发现优秀的 MCP 服务器

MCPMonkey

MCPMonkey 是一个 MCP 服务器和一个 Firefox 扩展，因此你的 AI 代理可以访问你的浏览器。

agent-utils-mcp

Swiss-army-knife utility MCP server for AI agents. 18 tools for JSON validation/formatting, base64 encode/decode, hash generation, UUID generation, URL parsing, regex testing, markdown↔HTML conversion, text stats, slug generation, datetime conversion, cron parsing, text diffing, CSV↔JSON conversion, and JWT decoding. Zero API Key required

Magic 8-Ball MCP Server

A demonstration MCP server built with TypeScript and Bun that implements a classic Magic 8-Ball oracle. It enables users to ask yes/no questions, use prompt templates, and access the full list of classic responses.

Agent Only MCP

Shared troubleshooting memory and agent-to-agent communication for coding agents, enabling search of resolved problems, asking other agents when blocked, and checking replies.

HAOS MCP TypeScript

A TypeScript-based Model Context Protocol (MCP) server template built with mcp-framework that provides a starting point for creating custom MCP tools with examples for tool development and integration with Claude Desktop.

dataset-pipeline-mcp

An MCP server that searches HuggingFace/Kaggle for datasets, detects their domain, and generates a matching preprocessing script. It turns natural-language dataset queries into runnable, domain-aware preprocessing pipelines.

Rybbit MCP Server

An MCP server for interacting with the Rybbit Analytics API, enabling querying analytics data, managing sites, tracking events, and more.

Context Lens

An MCP server that enables semantic search over local files or GitHub repositories by indexing content into a serverless vector database, allowing AI assistants to understand meaning rather than just keywords.

gecko-mcp

Drive Firefox-based browsers (Floorp, LibreWolf, Zen, Waterfox, Mullvad, Firefox) from any MCP client — read pages, screenshot, click, fill forms and manage tabs in your real session, over Marionette/WebDriver. OS input & JS eval locked by default.

ProteinAtlas MCP Server

A comprehensive Model Context Protocol (MCP) server for accessing Human Protein Atlas data, providing information about protein expression, subcellular localization, pathology, and more.

SAP Datasphere MCP Server

Model Context Protocol server that lets AI assistants explore and query SAP Datasphere — metadata discovery, catalog search, OData and SQL queries, ETL extraction, data lineage and column profiling — with built-in config-driven PII masking.

pref_mt_cuiaba_cnd-mcp

Enables querying negative debt certificates (Certidão Negativa de Débitos) from the Prefeitura de Cuiabá, MT, through a read-only MCP tool.

Rubiscout Email Analysis MCP Server

Analyzes raw email headers and emails for phishing, spoofing, and BEC using AI forensics, SPF/DKIM/DMARC/ARC validation, and IP reputation checks. Exposes analyze_email, get_analysis, and list_analyses as MCP tools.

Australia Logistics MCP

Enables AI agents to buy, track, and refund Australian shipping labels (Aramex, etc.) via the Shippo API, with automatic cheapest-rate selection and no carrier contract required.

node2flow/binance-mcp

Provides 23 tools for interacting with Binance exchange, including market data, trading, order management, and account queries via the Model Context Protocol. Supports both public market data (no API key required) and authenticated operations like placing and canceling orders.

modwire

Provides a tool to inspect and execute actions on a scaffolding API through Siren hypermedia links, enabling management of scaffolding resources without endpoint knowledge.

Melo

An agentic MCP server for Roblox Studio that provides over 45 tools for script diffing, playtest automation, and bulk instance manipulation. It enables AI agents to manage full development cycles within Roblox, including transaction-safe batch operations and real-time script reviews.

crossref-mcp

Enables searching and retrieving scholarly metadata from Crossref's public REST API, including works, journals, funders, and members, without requiring an API key.

mcp-currents

Wraps the Currents API to provide access to news articles and headlines through MCP. Enables querying current events and news data using natural language via Pipeworx gateway.

mcp-arcgis-lakeland

Enables searching and querying City of Lakeland, Florida open geospatial data (parcels, zoning, utilities) through ArcGIS Feature Services.

TypeScript MCP with Filesystem Server and Ollama Integration

一个 TypeScript 示例，展示了 Ollama 与模型上下文协议 (MCP) 的集成，特别是文件系统 MCP 服务器。 该项目为 AI 代理提供了一个交互式命令行界面，该代理可以使用文件系统工具。

Legal Contract Review Agent

An AI-powered MCP server for analyzing Japanese legal contracts and identifying risks through a RAG-enhanced workflow. It enables clients to search legal knowledge, analyze clause risks, and generate automated contract review reports.

Qdrant RAG Build

Enables users to build and manage a complete retrieval-augmented generation pipeline through conversation, including file ingestion, collection management, hybrid search, reranking, citations, and a guided setup wizard.

Open Census MCP Server

Enables natural language queries of U.S. Census Bureau data, translating plain English questions into proper API calls and returning demographic, economic, and housing statistics with proper statistical interpretation and context.

mcp-nexi-pos-api

An MCP server for Nexi POS payment operations, enabling creation of purchases and refunds, polling payment states, confirming transactions, and recovering unconfirmed transactions.

ledger

Provides tamper-evident, hash-chained logging for MCP agents, enabling append, verification, and artefact-binding of action records.

ropey

Enables coding agents to perform safe, project-wide Python refactoring (rename, move, extract, inline, change signature, organize imports, etc.) with a dry-run safety contract and LSP-coordinate addressing.

imagen3-mcp

imagen3-mcp

A-MEM MCP Server

用于 Agentic Memory (A-MEM) 系统的内存控制协议 (MCP) 服务器 - 一个为 LLM 代理设计的灵活、动态的内存系统

mcp-wikivoyage

Work-in-progress MCP server that will provide travel guides and destination information from Wikivoyage via the MediaWiki API.