发现优秀的 MCP 服务器

Mnemo Agent Memory

A lightweight MCP memory engine for AI coding agents that provides zero-token-waste memory recall, knowledge graph management, and Obsidian-compatible notes. It enables agents to persist and retrieve project decisions, inspect file structures efficiently, and manage a persistent knowledge graph without Python dependencies.

MCP Elicitation and Apps Demo

MCP server demonstrating elicitation for booking appointments and an interactive MCP App for viewing appointments with SQLite persistence.

shorthand-mem

Semantic compression MCP server that reduces document token usage by 60-80% using structured symbolic notation, enabling Claude to efficiently store, retrieve, diff, and summarise documents across PRD, CODE, PAPER, and MEETING domains.

mcp-server-Sql

这是一个基于 Spring Boot 的 SQL 服务应用，用于执行 SQL 查询并将结果写入文件。该服务作为 Spring AI MCP (模型, 聊天, 提示) 框架的一部分，提供了 SQL 查询和更新操作的功能。

Datalastic MCP Server

Enables real-time vessel tracking, port data, maritime weather, and maritime intelligence through 25 tools, allowing AI clients to query live vessel positions, registry, port info, area searches, weather, and more.

procmem

An MCP server for Windows process memory inspection/editing and crash dump analysis, enabling live memory scanning, patching, pointer resolution, disassembly, and offline dump examination via structured tool calls.

MCP Firebird

Enables Large Language Models like Claude to access, query, analyze, and manage Firebird SQL databases with support for schema inspection, performance analysis, and database operations through the Model Context Protocol.

Bakery Data MCP Server

Provides access to bakery POS transaction data, product catalogs, and sales analytics from SQLite database through natural language queries and custom SQL execution.

Prosp MCP Server

MCP server for Prosp.ai LinkedIn outreach automation. Manage leads, campaigns, messaging, and analytics programmatically.

faida-mcp

Enables access to Kenya capital markets data and guidance, including treasury bonds, NSE equities, unit trusts, and diaspora investment tools.

Whimsical MCP Server

镜子 (jìng zi)

Claude Viewer

Enables querying and analyzing Claude Desktop/Code conversation history across all users on a machine, including conversation search, token usage statistics, model/tool insights, and opening a web dashboard for detailed visualization.

Strety MCP Server

Enables Claude Code to manage Strety todos and people via read/write tools with OAuth token auto-refresh.

OpenAI Image MCP Server

Enables conversational image generation, editing, and refinement through OpenAI models with session memory for iterative creative workflows.

Clipboard MCP

Provides tools for reading and writing system clipboard data across Linux, macOS, Windows, and WSL platforms.

MCP-to-MCP Tic-Tac-Toe

Enables two LLMs to play Tic-Tac-Toe against each other autonomously using a shared tool and an SSE relay. The server facilitates agent-to-agent communication by holding tool responses until the opponent makes a move, managing the game state in real-time.

AIND Metadata MCP Server

Provides access to Allen Institute for Neural Dynamics (AIND) metadata and data assets through MongoDB queries, aggregation pipelines, NWB file exploration, and AI-powered data summaries.

ts-code-awareness

A static-analysis knowledge base for TypeScript/NestJS codebases, served to AI agents over MCP for understanding code without hallucination and excessive token usage.

shiori-mcp

Enables interaction with Shiori, a self-hosted bookmark and read-it-later manager, for managing bookmarks and tags.

Quicken Mac MCP

Provides read-only access to Quicken for Mac financial data, allowing users to query accounts, transactions, and spending trends through natural language. The server functions by reading the local SQLite database directly while the Quicken application is open.

mcp-wl-vat

MCP server for querying the Polish VAT taxpayer white list via the official Ministry of Finance API. Enables search by NIP, REGON, or bank account, and verification of NIP-bank account pairs, with built-in daily limit protection.

MCP Server

A Node In Layers package that simplifies creation of MCP (Model-Control-Protocol) servers with tools for defining models, adding CRUD operations, and interacting with clients.

url-manager-mcp

Enables AI agents to manage bookmarks (webpages, articles, videos) on behalf of users, including registration, categorization, tagging, and sharing.

spoooler

Enables local-first Instagram reel production entirely over MCP, turning raw footage, URLs, or topics into finished reels with script generation, stock media, voiceover, and captions.

@teatak/mcp-server-browser

An MCP server that runs in the browser, letting web pages register custom tools and prompts and expose them to an MCP client over WebSocket. Enables agents to drive UI, call page-scoped APIs, and get human-in-the-loop confirmation.

vibe-guard

MCP server that provides project guardrails including prior art research, project status checks, next task retrieval, and quality gate enforcement for AI-assisted development.

Kybase

A self-hosted knowledge base that provides persistent memory for AI agents via MCP, enabling note management, semantic search, and graph-based knowledge exploration.

Android UI Assist MCP Server

Enables AI agents to capture screenshots from Android devices and emulators, and manage connected devices for UI analysis and testing. Supports device listing, screenshot capture, and integrates with Claude Desktop, Gemini CLI, and GitHub Copilot.

datawrapper-mcp

Enables AI assistants to create, update, publish, and manage Datawrapper charts via the Model Context Protocol.