Skip to main content
Glama
120,239 servers. Updated

Some filters or related results are temporarily unavailable. Server results are shown below.

20 Best Maps MCP Servers: compared and ranked, November 2026Ranked from 867 matching servers on stars, growth, downloads and maintenance. Updated .

"Organic Maps" matching MCP servers:

GET /v1/servers – MCP directory API reference
  • A
    license
    A
    quality
    C
    maintenance
    Turns iPhone LiDAR scans, depth maps, room scans and reference-card photos into real-world measurements with uncertainty ranges, letting an AI client size cookware and scale recipes, check room and doorway fit, classify Amazon FBA size tiers and fees, and estimate moving or storage volume. It reports a ± and confidence level with every figure and states plainly when it is guessing.
    34
    MIT
  • A
    license
    A
    quality
    D
    maintenance
    MCP server for generating organic, customizable blob shapes as SVG using sinusoidal harmonics, with tools for single blobs, gradient blobs, blob sets, and raw paths.
    4
    MIT
  • A
    license
    A
    quality
    B
    maintenance
    Lets AI agents place GPS-anchored real-world billboards, deals, and AR/holographic messages at any latitude/longitude, generating or attaching artwork and then publishing it so nearby humans see it across iOS, Android, web maps, and Meta Quest simultaneously. It also exposes tools for checking API health, listing account deals, and searching public deals.
    11
    MIT
  • A
    license
    B
    quality
    C
    maintenance
    Enables AI agents to inspect and edit an RPG Maker MZ project through its real JSON data files, render maps to PNG previews so layouts can be seen rather than guessed, and decode event commands into named, parameter-labelled lines. It also drives a live playtest through a bridge plugin and authors whole maps, databases, events and assets via high-level tool calls.
    65
    1
    MIT
  • A
    license
    B
    quality
    C
    maintenance
    Enables an AI agent to discover Material Maker nodes, validate and build procedural material graphs through an undoable batch, and compare real 3D previews and labeled PBR maps returned as images. It also runs bounded parameter sweeps that restore the source state, and exports maps with manifests listing filenames, channels, sizes, hashes and changed-file state.
    35
    1
    MIT
  • A
    license
    Not graded
    quality
    B
    maintenance
    Enables AI assistants to simulate Stardew Valley maps and inspect or edit pixel-art sprites through two compact MCP tools. It supports collision, warps, pathfinding, NPC movement, map consistency checks, and sprite drawing/reading workflows.
    MIT
  • A
    license
    Not graded
    quality
    B
    maintenance
    Enables AI agents to see, hear, and edit video projects in the Lumen editor, using tools for timeline edits, transcription, contact sheets, loudness analysis, and more.
    19 npm
    16
    MIT
  • A
    license
    Not graded
    quality
    B
    maintenance
    Enables MCP clients on a local network to generate and edit images with a self-hosted uncensored Qwen-Image-2.1 model over Streamable HTTP. Supports text-to-image at any aspect ratio, multi-image editing, transparent backgrounds, seamless textures with height and normal maps, 360 panoramas, upscaling, and watermark removal.
    115
    MIT
  • A
    license
    Not graded
    quality
    C
    maintenance
    Enables LLM clients to create hand-drawn study-notes style graphics, including charts, concept maps, mind maps, timelines, sketch notes, and 2×2 matrices, as PNG images via MCP.
    1
    MIT
  • A
    license
    Not graded
    quality
    B
    maintenance
    Enables AI assistants to create Material Maker node graphs from natural language, validate them against the node catalog, and render them headlessly to PBR texture maps and editable .ptex files.
    11
    MIT
  • A
    license
    Not graded
    quality
    C
    maintenance
    Enables an MCP host to observe and control Windows desktop applications deterministically: reading UIA control trees, OCR text and pixel diffs, clicking, typing, scrolling and window management, plus verbatim text reading/appending via ValuePattern/TextPattern. Visual judgment is delegated back to the host model's own multimodal context through annotated screenshots, numbered element cards, grid maps and crosshair zoom-ins, so no separate vision model is needed.
    1
    AGPL 3.0
  • A
    license
    Not graded
    quality
    B
    maintenance
    Converts raster drawings such as diagrams, maps, charts, and scans into editable CorelDRAW vector files in a single call, with automatic self-checking that reports uncertain elements back to the calling AI for correction and rebuild.
    4
    Apache 2.0
  • A
    license
    Not graded
    quality
    D
    maintenance
    The AIGC solution based on the MCP protocol seamlessly transforms the ComfyUI workflow into an MCP Tool with zero code, enabling LLMS and ComfyUI to join forces and focus on image generation tasks. qwen-image, flux, and FLUx-KREA can be used for image generation.
    1,131
    MIT
  • A
    license
    Not graded
    quality
    C
    maintenance
    Enables AI agents to drive a user's own signed-in Google NotebookLM (Gemini Notebook) account through 51 MCP tools, covering notebook and source management, grounded chat with numbered citations, fast and deep research, and generating or downloading audio/video overviews, slide decks, quizzes, flashcards, mind maps, infographics, reports and data tables. It runs over stdio or streamable HTTP on localhost and sends progress notifications for long-running jobs.
    3
    MIT
  • A
    license
    Not graded
    quality
    C
    maintenance
    Turns photos plus a short brief into finished social-media designs such as stories, carousels, reel covers and invites. It searches and ranks templates, uploads images, places photos and copy, and returns rendered designs with links for further editing.
    Apache 2.0
  • A
    license
    Not graded
    quality
    C
    maintenance
    Enables AI agents to create and edit pixel-art projects — sprites, props, palettes, eight-direction animation, and tile-based environments — through a stdio MCP server with discovery, help, and call tools. Agents can build from silhouette to detail, inspect native-scale renders, silhouettes, value maps, and GIF playback, then save every change as versionable source.
    MIT
  • A
    license
    Not graded
    quality
    C
    maintenance
    Enables AI assistants to estimate monocular depth maps from local or remote images and frame-by-frame video using bundled ONNX Depth Anything V2 models, without requiring PyTorch. Also exposes tools for listing and pre-downloading checkpoints and checking the runtime backend, with automatic GPU/CPU selection.
    Apache 2.0
  • F
    license
    Not graded
    quality
    A
    maintenance
    Provides tools for AI-powered web search and image understanding, returning organic search results or analyzing images from URLs or local files based on text prompts. Integrates with MCP clients such as Claude Desktop, Cursor, and Windsurf to support development workflows.
    -
  • F
    license
    Not graded
    quality
    D
    maintenance
    MCP server implementing visual vocabulary and structural parameters for brassiere/lingerie design. Maps professional design taxonomy to image-generation-ready specifications with zero LLM cost for composition.
    1
    -
  • F
    license
    Not graded
    quality
    A
    maintenance
    Enables AI coding assistants to run web searches that return organic results with related queries and to analyze images from URLs or local files via prompt-driven vision models. It connects to MCP clients such as Claude Desktop, Cursor, and Windsurf over stdio or SSE transports for code development workflows.
    -
  • F
    license
    Not graded
    quality
    A
    maintenance
    Enables coding-plan users to run AI-powered web searches that return organic results with related queries, and to analyze images from URLs or local files (JPEG, PNG, WebP) against text prompts. It integrates with MCP clients such as Claude Desktop, Cursor, and Windsurf via stdio or SSE transport to enhance coding workflows.
    -
  • F
    license
    Not graded
    quality
    A
    maintenance
    Enables coding-plan users to run web searches that return organic results plus related queries, and to analyze images from URLs or local files using an AI vision model driven by text prompts. It plugs these tools into MCP clients such as Claude Desktop, Cursor, Windsurf, and OpenAI Agents to support code development workflows.
    -