"Design Architecture of Ontology-based AI-PHM Using Life Acceleration Algorithms" matching MCP servers:

Read-only MCP server for the July 2026 survey of AI in open-source design systems, enabling agents to query 19 systems' affordances, coercion techniques, and platform data via 9 tools, 2 resources, and 2 prompts.

Enables a browser agent to inspect, rank, preview, evaluate, and validate transformer layer pruning proposals, while ensuring only a person can commit removals.

Records privacy-preserving receipts for AI-assisted tasks and enables optional onchain reward claiming via AIPOU tokens. Integrates with MCP-compatible clients like Claude and Cursor.

Read-only MCP server exposing AI Room Design's image generation styles, pricing, FAQ, and official links to MCP-compatible clients like Claude Desktop, Cursor, and Windsurf.

Enables searching and querying Korean law ontology via SPARQL, with tools for law search, detail, agency, region, statistics, and network visualization.

AI-powered MCP server for analyzing UI designs and bug reports from Lanhu and Zentao platforms.

Scans AWS environments and generates professional architecture diagrams showing VPC networking, compute, storage, and security resources.

Enables tracking household food inventory and expiration dates, listing items by status, consuming items, and getting recipe suggestions to use up soon-to-expire ingredients.

Enables deployment of a remote MCP server on Cloudflare Workers without authentication, allowing connection to AI Playground or Claude Desktop.

Enables full CRUD control of Ontology items in Microsoft Fabric, including entity types, relationships, data bindings, and workspace discovery through natural language.

Searches design platforms for UI references and extracts design tokens such as colors, typography, spacing, and shadows from live websites.

Supply chain risk scoring for npm, PyPI, and GitHub repos

Enables AI assistants to analyze design images for composition, color harmony, typography, and accessibility compliance with actionable recommendations.

Deterministic AI data-center design tools for sizing, validation, and conceptual rack/site layouts. Supports NVIDIA Hopper, Blackwell, and Rubin profiles. Calculations require a registered AIDC API key; results preserve warnings, RFIs, and pending validations.

Enables AI coding agents to audit rendered web pages for design and UI defects by measuring geometry, styles, contrast and motion in a local browser and judging them against evidence-tiered rules. Findings come back as short, fixable items expressed in the project's own design tokens, while only sanitized numeric measurements leave the machine.

Provides weather queries for major Chinese cities, hot news and news search, and text processing tools using free public APIs.

Enables turning any personal-assistant REST backend into Claude-ready tools via a single MCP server, providing 38 tools for communications, finance, health, and more.

Connects AI agents to Flato's native editable canvas for design, enabling creation, inspection, revision, export, and visual QA of projects.

MCP server that exposes a design system and UX rulebook as tools, enabling AI to generate UI consistent with your design tokens, components, layout rules, accessibility guidelines, and templates. It also provides a review tool to score UI proposals against the design system.

Enables AI agents to interact with ontology knowledge graphs via MCP SSE, supporting ontology and instance CRUD, relationship traversal, dynamic function registration, role-based tool permissions, and graph visualization.