"Semantic search, RAG, and memory systems" matching MCP servers:

Provides component information, usage guidelines, and code generation for AWS Cloudscape Design System in React, with search and pattern library capabilities.

Every other colour API tells you what goes together. Colour Memory tells you what it means, where the evidence ends, and what it must not claim. 47,515 hand-researched records, graded A–E, every result cited. 91 specialist tools built for agents that need precision, not guesses. Direct MCP: https://api.colourmemory.com/mcp — no signup, no key for the free tools (10 calls).

Enables driving Inkscape headlessly from an MCP client, with verified SVG editing, rendering, optimization, and animation tools.

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

Enables LLMs to perform architectural spatial modeling through natural language, including creating, manipulating, and analyzing 3D building models using TopologicPy.

Enables an MCP-capable AI client to drive a locally installed, licensed Autodesk Inventor through its COM API for local modeling tasks. It supports creating and updating a rectangular plate and a parametric quickchanger concept assembly, opening and inspecting parts and assemblies, and returning viewport previews.

Local MCP server inside 8 Autodesk apps (Revit, AutoCAD, Civil 3D, Advance Steel, Navisworks, Inventor, 3ds Max, Robot; 2023–2027): 480+ read/write actions, one-click setup for Claude, ChatGPT/Codex and Cursor. Commercial, free 14-day trial. Formerly HMK Pilot.

MCP server for searching Google Fonts and generating complete CSS/Tailwind typographic systems with font pairings and modular scales.

A Model Context Protocol (MCP) server for semantic SVG icon search. Generate infographic SVG icons by keyword — over 100,000 icons with semantic search support.

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.

Provides comprehensive UI design assistance tools for LLMs, generating color palettes, typography, spacing systems, shadows, design tokens, and more via the MCP protocol.

Enables AI coding assistants to design, synthesize, heal, and export production-ready accessible web applications and design systems in real time with zero build overhead.

Enables AI assistants to architect and build Awwwards-level websites with spring physics, design systems, React 19 templates, and HD visual inspection.

Enables MCP-capable IDEs to search 8,214 design-system components, retrieve exact source bundles and semantic tokens, and follow a copy-first handoff workflow with composition validation.

Lets Codex inspect, build, wire, tune, sample, and visually verify running TouchDesigner projects for generative visuals, audio-reactive systems, and fast agent-assisted prototyping.

Enables control of Autodesk Maya using natural language via Claude and the Model Context Protocol, providing tools for modeling, animation, scene management, and RAG-powered documentation search.

Enables AI assistants to search, download, and use Pictogrammers icons (Material Design Icons, MDI Light, Memory) with visual coherence by pinning a project to a single library and variant.

Integrates PTC Windchill and Creo Parametric with LLM-based clients via the Model Context Protocol, enabling natural language interaction with PLM and CAD systems for tasks like part search, BOM retrieval, model operations, and exports.

Generates complete brand identity systems including colors, typography, logos, and design tokens with 58 MCP tools. Supports multi-format export and AI-assisted refinement.

Provides design systems, UI prompts, and layout variation guidance to AI coding tools for generating better user interfaces.

Enables AI coding tools to search, inspect, recommend, and export SVG icons from svgicons.com for use in design systems, frontend projects, and AI-assisted workflows.

Create designed Figma Slides by chatting with GitHub Copilot or Claude. It generates polished, multi-layout decks with 31 layouts and 17 design systems directly in Figma.

Enables AI assistants to access and manipulate Figma designs, including extracting design systems, creating and debugging UI components, and syncing design tokens bidirectionally.

Provides AI coding agents with structured access to design research, component libraries, motion systems, design DNA extraction, visual search, and production workflows through MCP and SDK interfaces.

Generates editable Excalidraw diagram files from natural language descriptions of systems and architectures.

Enables AI agents to extract design systems, analyze components, and maintain design-code consistency from Figma files, providing intelligent component analysis and accessibility compliance.

Enables AI assistants to extract design systems, brand guidelines, copy, and sitemap structure from any live website via the Pastebase API.

An MCP server that generates professional design artifacts (HTML, PDF, PPTX) in seconds, powered by 150 design systems and 270+ skills.

Connects Figma to Claude via MCP for auditing design systems, checking naming conventions, and analyzing component consistency using the public Figma API.

Enables AI coding agents to search Japanese landing-page design systems and pattern packs, inspect their DESIGN.md files, and retrieve them for use in projects through MCP tools without writing files itself.