发现优秀的 MCP 服务器

Excel MCP Server

A Model Context Protocol server that provides tools for reading, updating, filtering, and visualizing Excel data through a simple API.

data-quality-loop

Enables autonomous data quality inspection and repair workflows. It scans DuckDB warehouses for anomalies, generates and verifies fixes in a dry-run copy, then applies them after validation, with full audit logging.

universal-mcp-sdk

A cross-agent MCP server development kit that lets you build once and connect with multiple AI agents including Claude Code, Cursor, Mavis, and OpenAI via stdio or HTTP.

visitbeijing

visitbeijing

imscc-mcp

An MCP server that enables the creation of Canvas Common Cartridge (.imscc) packages from structured course data using the canvas_cc Ruby gem. It allows users to programmatically build course content including modules, assignments, and rubrics for import into compatible Learning Management Systems.

Figma CDN MCP Server

Uploads temporary Figma MCP asset URLs to the CDN after Tinify optimization.

Figma MCP Server by Bao To

Enables AI agents to extract design systems, analyze components, and maintain design-code consistency from Figma files, providing intelligent component analysis and accessibility compliance.

MCP Windows

Windows integration MCP server that enables Claude to interact with Windows system features including media playback control, notification management, window operations, screenshots, monitor control, theme settings, file opening, and clipboard access.

Bitso MCP Server

Enables access to Bitso cryptocurrency exchange data through comprehensive withdrawal and funding transaction tools. Features production-ready authentication, caching, and complete API integration for monitoring exchange activities.

Jenkins MCP Server

A production-ready MCP server for Jenkins that enables managing jobs, pipelines, builds, and nodes through natural language, with configurable security and guardrails.

NetMCP

Enables AI-powered optimization of Linux network performance through natural language commands, with tools for discovery, planning, validation, and safe execution.

Tabular Document Retriever MCP

Transforms CSV and Excel data into Markdown-formatted vector embeddings stored in a local ChromaDB instance for semantic search. It enables MCP clients to retrieve relevant tabular data through single-row, batch, or free-text queries.

Notion Multi Workspace

Connects any number of Notion workspaces through a single MCP server, exposing four tools for connecting, listing, searching, and fetching Notion content. Ensures constant tool surface regardless of workspace count, with OAuth-based security.

memory-mcp-lite

A lightweight, local memory server for AI coding assistants that stores durable knowledge (decisions, facts, gotchas) in a tree structure, enabling persistent context across sessions with efficient retrieval via summaries and FTS5 search.

mcp-swiss

Swiss open data MCP server — transport, weather, geodata, companies, etc,. Zero API keys.

OMOPHub MCP Server

Provides AI agents with instant access to 10M+ OMOP medical vocabulary concepts for searching, mapping, and navigating clinical codes across SNOMED, ICD-10, RxNorm, LOINC, and more.

Coda MCP Server

Integrates Coda.io with Claude, enabling direct access to docs, pages, tables, and data via natural language commands.

Meta Ads MCP Server

Enables Claude to fetch and analyze Meta ad accounts, campaigns, ad sets, ads, and performance insights via the Meta Marketing API.

Aedifion MCP Server

Enables AI assistants to interact with the aedifion cloud platform for building performance optimization and IoT data management. It provides over 95 tools for monitoring timeseries data, managing project components, and executing building analytics or controls.

roshan-harf-mcp

A self-hostable MCP server for Roshan AI's Persian speech service, Harf, enabling transcription, forced alignment, real-time streaming, and speaker analysis through natural language.

Local RAG MCP Server

Enables tool-calling over TCP for a local RAG pipeline, allowing document ingestion and querying via MCP tools, fully offline with no cloud dependencies.

MCP テンプレート

寻找 MCP 服务器模板

hae-mcp

MCP server for hae — a GTD-based task management app. Gives Claude full access to your hae instance: projects, cards, columns, checklists, comments, labels, organisations, notifications, users, and AI features.

VS Auto Trend MCP Server

MCP server that wraps VS Auto Trend API to provide trend data and concept brief generation tools for LLMs.

lockstep-mcp

Enables multiple AI agents like Claude and Codex to coordinate on the same project through shared tasks, file locks, and a real-time dashboard, preventing conflicts and streamlining collaborative development.

aicraft-code-review

Code review as an MCP server — structured code quality reviews with OWASP security scanning.

Claude Code MCP - Agent Orchestration Platform

Orchestrates multiple Claude Code agents across iTerm2 sessions with process-level isolation, enabling collaborative AI development workflows on multiple codebases with task-based inter-agent communication and persistent state management.

limitless-reign-mcp

A Discord MCP server SDK that connects AI assistants like Claude and ChatGPT to Discord, providing over 100 tools for natural language control of Discord servers, including channel, message, member, and role management.