Discover Awesome MCP Servers

Zhipu Text-to-Image MCP Server

Enables text-to-image generation using Zhipu AI's CogView-4 API. Supports generating images from text prompts with configurable size and quality parameters through MCP-compatible clients like Claude Desktop and Cline.

Kroki MCP

A production-ready MCP server scaffold that features built-in authentication, Docker support, and a comprehensive CI/CD release pipeline. It provides a standardized template for deploying servers with multi-transport support and configurable read-only modes.

cogmemai-mcp

Persistent cloud memory for AI coding assistants. 28 MCP tools for semantic search, auto-learning, task tracking, correction patterns, knowledge graphs, and session replay across Claude Code, Cursor, Windsurf, Cline, and any MCP client. Encrypted at rest. Team shared memory with author attribution.

Intelligent PostgreSQL MCP Client

Enables natural language querying of PostgreSQL databases with intelligent SQL generation using LLMs.

Simple Calculator MCP Server

A beginner-friendly MCP server that provides basic arithmetic operations like addition and random number generation, built with FastMCP.

locklens

Audits package lockfiles for vulnerabilities, supporting npm, yarn, and pnpm. Runs via CLI or as an MCP server over stdio.

mcp-postgres

Enables AI agents to execute SQL queries and introspect PostgreSQL schemas, tables, and indexes with read-only safety by default. Supports optional write operations and works with Claude, LangChain, and other agents via stdio or HTTP transports.

testrail-mcp-server

Enables TestRail test management through MCP tools, allowing users to manage projects, test cases, runs, and results via natural language.

Amazon Music MCP Server

Enables control of Amazon Music playback through Claude Desktop via the Model Context Protocol. Users can play, pause, skip tracks, and search for music using natural language commands powered by browser automation.

1C MCP Proxy

Proxies MCP protocol to JSON-RPC for 1C:Enterprise IT management system, enabling AI agents to manage tasks, projects, knowledge base, and files.

Dhan MCP Server

Enables AI assistants to manage orders, portfolios, and market data via Dhan's trading APIs.

Decision OS MCP

An LLM-native decision tracking system that captures unexpected engineering outcomes as 'pressure events' to build a persistent learning foundation. It enables AI assistants to manage cases, log surprises, and promote recurring insights into global or project-specific knowledge bases.

Freshdesk MCP Server

Provides a standard MCP interface for Freshdesk helpdesk operations, including ticket lifecycle management, draft/send replies and notes, contact lookup, and agent/group discovery.

Vision MCP for Reasonix

Provides vision capabilities to Reasonix, enabling analysis of images/videos, OCR, and comparisons via OpenAI-compatible vision models.

CanvasXpress MCP Server

Converts natural language descriptions into validated CanvasXpress JSON configurations for chart generation using RAG and a built-in visualization knowledge base. It supports over 70 chart types and ensures generated configs are compatible with provided data headers and column types.

jellyfin-api

Provides interaction with Jellyfin media server via the Jellyfin REST API, enabling content management and server configuration through natural language.

OpenL MCP Server

Enables AI assistants to interact with OpenL Studio's business rules management system, allowing repository, project, rule, and deployment management via natural language.

chiark-mcp

Find the most reliable AI agent for any task. Search 2,000+ agents across A2A and MCP with quality filters — min uptime, max latency, score thresholds. Check if an agent is alive before routing to it. Like Artificial Analysis, but for agent services.

HopperPyMCP

A FastMCP server plugin for the Hopper disassembler that enables AI assistants to analyze binary files, disassemble procedures, generate call graphs, search strings, and manage reverse engineering tasks. Provides comprehensive binary analysis capabilities including decompilation, annotation tools, and reference tracking through natural language interactions.

@tony2026m/mybatis-flex-mcp

MCP server for Mybatis-Flex ORM framework providing API documentation, code examples, and changelog queries.

TypeScript MCP Server Boilerplate

A boilerplate project for quickly developing Model Context Protocol (MCP) servers using TypeScript SDK, with example calculator and greeting tools, and resource management capabilities.

Vega-Lite MCP Server

Provides AI assistants with access to Vega-Lite documentation, visualization examples, and specification validation tools. Enables searching docs, retrieving examples by category, validating JSON specs, and accessing schema information for creating data visualizations.

memroach_mcp_server

Backs your AI coding agent's memories, skills, and settings to CockroachDB with automatic sync, hybrid semantic+keyword search, knowledge graph, smart context priming, and 16 MCP tools for cross-machine memory management.

42 MCP Server

Exposes 42's intranet API via the Model Context Protocol, enabling LLM agents to access user information, projects, and campus data.

WinPilot Computer Use MCP

Enables AI agents to control Windows GUI applications like a human using screen capture, OCR, mouse and keyboard input, and window management, with safety levels and memory.

api-redbox-mcp

Provides a disposable, hardened Kali Linux sandbox with an MCP interface for LLM-driven security analysis of REST APIs, confining blast radius via container isolation.

mcp-mydisease

Provides dataset statistics and release metadata for MyDisease.info, enabling users to query disease-related data through natural language via the Pipeworx gateway.

Shellgate

A secure gateway that lets AI agents interact with APIs and SSH servers via scoped tokens, with credential injection, human-in-the-loop for dangerous commands, and MCP integration for tool access.

fillout-mcp-server

Enables form management, response handling, and analytics via the Fillout.io API, allowing users to create, update, and fetch forms and submissions through natural language.