发现优秀的 MCP 服务器

Vision MCP Server

Provides free and unlimited vision capabilities for AI coding assistants using the Groq API and Meta Llama 4 Vision model. It enables users to perform image analysis, OCR, UI layout description, and error diagnosis directly from screenshots and documents.

db-access-mcp

An MCP server that gives AI agents access to configured databases (PostgreSQL, MySQL, Redshift, SQL Server) with SSH/AWS SSM tunnels, pluggable secret providers, and strict per-instance isolation.

Canvas LMS MCP Server

Provides read-only access to Canvas LMS, enabling users to view active courses, grades, and upcoming assignments through natural language queries.

gpt-codex-handoff

Enables Codex to delegate decision-making to an OpenAI reviewer for structured next-step recommendations during long-running tasks.

ClickUp MCP

MCP server enabling AI assistants to interact with ClickUp workspaces, including task management, comments, time tracking, and document operations.

loop-verify

An MCP server that performs independent verification of artifacts against criteria using a different AI model lineage (codex, OpenAI, or Gemini) to catch defects that same-family checks might miss.

docker-mcp

Enables inspecting, orchestrating, and troubleshooting Docker Engine and Docker Compose environments through six consolidated high-leverage MCP tools.

TruthRoute

Enables comparison of responses from multiple LLMs (OpenAI, Anthropic, Gemini) to the same prompt, returning a validated divergence score based on sentence embeddings.

regwatch-co

An MCP server for querying Colombian legislative norms and their current legal effect, with read-only tools for normativity search and validity consultation. It provides provenance-backed data with explicit citations to official sources.

mcp-server-zep-cloud

mcp-server-zep-cloud

boostu-teamleader-mcp

Open-source MCP server for Teamleader Focus CRM. Use Teamleader inside Claude and other AI assistants: contacts, deals, quotations, invoices, projects and more.

Riksdag & Regering MCP

Enables LLMs to query and retrieve real-time open data, documents, protocols, and records from the Swedish Parliament (Riksdag) and Government Offices through 32 specialized MCP tools.

Grafana MCP Server

Enables AI-powered integration with Grafana instances through 52 MCP tools for dashboard management, Prometheus/Loki queries, alerting, and administrative functions. Supports complete Grafana functionality including metrics exploration, log analysis, and incident response through natural language.

xbox-mcp

Enables to query Xbox Live profiles, current games, recent games, and activity for any Xbox player using the OpenXBL API. Supports gamertag resolution and provides rich presence details.

TypeScript MCP Server Boilerplate

A boilerplate project for quickly developing MCP servers using TypeScript, featuring example implementations of tools (calculator, greetings) and resources (server info) with Zod schema validation.

MCP Pulse

Enables sharing MCP servers with clients, storing tool calls in PostgreSQL, and providing usage analytics via an admin dashboard and API.

test-intelligence-mcp

An MCP server that gives AI coding agents the ability to analyze a Python repository's test health: coverage, flaky tests, and ML-based pull-request risk prediction.

unifi-mcp

MCP server that turns Claude into a UniFi network specialist. Manage devices, optimize WiFi, audit security, and troubleshoot your network through natural language.

(Unofficial) linkding-mcp-server

非官方 linkding MCP 服务器

Sam's Club MCP

Enables AI assistants to read balances, statements, credit card bills, and investments from Sam's Club accounts via Open Finance Brasil, with read-only access.

AgentOps Guardian MCP

An MCP server that provides on-demand safety for AI coding workflows, enabling inspection, review, checkpointing, and rollback of risky actions.

oitvoip-mcp

MCP server for Oitvoip (NetSapiens) that exposes domain, reseller, device, subscriber, and CDR tools via the ns-api.

mcp-arabic-ui-ux

An MCP server for Arabic UI/UX design, offering tools to generate design tokens, build RTL components, stitch layouts, and audit RTL compliance using Material 3 Expressive and Google Stitch.

Academix MCP

Aggregates academic paper search from multiple databases (OpenAlex, Semantic Scholar, etc.) with PDF storage and full-text search capabilities.

Karakuri MCP

A modular MCP server that enables AI agents to efficiently call multiple specific APIs through plugins, currently including video generation via PiAPI Seedance, file downloads, and audit logging.

mcp-server-tree-sitter

一个模型上下文协议 (MCP) 服务器，它使用 tree-sitter 提供代码分析功能，旨在让 Claude 能够智能地访问代码库，并进行适当的上下文管理。

yandex-mail-mcp

Provides 28 tools to read, search, send, and manage Yandex Mail emails via the Model Context Protocol.

watchcharts-mcp

MCP server for WatchCharts.com that provides luxury watch market data including prices, trends, sales, listings, and appraisals through various tools.

NetApp ONTAP MCP Server

Provides a Model Context Protocol interface for managing and monitoring NetApp ONTAP storage systems through tools for log access, performance metrics, and cluster health. It enables users to perform storage efficiency analysis and volume management using natural language interactions.

MCP Poisoning Attack - PoC

这个仓库演示了影响真实世界 AI 代理工作流程的各种 **MCP 中毒攻击**。