"An exploration of deep search technologies or methods" matching MCP servers:

Enables an AI agent to drive a running Adobe After Effects, inspecting projects and editing comps, layers, effects, keyframes, text, masks, expressions, and rendered frames through natural language. It provides a small tool surface with dry-run validation and undo-grouped operations for safe autonomous use.

Enables AI agents to connect to Adobe After Effects locally, inspecting projects, comps, and layers, discovering and executing a catalog of operations, rendering frames, and saving projects, with on-demand skill-based guidance.

An MCP server that lets AI agents drive a running Adobe Photoshop from natural language — documents, layers, text, masks, selections, filters, adjustments, Smart Objects, artboards, generative tools and export — through a 9-tool facade backed by 134 operations. A dual ExtendScript/UXP transport keeps reads, saves and exports working even when Photoshop is modal, returning honest busy/timeout errors instead of silent hangs.

Enables AI assistants to interact with the Cocos Creator editor through the Model Context Protocol, providing 50 core tools for editor functionality.

Enables AI assistants to search and download SVG icons from iconfont.cn, with support for style filtering and automatic login.

An MCP server that enables AI assistants to search royalty-free stock photos using natural language, example images, or similarity, and render results as an inline thumbnail grid.

Enables AI coding agents to search public design-system catalogs and retrieve only the relevant tokens or sections for a chosen brand, so generated UI matches a specified visual style instead of generic AI output.

Enables AI agents to compose fake chat conversations and generate deep links to a pre-filled mock screenshot generator for parody, education, and design mockups.

Enables assistants to discover, search, and extract real design systems — palettes, type scales, spacing, surfaces, and do/don't guidance — from the public style pages of styles.refero.design. It reports index coverage with every search and renders matched styles as structured design.md sections or parsed JSON tokens.

Enables local control of Adobe After Effects via MCP, offering offline creative skills, project inspection, and operation execution without cloud relay or an installed AE panel.

An MCP server that enables natural-language control of AutoCAD via file IPC or headless DXF generation, with tools for drawing, entities, layers, blocks, annotations, P&ID, views, and system operations.

MCP server that gives LLMs deep knowledge of design systems and tokens, enabling intelligent design evolution, token analysis, and designer-to-developer handoffs.

A design knowledge MCP server that Claude can query when generating UI, covering eight layers: principles, patterns, content design systems, research methods, service design, brand/visual, business strategy, and design tokens.

An official MCP server that allows AI clients to interact with Sketch designs, enabling exploration, iteration, asset export, and more.

An MCP server that enables natural language control of Steinberg Dorico music notation software through Claude Desktop or ChatGPT, offering tools for score creation, note input, notation, harmony analysis, and orchestration.

Enables Claude and other MCP clients to query and modify an open Archicad project through Graphisoft's official JSON API and the ~250 commands of the Tapir add-on, covering model summaries, quantity takeoffs, quality checks, element creation (walls, slabs, zones), ID management, undo/journal history, and execution of arbitrary API or Tapir commands.

Enables local creation and verification of Rhino .3dm architectural models from JSON specs without Rhino or a license, including inspection, two-view PNG rendering, evidence auditing, and optional Blender rendering/import.

Provides a hosted remote connection to Mobbin's library of real-world app and web design references over Streamable HTTP, requiring nothing to install or run locally. Access is authorized through an OAuth browser sign-in on first use, with per-client setup and tool listings documented externally.

Local, free MCP server for brand logo search and shadcn/ui component search & source lookup, requiring no API keys or login.

Connects a coding agent to a live browser preview of the running app so you can click elements, select text or draw areas, describe what should change, and have the matching source files edited through the cheapest applicable route. Includes annotation queueing via an MCP watch tool, an undo ledger, and a tool that reports uncommitted changes for commit messages.