"Semantic Scholar" matching MCP servers:

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.

AI-native design engineering platform that converts Figma or live websites into a semantic design graph for code generation, and generates Figma designs from prompts with a self-improving director loop.

Enables AI coding tools to read Lanhu design data and automate Design to Code, including project browsing, layer tree extraction, DDS semantic components, and code generation.

Converts Figma design data into structured semantic analysis JSON and screenshots for AI agents to use in design-to-code workflows.

Enables AI sprite generation and semantic tools for Aseprite, allowing LLMs to create pixel art, add animations, and manage projects with visual feedback.

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 Claude or any MCP client to drive a live SOLIDWORKS session through its COM API, modeling parts, building assemblies with mates, checking interferences and machining feasibility, and exporting STEP or DXF files. It also exposes a local semantic index of the SOLIDWORKS API so the model can look up signatures, enums, and official examples before running arbitrary Python against the session.

MCP server for editing Adobe InDesign via natural language in Cursor. It bridges to InDesign through AppleScript and ExtendScript, providing semantic tools for batch operations, styles, assets, and layout fixes.

Enables AI agents to drive Autodesk Maya through semantic tools covering scene, object, material, animation, and rendering operations, paired with execute_python/execute_mel escape hatches and read-only resources. Also supports multi-instance routing, viewport capture for visual iteration, and asynchronous render job polling.

MCP server for reading, viewing, and editing IFC models using IfcOpenShell and Bonsai. Enables querying model data, viewing via Blender's viewport, and making IFC-semantic edits without raw mesh operations.

Enables safe, observable Blender research by exposing structured tools for viewport capture, object and material edits, semantic scene creation, and managed .blend project lifecycles with transactional rollback and validation.

Enables AI agents to perform structured, semantic artwork editing in GIMP 3 through session-based tools for layers, selections, text, transforms, non-destructive filters, previews, and image export, backed by snapshot undo/redo and XCF-persisted sessions. It also offers a live control center and operation event timeline for observing and managing edits, plus PDB search for expert discovery.

A design-intelligent MCP server for Figma with 201 tools across 17 categories, featuring built-in design rules like 8px grid, type scales, semantic colors, accessibility checks, and component defaults.

Enables AI agents to model, sculpt, rig, animate and bake particle effects by editing a semantic scene document, with built-in software rendering, measurable critics that flag floating or broken geometry, and game-ready glTF export. It exposes templates, atomic edit batches, motion and effect previews, undo history, and no GPU, browser, or Blender required.

Wiri is a headless wireframing MCP server designed for an LLM operator. It stores each screen as a small semantic scene graph, lays elements out without absolute coordinates, and closes the editing loop with deterministic renders and lint findings.

Enables AI assistants to drive Adobe creative applications such as Premiere Pro, After Effects, Photoshop and Illustrator through a compact, state-aware interface with capability search and semantic execute or batch_execute calls. A localhost WebSocket bridge keeps host adapters auto-reconnecting, so applications can be opened, closed or swapped without restarting the server.

Enables AI agents to interact with CAD software through semantic spatial topology and architectural ontology, supporting drawing, block/layer/entity management, and safe preview-apply transaction workflows for AutoCAD, ZWCAD, GstarCAD, and BricsCAD.

Enables AI to operate Tinkercad's 3D editor through a semantic toolset, using remote browser automation to create and manipulate 3D designs.

Enables natural-language generation and editing of native CATIA V5 parts and assemblies through MCP tools, converting semantic requests into parametric CATPart/CATProduct models via the CATIA Automation API.

Enables AI assistants to directly view, understand, and modify local Sketch/Figma design files, including writing code, applying semantic edits, and exporting assets, all through a local MCP server without uploading data.