发现优秀的 MCP 服务器

VPS Initialize

Enables automated VPS initialization and management through SSH connections. Supports installing common services like Node.js, Nginx, and Redis, configuring domains with SSL certificates, and setting up GitHub CI/CD pipelines with deploy keys.

Exa Websets MCP Server

Enables creation and management of AI-powered web entity collections (companies, people, research papers) with automated search, data enrichment, monitoring, and verification through Exa's Websets API.

barberhq-mcp

Exposes foldkit's 7-prime spine, 7 κ-bands, and 6 fold operations as MCP tools and resources, enabling folding, unfolding, and band classification in any MCP client.

OpenAPI Contracts MCP Server

Enables AI assistants to browse, read, compare, and validate OpenAPI contracts for providers and consumers.

Realty In Ca1 MCP Server

Enables users to access the Realty In Ca1 API to search for residential and commercial property listings, view detailed property information, and retrieve neighborhood demographics or statistics. It supports filtering by geographic location, price range, building type, and other real estate characteristics.

agent-bm25-knowledge-mcp

A local BM25 knowledge retrieval MCP server that indexes configured files and directories for agents like Claude Code, Kiro CLI, and Codex, providing interpretable search and chunk retrieval tools.

agnifolio-mcp

Official MCP server for Agni Folio, a free multi-currency wealth & portfolio tracker. 23 tools for holdings, performance, FIRE planning, crypto P&L, and confirm-gated writes — hosted endpoint with OAuth 2.1, plus a Docker stdio bridge in this repo.

MCP Server Example

一个模型上下文协议（Model Context Protocol，MCP）服务器的教育性实现，演示了如何构建一个功能性的 MCP 服务器，以便与各种 LLM 客户端（如 Claude Desktop）集成。

Laxis MCP Server

The Laxis MCP Server connects Laxis - the AI meeting note taker and voice dictation tool for professionals to Claude and other AI tools through the Model Context Protocol. Your assistant can search and read your meeting transcripts, summaries, and participants directly in chat, turning every conversation you've recorded into context your AI can reason over.

MCP Lab Workshop

MCP server for controlling a real-time interactive dashboard deployed on Cloudflare Workers. It provides tools to toggle features, update statistics, set messages, and simulate traffic.

Video Quality MCP Server

Enables comprehensive video quality analysis including metadata extraction, GOP structure analysis, quality metrics comparison (PSNR, SSIM, VMAF), artifact detection, and transcoding effect assessment through FFmpeg-based tools.

MCP SQL Server

Enables secure interaction with SQL Server databases through natural language queries in Cursor IDE, with individual user credentials for complete traceability and auditing of all database operations.

mcp-security-feeds

Enables listing, reading, and fetching curated cybersecurity feeds (RSS/Atom/RDF) with optional filtering, part of Pipeworx gateway.

evalgate

Eval-integrity statistics for AI benchmark claims — multiple-testing correction, power/MDE for model gaps, judge-bias and leaderboard-rank checks. Catches a benchmark number that won't survive a second look.

mcp-mercado-bitcoin

MCP server for Mercado Bitcoin exchange that provides 31 tools for consulting prices, managing accounts, trading cryptocurrencies, and handling wallet operations via natural language.

Jina Reader MCP Server

Jina Reader MCP 服务器 (Jina Reader MCP fúwùqì)

kaseya-bms-mcp

MCP server for Kaseya BMS PSA — tickets, accounts, time entries, and contracts. Enables AI assistants to manage service desk operations via the Kaseya BMS API.

voice-notes-mcp

Read-only MCP server that exposes locally generated voice notes to any MCP client, allowing listing, searching, and reading transcripts, summaries, and knowledge graphs from voice-notes sessions.

Another™ MCP Server for Binary Ninja

一个为 Binary Ninja 打造的又一个 MCP 服务器，带超能力 🥵

SecureContext

Provides persistent memory, cryptographic audit trail, and HMAC-verified skill admission for Claude Code, running locally on PostgreSQL with zero cloud sync.

INDUSS Research Intelligence MCP Server

Provides an institutional research backend for AI assistants, with 15 tools for company, financial, funding, competitor, industry, and news intelligence, plus Markdown/PDF report generation, featuring deterministic source routing, extraction, validation, and citation generation.

web-tools-mcp-server

Drop-in replacement for Claude's native web_search and web_fetch tools, resolving IP blocks and user-agent detection by using your own API keys and proxy.

LoopGauge

MCP server that experiments with cheaper LLM policies (model, prompt, reasoning, retry, escalation) against project tasks to recommend the lowest-cost policy that meets quality constraints.

Memory Shell Detector MCP

A tool for detecting and cleaning Java memory shells via local or SSH remote execution. It enables AI agents to scan Java processes, analyze suspicious class code, and safely remove memory shells after user confirmation.

Alpaca Trading MCP Server

一个模型上下文协议服务器，它与 Alpaca 交易 API 接口，允许用户通过自然语言交互来管理投资组合、下单交易和访问市场数据。 (Alternatively, a slightly more formal translation:) 一个模型上下文协议服务器，该服务器与 Alpaca 交易 API 对接，使用户能够通过自然语言交互管理投资组合、执行交易并获取市场数据。

Kremis

MCP server exposing a deterministic, local knowledge graph over stdio. Zero LLM calls in the bridge; answers are classified as Fact, Inference, or Unknown and persisted in redb (ACID, BLAKE3-hashed).

mcp-server-mattermost

Lets AI assistants read, search, and post messages in Mattermost channels, manage threads, reactions, files, and users with 38 tools.

mcp-epochs

Provides current Unix timestamp in seconds, milliseconds, and ISO 8601 format to LLMs via a simple MCP tool.

finance-mcp-server

A personal finance tracker MCP server that imports Rocket Money data or connects banks via SimpleFIN to a local SQLite database, enabling Claude to analyze spending, subscriptions, cash flow, and debt payoff with complete privacy.

wavespeed-mcp-worker

Remote MCP server that integrates WaveSpeed's image and video generation into Claude, supporting text-to-image, image editing, video generation, and job status polling via custom connector.