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2026 年最佳数据分析 MCP 服务器

以下是 30 个最受欢迎的数据分析开源 MCP 服务器，按 GitHub 星标数排序。每个条目都链接到详情页，包含仓库信息、安装配置（如 README 中提供）以及相关服务器。

  1. TrendRadar ★62915 – ⭐AI-driven public opinion & trend monitor with multi-platform aggregation, RSS, and smart alerts.🎯 告别信息过载，你的 AI 舆情监控助手与
  2. gpt-researcher ★30100 – An autonomous agent that conducts deep research on any data using any LLM providers
  3. Douyin_TikTok_Download_API ★20642 – 🚀 抖音、TikTok 数据采集与无水印视频下载 API，自托管，支持 MCP 调用与 Docker 一键部署。| Self-hosted TikTok & Douyin scraper and no-watermark video do
  4. OpenMetadata ★15480 – The Open Context Layer for Data and AI , OpenMetadata is the open platform for building trusted data context and busine
  5. nightingale ★13354 – Open-source, self-hosted alerting for metrics, logs, and databases. Includes a built-in AI agent and MCP server.
  6. apify-mcp-server ★11279 – The Apify MCP server enables your AI agents to extract data from social media, search engines, maps, e-commerce sites, o
  7. firecrawl-mcp-server ★7607 – 🔥 Official Firecrawl MCP Server - Adds powerful web scraping and search to Cursor, Claude and any other LLM clients.
  8. open-seo-mcp-skills ★5546 – Free SEO MCP server + open-source SEO and GEO skills for Claude: keyword research, rank tracking, audits, backlinks, AI
  9. FinanceToolkit ★5429 – Transparent and Efficient Financial Analysis
  10. code-graph-rag ★5258 – The ultimate RAG for your monorepo. Query, understand, and edit multi-language codebases with the power of AI and knowle
  11. tabularis ★5215 – Open-source desktop SQL workspace with 3 built-in database drivers and 16 shipped plugins, including SQL Server, DuckDB,
  12. tradingview-mcp ★5061 – TradingView MCP server — real-time market data, technical analysis, screeners & backtesting for Claude, ChatGPT, Cursor
  13. whodb ★5037 – Where data access meets operational intelligence
  14. google-ads-meta-ads-mcp ★4902 – Google Ads MCP server + Meta Ads MCP (Facebook Ads MCP) + Google Analytics MCP (GA4) + Search Console in one hosted remo
  15. mcp-server-chart ★4397 – 🤖 A visualization mcp & skills contains 25+ visual charts using @antvis. Using for chart generation and data analysis.
  16. flint-chart ★4370 – 🪄 Flint is a visualization language that lets AI agents reliably create expressive, good-looking charts from simple, hu
  17. excel-mcp-server ★4241 – Excel MCP server: let AI (Claude, Cursor, Codex) create and edit Excel files with charts, PivotTables, slicers and formu
  18. dbhub ★3651 – Token conscious database MCP server for Postgres, MySQL, SQL Server, Oracle, MariaDB, SQLite.
  19. FlyEnv ★3281 – Native local development environment for Windows, macOS & Linux. A modern alternative to XAMPP, MAMP, Laragon and Larave
  20. arxiv-mcp-server ★3218 – A local MCP server for agent literature work. Original-LaTeX section reads, BibTeX from arXiv metadata, and topic watche
  21. Silex ★3004 – Silex is an online tool for visually creating static sites with dynamic data. With the free/libre spirit of internet, to
  22. brightdata-mcp ★2677 – A powerful Model Context Protocol (MCP) server that provides an all-in-one solution for public web access.
  23. webclaw ★2379 – Fast, local-first web content extraction for LLMs. Scrape, crawl, extract structured data — all from Rust. CLI, REST API
  24. RPA ★2075 – Browser and desktop automation with an MCP server for AI assistants. Record macros or write JavaScript to automate websi
  25. mcp-memory-service ★2016 – Open-source persistent memory for AI agent pipelines (LangGraph, CrewAI, AutoGen) and Claude. REST API + knowledge graph
  26. solana-mcp-vybe ★1898 – Public Solana MCP registry metadata for Vybe Solana API
  27. erd-editor ★1724 – ERD Editor: design database schemas visually, import SQL DDL, GraphQL, DBML and AML, export DDL and code for 22 language
  28. datagouv-mcp ★1602 – Official data.gouv.fr Model Context Protocol (MCP) server that allows AI chatbots to search, explore, and analyze datase
  29. aoci-code ★1553 – A persistent, Git-versioned map of your whole codebase and database schema that coding agents read before they touch any
  30. data-api-builder ★1526 – Data API builder provides modern REST, GraphQL endpoints and MCP tools to your Azure Databases and on-prem stores.

常见问题

什么是数据分析 MCP 服务器？

MCP（Model Context Protocol）服务器用于把 Claude、Cursor、VS Code 中的 GitHub Copilot 等 AI 助手连接到外部工具和数据。本页收录的服务器专注于数据分析。

这个榜单如何排序？

依据 GitHub 星标数和近期活跃度，数据来自 2026年10月15日 更新的公开仓库信息。

如何安装？

大多数服务器只需在客户端的 MCP 配置文件中添加一条 npx、uvx 或 Docker 命令。我们的 Claude Desktop、Cursor 和 VS Code 指南会一步步说明。

相关指南

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