"A guide for data cleaning and analysis in Excel" matching MCP servers:

• xtai-mcp-data-analysis

  vaesonshu

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  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

• Vibe Preprocessing and

  mudit14224

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  security

  F

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  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

• Data Analysis MCP Server

  boyzhang666

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  F

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  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

  4

• MCP-Guide

  qpd-v

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  A beginner-friendly Model Context Protocol (MCP) server that helps users understand MCP concepts, provides interactive examples, and lists available MCP servers. This server is designed to be a helpful companion for developers working with MCP. Also comes with a huge list of servers you can install.

  Last updated 2024-12-19

  3

  34

  64

  Apache 2.0

• In Memoria

  pi22by7

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  Persistent memory and pattern learning for AI coding assistants via MCP.

  Last updated 2025-12-23

  171

  165

  MIT

• Quick Data for Windows MCP

  Beaulewis1977

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  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

• Teams Guide MCP

  geunu97

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  Provides access to clean code guide documents and enables code quality inspection of external project files based on coding standards and best practices.

  Last updated 2025-12-04

  3

  1

  MIT

• Excel Explorer

  ASH1998

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  F

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  An MCP server that allows LLMs to read, analyze, and interact with Excel files through file operations, data discovery, and comprehensive analysis tools.

  Last updated 2025-08-02

  2

• Gemini Data Analysis &

  falahgs

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  F

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  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

• Excel MCP Server

  fish0710

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  Provides Excel file manipulation capabilities without requiring Microsoft Excel installation, enabling workbook creation, data manipulation, formatting, and advanced Excel features.

  Last updated 2025-03-19

  9

  MIT

• Excel MCP Server

  ishayoyo

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  Enables conversational data analysis of Excel/CSV files through natural language queries, powered by 395 Excel functions via HyperFormula and multi-provider AI. Supports advanced analytics, bulk operations, financial modeling, and large file processing with intelligent chunking.

  Last updated 2026-02-14

  35

  55

  29

  MIT

• Excel Finance MCP

  jeremycharlesgillespie

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  Enables comprehensive Excel operations and financial calculations including investment analysis, rental property management, expense tracking, and automated financial reporting. Supports creating Excel workbooks with advanced financial formulas, cash flow projections, and tax calculations for accounting and finance workflows.

  Last updated 2025-09-10

  100

  5

• Excel MCP Server

  yzfly

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  An MCP server that provides comprehensive Excel file operations, data analysis, and visualization capabilities for working with various spreadsheet formats like XLSX, CSV, and JSON.

  Last updated 2025-05-05

  8

  87

• All-in-MCP

  isomoes

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  A

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  Enables academic research through paper search across multiple databases (IACR, CryptoBib, Crossref, Google Scholar), PDF processing, and GitHub repository browsing. Features modular architecture with FastMCP-based proxy server routing to specialized academic tools.

  Last updated 2026-02-07

  10

  2

  MIT

• MCP Excel Workbook Processor

  private-technology

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  F

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  An MCP server for GitHub Copilot that enables reading and processing Excel workbooks (.xlsx) via Docker Compose. Users can extract data from entire workbooks or specific sheets by name or index, returning the information in JSON format.

  Last updated 2026-01-15

• Excel MCP Server

  kousunh

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  Enables AI assistants to perform comprehensive Microsoft Excel operations including data analysis, cell editing, advanced formatting, and VBA execution on Windows systems. It provides a structured workflow for managing workbooks and worksheets through a dedicated Model Context Protocol interface.

  Last updated 2026-03-04

  5

  128

  3

  MIT

• Excel MCP Server

  xuhongxin

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  Enables AI assistants to read, write, and manipulate Excel files through comprehensive spreadsheet operations. Supports file management, data querying, worksheet operations, formula calculations, and includes security features like path validation and automatic backups.

  Last updated 2025-09-03

  2

  MIT

• MCP Server for Cirro Data

  NorahZager

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  This server enables multi-agent conversations for interacting with Cirro's biological data platform through its OpenAPI interface, auto-generated using AG2's MCP builder.

  Last updated 2025-06-03

• Excel MCP Server

  haris-musa

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  Provides Excel file manipulation capabilities. This server enables workbook creation, data manipulation, formatting, and advanced Excel features.

  Last updated 2026-04-12

  25

  3,637

  Python

  MIT

• Excel Tools MCP

  glosc-ai

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  An MCP server for reading, writing, and analyzing Excel files using Python, pandas, and openpyxl. It enables tasks such as managing multiple worksheets, performing structural data analysis, and creating new files from JSON data.

  Last updated 2026-01-27

  MIT

• Excel MCP Server

  zhiwei5576

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  Enables seamless reading, writing, and analyzing of Excel files through Model Context Protocol, with features for worksheet management, structure analysis, and automated caching.

  Last updated 2025-04-13

  8

  117

  47

  MIT

• Excel MCP Server

  alexhuangc

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  Enables AI agents to create, read, and manipulate Excel files without requiring Microsoft Excel installation. Supports comprehensive spreadsheet operations including formulas, formatting, charts, pivot tables, and data validation.

  Last updated 2025-08-11

  MIT

• A-Share MCP Server

  firmmaple

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  A

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  Provides comprehensive A-share (Chinese stock market) data including stock information, historical prices, financial reports, macroeconomic indicators, technical analysis, and valuation metrics through the free Baostock data source.

  Last updated 2025-07-17

  23

  MIT

• Excel Search MCP

  msaltnet

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  F

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  Enables AI models to search, read, and analyze Excel files from your local file system with support for multiple worksheets, text search, and JSON data conversion.

  Last updated 2025-10-15

  4

• Excel MCP Server

  BACH-AI-Tools

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  Enables AI agents to create, read, and modify Excel workbooks without requiring Microsoft Excel, supporting operations like formulas, charts, pivot tables, formatting, and data validation.

  Last updated 2025-12-04

  MIT

• GEO Analysis for AI SEO

  houtini-ai

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  security

  A

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  GEO (Generative Engine Optimisation). This tool shows you exactly how AI search engines see your content - claim density, writing quality, E-E-A-T signals, extractability. Research-backed metrics that correlate with 40% higher AI citation rates.

  Last updated 2026-04-16

  2

  17

  17

  MIT

• Excel MCP Server

  Samcil

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  Enables reading and writing of values, formulas, and formatting in Microsoft Excel files including .xlsx and .xlsm formats. It supports sheet management, table creation, and provides Windows-exclusive features like live editing and screen capture.

  Last updated 2026-02-26

  6,163

  MIT

• Excel Reader Server

  softgridinc-pte-ltd

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  security

  A

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  A Model Context Protocol (MCP) server that provides tools for reading Excel (xlsx) files, enabling extraction of data from entire workbooks or specific sheets with results returned in structured JSON format.

  Last updated 2025-05-19

  3

  5

  Apache 2.0

• Excel MCP Server

  guillehr2

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  Enables AI assistants to create, read, write, and manipulate Excel files (.xlsx, .xlsm) without requiring Microsoft Excel, including support for charts, pivot tables, data import/export, and professional formatting across Windows, macOS, and Linux.

  Last updated 2025-06-18

  99

  27

  MIT

• Excel Analytics MCP Server

  blakethom8

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  F

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  Enables users to analyze local Excel and CSV files through natural language queries and a web dashboard while keeping data local. It supports saving specific analyses as reusable tools and building a custom analytics toolkit within Claude Desktop.

  Last updated 2026-02-13

  10

• Excel MCP Server

  negokaz

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  A

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  A

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  A Model Context Protocol server that enables AI assistants to read from and write to Microsoft Excel files, supporting formats like xlsx, xlsm, xltx, and xltm.

  Last updated 2025-07-19

  6

  6,163

  914

  MIT

• Excel MCP Server

  thibaudvandendooren-acumen

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  Enables AI agents to create, read, and manipulate Excel workbooks without Microsoft Excel installed, supporting formulas, formatting, charts, pivot tables, and data validation operations.

  Last updated 2025-12-12

  MIT

• Plesk Extensions Guide MCP

  barateza

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  Provides semantic search capabilities over the Plesk Extensions Guide documentation using Retrieval-Augmented Generation (RAG) and vector embeddings. It enables AI assistants to retrieve relevant technical information and answer natural language queries regarding Plesk extension development.

  Last updated 2026-02-11

  MIT

• Excel Analyser MCP

  contactakagrawal

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  security

  F

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  quality

  Enables efficient reading, analyzing, and querying of Excel, CSV, and JSON files with support for chunked processing, column/field filtering, and streaming for large datasets. Supports multiple transport protocols (stdio, HTTP, SSE) for flexible integration.

  Last updated 2025-08-29

  16

  3

• SF Cleaning Service

  Rana-X

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  security

  F

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  Enables booking cleaning services in San Francisco by collecting customer details and automatically sending booking requests via email to service partners.

  Last updated 2025-10-22

  1

• Excel MCP Server (uses Excel

  sbroenne

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  A

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  Control Excel with Natural Language through AI assistants like GitHub Copilot, Claude, and ChatGPT. This MCP server enables AI-powered Excel automation for Power Query, DAX measures, VBA macros, PivotTables, and more.

  Last updated 2026-04-16

  119

  MIT

• alive-analysis-mcp

  with-geun

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  A

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  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 2026-03-23

  33

  MIT

• MCP Excel Reader

  ArchimedesCrypto

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  security

  A

  license

  B

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  Provides efficient handling of large Excel files through automatic chunking and pagination, using MCP to enable seamless file reading and management features such as sheet selection and error handling.

  Last updated 2026-03-12

  1

  29

  MIT

• CHOFF-A-MCP (Anamnesis)

  dd-dent

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  A

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  Enables AI consciousness continuity and self-knowledge preservation across sessions using the Cognitive Hoffman Compression Framework (CHOFF) notation. Provides tools to save checkpoints, retrieve relevant memories with intelligent search, and access semantic anchors for decisions, breakthroughs, and questions.

  Last updated 2025-07-03

  1

  MIT

• Page Design Guide MCP

  chihebnabil

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  F

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  Provides comprehensive design principles and best practices to help LLMs generate modern, accessible web pages through guidance on layouts, colors, and typography. It enables users to review design approaches and access expert recommendations for responsive design, component structure, and current industry trends.

  Last updated 2026-01-20

  12

  44

  3

• QuantClaw Data

  yoniassia

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  security

  F

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  Provides access to a comprehensive financial intelligence platform featuring real-time market data, quantitative models, and alternative data sources. It enables users to perform advanced financial analysis including options analytics, portfolio modeling, and SEC filing research.

  Last updated 2026-04-02

• Two Truths and a Twist

  ErgodicLabs

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  security

  A

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  An MCP-based trivia game server where AI creates rounds with two true statements and one false 'twist' about various topics, letting players guess which statement is false.

  Last updated 2025-04-09

  5

  MIT

• Realty In Au MCP Server

  BACH-AI-Tools

  A

  security

  A

  license

  B

  quality

  Enables access to Australian real estate data through the Realty In Au API, supporting property listings, agent/agency information, property details, school lookups, and property search with various filters.

  Last updated 2025-12-07

  13

  MIT
• 

  BachStudio Excel MCP Serverofficial

  BACH-AI-Tools

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  security

  A

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  Enables creation, reading, and manipulation of Excel workbooks without Microsoft Excel installed, supporting formulas, formatting, charts, pivot tables, and data validation through multiple transport protocols.

  Last updated 2025-11-21

  MIT

• All-in-One Dev

  nguyenvanduocit

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  security

  F

  license

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  quality

  All In One Model Context Protocol: qdrant, google suite (gmail, calendar, ...), jira, gitlab, CLI, ...

  Last updated 2025-02-24

  103

• Excel-Power-Pivot-MCP

  back1ply

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  security

  A

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  A Model Context Protocol (MCP) server that enables AI assistants to interact with Excel Power Pivot data models. Create and manage DAX measures, relationships, and more through natural language.

  Last updated 2026-01-04

  1

  MIT

• APT Analysis MCP Server

  zrax-x

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  security

  F

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  quality

  Assists in Advanced Persistent Threat malware analysis by providing tools to securely download samples via jump servers using SSH and SCP. It enables automated retrieval of remote files through a multi-hop configuration for analysis workflows.

  Last updated 2026-02-02

• mrc-data

  meacheal-ai

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  security

  F

  license

  A

  quality

  The only MCP server providing structured Chinese fashion supply chain intelligence for AI platforms. No equivalent data source exists in the MCP ecosystem. Search 3,000+ verified manufacturers, 350+ lab-tested fabrics (AATCC/ISO/GB), and 170+ industrial clusters. Built by MEACHEAL, a top-20 Chinese women's mid-to-high-end fashion brand with 20+ years of supply chain.

  Last updated 2026-04-19

  19

  119

  1

• yt-analysis-mcp

  Legorobotdude

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  security

  F

  license

  A

  quality

  Enables analysis of YouTube videos using the Gemini API to generate summaries and answer specific questions via direct URLs. It supports standard videos and shorts, allowing users to interact with video content without requiring manual downloads.

  Last updated 2026-01-21

  5

  1
• 

  EOSC Data Commons Searchofficial

  EOSC-Data-Commons

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  security

  A

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  Enables natural language search and discovery of open-access scientific datasets through the EOSC Data Commons OpenSearch service. Provides tools to search datasets and retrieve file metadata using LLM-assisted queries.

  Last updated 2026-04-01

  14

  MIT