发现优秀的 MCP 服务器

Scientific Paper Harvester MCP Server

Provides real-time access to over 200 million scientific papers and full-text extraction from major academic sources including arXiv, OpenAlex, and PubMed Central. It enables users to search, fetch metadata, and analyze citations across multiple research disciplines through a unified Model Context Protocol interface.

Lodgify MCP Server

Enables interaction with the Lodgify vacation rental API to manage properties, bookings, and calendar data. It provides tools for retrieving property details, creating or updating bookings, and monitoring rental availability.

CodeRAG

Enables natural-language Q&A over codebases via MCP, using AST-aware chunking, hybrid retrieval, reranking, and call-graph expansion to answer with file:line citations and impact analysis.

TimeCamp MCP Server

A Model Context Protocol server that provides time tracking integration with TimeCamp, allowing AI assistants to create, retrieve, update, and delete time entries through natural language commands.

Organization Policy API Server

An MCP Server that enables interaction with Google's Organization Policy API, allowing users to manage organization policies that control resource behavior within Google Cloud environments.

Work Integrations MCP

An MCP server that enables interaction with Jira to fetch issues by key and perform JQL searches. It provides a foundation for integrating multiple work systems, with planned support for Slack and GitHub.

MCP Self-Learning Server

Enables autonomous learning from interactions through pattern recognition and machine learning techniques. Continuously improves performance by analyzing tool usage, providing predictive suggestions, and sharing knowledge across MCP servers.

mermaid-to-jpeg-mcp

A local MCP server for Cursor that converts Markdown files and Mermaid diagrams to JPEG images with configurable dimensions and quality.

Mindvalley Products MCP Server

Provides AI assistants with structured access to Mindvalley's educational offerings, including products, masterclasses, programs, and certifications via four read-only MCP tools.

ChatGPT App Starter MCP Server

Enables building ChatGPT apps with custom UI widgets via a minimal Node.js MCP server, allowing tools to return structured content rendered in an iframe widget.

Vistoya

The Vistoya MCP server gives AI agents direct access to a curated, multi-brand fashion catalog. Agents can search by structured filters, discover products through natural language, find similar items, and retrieve full product details — all over a single Streamable HTTP connection.

rclone-mcp-server

MCP server for the Rclone RC API that enables AI assistants to manage cloud storage remotes, copy/sync files, and list directories through natural language.

Weather MCP

Provides weather data from Open-Meteo with location search, current conditions, and forecasts, and can render an interactive dashboard directly in MCP hosts.

Keboola API Documentation MCP Server

Give your AI agents instant access to Keboola API documentation. Search endpoints, get parameter details, and generate curl examples—all through MCP tools.

claude-design-mcp

Bridges Claude Code with Claude Design, enabling sending design instructions, reading replies, and pulling generated files into the codebase.

PDF Reader MCP Server

Empowers AI agents to securely read and extract information (text, metadata, page count) from PDF files within project contexts using a flexible MCP tool.

@rotifer/mcp-server

Self-evolving AI Agent framework — search, compare, and install Genes ranked by Arena fitness via MCP

Sirenic

Provides official French and European company data (INSEE Sirene, INPI RNE) for AI agents via pay-per-call USDC on Base, including search, profiles, KYB, sanctions screening, financials, and more.

code-agent-mcp

A delegation socket MCP server that enables a driver code agent to hand off subtasks to a cheap local worker (e.g., OpenCode) via a single MCP tool call and pick up results asynchronously without breaking flow.

Shadcn Registry manager

MCP server for Shadcn UI, enabling automated, remote, or containerized project management via local or remote registries

Finizi B4B MCP Server

Enables AI assistants to interact with the Finizi B4B platform through 15 comprehensive tools for managing business entities, invoices, vendors, and products. Features secure JWT authentication, automatic retries, and full business-to-business workflow integration through natural language commands.

fal.ai MCP Server

MCP server for interacting with the fal.ai API — run AI models, submit jobs, and manage media generation workflows from Claude or any MCP-compatible client.

telegram-mcp

Enables use of a personal Telegram account within MCP clients for reading and sending messages, searching chats, and managing media, all running locally.

MCP Server

这是一个用于 MCP 服务器的仓库。

iMessage Query MCP Server

镜子 (jìng zi)

MCP Software-Engineering RL Environment

Enables reproducible evaluation of AI coding agents by exposing repository inspection, code editing, test running, and deterministic verification through MCP tools.

mcp-rap-migrator

MCP server that migrates SAP Module Pool programs to RAP applications interactively, using AI and SAP ADT REST APIs with human approval at each step.

Puzzlebox

一个 MCP 服务器，它通过共享的有限状态机（谜题）来实现代理之间的协调，客户端可以创建、监控和触发有状态资源的状态转换。

KittyClaw

Self-hosted kanban board that dispatches AI agent fleets against tickets. The embedded Streamable HTTP /mcp endpoint exposes 7 tools to list projects, read boards and tickets, and create, move and comment tickets from any MCP client.

tb-query

MCP server for querying and analyzing TensorBoard event files, enabling AI agents to extract scalar data, statistics, and correlations without a running TensorBoard server.