发现优秀的 MCP 服务器

RoofMeasure MCP

Provides free EagleView-style satellite roof measurements and modular Xactimate-style estimating from Google Solar API data, enabling contractors to generate reports and estimates from any address.

tradingview-mcp-server

Provides real-time market data, technical analysis, screeners, and backtesting for stocks, crypto, forex, and futures across global exchanges, enabling AI assistants to fetch quotes, indicators, and strategy results via natural language.

ModelCostSaver

Predict the cost of an LLM call before you make it, and pick the cheapest model that still does the job, offline, from your editor.

McpLLMServer

A FastAPI-based MCP server that enables LLM agents to interact with Ollama models through standardized MCP tools, with optional MySQL and Redis integration for data persistence and caching.

vibe-debug

Enables coding agents to use a real debugger (Python via debugpy) for launching, attaching, setting breakpoints, stepping through code, inspecting stack frames, and evaluating expressions through MCP tools.

spx-mcp-server

Web-only MCP server for php-spx reports that calls embedded SPX web endpoints, parses full reports, and returns LLM-sized JSON summaries instead of raw event streams.

Code Context Engine

Indexes your codebase so AI coding agents can search instead of re-reading files, saving up to 94% of tokens.

git-courer

An MCP server that gives AI agents a full, safe interface to Git with automatic backups, isolated worktrees, and structured JSON outputs.

🏆 Audiense Demand MCP Server

这个 MCP 帮助您与您的 Audiense Demand 账户进行交互。它提供工具来创建和分析需求报告、跟踪实体表现，并获得跨不同渠道和国家/地区的洞察。

appium-mcp-auth

Authentication and authorization plugin for appium-mcp, adding bearer API keys, OAuth JWT, session tokens, scope-based authorization, rate limiting, and per-session ownership when running over SSE/HTTP Stream.

MCP Server Template

用于使用 Bun 运行时构建 AI 工具的 MCP 入门套件 - 专为交互式测验而设计

DeFi Trading Agent MCP Server

Transforms AI assistants into autonomous crypto trading agents with real-time market analysis, portfolio management, and trade execution across 17+ blockchains.

evernode-mcp

Enables AI agents to build, check, cost, and deploy HotPocket dApps on Evernode/Xahau by scaffolding deterministic contracts, checking determinism, estimating lease costs, ranking hosts, and generating deploy commands.

Memory Alpha MCP Server

An MCP server that brings Star Trek knowledge from Memory Alpha into your AI sessions. Search articles, look up episodes, compare starships, and more.

skilljit

Enables on-demand discovery and loading of skills and MCP tools through a fixed set of routing tools, minimizing token overhead.

web-mcp

A local MCP server for semantic search over RSS/Atom feeds, providing tools for ranked search, trending topics, digests, and feed health monitoring without requiring an API key.

Berghain Events MCP Server

A server that allows AI agents to query and retrieve information about upcoming events at Berghain nightclub through a DynamoDB-backed FastAPI service.

GitHub Summary MCP

Generates daily GitHub work summaries by analyzing commits across all repositories a user owns or contributes to. It provides tools to fetch today's commit activity and deduplicate repository-specific updates for easy reporting.

optiflow-mcp

A Claude Code plugin that merges token optimization and compression tools into a single MCP server, enabling context-aware token management, session analytics, and compact-continue checkpoints for efficient AI interactions.

code-execution-mcp

An MCP server that enables AI agents to execute terminal commands and Python code on the host system, leveraging Agent Zero's battle-tested implementation with session management and smart output handling.

MCP Sampling Demo

Demonstrates how to implement sampling in MCP servers, allowing tools to request LLM content generation from the client without requiring external API integrations or credentials.

Excel MCP Server

Exposes Excel operations (open/close files, read/write cells, create sheets, apply formulas, and run existing VBA macros by name) to AI agents like Claude Desktop or Claude Code via MCP.

scheduler-mcp

Self-hosted scheduler using Notion as control plane and Docker container with SQLite ledger, executing scheduled notifications, scripts, and LLM agents with MCP tools.

Grok2Blender

Enables natural language control of Blender 4.2+ with vision feedback, allowing users to create and manipulate 3D scenes through Grok AI, and supports handoff to Resolve via GRS.

claude-code-hwp-mcp

An MCP server for AI-powered automatic editing of HWP documents in Claude Code and Claude Desktop, offering 94 tools for document analysis, table editing, text formatting, layout, and PDF verification.

CLARA MCP Server

A hybrid pulmonary radiology diagnostic backend that provides MCP agent skills for vision inference, clinical RAG, report synthesis, and escalation, with multi-layer security.

Semrush Keyword Magic Tool MCP Server

Enables access to Semrush Keyword Magic Tool API for SEO keyword research, including keyword overview analysis, finding millions of keyword suggestions, and discovering question-based keywords across different countries and languages.

Metacognitive Compute Scheduler

An MCP server that decides whether each step of an agent requires cheap intuition (System 1) or expensive deliberation (System 2) by learning from experience rather than hand-written rules.

agentfolio-mcp-server

MCP server for AgentFolio — the identity and reputation layer for AI agents. Query agent profiles, trust scores, verification status, and marketplace listings through 8 MCP tools.

Redfish MCP Server

Enables AI agents and LLMs to control and monitor Redfish-enabled hardware through power operations, system inventory, event logs, health monitoring, sensor readings, and user account management.