发现优秀的 MCP 服务器

Oracle MCP Server

Enables consulting oracle AI models (Codex or Claude) for expert reasoning and analysis on complex problems, architectural decisions, and design tradeoffs through a unified CLI interface.

Cozi MCP Server

Enables AI assistants to manage Cozi Family Organizer accounts, including creating and updating shopping/todo lists, managing calendar appointments, and accessing family member information.

oncallhealth-mcp

MCP server for On-Call Health burnout analysis. Connects AI assistants to your on-call data for workload insights.

Remote MCP Server

Enables running MCP tools remotely on Cloudflare Workers with OAuth login. Supports tool calls like math operations through MCP clients.

fs-mcp-rs

Ultra-fast, memory-efficient Rust implementation of the Filesystem MCP server with bounded IO, regex search, and optional terminal execution.

CodexMCP

A FastMCP server that wraps OpenAI Codex CLI to provide AI-powered code generation, refactoring, and documentation via a standardized API.

statetakehome-mcp

Enables AI assistants to compute US take-home pay, self-employment taxes, and capital gains taxes for the 2026 tax year using the engine from statetakehome.com.

Gmail MCP Server

Provides access to Gmail functionalities including listing unread emails, searching via query syntax, and managing messages through archiving or marking as read. It enables MCP clients to securely interact with and organize email data using the Gmail API.

FastMCP Prompts Example

A tutorial demonstrating how to build reusable, parameterized MCP prompt templates using FastMCP, including patterns for research, summarization, and code review.

Whisper Speech Recognition MCP Server

Enables high-performance audio transcription using Faster Whisper with CUDA acceleration, supporting single and batch audio file processing with multiple output formats (VTT, SRT, JSON).

Azure Logs MCP

Enables querying Azure Application Insights logs by order number through natural language. Provides secure access to Azure Monitor logs with comprehensive error handling and rate limiting.

agentloop

MCP server that enables AI agents to run a deterministic orchestration loop with decomposition, subagent execution, and review feedback across multiple LLM backends.

doorvault-mcp

Enables AI assistants to analyze rental property deals using DoorVault IDEAL Scoring v2.0, including Section 8 FMR lookup, tax deduction checklists, and rental metrics calculations.

MCP Server

镜子 (jìng zi)

WebEvalAgent MCP Server

Unleashes LLM-powered agents to autonomously execute and debug web apps directly in your code editor, with features like webapp navigation, network traffic capture, and console error collection.

Memara

Memara MCP Server provides persistent memory capabilities for Claude Desktop through Server-Sent Events transport. Store conversations, insights, and knowledge with semantic search. Transform Claude from stateless assistant to memory-enabled AI companion.

Logeion MCP Server

Enables LLMs to search and retrieve Latin word definitions and lemmas from the Logeion dictionary database, with support for automatic lemmatization via spaCy.

mcp-everest

An unofficial MCP server for Percona Everest that enables AI-powered interaction with database clusters, including listing, retrieving details, credentials, and components.

Proxmox MCP Server

Enables Claude to manage Proxmox VE infrastructure — VMs, LXC containers, snapshots, storage, and more.

Stata-MCP

一个 MCP 服务器，允许大型语言模型与 Stata 软件交互，以执行回归分析和其他统计操作。

Enterprise MCP Server

A single MCP server that exposes safe, permission-checked tools for AI assistants to reach file systems, databases, APIs, Git, cloud services, and business applications.

Cassini Mission Plan MCP

A read-only MCP server over the Cassini-Huygens mission dataset exposing tools for querying activity data such as listing, searching, counting, aggregating, and timeline analysis.

calibre-library-mcp

A local stdio MCP server that enables AI tools to search a self-hosted Calibre library over SSH, supporting metadata queries, full-text search, and book details.

MCP Gateway (Parent MCP Server)

Enables centralized management and unified interface for multiple child MCP servers (filesystem, sqlite, etc.), allowing users to discover, launch, and execute tools across different MCP servers through a single gateway.

@nimbus21.ai/chrome-devtools-mcp

Lets AI coding agents control and inspect a live Chrome browser via MCP, providing Chrome DevTools capabilities for automation, debugging, and performance analysis.

ppe-compliance-mcp

Enables querying PPE compliance analytics from precomputed video inference results, providing tools for site summaries, worker status, violations, and trends without re-running inference.

SmoothyStudio MCP Server

Enables AI agents to generate and compose thumbnails using tools like get_capabilities, measure, render_thumbnail, render_variants, and get_canvas, with a document model that supports layers, effects, and masking.

Cortex

Persistent memory MCP server for Claude Code that captures and recalls project context across sessions, eliminating the need to re-explain architecture and decisions daily.

Snowfort Circuit MCP

A comprehensive Model Context Protocol (MCP) server suite that enables AI coding agents to automate both web browsers and Electron desktop applications with auto-snapshots and element references.

synapse-rmcp

MCP server and CLI for host and container operations, enabling Docker and Compose control, SSH, host inspection, logs, ZFS, and safe file transfer. It exposes flux and scout MCP tools with parity from the original TypeScript server.