发现优秀的 MCP 服务器

MCP Server Guide & Examples

以下是一个关于用 Python 和 TypeScript 构建模型上下文协议 (MCP) 服务器的综合指南和示例实现。 (Alternatively, if you prefer a more concise translation:) Python 和 TypeScript 构建模型上下文协议 (MCP) 服务器的综合指南及示例实现。

tuck-it

A single source of truth for a product's state, roadmap, and deferred work, read and written equally by you and your AI agent via web dashboard and MCP.

GeoOntology-MCP

A geographic ontology layer MCP server that exposes hierarchical relations, topological adjacency, toponym disambiguation, spatial operations, and geo-constraint verification, enabling LLMs to reason with geographic structures instead of raw SQL.

DataToRAG MCP

An open-source Model Context Protocol gateway that connects Google Workspace, Jira, and Confluence to AI assistants, providing 70 tools across one endpoint with multi-account support and token-optimized responses.

Docswrite MCP

将生成的内容导入 Google Docs，然后再导入 WordPress，同时保留格式和结构，以实现简化的内容工作流程。

Jokes MCP Server

Provides tools to retrieve humor-focused content, such as Chuck Norris jokes, from specific categories. It serves as a demonstration for deploying and integrating Model Context Protocol servers with Microsoft Copilot Studio and Azure.

ImmoStage Virtual Staging MCP Server

AI-powered virtual staging for real estate professionals: stage empty rooms with photorealistic furniture, beautify floor plans into 3D renders, classify rooms, generate German property descriptions, and get style recommendations.

mimir

Mimir is Perseus's external persistent memory backend — a lightweight Rust MCP server that stores cross-session facts so agents remember what they learned last week. Zero network calls, no API keys, just SQLite + FTS5 running alongside your workspace.

viot-tasktisk

MCP server for qlda-viot task tracking, providing tools to view dashboard, update work, get item details, and add tasks via natural language.

mcp-server-getalife

11 MCP tools for personal finance and Zero-Based Budgeting. Create budget plans, calculate net worth, financial runway, savings goals, and audit subscriptions. Includes a voice transaction parser. All tools return rich markdown with tables, benchmarks, and actionable recommendations. Built by GetALife — the gamified budgeting app for iOS and Android.

MCP Server for Ollama Blog

Exposes a blog CRUD API (posts and comments) as MCP tools, with an integrated AI chatbot agent powered by Ollama Gemma2 for natural language interaction.

MCP Logging NL Query Server

Allows developers and AI Agents to query Google Cloud Logging using natural language, translating queries into Google Cloud Logging Query Language (LQL) with Vertex AI Gemini 2.5.

l402-search-mcp

Provides a pay-per-query web search tool for AI agents via Lightning Network sats, enabling no-KYC, account-free searches through the MCP protocol.

mev-history-mcp

Pay-per-call MCP server for EVM MEV history, offering sandwich check, MEV exposure score, and pool density analysis on multiple chains with USDC payment on Base.

@cyanheads/guardian-mcp-server

Search, browse, and retrieve full article text from The Guardian's journalism archive (1999–present) via MCP with three tools.

Geniuz

Geniuz stores everything in a local database locally on Mac, Windows, Linux, Raspberry Pi. No cloud. No account. No API keys. Nothing leaves your machine. It's open source; you can read every line of code.

Keepit MCP

MCP server for interacting with Keepit backup and data protection services. Enables monitoring, management, and security operations through natural language.

@ticktick-ecosystem/mcp-server

MCP server for integrating TickTick task management with AI applications, enabling task and project operations via natural language.

xkcdai

An MCP server that finds relevant xkcd comics during conversation by semantically matching the context to comic titles, alt text, and transcripts.

mcp-sessions

Search and browse Claude Code conversation history across all your projects.

meigenai-mcp

A read-only MCP server that exposes Meigen AI's image generation styles, pricing, FAQ, and official links to AI clients.

@y0exchange/mcp

An MCP server that gives AI agents real-time access to DeFi across multiple chains, enabling non-custodial crypto trading, portfolio queries, and transaction execution.

lead-agent-mcp

A lightweight MCP server that lets distributed AI agent teams query a designated project lead before making design decisions, preventing divergence.

Persona MCP Server

AI-powered persona analysis and Focus Group Interview (FGI) system that creates dynamic personas from survey responses, generates contextual follow-up questions, tracks data freshness scores, and provides business insights on preferences and trends.

standshare-mcp

MCP server for the StandShare API, enabling Claude and other MCP clients to manage fundraising events, families, workers, finances, notifications, and reports within a StandShare organization.

beat-twin

A local MCP server bridging Bitwig Studio for agent-assisted music workflows, read-only by default with configurable write-policy gates.

line-desktop-mcp

Enables AI tools to read and send LINE messages by automating the LINE Desktop application, with macOS OCR-based reading and idle-aware scheduling.

SaaS database MCP

SaaS database MCP