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Glama
120,395 servers. Updated
20 Best Documentation MCP Servers: compared and ranked, November 2026Ranked from 2,559 matching servers on stars, growth, downloads and maintenance. Updated .

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  • A
    license
    Not graded
    quality
    B
    maintenance
    Enables agents to read and write Markdown documents, HTML pages, data files, PDFs, screenshots, and videos through a standard remote MCP server with OAuth, per-agent revocable project permissions, version history, and stable artifact links.
    4 npm
    1
    MIT
  • A
    license
    Not graded
    quality
    D
    maintenance
    Experimental MCP server for local LLM orchestration with filesystem tools (read, write, list, delete files) and a CLI agent that communicates via Ollama.
    6 npm
    ISC
  • A
    license
    Not graded
    quality
    B
    maintenance
    Gives any MCP-compatible AI chat or agent a safe, model-neutral coding runtime with file read/search, structured multi-file patches, command execution, interactive sessions, and git operations, all confined to a single workspace and gated by permission modes.
    Apache 2.0
  • A
    license
    Not graded
    quality
    B
    maintenance
    Enables agents to search and browse an Immich photo library by content or metadata, inspect EXIF/people/albums/tags, view images and contact sheets, analyze duplicates and activity, and export browser-ready files with manifests. With an optional write key, it also enables curation such as favorites, ratings, descriptions, tags, albums, people, uploads, and reprocessing.
    19 PyPI
    MIT
  • A
    license
    Not graded
    quality
    C
    maintenance
    Enables AI agents to develop within a local project workspace by reading and modifying files, running commands and tests, checking Git state, and persisting progress as history sessions that can be restored in later conversations.
    Apache 2.0
  • A
    license
    Not graded
    quality
    B
    maintenance
    A Rust + Tauri 2 desktop application that turns local project folders into persistent MCP workspaces, enabling AI agents to read files, modify code, run commands and tests, check Git status, and maintain cross-conversation development context through historical checkpoints, with built-in WSS/FRP/Cloudflare tunnels and OAuth for connecting to ChatGPT.
    Apache 2.0
  • A
    license
    Not graded
    quality
    C
    maintenance
    A local MCP server that gives AI coding assistants read, write, search, and execute capabilities within a specified project directory. This Windows GUI build simplifies setup by eliminating manual Python, Node.js, or Docker installation.
    Apache 2.0
  • A
    license
    A
    quality
    B
    maintenance
    50 tools and 400 functions for working with Excel/.xlsx spreadsheets — read/write, recalculate formulas, diff, repair broken references, and audit. Built for AI agents.
    50
    2,388 npm
    6
    MIT
  • A
    license
    Not graded
    quality
    B
    maintenance
    Turns local project directories into persistent MCP workspaces, allowing AI agents to read files, modify code, run commands, manage Git, and save session progress across conversations.
    Apache 2.0
  • A
    license
    Not graded
    quality
    B
    maintenance
    Gives MCP-compatible AI clients safe, hands-on access to local codebases: file reading/search, multi-file patches, command execution, interactive sessions, Git inspection, and coordination of local agent providers such as Antigravity and OpenCode.
    18
    Apache 2.0
  • A
    license
    Not graded
    quality
    C
    maintenance
    A collection of small MCP servers for macOS automation that expose Apple Mail, MoneyMoney, and Spotlight functionality as tools via AppleScript and command-line, enabling AI applications to search mail, manage contacts and transactions, and perform system-wide file searches through natural language.
    MIT
  • F
    license
    Not graded
    quality
    D
    maintenance
    An MCP server that enables searching for specific files by name within the current directory and its subdirectories. It uses Server-Sent Events (SSE) to provide a find_file tool for locating local files and libraries.
    -
  • F
    license
    A
    quality
    B
    maintenance
    Enables AI agents to perform local video, audio, and file operations inside an isolated workspace, including cutting/concat videos, extracting audio, transcribing, and managing files, with typed responses and background job support.
    11
    1
    -
  • A
    license
    A
    quality
    D
    maintenance
    MCP server that encapsulates Apple Mail on macOS via AppleScript, enabling invoice PDF search, attachment saving, and message flagging through natural language.
    5
    MIT
  • A
    license
    A
    quality
    D
    maintenance
    An MCP server that exposes macOS Spotlight search as tools, wrapping mdfind and mdls to provide full-text and metadata file search across the system.
    2
    MIT
  • A
    license
    Not graded
    quality
    B
    maintenance
    Enables ChatGPT to inspect selected local projects, make edits, run commands/tests, and review diffs through an authenticated MCP endpoint backed by a containerized workspace.
    Apache 2.0
  • A
    license
    Not graded
    quality
    A
    maintenance
    A native Nextcloud app that exposes the instance as an MCP server so Claude and other MCP clients can read, search, and (with admin-granted permissions) edit files, notes, calendars, Deck cards, and Talk conversations. It runs inside Nextcloud with OAuth or app-password sign-in, applying each user's own Nextcloud permissions and admin-controlled per-operation grants.
    18
    AGPL 3.0
  • F
    license
    Not graded
    quality
    D
    maintenance
    A tutorial MCP server for learning the Model Context Protocol by building file and system tools. Provides hands-on experience creating custom tools that enable AI models to interact with files and execute system commands.
    -
  • A
    license
    Not graded
    quality
    C
    maintenance
    Enables AI assistants to inspect Ignition gateway backups, project exports and tag exports locally and turn them into an editable engineering reference and manual pack workspace. Runs over stdio so agents can explain, validate and complete the evidence-traced documents without uploading anything.
    Apache 2.0
  • A
    license
    Not graded
    quality
    B
    maintenance
    Enables MCP clients to safely access user-local filesystems, apply validated patches, inspect git state, and run persistent jobs on outbound-connected local runners through a stateless Cloudflare control plane.
    18
    PolyForm Noncommercial 1.0.0
  • A
    license
    Not graded
    quality
    C
    maintenance
    Enables AI agents to turn local projects into persistent workspaces, providing file editing, command execution, Git integration, and cross-session history management.
    Apache 2.0
  • F
    license
    Not graded
    quality
    D
    maintenance
    Provides a secure workspace for AI-driven file management and Python script execution designed to run on Vercel. It enables tools for full file operations and code execution within a sandboxed environment.
    -
  • A
    license
    A
    quality
    B
    maintenance
    Read selected local folders from ChatGPT on macOS, with per-folder read-only or read-write access and hash-checked, recoverable edits. Requires local installation and a private ChatGPT app. The Glama container is a synthetic evaluation demo; it does not connect to files on your Mac.
    12
    1
    MIT
  • A
    license
    A
    quality
    B
    maintenance
    Enables an AI agent to host a shared folder or join an invite link as a participant in a collaborative editing session, reading, editing, and writing the files the room shares. Runs the same sync engine and wire protocol as editor clients, so an agent and a person or another agent converge on the same documents and see each other's changes.
    10
    1
    Apache 2.0