"Exploring RAG through defined workspaces" matching MCP servers:

Enables CLI-first Aseprite automation with staging workspaces, supporting sprite inspection, patching, export, preview, and atomic file commits via file_commit.

MCP server for interacting with Mural's public API, enabling browsing and management of workspaces, rooms, murals, and widgets within Mural.

An MCP server for parametric part modeling in Onshape, producing fully-defined, variable-driven sketches and features. It enables LLMs to create editable CAD models using semantic selection and geometrically grounded constraints.

Enables coding agents to connect to and interact with Avius Visual workspaces in WordPress, providing a bridge for visual design and content editing tasks.

Enables natural language interaction with KiCad projects, schematics, and PCBs, supporting project management, design rule checking, netlist extraction, and datasheet RAG search.

Enables inspecting, creating and modifying MakeHuman characters inside Blender — phenotypes, rigs, assets, skins, faces, expressions and saved presets — through 34 named tools served by a companion Blender bridge add-on that dispatches a closed command vocabulary instead of executing code. It also exposes read-only introspection, catalogue and documentation lookups that always answer, even when Blender is unreachable.

Educational MCP server that connects AI agents to the Canva Connect API, enabling design search, creation, and export through natural language.

Enables AI coding agents to retrieve mode and stage guidance so they can lead users through a 9-stage design workflow, including questions, required artifacts, exit criteria, dependencies, pitfalls, rollback impact, and environment requirements. It helps non-designers turn ideas into buildable HTML/WPF design specs while keeping the human in control of confirmation and revisions.

Enables AI assistants to read and modify KiCAD PCB designs through the KiCAD IPC API, providing tools for board queries, footprint placement, track creation, DRC, and export.

MCP server that gives AI agents browser-based access to Mobbin for design research, screen discovery, and screenshot collection through automated browser control.

Enables AI to create pixel art in Aseprite through pixel-level drawing primitives, read canvas screenshots, and iterate until satisfied.

Enables high-craft web design and engineering through OKLCH color systems, fluid typography, Three.js 3D scenes, frontend security audits, multi-viewport capture, and Python-backed design verification.

Enables AI assistants to write and execute C# code directly inside Autodesk Civil 3D, providing full API access through code generation and execution.

Enables AI clients to control a running Blender instance through the Model Context Protocol, allowing scene inspection, object creation and editing, rendering, and execution of Blender Python. It works locally via a WebSocket bridge between the MCP server and a Blender add-on.

An MCP server that lets AI assistants like Claude control Adobe Illustrator through natural language by executing ExtendScript code and providing document state inspection.

MCP server for managing Figma workspaces, providing 102 tools for seats, teams, permissions, billing, file operations, and cleanup, enabling agents to handle admin tasks and everyday design work via natural language.

MCP server for Gaea 2.0 terrain generation, enabling CLI build automation and .terrain file graph manipulation through natural language.

An MCP server that lets AI agents drive FigJam boards through a local Figma plugin, bypassing API rate limits with 19 tools for reading, writing, and editing FigJam content.

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 read, create, edit, format, theme, preview and export Apple Numbers, Keynote and Pages files on macOS through 64 tools, including deck building from outlines, design kits, design review of slides, and Spotlight file lookup. Every write is backed up and swapped in atomically with one-call undo, and Arabic/RTL content round-trips exactly.