发现优秀的 MCP 服务器

OracleDB MCP Server

镜子 (jìng zi)

PRPilot MCP Agent

Analyzes GitHub Pull Requests (PRs) by querying status, CI checks, reviews, comments, and local git state, and provides next-step suggestions in Chinese.

mcp-client-helper

MCP 客户端助手（管理、执行 MCP 服务器）

Background Process MCP

Enables LLMs to start, stop, and monitor long-running command-line processes in the background.

Prometheus MCP Server

A Model Context Protocol server that enables AI assistants to query Prometheus metrics, discover available data, and analyze system performance through natural language interactions.

canary-mcp

A visual canary that detects context rot and silent model degradation in long agent conversations by embedding externally verified checkpoints and self-reported status into each response.

m365-mcp-server

A production-ready MCP server that provides secure, delegated access to Microsoft 365 services including Email, SharePoint, OneDrive, and Calendar. It enables AI models to search messages, browse files, manage calendar events, and parse document contents using OAuth 2.1 authentication.

firewalla-mcp

Enables natural language queries to Firewalla Gold for read-only network security monitoring, including alarms, devices, traffic flows, and system status via local API.

context-studio

MCP server for Context Studio, a file-based CMS for governed marketing documents and searchable collections, enabling retrieval and management of AI context via tools like scopes, document reads, and collection search.

HDFS MCP Server

A Model Context Protocol server that enables interaction with Hadoop Distributed File System, allowing operations like listing, reading, writing, and managing HDFS files and directories.

ISPW MCP Server

Enables LLMs to manage mainframe source code and deployment workflows via BMC Compuware ISPW, supporting assignment, task, release, and deployment operations.

phantom-mcp-server

Give your AI agent a crypto wallet. Sign messages, send transactions, transfer tokens, and swap across Solana and EVM chains using Phantom's non-custodial wallet.

kali-mcp

Enables AI assistants to run Kali Linux security tools in an isolated Docker container for tasks like network scanning, port checking, and service enumeration.

real-estate-data-mcp-server

Provides US real estate data including housing stats, demographics, nearby amenities, area comparisons, cost-of-living analysis, and neighborhood search via free public APIs without any API keys.

ChatGPT MCP Server

Enables ChatGPT to perform filesystem operations, execute PowerShell commands, and manage n8n workflows on a Windows machine.

Oura Ring MCP Server

Enables Claude to access and query Oura Ring health data including sleep, activity, readiness, heart rate, and more via the Oura API.

Graphiti MCP Server

Enables AI assistants to build and query temporally-aware knowledge graphs from conversations and data, maintaining persistent memory of entities, relationships, and facts across interactions.

mcp-market-ru

MCP server for the Russian construction market — 3,395 contractor companies and 13,436 house-building projects across 18 regions. 21 tools for search, comparison, cost analytics, contractor recommendations, and quote requests.

Atlassian MCP Server

Enables AI assistants to interact with Atlassian Cloud (Jira, Confluence, Bitbucket) through natural language, providing CRUD operations for issues, pages, pull requests, and more.

mcp-onedev

Interact with OneDev for CI/CD spec editing, pull request review, and issue workflow automation etc.

Ghost MCP

An MCP server for interacting with Ghost CMS blogs through AI assistants, supporting both read-only content and full admin operations.

ContextCache MCP

A local MCP server that indexes TypeScript/JavaScript projects and returns budget-aware, dependency-optimized context packs for AI coding assistants.

rules-mcp-server

MCP server providing interactive prompts for designing and reviewing microfrontend and microservice architectures, with embedded development rules and best practices.

portfolio-mcp

A Model Context Protocol server that enables AI agents to query Saagar Patel's writing, projects, and benchmark results from a static corpus, without scraping HTML.

Apple Ads MCP

MCP server exposing the full Apple Ads (Search Ads) Campaign Management API v5 — 74 typed tools

nectar-mcp

MCP server for the Nectar Climate utility data API, providing tools to access utility bills, meter data, and export to ENERGY STAR Portfolio Manager.

ai-act-mcp

Enables EU AI Act compliance assessment by classifying AI systems, listing obligations, computing deadlines, and scanning repos for required documentation, all running locally.

Spronta MCP Server

Enables AI assistants to upload, transform, and serve images using the Spronta Image CDN. It supports real-time image processing, global CDN delivery, and management of projects and transform presets through natural language.

Saros MCP Server

Enables AI agents to interact with Saros DeFi through natural language, providing tools for liquidity pool management, portfolio analytics, farming positions, and swap quotes on Solana.