发现优秀的 MCP 服务器

arXiv LaTeX MCP Server

Enables Claude and other MCP clients to access and process arXiv papers by fetching their LaTeX source code, providing accurate interpretation of mathematical equations and notations that PDF processing often struggles with.

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).

GitLab MCP Server

Connects AI assistants to GitLab projects, enabling natural language queries for merge requests, code reviews, pipeline tests, job logs, and commit discussions with support for responding to comments.

FastMCP Python Boilerplate

Provides a production-ready FastMCP Python server boilerplate with structured logging, rate limiting, and config validation for building MCP servers compatible with Claude and other agents.

transcriptor-mcp

An MCP server (stdio + HTTP/SSE) that fetches video transcripts/subtitles via yt-dlp, with pagination for large responses. Supports YouTube, Twitter/X, Instagram, TikTok, Twitch, Vimeo, Facebook, Bilibili, VK, Dailymotion. Whisper fallback — transcribes audio when subtitles are unavailable (local or OpenAI API). Works with Cursor and other MCP host

SeekLink

Local-first Markdown vault retrieval for agents. Read-only MCP stdio server exposing search, get, status, and doctor over Obsidian-compatible Markdown with hybrid BM25/vector/wikilink/title retrieval and first-class CJK support.

sports-feeds

Enables AI agents to browse curated sports news feeds, read feed items, and fetch any RSS/Atom/RDF feed with normalization.

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.

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.

antigravity-mcp

Integrates Google Antigravity's agy agent into MCP, enabling asynchronous delegation of complex tasks like code analysis and file management with job polling.

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.

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.

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.

@apexfdn/copilot-mcp

Provides Web3 founders with tools for project scoring, portfolio matching, fund matching, hackathon discovery, jurisdiction analysis, Twitter audit, and smart contract security review. Works with MCP-compatible assistants without transmitting file contents.

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.

mcp-everest

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

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.

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)

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.

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.

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.

FastMCP Prompts Example

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

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.