Discover Awesome MCP Servers

Polarion MCP Server

Enables interaction with Siemens Polarion requirements management system through natural language. Supports authentication, project management, work item queries, document access, and requirements analysis.

mcp-debugpy

MCP server for AI-assisted Python debugging using debugpy and Debug Adapter Protocol, enabling AI agents to run tests, set breakpoints, and inspect variables via natural language.

PostgreSQL MCP Server

Enables Claude Desktop to connect to PostgreSQL databases, allowing users to query, explore schemas, and analyze data using plain English without writing SQL.

ZugaShield

A 7-layer security system for AI agents that detects and blocks prompt injection, data exfiltration, and malicious tool calls. It enables real-time scanning of inputs, outputs, and tool definitions to protect agentic workflows from emerging AI-specific threats.

ccpp-tools-mcp

MCP server providing deterministic, standards-traceable engineering calculations for combined-cycle power plant balance-of-plant design, such as fluid properties, pipe sizing, pump NPSH, and valve sizing, with every result including method, assumptions, and warnings.

volta-mcp-server

Create and read burn-after-read encrypted notes. AES-256-GCM E2E encryption with self-destructing URLs for secure credential handoff between users and AI agents.

Jokes MCP Server

A Model Context Protocol server that delivers various types of jokes (Chuck Norris, Dad jokes, etc.) to Microsoft Copilot Studio and GitHub Copilot upon user request.

MCP Odoo

A TypeScript middleware that connects to Odoo via XML-RPC and provides HTTP API endpoints for querying leads, customers, and activities. Enables integration with orchestrators and LLM systems to interact with Odoo data through natural language.

Apifox MCP Server

Enables users to import OpenAPI 3 and Swagger 2 formatted JSON data directly into Apifox projects. It provides a tool for automating API documentation management and synchronization through Model Context Protocol clients.

Redash MCP Server

Enables AI assistants to manage Redash queries, dashboards, visualizations, and data sources via natural language.

Photo AI Studio MCP Server

Enables AI photo generation, editing, and video creation from MCP-compatible clients like Claude Desktop, Cursor, and Windsurf.

Accessibility Mobility Context Router

This MCP server helps people with disabilities plan accessible trips by fusing calendar events, transit accessibility data, venue info, and weather into a context package for AI assistants.

sanrenxing

MCP server for divergent AI discussion with three complementary seats. Provides trio_round and fanout tools to explore multiple angles on a question.

TypeScript MCP Server Boilerplate

A starter template for building Model Context Protocol (MCP) servers using TypeScript and Zod for schema validation. It provides a foundational structure and examples for implementing custom tools and resources, such as calculators and system information endpoints.

mcp-uselessfacts

Enables fetching random useless facts and today's useless fact of the day via the uselessfacts.jsph.pl API.

wafpass-mcp

Secure MCP server that exposes WAFpass REST endpoints as tools for AI assistants, with role-based filtering and token validation.

TheBrain MCP Server

Enables AI assistants to interact with TheBrain's knowledge management system through natural language for managing thoughts, notes, and attachments. It supports core features like full-text search, relationship mapping, and file uploads to streamline digital brain organization.

RE-MCP Server

A local, privacy-first MCP server that orchestrates Ghidra, Binary Ninja, x64dbg, and system tools to provide AI assistants with powerful binary analysis capabilities.

YouTube MCP Server

A production-ready MCP server for YouTube integration with intelligent caching. Enables searching videos, retrieving transcripts, analyzing channels, and monitoring live streams via natural language.

CIA Diagnose

Expert business diagnosis engine that analyzes companies across 11 dimensions and returns a Revenue Leak Score with prioritized, triple-option recommendations.

Vector Search API

In-memory vector store with TF-IDF vectorization and cosine similarity search, paid per call via x402 micropayments.

microcap-mcp

MCP server for Micro-Cap 12 SPICE simulator enabling LLM agents to run analog circuit simulations, including analyses, sweeps, and retrieval of curve data and plots.

io.github.dontsovcmc/tochka-bank

MCP server for interacting with Tochka Bank API, enabling balance checks, payments, invoices, and other banking operations through Claude.

Seedance 2.0 MCP Server

Provides read-only access to Seedance 2.0 AI video generator information including styles, pricing, documentation, and official links for MCP-compatible AI clients like Claude Desktop, Cursor, Windsurf, and Continue.

Research MCP Server

Enables AI assistants to discover and manage arXiv papers by searching for papers, extracting metadata, and browsing saved collections, all within the conversation.

zero-mcp-starter

A Cloudflare-deployed MCP server providing web search and webpage reading via Jina, plus current weather and forecasts via WeatherAPI, with keys stored securely on the user's account.

SommelierX Wine Pairing MCP

Wine pairing intelligence for AI assistants. 7 MCP tools for sommelier-grade wine recommendations: pair wines with meals, ingredients, or recipe URLs, reverse pairing, group dinner planning, and search. Powered by a proprietary Wine DNA algorithm with 600+ wine archetypes. Supports API key and x402 (USDC on Base) autonomous agent payments.

Homespun

Hand a human a rich interactive UI by URL from any MCP client and get structured data back: forms, approvals, surveys, pickers, editable lists. Round-trip human-in-the-loop for agents.