"How to read document contents" matching MCP servers:

• Document MCP Server

  mparth14

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  Provides tools and resources for managing in-memory documents, allowing users to read, edit, and list document contents via the Model Context Protocol. It includes features for formatting documents to Markdown and accessing document-specific resources.

  Last updated 2026-03-13

  3

• MCP Document Parse Tool

  tianfn

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  Enables parsing and extraction of content from various document formats (PDF, Word, Excel, PowerPoint) into Markdown format using the Niutrans document API.

  Last updated 2025-12-17

  1

  5

  MIT

• FastMCP Document Analyzer

  Tathagat017

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  A comprehensive document analysis server that performs sentiment analysis, keyword extraction, readability scoring, and text statistics while providing document management capabilities including storage, search, and organization.

  Last updated 2025-07-05

• How-To-Cook

  xiaobenyang-com

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  An AI recipe recommendation server based on the MCP protocol, providing functions such as recipe query, classification filtering, intelligent dietary planning, and daily menu recommendation.

  Last updated 2026-01-09

  5

  1

  Apache 2.0

• Content Manager MCP Server

  Talljack

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  Enables comprehensive content management through Markdown processing, HTML rendering, intelligent fuzzy search, and document analysis. Supports frontmatter parsing, tag-based filtering, table of contents generation, and directory statistics for efficient content organization and discovery.

  Last updated 2025-09-19

  5

  3

• Document Organizer MCP Server

  cordlesssteve

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  Enables systematic document organization with PDF-to-Markdown conversion, intelligent categorization, and automated workflow management. Supports project documentation standards and provides complete end-to-end document processing pipelines.

  Last updated 2025-10-12

  8

• Claude Document MCP Server

  alejandroBallesterosC

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  A Model Context Protocol server that allows Claude Desktop to perform document operations on Microsoft Word, Excel, and PDF files including creation, editing, and format conversion.

  Last updated 2025-11-10

  47

  MIT

• PDF Document MCP Server

  CSOAI-ORG

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  A local document processing toolkit for AI agents that extracts text, converts PDFs to Markdown, merges files, extracts tables, and summarizes documents without external API dependencies.

  Last updated 2026-04-15

• Document QA MCP Server

  parikshith49

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  An MCP server that enables users to query documents from Google Drive using AI assistance, providing tools for searching vector databases and generating answers based on document content.

  Last updated 2025-07-19

• MCP Document Server

  onoda4480

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  Efficiently delivers project documentation to AI agents like Claude on-demand, optimizing token usage by loading context only when needed. Supports document retrieval, listing, and keyword search with security features.

  Last updated 2025-12-14

• Talk to Figma MCP

  yhc984

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  Enables Cursor AI to interact with Figma designs, allowing users to read design information and programmatically modify elements through natural language commands.

  Last updated 2025-03-21

  40

  2,133

  3

• MCP Document Server

  watsona4

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  A secure Model Context Protocol server that enables Claude AI to list, search, and read local documents in formats such as PDF, DOCX, and XLSX. It features read-only access with path traversal protection and supports deployment via Docker with SSE or STDIO transport options.

  Last updated 2026-02-18

  MIT

• docs-to-mcp

  fayazara

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  A Cloudflare Worker that transforms Cloudflare AI Search (AutoRAG) instances into an MCP server for querying documentation. It enables AI models to search and retrieve relevant information from custom document sets stored in R2 buckets.

  Last updated 2025-12-10

  10

• Talk to Figma MCP

  grab

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  An MCP server integration that enables Cursor AI to communicate with Figma, allowing users to read designs and modify them programmatically through natural language commands.

  Last updated 2026-03-07

  19

  2,133

  6,605

  MIT

• Markdown TOC MCP Server

  ForceInjection

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  Enables intelligent Markdown document analysis including extracting table of contents with hierarchy, detecting numbering issues like duplicates and discontinuities, and generating formatted TOC content in multiple output formats.

  Last updated 2025-11-09

  1

  Apache 2.0

• MCP Document Reader

  crispvibe

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  A multi-format MCP server that enables reading and generating Office, PDF, text, EPUB, and presentation documents. It provides unified tools for document processing and creation through AI assistants.

  Last updated 2026-04-15

  4

  2

  MIT

• Talk to Figma MCP

  hyun1202

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  An MCP server that enables AI assistants to interact with Figma designs for tasks like reading document info, creating elements, and managing auto layouts. It facilitates real-time design automation via a custom Figma plugin and WebSocket server integration.

  Last updated 2025-06-25

  2,133

  MIT

• md-to-pdf-with-mermaid-mcp

  polarnego

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  An MCP server that converts Markdown files containing Mermaid diagrams into PDF documents by rendering diagrams as SVG images. It provides a specialized tool to automate document conversion while ensuring all visual charts are correctly embedded in the final output.

  Last updated 2025-08-27

  1

• OpenAI Vector Store MCP Server

  kkyy3402

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  Enables semantic search and document retrieval from OpenAI Vector Store, allowing users to search documents using natural language queries and fetch complete document contents through ChatGPT.

  Last updated 2025-11-18

• Document Parser MCP

  kgand

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  An MCP server that uses the Docling toolkit to convert various document formats, including PDFs, Office files, images, and audio, into clean Markdown for AI processing. It supports multiple processing pipelines like VLM and ASR with intelligent auto-detection and job queue management.

  Last updated 2025-12-11

  2

  MIT

• md-mermaid-to-pdf-mcp

  skmprb

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  Converts Markdown files and raw content into professionally styled PDFs with full support for Mermaid diagrams and syntax highlighting. It offers customizable page formats, margins, and modern typography for high-quality document generation.

  Last updated 2025-07-17

  11

• Document Reader MCP Server

  qitianfeng

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  Enables reading and processing various document formats including Word, PDF, RTF, and text files. Supports extracting media elements like images and links, with features for PDF page range selection and automatic text encoding detection.

  Last updated 2025-08-13

  8

• Anything-to-NotebookLM

  joeseesun

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  An MCP server that automates converting diverse content sources like WeChat articles, YouTube videos, and various document formats into AI-generated outputs such as podcasts and slide decks via Google NotebookLM. It integrates specialized tools for web scraping, OCR, and file transformation to facilitate seamless content generation through natural language.

  Last updated 2026-04-10

  748

  MIT

• RBT Document Editor

  leo7nel23

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  Enables efficient editing of RBT documents with structured operations that read and modify specific sections or blocks. Reduces LLM token consumption by 80-95% compared to full file operations through smart caching and partial document access.

  Last updated 2025-10-15

  8

  1

• MCP-to-MCP Tic-Tac-Toe

  PsychoSmiley

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  Enables two LLMs to play Tic-Tac-Toe against each other autonomously using a shared tool and an SSE relay. The server facilitates agent-to-agent communication by holding tool responses until the opponent makes a move, managing the game state in real-time.

  Last updated 2026-03-17

  1

  Apache 2.0

• Skill-to-MCP

  biocontext-ai

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  Converts AI Skills (following Claude Skills format) into MCP server resources, enabling LLM applications to discover, access, and utilize self-contained skill directories through the Model Context Protocol. Provides tools to list available skills, retrieve skill details and content, and read supporting files with security protections.

  Last updated 2026-02-27

  3

  23

  Apache 2.0

• Simple Document Processing MCP

  cablate

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  Provides comprehensive document processing, including reading, converting, and manipulating various document formats with advanced text and HTML processing capabilities.

  Last updated 2025-06-02

  16

  88

  17

  MIT

• Project Content Server

  MaheshDoiphode

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  An MCP server that provides access to project files and their contents, allowing users to retrieve file data from specified project directories with error handling and configuration options.

  Last updated 2025-01-12

  1

  6

  MIT

• iA Document Management MCP

  sakimototwingarc-spec

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  Provides tools to authenticate, search, and manage sessions within WingArc's iA Document Management System. It enables users to perform free word document searches and manage security tokens through the Model Context Protocol.

  Last updated 2026-02-08

• Document Retrieval MCP Server

  Pramod-Potti-Krishnan

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  Enables AI agents to search and retrieve relevant document content from existing embeddings stored in Supabase vector database. Provides semantic search capabilities to find document chunks based on similarity to query text without generating new embeddings.

  Last updated 2025-09-21

  MIT

• MCP Document Parse

  NiuTrans

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  Parses various document formats (PDF, Word, Excel, PowerPoint) into Markdown content using NiuTrans API, enabling extraction and reading of document text through natural language interactions.

  Last updated 2025-12-19

  1

  8

  MIT

• Document Conversion Assistant

  proflulab

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  Enables conversion between multiple document formats including Markdown, HTML, TXT, PDF, and DOCX with automatic format detection. Supports high-fidelity document transformation while preserving content integrity.

  Last updated 2025-09-10

  72

  1

• MCP GitHub Repository Server

  loglmhq

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  A server that allows AI assistants to browse and read files from specified GitHub repositories, providing access to repository contents via the Model Context Protocol.

  Last updated 2024-12-06

  7

  MIT

• TOS MCP Server

  dinghuazhou

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  Enables natural language exploration and management of Volcengine TOS storage, allowing users to list buckets, browse objects, and retrieve file contents. It supports content retrieval for various data types including text, images, and video files.

  Last updated 2025-05-20

  3

  1

• Document Q&A MCP Server

  sprchr

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  Enables document-based question answering using OpenAI's GPT-4 with semantic search and embeddings. Upload PDF, TXT, or Markdown files and get answers strictly based on document content with source attribution and confidence scores.

  Last updated 2026-01-05

  MIT

• MCP Document Converter

  kittolau

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  Converts DOCX files to Markdown with formatting preservation and image extraction, and provides image analysis tools for document processing workflows.

  Last updated 2025-11-25

  2

  MIT

• Langflow Document Q&A Server

  GongRzhe

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  Enables querying documents through a Langflow backend using natural language questions, providing an interface to interact with Langflow document Q\&A flows.

  Last updated 2025-04-16

  1

  15

  MIT

• Document Q&A MCP Server

  SY-MR-CODER

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  A Python-based MCP server that enables document-based question answering by processing PDF, TXT, and Markdown files through OpenAI's API. It provides hallucination-free responses based strictly on document content using semantic search and includes a web interface for management.

  Last updated 2026-01-17

  MIT

• MCP Server + Document Memory

  MarvelEyiosa

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  Enables AI systems to remember interactions, understand document context through semantic search, and intelligently route requests with persistent memory and quality-scored content synthesis.

  Last updated 2025-12-05

• ExcelReadMCP

  OgumaruSuisan

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  Enables reading and searching Excel files through MCP-compatible clients. Provides tools to retrieve workbook metadata, read sheet contents, and search across all sheets using absolute file paths.

  Last updated 2025-10-22

  2

  MIT

• ClipToWSL MCP Server

  CarlosGtrz

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  Enables AI coding agents like Claude to read Windows clipboard contents (text and images) from within WSL environments, providing seamless cross-platform clipboard access through the Model Context Protocol.

  Last updated 2025-06-28

  3

• mcp-git-ingest

  adhikasp

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  Helps AI read GitHub repository structure and important files. Want to quickly understand what a repo is about? Prompt it with "read https://github.com/adhikasp/mcp-git-ingest and determine how the code technically works".

  Last updated 2025-01-26

  303

  MIT

• Nexus MCP Bridge for VSCode

  wesnermichel

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  A lightweight bridge extension that enables Claude Desktop to connect to VSCode workspaces via Model Context Protocol, allowing Claude to read and write files, create directories, and list contents in your workspace.

  Last updated 2025-03-04

  9

  MIT

• MCP Document Processor

  arifazim

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  An intelligent document processing system that automatically classifies, extracts information from, and routes business documents using the Model Context Protocol (MCP).

  Last updated 2025-05-03

  3

• File Context MCP Server

  alayonyo

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  Enables AI assistants to read, search, and analyze local file systems with tools for reading file contents, listing directories, searching by patterns, and analyzing folder structures for context-aware queries.

  Last updated 2026-01-14

• LocalSynapse

  LocalSynapse

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  Offline AI-powered local file search MCP server for Windows. Searches inside document contents (Word, Excel, PDF, PowerPoint, HWP) using BM25 + dense vector hybrid search. 100% local, no cloud, no login, no telemetry.

  Last updated 2026-04-16

  3

  Apache 2.0

• AVS Document Search System

  patw

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  A vector search system that enables semantic retrieval of document chunks using MongoDB Atlas Vector Search and Voyage AI embeddings, allowing users to search documents by meaning rather than just keywords.

  Last updated 2025-08-13

  2

  MIT

• Youtube To Mp315 MCP Server

  BACH-AI-Tools

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  Enables conversion of YouTube videos to MP3 format through the Youtube To Mp315 API. Supports checking conversion status, retrieving video titles, and asynchronous video-to-audio conversion with customizable quality and time range settings.

  Last updated 2025-12-08

  MIT

• Cursor Talk to Figma MCP

  andreycretsu

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  Enables Cursor AI to communicate with Figma for reading designs and modifying them programmatically, allowing users to automate design tasks through natural language.

  Last updated 2025-06-01

  38

  2,133

  1

  MIT

• JSON to Excel MCP by

  he-yang

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  The JSON to Excel MCP provides a standardized interface for converting (1)JSON data (2)URL pointing to JSON files into CSV format

  Last updated 2026-03-14

  2

  7

  1