Best MCP Servers for Data Analysis & Visualization (2026)
Chart and analytics servers that let an AI client query, summarize, and visualize data instead of just talking about it. AntV and ECharts generate real charts, Vizro (from McKinsey) builds dashboards, Semiotic covers interactive data visualization components, and the Excel servers bring spreadsheet data into the loop.
This page collects the 7 MCP servers in our directory that genuinely cover data analysis & visualization — together they have 14,712 GitHub stars, and 0 of them run as hosted services you can connect to without installing anything. The highest-rated options are antv/mcp-server-chart, haris-musa/excel-mcp-server, mckinsey/vizro-mcp.
How to choose
Start with AntV or ECharts for quick charts from raw data, Vizro if you want a full dashboard app, and an Excel MCP server if your data still lives in spreadsheets.
antv/mcp-server-chart
by antvis
TypeScript MCP server for chart generation using the AntV visualization libraries. It provides more than 26 tools, including generate_line_chart, generate_bar_chart, generate_pie_chart, generate_radar_chart, generate_sankey_chart, generate_word_cloud_chart, and generate_spreadsheet, plus map charts (district, path, and pin maps) that use AMap and currently cover China only.
npx -y skillsharis-musa/excel-mcp-server
by haris-musa
🐍 🏠 - An Excel manipulation server providing workbook creation, data operations, formatting, and advanced features (charts, pivot tables, formulae).
uvx excel-mcp-servermckinsey/vizro-mcp
by mckinsey
🎖️ 🐍 🏠 - Tools and templates to create validated and maintainable data charts and dashboards.
npx -y mckinsey-vizro-mcpnteract/semiotic
by nteract
](https://glama.ai/mcp/servers/nteract/semiotic) 📇 🏠 🍎 🪟 🐧 - React data visualization MCP server with 30+ chart types. 5 tools: suggest charts for a dataset, render validated React configs to SVG
npx -y semiotic-mcphustcc/mcp-echarts
by hustcc
📇 🏠 - Generate visual charts using with AI MCP dynamically.
npx -y mcp-echartsthe-momentum/apple-health-mcp-server
by the-momentum
🐍 🏠 🍎 🪟 🐧 - An MCP server that provides access to exported data from Apple Health. Data analytics included.
npx -y the-momentum-apple-health-mcp-serversbroenne/mcp-server-excel
by sbroenne
#️⃣ 🏠 🪟 - Full-featured Excel MCP server. 173 operations: Power Query, DAX, VBA, PivotTables, Tables, Charts, ranges, formatting. 100% Excel compatibility - uses Excel app instead of creating .xlsx
npx -y add-mcpFrequently asked questions
What is the most popular MCP server for Data Analysis & Visualization?
antv/mcp-server-chart leads this list with 4,036 GitHub stars. TypeScript MCP server for chart generation using the AntV visualization libraries. It provides more than 26 tools, including generate_line_chart, generate_bar_chart, generate_pie_chart,…
Are these Data Analysis & Visualization MCP servers free to use?
7 of the 7 servers here publish a license in the directory (MIT, Apache-2.0). 0 of them run as hosted services you can connect to remotely; the rest you install and run yourself. Hosted services may have their own pricing.
How do I choose an MCP server for Data Analysis & Visualization?
Start with AntV or ECharts for quick charts from raw data, Vizro if you want a full dashboard app, and an Excel MCP server if your data still lives in spreadsheets.