Discover Awesome MCP Servers

Containerization Assist MCP Server

An AI-powered containerization assistant that helps you build, scan, and deploy Docker containers through VS Code and other MCP-compatible tools.

image_mcp

Enables text-only LLMs to analyze images by routing them to an OpenAI-compatible vision backend, supporting local files, URLs, and data URLs.

MCP Indexer

Enables semantic code search across multiple repositories using natural language queries. Provides intelligent code discovery, symbol lookups, and cross-repo dependency analysis for AI coding agents.

Remote MCP Server

Enables running a remote MCP server on Cloudflare Workers with OAuth authentication, supporting SSE transport and easy integration with Claude Desktop.

routes-mcp-israel

Provides real-time transit routes and arrival times for Israel, using Google Routes API, Places API, and GTFS data.

sfskills-mcp

Provides live-org context for AI assistants with tools to search skills, agents, templates, decision trees, and query Salesforce metadata (Apex, LWC, objects, fields, etc.) via MCP.

datasource-mcp

MySQL datasource MCP server for AI clients like Cursor and Claude Desktop, enabling SQL query execution via natural language.

hydrawise-mcp

MCP server for Hunter Hydrawise irrigation controllers, exposing the Hydrawise REST API as tools for AI agents to manage watering schedules and controller settings.

SEO Checker AI MCP

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

Lintbase

Developers are constantly feeding context files to AI tools like Cursor, Windsurf, Copilot Workspace, and Claude Code. If your agent doesn't understand your real database schema, it writes code that fails in production. LintBase acts as the bridge. It connects directly to your database, reads the ground truth of your live documents, and generates structured context optimized for AI. 🤖 Stops AI

invariant

A unified API provisioning layer that provides AI agents with access to multiple services like weather, stocks, health data, maps, and LLMs through a single MCP endpoint. It handles account creation, key management, quota enforcement, and failover so developers never need to interact with individual provider portals.

WordPress MCP Server by CData

WordPress MCP Server by CData

mcp-server-mcsa

Enables predictive maintenance for electric motors by analyzing stator current signals to detect faults like broken rotor bars, bearing defects, and eccentricity, using spectral and envelope analysis techniques.

NVIDIA USDCode MCP Server

Enables users to get expert help with Isaac Sim scripting, USD (Universal Scene Description), Python snippets, and API usage through NVIDIA's USDCode AI assistant. Provides specialized guidance for 3D graphics and simulation development workflows.

HubSpot Email MCP Server

Enables Claude Code to create HubSpot marketing email drafts from Markdown and Word documents with automatic image handling and brand guidelines.

TOYBOX MCP Server

Zero-friction publishing platform that enables Claude Desktop users to publish artifacts to a personal GitHub Pages portfolio site through simple conversational commands.

MCP Gateway

A universal gateway that aggregates multiple MCP servers into a single interface while providing advanced token optimization, result filtering, and automated summarization. It enables efficient management of large tool catalogs and reduces context usage by up to 95% for major AI clients.

SimDoc MCP Server

Enables access to scientific simulation documentation and code snippets for simulators like PyBaMM and Cantera. Provides AI-powered search and retrieval of simulation examples and documentation through natural language queries.

Prompt Lab MCP Server

Enables prompt optimization loops and regression test suites for Claude Code, with a companion web UI for real-time visualization of scores and prompt revisions.

koreanpulse

English-first Korean equity intelligence MCP — translates Korean DART filings, foreign-holder 5%-rule flows (BlackRock / Vanguard / Norges / GIC plus 16 more), activist filings (KCGI / Align / ValueAct / Elliott), and KRX industry news to English on demand. 7 MCP tools, OSS self-host under AGPL-3.0.

Polymarket MCP Server

Enables comprehensive read access to Polymarket prediction market data, including live prices, order books, and market statistics. It allows AI assistants to analyze events, search markets, and monitor real-time signals without requiring API keys or authentication.

hac-mcp

Provides AI assistants with programmatic access to SAP Commerce Cloud's Hybris Administration Console (HAC), enabling automated FlexibleSearch queries, ImpEx imports, Groovy script execution, and system administration across multiple environments with fine-grained permissions.

RAGex

Gives Claude semantic search superpowers to find and reuse existing patterns in your codebase.

ClickUp MCP Server

Enables interaction with ClickUp's project management platform through comprehensive task management, workspace hierarchy navigation, time tracking, document management, and team member operations via the complete ClickUp REST API.

SigmaUI DS MCP Server

Exposes SigmaUI Design System components to AI assistants, providing tools for component documentation, search, usage examples, and design tokens to accelerate Vue 3 and Nuxt 3 UI development.

PostcardAI MCP Server

Enables AI assistants to create, design, and send physical postcards directly through the PostcardAI platform. It provides comprehensive tools for managing contacts, generating postcard designs from prompts, and tracking mailing delivery metrics.

Custom MCP Server on Databricks Apps

Enables deployment and hosting of custom MCP servers on Databricks Apps platform. Provides a template and deployment methods for creating scalable MCP servers with Databricks authentication.

biascope

MCP server for scanning AI systems and code for demographic, occupational, and geographic biases. Enables CI integration and AI agent-driven bias detection.

Unity Prefab Parser MCP Server

Parses Unity text-serialized .prefab, .unity, and .asset files to output only Inspector-visible data in hierarchical YAML, reducing token usage by up to 96%.

Simple Task MCP Server

A straightforward task management system enabling sequential task tracking, completion, and progress management through simple function calls or natural language commands.