"A tool for working with spreadsheets and data analysis" matching MCP servers:

• MCP Spreadsheets

  AlexHerranr

  F

  license

  -

  quality

  -

  maintenance

  Provides comprehensive control over Google Sheets to read, write, format, and manage spreadsheets directly through natural language. It includes extensive tools for data manipulation, conditional formatting, and cell protection, along with integrated PostgreSQL database query capabilities.

  Last updated 2026-01-31

• data-analysis-mcp

  BACH-AI-Tools

  A

  license

  -

  quality

  D

  maintenance

  Enables data analysis and visualization operations such as loading CSV/Excel/JSON files, computing summary statistics, generating charts, and exploring datasets via SSE/HTTP.

  Last updated 2025-12-04

  MIT

• Data Analysis MCP Server

  boyzhang666

  F

  license

  -

  quality

  C

  maintenance

  Provides comprehensive statistical analysis tools for industrial data including time series analysis, correlation calculations, stationarity tests, outlier detection, causal analysis, and forecasting capabilities. Enables data quality assessment and statistical modeling through a FastAPI-based MCP architecture.

  Last updated 2026-03-20

  5

• Vibe Preprocessing and

  mudit14224

  F

  license

  -

  quality

  D

  maintenance

  Enables users to preprocess, analyze, and visualize CSV data through comprehensive tools for data manipulation, statistical analysis, and graph generation.

  Last updated 2025-04-20

  3

• xtai-mcp-data-analysis

  vaesonshu

  F

  license

  -

  quality

  D

  maintenance

  An MCP server for data analysis and visualization supporting CSV and Excel files. It enables users to generate statistical summaries and create multi-dimensional charts like heatmaps and bar plots through natural language.

  Last updated 2026-02-04

• Data Discovery Tool

  SofiaPurtova

  F

  license

  -

  quality

  D

  maintenance

  Enables AI agents to index and search across SQLite databases and CSV files to discover table schemas and column metadata. It provides a unified MCP API for data source management and structural exploration through natural language.

  Last updated 2026-03-18

• MCP CSV Analysis with Gemini

  falahgs

  F

  license

  B

  quality

  D

  maintenance

  An MCP server that enables advanced CSV analysis and data visualization using Google's Gemini AI and Plotly. It allows users to perform exploratory data analysis, generate interactive charts, and conduct complex reasoning on tabular data.

  Last updated 2025-04-12

  3

  2

• alive-analysis-mcp

  with-geun

  A

  license

  -

  quality

  B

  maintenance

  MCP server for alive-analysis. Query, search, and retrieve structured analysis history written with the ALIVE loop (Ask→Look→Investigate→Voice→Evolve), plus dashboard JSON export.

  Last updated 2026-05-27

  42

  MIT

• undoom-douyin-data-analysis

  kk520879

  -

  license

  -

  quality

  -

  maintenance

  Enables to search, analyze, and export Douyin (TikTok China) video and user data, including interaction metrics, content length, and keyword trends.

  Last updated 2025-09-26

  21

• mcp-working-context-optimizer

  globalpocket

  A

  license

  B

  quality

  B

  maintenance

  Prevents context bloat and the 'Lost in the Middle' phenomenon by distilling action histories into concise summaries while maintaining a clear core objective.

  Last updated 2026-05-02

  4

  1

  Apache 2.0

• Zillow Working API MCP Server

  BACH-AI-Tools

  A

  license

  C

  quality

  D

  maintenance

  Enables access to Zillow real estate data through the Zillow Working API, allowing users to query property information and listings.

  Last updated 2025-12-08

  1

  MIT

• Quick Data for Windows MCP

  Beaulewis1977

  A

  license

  -

  quality

  B

  maintenance

  A Windows-optimized server providing universal data analytics for JSON and CSV files through over 32 tools including schema discovery and interactive visualizations. It is specifically designed for seamless integration with Claude Desktop on Windows.

  Last updated 2025-06-16

  1

  MIT

• Gemini Data Analysis &

  falahgs

  F

  license

  -

  quality

  D

  maintenance

  A Model Context Protocol server leveraging Google's Gemini Flash 2 to analyze datasets, generate research papers, and deliver results via email.

  Last updated 2025-04-15

  4

• Stock Analysis MCP Server

  nehaRoy25

  F

  license

  -

  quality

  C

  maintenance

  Offers real-time stock prices, sector and historical analysis, top performers for NSE and global markets, plus stock-specific and general market news with intelligent caching and fallback data.

  Last updated 2026-06-17

• Scancode License Analysis Tool

  bivex

  F

  license

  A

  quality

  D

  maintenance

  Analyzes software licenses using Scancode data to help users identify problematic licenses, affected files, and compliance issues through the Model Context Protocol.

  Last updated 2025-07-13

  5

• MCP Server with Authentication

  ahmad-act

  A

  license

  C

  quality

  D

  maintenance

  Implements a secure MCP server with API Key and JWT authentication, providing tools like echo, login, secure_action, and admin_action. Includes MCP Inspector integration for testing and debugging.

  Last updated 2025-07-04

  1

  3

  MIT

• Perplexity Tool for Claude

  letsbuildagent

  A

  license

  C

  quality

  F

  maintenance

  A custom MCP tool that integrates Perplexity AI's API with Claude Desktop, allowing Claude to perform web-based research and provide answers with citations.

  Last updated 2024-12-05

  1

  6

  MIT

• tool-disco

  egoughnour

  A

  license

  -

  quality

  C

  maintenance

  A tool discovery MCP server that integrates with Azure DevOps wikis and code-graph-rag to match natural language goals to tools, enabling tool composition and proxy testing.

  Last updated 2026-01-15

  1

  MIT

• Tool Compass

  mcp-tool-shop-org

  A

  license

  -

  quality

  B

  maintenance

  Semantic navigator for MCP tools that finds relevant tools by natural language intent, reducing token usage by 95%.

  Last updated 2026-06-16

  1

  MIT

• With-MCP

  janwilmake

  A

  license

  -

  quality

  D

  maintenance

  Middleware that converts a serverless handler with OpenAPI spec into an MCP endpoint following stateless MCP principles.

  Last updated 2025-10-26

  2

  34

  MIT