Best MCP servers for data analysis (2026)

These are the 30 most popular open-source MCP servers for data analysis, ranked by GitHub stars. Each one links to a page with repository details, install configs where available, and related servers.

TrendRadar ★62913 – ⭐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
gpt-researcher ★30100 – An autonomous agent that conducts deep research on any data using any LLM providers
Douyin_TikTok_Download_API ★20643 – 🚀 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
OpenMetadata ★15480 – The Open Context Layer for Data and AI , OpenMetadata is the open platform for building trusted data context and busine
nightingale ★13352 – Open-source, self-hosted alerting for metrics, logs, and databases. Includes a built-in AI agent and MCP server.
apify-mcp-server ★11266 – The Apify MCP server enables your AI agents to extract data from social media, search engines, maps, e-commerce sites, o
firecrawl-mcp-server ★7606 – 🔥 Official Firecrawl MCP Server - Adds powerful web scraping and search to Cursor, Claude and any other LLM clients.
open-seo-mcp-skills ★5496 – Free SEO MCP server + open-source SEO and GEO skills for Claude: keyword research, rank tracking, audits, backlinks, AI
FinanceToolkit ★5429 – Transparent and Efficient Financial Analysis
code-graph-rag ★5258 – The ultimate RAG for your monorepo. Query, understand, and edit multi-language codebases with the power of AI and knowle
tabularis ★5214 – Open-source desktop SQL workspace with 3 built-in database drivers and 16 shipped plugins, including SQL Server, DuckDB,
tradingview-mcp ★5060 – TradingView MCP server — real-time market data, technical analysis, screeners & backtesting for Claude, ChatGPT, Cursor
whodb ★5037 – Where data access meets operational intelligence
google-ads-meta-ads-mcp ★4870 – Google Ads MCP server + Meta Ads MCP (Facebook Ads MCP) + Google Analytics MCP (GA4) + Search Console in one hosted remo
mcp-server-chart ★4397 – 🤖 A visualization mcp & skills contains 25+ visual charts using @antvis. Using for chart generation and data analysis.
flint-chart ★4370 – 🪄 Flint is a visualization language that lets AI agents reliably create expressive, good-looking charts from simple, hu
excel-mcp-server ★4241 – Excel MCP server: let AI (Claude, Cursor, Codex) create and edit Excel files with charts, PivotTables, slicers and formu
dbhub ★3646 – Token conscious database MCP server for Postgres, MySQL, SQL Server, Oracle, MariaDB, SQLite.
FlyEnv ★3280 – Native local development environment for Windows, macOS & Linux. A modern alternative to XAMPP, MAMP, Laragon and Larave
arxiv-mcp-server ★3219 – A local MCP server for agent literature work. Original-LaTeX section reads, BibTeX from arXiv metadata, and topic watche
Silex ★3004 – Silex is an online tool for visually creating static sites with dynamic data. With the free/libre spirit of internet, to
brightdata-mcp ★2677 – A powerful Model Context Protocol (MCP) server that provides an all-in-one solution for public web access.
webclaw ★2379 – Fast, local-first web content extraction for LLMs. Scrape, crawl, extract structured data — all from Rust. CLI, REST API
RPA ★2075 – Browser and desktop automation with an MCP server for AI assistants. Record macros or write JavaScript to automate websi
mcp-memory-service ★2014 – Open-source persistent memory for AI agent pipelines (LangGraph, CrewAI, AutoGen) and Claude. REST API + knowledge graph
solana-mcp-vybe ★1896 – Public Solana MCP registry metadata for Vybe Solana API
erd-editor ★1724 – ERD Editor: design database schemas visually, import SQL DDL, GraphQL, DBML and AML, export DDL and code for 22 language
datagouv-mcp ★1602 – Official data.gouv.fr Model Context Protocol (MCP) server that allows AI chatbots to search, explore, and analyze datase
aoci-code ★1551 – A persistent, Git-versioned map of your whole codebase and database schema that coding agents read before they touch any
data-api-builder ★1526 – Data API builder provides modern REST, GraphQL endpoints and MCP tools to your Azure Databases and on-prem stores.

Frequently asked questions

What is an MCP server for data analysis?

An MCP (Model Context Protocol) server connects AI assistants such as Claude, Cursor or GitHub Copilot in VS Code to external tools and data. The servers on this page are focused on data analysis.

How is this list ranked?

By GitHub stars and recent activity, using public repository data refreshed on October 15, 2026.

How do I install one?

Most servers are added to your client’s MCP config file as an npx, uvx or Docker command. Our install guides for Claude Desktop, Cursor and VS Code walk through it step by step.

Related guides

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