Discover Awesome MCP Servers

MCP SSH Manager

Enables Claude to manage multiple SSH connections, execute remote commands, and transfer files across servers. Supports secure authentication, default directories, sudo operations, and deployment automation with profiles for different project types.

wholesale-mcp

An MCP server that enables AI assistants to browse, analyze, and automate interactions with wholesale websites using Playwright and recipe-based HTTP execution. It supports tasks like automated login, product searching, and cart management through browser snapshots and network log analysis.

Smara Memory MCP Server

Provides persistent, decay-aware memory for AI applications by integrating the Smara Memory API through semantic search and Ebbinghaus forgetting curves. It enables tools to store, search, and manage long-term user context with importance-based ranking and automatic decay.

DataFrame Analyst MCP

Enables analysis of datasets from CSV/Excel files, Google Sheets, and Google Drive with comprehensive data profiling tools including schema inference, missing value reports, correlation analysis, and outlier detection. Supports exporting analytical reports in multiple formats to local storage or Google Drive.

mcp-freshbooks

Production-grade MCP server for FreshBooks. 25 tools for invoices, clients, expenses, payments, time tracking, projects, estimates, and financial reports. OAuth2 with automatic token refresh.

webdev-mcp

An MCP server providing web development tools such as screen capturing capabilities that let AI agents take and work with screenshots of the user's screen.

SupaMCPBuilder

A runtime-configurable MCP server for Supabase databases that enables dynamic tool creation through JSON configuration. Build custom database operations (select, insert, update, delete) without writing code, with built-in authentication and template support.

tauri-plugin-mcp

Enables AI assistants to automate and test Tauri desktop applications through the Model Context Protocol. It provides tools for app management, UI interaction, and state inspection across multiple platforms without requiring CDP dependencies.

Swiftcode MCP Server

A Model Context Protocol server that automates code generation for web development, specializing in creating TypeScript API clients from Swagger/OpenAPI specs and Vue.js components for frontend development.

MCP Agent Memory

A production-ready MCP server that enables multiple AI agents to collaborate through a shared, concurrency-safe memory space. It supports advanced search, full CRUD operations, and automatic backups to facilitate asynchronous communication between agents.

Plausible Analytics MCP Server

Enables AI assistants to query website statistics from Plausible Analytics, providing access to metrics like real-time visitors, traffic trends, and page performance. It supports both Plausible Cloud and self-hosted instances through the Stats API v2.

Mintline MCP Server

Connects AI assistants to Mintline receipts and transactions via the Model Context Protocol. It enables users to search, filter, and manage financial records, including matching receipts with bank transactions through natural language.

Itcons.app MCP Server

Connects AI assistants to the Itcons.app business operations platform for managing work reports, work orders, projects, clients, and users. It supports both local stdio and remote HTTP modes, enabling querying, searching, and creating operational data with secure authentication.

GroundDocs

A version-aware Kubernetes documentation assistant that connects LLMs to trusted, real-time Kubernetes docs to reduce hallucinations and ensure accurate, version-specific responses.

Agent-MQ

agent-mq is a message queue that enables AI coding agents to communicate with each other across sessions and machines. Agents can send messages, delegate tasks, and coordinate work — all through MCP tools. Supports Claude Code, Cursor, Codex, OpenClaw, and any MCP-compatible tool. UUID-based authentication with per-user data isolation. Self-hostable with Docker.

AppCan Helper MCP Server

Enables users to search and access AppCan mobile development platform documentation with intelligent fuzzy search, caching, and content retrieval. Provides comprehensive access to AppCan's API documentation, development guides, and tutorials through natural language queries.

Agentic Developer MCP

An MCP server that wraps OpenAI's Codex CLI to automate repository cloning and code analysis tasks. It enables users to execute complex coding requests on specific Git branches and subfolders using standardized MCP tools.

MCP Cookie Server

A Model Context Protocol server that provides positive reinforcement for LLMs by awarding 'cookies' as treats through a jar-based economy system where Claude can earn cookies based on self-reflection about response quality.

browser-use MCP Server

镜子 (jìng zi)

PubMed MCP Server

Enables searching and retrieving detailed information from PubMed articles using the NCBI Entrez API. Supports configurable search parameters including title/abstract filtering and keyword expansion to find relevant scientific publications.

Reddit MCP Server

Enables AI agents to search, monitor, and analyze Reddit's communities and discussions through authenticated API access with intelligent caching and rate limiting.

MCP Conductor

An orchestration system that coordinates multiple MCP servers to eliminate AI session startup overhead through intelligent project caching. It enables instant context loading and conversation continuity by synchronizing data across Memory, Filesystem, Git, and Database MCPs.

Minimal MCP

A basic educational MCP server that provides simple tools for mathematical calculations, text manipulation, and time retrieval. Designed for learning MCP implementation patterns and development purposes.

Specif-ai MCP Server

一个命令行工具，通过标准输入/输出 (stdio) 运行模型上下文协议 (Model Context Protocol) 服务器，从而能够与 Specif-ai 平台的规范文档（如业务需求、产品需求和用户故事）进行交互。

Pelaris

Connect Pelaris to any MCP-compatible AI assistant for personalised fitness coaching. Plan training programs, log workouts, track benchmarks, manage goals, and get data-driven coaching insights. Supports science-based methodologies including 5/3/1, Pfitzinger, polarised training, and more. OAuth 2.0 authentication with Streamable HTTP transport. Documentation: https://pelaris.io/integrations Web

Notion MCP Server

Notion 的 MCP 服务器。

Harbor MCP Server

Enables AI models to interact with Harbor container registries to manage projects, repositories, and system configurations in real time. It provides a suite of tools for monitoring health, retrieving statistics, and performing searches across registry data.

Google Spanner MCP Server by CData

This read-only MCP Server allows you to connect to Google Spanner data from Claude Desktop through CData JDBC Drivers. Free (beta) read/write servers available at https://www.cdata.com/solutions/mcp

Bitrix24 MCP Server

A comprehensive MCP server for Bitrix24 CRM integration that enables AI agents to manage contacts, deals, tasks, leads, and companies. It also provides advanced tools for sales team monitoring, performance analytics, and automated CRM search capabilities.