发现优秀的 MCP 服务器

tool-smith

MCP server that routes natural language requests to structured tool calls using a LoRA-tuned small language model, with built-in validation, retry, and fallback recovery.

wikipedia-mcp

Enables AI agents to search, read, and explore Wikipedia articles via tools like summaries, categories, and random articles, with no API keys required.

Marten Docs MCP Server

Local MCP server for focused Marten documentation retrieval with caching, search, and progressive narrowing tools.

Discogs MCP Server

Enables finding the best-sounding pressing of an album and mood- and taste-based music recommendations via Discogs.

phiacta-mcp

MCP server for interacting with the Phiacta knowledge platform.

Marrow

Marrow is a persistent multi-project memory backend that provides AI agents with MCP tools for semantic code navigation, task backlog management, and versioned artifact storage. It enables seamless, token-optimized context sharing and asynchronous handoffs between different AI models working on the same codebase.

YCloud WhatsApp API MCP Server

一个服务器，它使像 Claude 这样的人工智能模型能够通过自然语言直接与 YCloud WhatsApp API 交互，并从 OpenAPI 规范自动生成工具。

Unipile Universal MCP Server

Provides a standardized interface for interacting with Unipile's tools and services through a unified API.

okf-mcp-server

Enables agents to interact with OKF bundles: browse, search, read concepts, and audit trust and freshness.

claude-kb

Enables searching and retrieving Claude Code conversation history via hybrid semantic and keyword search, allowing the agent to access its own past interactions.

MCP Deepseek Agent Server

通过 Ollama 的 Deepseek 模型实现无缝 AI 集成，提供协议兼容性和自动配置，从而实现清晰的 AI 驱动交互。

@runapi.ai/gpt-4o-image-mcp

MCP server for GPT-4o Image model line, enabling text-to-image task creation, status polling, and pricing checks via RunAPI.

bahmni-mcp

MCP server that exposes the OpenMRS/Bahmni REST API as tools for Claude to interact with Bahmni instances.

agent-memory

Persistent memory for MCP-powered coding agents, allowing LLMs to remember preferences, project context, and decisions across sessions via Markdown files.

RPG Maker MZ/MV MCP Server

A Model Context Protocol server that enables management of RPG Maker MZ and MV project data, including actors, items, maps, and events. It allows users to create, update, and search game assets through natural language integration with MCP-compatible clients.

OpenAlice Trading MCP

Exposes OpenAlice's Trade-as-Git trading workflow to MCP-capable AI agents, enabling broker connections, a git-like approval state machine, and 19 trading tools via Streamable HTTP.

Workbench MCP Server

Provides remote project access via MCP, enabling file operations, code search, git commands, and background Claude CLI execution.

mcp-grep

A grep server implementation that exposes grep functionality through the Model Context Protocol (MCP), supporting natural language prompts and common grep options such as case-insensitive matching, context lines, and recursive searching.

MCP Ruby Server Skeleton

模型上下文协议（MCP）的实验性 Ruby 实现 - 用于尝试 LLM 集成的入门服务器框架

win-cli-mcp-server

Hardened MCP server providing controlled access to PowerShell, CMD, Git Bash, and SSH from MCP clients like Claude Desktop.

MoltBrowser MCP Server

Enables AI agents to share and use community-contributed browser configs, dynamically providing pre-configured tools for specific websites to reduce token waste and improve navigation efficiency.

Planview Portfolios Actions MCP Server

Enables creating, updating, deleting, and managing projects, tasks, financial plans, OKRs, and work hierarchy nodes in Planview Portfolios through natural language. Designed as the write-action companion to the read-only Planview Portfolios Beta MCP.

mcp_music_server

MCP server that enables LLMs to search, play, and manage music from multiple platforms (NetEase, QQ, Kugou) and local files, with lyrics retrieval and playback control.

DeepSeek MCP Sample

A Node.js + TypeScript MCP server that proxies to DeepSeek's Chat, Image, and TTS APIs for conversation, image generation, and text-to-speech.

6amdev-server-mcp

MCP server for managing Ubuntu servers with AI integration, enabling system monitoring, Docker control, Gitea repository management, Ollama LLM interaction, workspace file operations, and Claude Code assistant via natural language.

@sattva/dokploy-mcp

MCP server for Dokploy that dynamically generates 420+ tools from the Dokploy OpenAPI spec, enabling deployment, management, and monitoring of self-hosted infrastructure through AI assistants.

testmcpgithubdemobypurna

从 MCP 服务器演示创建。

AI Debugger

Bringing the debugging we know and love as human programmers to our AI agents – debug any supported language with breakpoints, variable/state inspection, and stepping, to supercharge agents' capabilities to reason about runtime code.

FeedMob MCP Server

Enables AI assistants to access the FeedMob Assistant Internal API for managing clients, partners, campaigns, and mobile apps. It provides comprehensive tools for retrieving performance metrics, playbooks, and organizational data through the Model Context Protocol.

coda-mcp-server

Enables AI-powered document automation and data manipulation with Coda.io through the Model Context Protocol, supporting document, page, table, row, and formula operations.