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116,897 servers. Updated
20 Best Documentation MCP Servers: compared and ranked, November 2026Ranked from 2,545 matching servers on stars, growth, downloads and maintenance. Updated .

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"Retrieve the latest documentation of libraries in word embeddings form for LLMs" matching MCP servers:

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    An MCP server for indexing and searching local text files using late-interaction retrieval (ColBERT-style MaxSim), enabling token-level relevance matching.
    2
    MIT
  • A
    license
    Not graded
    quality
    B
    maintenance
    MCP server that lets an AI analyst place real bets on Binance prediction markets, using Kelly criterion sizing, and tracks its performance through a transparent record of betting slips and outcomes.
    MIT
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    license
    B
    quality
    B
    maintenance
    Give any LLM agent a real Android or iPhone. 62 MCP tools: tap, swipe, type, screenshot, screen-tree reading, app launch, camera, TTS, crash reports, batched execution. Android via ADB, iPhone via WebDriverAgent, on-device inference, Docker+KVM emulators. Works with Claude Code, Cursor, LangChain, LlamaIndex, and any MCP client. MIT.
    66
    111 PyPI
    413
    MIT
  • A
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    Automates internal system form submissions by reading data from Excel/CSV or Google Sheets and using Playwright to navigate menus and fill form fields, with support for both visible and headless modes.
    1
    11 npm
    MIT
  • A
    license
    A
    quality
    F
    maintenance
    Enables AI assistants like Claude to interact with humans through intuitive GUI dialogs, supporting text input, choices, confirmations, and information displays.
    6
    163
    MIT
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    quality
    C
    maintenance
    Enables measuring and fixing the page layout of .docx documents by driving Microsoft Word or LibreOffice, including page counts, section outlines, text search, paragraph formatting, field updates, and PDF export.
    13
    GPL 2.0
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    quality
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    Enables programmatic generation of Microsoft Word documents (.docx) from AI-generated text and data, with support for Markdown formatting, tables, headers, and rich document elements that are saved directly to the local file system.
    1
    ISC
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    Structure-preserving Word DOCX editing MCP server with a .NET Open XML backend and Office.js live sessions. Enables safe, auditable, incremental editing of Microsoft Word documents for AI agents.
    63
    12 npm
    10
    AGPL 3.0
  • A
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    Not graded
    quality
    B
    maintenance
    Connects MCP clients to a local social engine that reads bounded posts, comments, replies, and feeds into local inboxes, turns source material into drafts and briefs, and publishes exact frozen jobs with recorded provider IDs and receipts across Instagram, Threads, and Substack.
    MIT
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    quality
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    maintenance
    An MCP server that exposes the llms.txt file and its referenced local or external resources from a project root to provide context for AI models. It automatically parses documentation links and URLs to make them accessible as additional MCP resources.
    1
    MIT
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    A
    quality
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    Provides MCP tools to search, retrieve, and answer questions from the public Open Finance Brasil Confluence documentation using BM25-based local indexing.
    4
    MIT
  • A
    license
    A
    quality
    A
    maintenance
    Enables AI assistants to inspect and fill fillable PDF forms by exact field name, then render and OCR the resulting page to confirm every value is actually visible, returning verdicts of VISIBLE, INVISIBLE, RENDER-ONLY, or MISSING.
    4
    45 PyPI
    MIT
  • A
    license
    A
    quality
    B
    maintenance
    Enables MCP clients like WorkBuddy to inspect, edit, and publish Tencent Docs native collection forms, supporting question types such as short answer, single choice, multiple choice, and dropdown selections. It verifies drafts after writing and checks published versions without login cookies.
    4
    MIT
  • A
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    Not graded
    quality
    C
    maintenance
    Enables authorized web/API security analysis as a stateful, multi-stage workflow with persistent session state, human-controlled validation, candidate versus confirmed finding tracking, and stop conditions.
    1
    MIT
  • A
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    Not graded
    quality
    C
    maintenance
    A secure, containerized MCP server that enables AI assistants to manage Terraform infrastructure using integrated Language Server Protocol (LSP) tools. It facilitates safe operations like initialization, validation, and planning while providing context-aware code completion and documentation.
    10
    MIT
  • A
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    Not graded
    quality
    B
    maintenance
    Deterministic Markdown-to-Word (.docx) publishing compiler with native OMML equations, three-line tables, CSL citations, and quality gates for AI agents.
    1,607 PyPI
    17
    MIT
  • A
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    Not graded
    quality
    C
    maintenance
    Enables querying normalized real-world asset data through MCP tools, including listing assets, retrieving asset details, comparing yields against SOFR, and checking eligibility by jurisdiction.
    MIT
  • A
    license
    Not graded
    quality
    D
    maintenance
    A Windows-based MCP server that enables the insertion of native Zotero citations and bibliographies into Microsoft Word desktop documents. It ensures references remain fully compatible with the official Zotero plugin for dynamic refreshing and ongoing manual maintenance.
    3
    MIT