanding MCP Server

Enables AI agents to analyze videos and images using Qwen3-VL deployed on Modal, supporting hours-long videos with timestamp grounding, text extraction, video summarization, and Q\&A with 256K context window.

Salesforce MCP Server

Enables AI agents to manage Salesforce leads and permission sets via the MCP protocol.

SmartCLI MCP Server

Exposes SmartCLI's built-in agent tools (file operations, code search, shell commands, web search, memory, and snapshots) as MCP endpoints, allowing external clients to leverage them over stdio or HTTP.

Gemini Image Gen MCP Server

Enables AI image generation, editing, and upscaling via Google Gemini and Imagen models, supporting dynamic model switching and multiple MCP-compatible clients.

farmbot-agent

An MCP server and CLI for controlling FarmBot hardware, enabling AI agents to manage gardening tasks through tools like gantry movement and device status monitoring. It supports executing Lua scripts and core hardware commands like homing and emergency stops via the Model Context Protocol.

safe-runbook-mcp

Enables AI agents to safely inspect and execute version-controlled operational runbooks with policy checks, dry-run planning, and out-of-band approvals.

ga4-viz

Enables interactive Google Analytics 4 visualizations inside Claude conversations, supporting ad-hoc queries with line, bar, pie charts and data tables.

Dive admin

Lets Claude / ChatGPT / Gemini interact with a dive center's data — divers, bookings, courses, invoices, equipment, waivers — via natural language.