发现优秀的 MCP 服务器

cre-fred-mcp

Enables pulling live Federal Reserve economic data (SOFR, Treasury yields, Fed funds rate, mortgage rates, CPI, PCE) for CRE capital markets analysis through an MCP client.

Weather MCP Server

Provides current weather conditions, multi-day forecasts, and location search capabilities through integration with weather APIs, enabling natural language weather queries and comparisons.

sds-mcp-server

MCP server that lets users search Safety Data Sheets (SDS) by chemical or product name, returning records with direct links to SDS documents.

mcp-jumpserver-gui-sucks

A JumpServer 443-only MCP bridge for coding agents that exposes a CLI-first, MFA-compatible, audit-preserving path into JumpServer assets without GUI or port 2222 dependencies.

Argus

Argus is an Arm-native, MCP-enabled diagnostic and optimization platform for ROS 2 that bridges the gap between Arm hardware capabilities and ROS 2 deployment decisions. It enables AI agents to profile hardware, assess ROS 2 tiers, and generate optimized configurations.

Dali MCP

An MCP server that scores, enhances, and analyzes prompts for AI video and image generation models to prevent token waste on poor prompts.

freellmpool

MCP server that pools free tiers of multiple LLM providers behind an OpenAI-compatible endpoint, enabling model routing, failover, and usage tracking through tools like tokenmax, capacity, and benchmark.

NoteAgent

An MCP server that connects AI coding agents with Apple Notes for developer workflows like capturing debug sessions, logging commits, and saving code snippets.

Takos Office

Self-hosted productivity suite with document, slide, and spreadsheet editors, all accessible via a single MCP endpoint for agent-native interaction.

PowerShell MCP Server

A Model Context Protocol server that enables AI assistants to execute PowerShell commands, retrieve system information, manage modules, and run scripts on Windows systems.

Searchspring Integration Assistant

Provides implementation guidance, code validation, and troubleshooting tools for Searchspring's e-commerce APIs including search, autocomplete, recommendations, and tracking. Helps developers properly integrate Searchspring functionality with platform-specific code examples and best practices.

Openfort Model Context Protocol (MCP) Server

A plug-and-play solution that enhances AI assistants by enabling them to create projects, manage configurations, and interact with Openfort's wallet infrastructure through 42 specialized tools.

K-Heritage Guide MCP

Discovers Korean national heritage, resolves designation numbers, and creates heritage-focused trip plans using official National Heritage Administration data.

F5 MCP Server

Enables interaction with F5 devices through the iControl REST API to manage objects like virtual servers, pools, iRules, and profiles. It provides comprehensive tools for listing, creating, updating, and deleting F5 configurations via natural language interfaces.

clockify-mcp-server

Enables time tracking and management in Clockify through natural language commands. Supports creating time entries, managing projects, clients, and tags.

AgentBridge

Enables AI agents to interact with Classic Mac OS 7-9 through structured commands and responses using a shared folder transport, supporting file browsing, window management, mouse/keyboard control, and more.

Replicate Anywhere

An MCP server that enables AI assistants to search, discover, and run any model on Replicate.

git-reviewer

Enables AI assistants to fetch GitHub pull request diffs and metadata, and post review comments directly through the MCP protocol.

base-token-factory

Enables deploying ERC-20 tokens on Base mainnet via the SimpleTokenFactory contract. Supports token deployment, querying deployments, and factory info.

memory-mcp

Persistent memory MCP server for Claude Code. Store, search, and retrieve memories across sessions using hybrid vector + keyword search powered by SQLite, FTS5, and sqlite-vec.

intelligence-hub

A Multi-Domain Private Intelligence Hub that routes user queries to the best local Ollama model and uses a local vector DB (ChromaDB) for RAG. Everything runs on your machine.

protonmail-mcp-server

MCP server for reading, searching, and sending ProtonMail emails via the ProtonMail Bridge.

ClickHouse Trace-Activity MCP Server

Tracks a user's activity by trace ID from application logs stored in ClickHouse. Provides tools for log timeline, trace summaries, and search across services.

Gmail MCP Server

Connects Claude Code to Gmail for reading, searching, drafting, and managing emails with features like labels, filters, and smart workflows.

deprecation-mcp

An MCP server that checks whether a vendor API or SDK is active, deprecated, or sunset, using a curated dataset. Enables agents to verify deprecation status before upgrade/maintenance work.

Testing Farm MCP Server

Analyzes Testing Farm jobs, checks job status, and investigates failures with detailed error information.

Ping Principal MCP

Enables AI agents to request human input through native macOS dialogs for clarifying questions and user interactions.

GitHub MCP Server

一个 MCP 服务器，允许 Claude 和其他 MCP 兼容的 LLM 与 GitHub API 交互，支持创建 issue、获取仓库信息、列出 issue 和搜索仓库等功能。 (Alternatively, a slightly more formal translation:) 一个 MCP 服务器，它允许 Claude 及其他 MCP 兼容的 LLM 与 GitHub API 进行交互，并支持诸如创建 issue、获取仓库信息、列出 issue 以及搜索仓库等功能。

bbn-mcp-server

Exposes Big Bang Nucleosynthesis computation and analysis tools to LLM agents, enabling them to scan parameters like baryon density, extra relativistic species, and neutron lifetime, and to fit abundances against observations.

clermes-mcp

Exposes a Clermes worker fleet as typed tools over HTTP and stdio, enabling a coordinator to drive the fleet with structured tool calls.