"Material Design Icons" matching MCP servers:

3D printing filament and materials knowledge MCP server. Gives LLMs authoritative access to 7,000+ filaments and curated material science knowledge.

Serves citable mechanical-engineering reference data — ISO 286 limits and fits, ISO 2768 general tolerances, typical material properties, and published process feasibility limits — as queryable tools for an MCP host. It reports only what the standards specify, refusing out-of-scope or unverifiable values with a stated reason instead of approximating.

MCP server that scrapes Terminal Trove to search CLI/TUI tools and retrieve design references like screenshots and install commands for agentic UI research.

Enables AI assistants to discover, search, and retrieve ICOS carbon and greenhouse-gas observations through a thin Model Context Protocol server over the ICOS zarr proxy, with dataset access controls and citations, licences, and DOIs attached to answers.

Search URDB's product integrity database — integrity scores, enshittification events, warranty cuts, and material downgrades across consumer products. Sourced and evidence-backed.

MCP server giving AI models direct access to 30M+ resources at ETH Library Zurich – books, maps, images, archival material, and linked-data person records.

Wraps the RASPA2 molecular simulation engine into MCP tools, enabling AI agents to autonomously design, validate, execute, and interpret molecular simulations for porous materials.

Enables MCP-compatible assistants to perform read-only material searches against the Northeast Materials Database using a securely supplied API key, with paginated result caching and structured tool outputs.

Enables AI-assisted design of antennas and electromagnetic structures using openEMS FDTD simulation, with analytical dimension calculators and full-wave script generation.

Provides AI assistants with access to materials science databases, enabling search and analysis of material properties, crystal structures, phase diagrams, and elastic properties through the Materials Project API.

Ultra-lightweight MCP server for construction calculations and material estimation, enabling material calculator and cost estimator tools for structures like foundations, walls, slabs, and beams.

Calculates Human Design charts based on birth date, time, and location, providing type, strategy, authority, profile, gates, defined centers, and incarnation cross information.

Enables the creation and management of business design artifacts including Business Model Canvases, SWOT analyses, and user personas. It features project organization and AI-powered research tools to automatically populate frameworks with market data.

Enables agents to search a curated catalog of practical AI books and retrieve book records, topics, reading paths, free chapters, glossary definitions, and verified claim citations. It also supports checking claims and generating citations from the catalog’s published free material.

Enables MCP-compatible assistants to search and compare real mobile app screens, user flows, and UI patterns with cited evidence for design research.

Enables Claude to design, simulate, and optimize optical thin-film coatings, with material import, spectrum and field calculations, optimization campaigns, tolerance analysis, and native project-file handling.

Exposes materials-science data, simulations, workflows, and computing capabilities to MCP hosts through a plugin-agnostic, contract-governed engine with progressive capability discovery, bounded context, scoped permissions, and provenance-traceable artifacts. Concrete integrations such as a real OPTIMADE provider plugin stay separately packaged, so servers remain focused and evidence-backed rather than unrestricted.

A virtual statistician MCP server that provides real statistical methods—design of experiments, hypothesis testing, regression, SPC, MSA—via tested Python libraries, with plain-language interpretations and plotted outputs.

MCP server for computational color science, offering 32 tools for spectral palette design, illuminant robustness certification, metamerism analysis, and color vision test generation.

Enables simulation and analysis of DeFi mechanisms, auctions, incentive compatibility, and governance attacks through a model context protocol interface.

MCP server that scans daily AI innovation sources (arXiv, Hacker News, GitHub) and normalizes discoveries into actionable Skill Sheets for domains like code, design, HR, agents.

Enables natural-language battery-cell requirements to be parsed and routed to simulation backends, returning design forms and performance metrics while supporting calibration, thermal-runaway, COMSOL, and UI draft workflows.

Predictive supply-chain MCP server that forecasts material confirmation risks and enables AI clients to interact with the system via natural language.

Enables cleaning of collected headers, web markup, manually confirmed navigation lines, and irrelevant paragraphs while protecting quotations, recalculating occurrence order, and producing cleaning audits. It supports qualitative research workflows with original files preserved and outputs new cleaned text plus audit records.

Enables AI hosts to design and simulate complex adaptive systems, including managing agent types, running simulations, and analyzing emergent behavior, feedback loops, and sensitivities.

Generates EnergyPlus weather files (EPW, DDY, STAT) for any coordinates: actual years from 1990, typical years and future climate to 2100, plus ASHRAE design conditions and nearest weather stations.

Enables natural language querying of OPTIMADE-compatible material databases like Materials Project and Materials Cloud via the Model Context Protocol. It provides tools for linting query filters, discovering database providers, and accessing full structured data results as MCP resources.

Enables retrieval of structured architectural case study data for design research, supporting case browsing, filtering, and downloadable research packages through natural language.

Cryptocurrency fundamental analysis tools via MCP. Enables users and AI agents to evaluate cryptocurrencies across 8 metrics using Sound Value principles. Provides educational material, fair value estimates, and valuation categories.

The Materials Project MCP Server is server that provides programmatic access to the Materials Project database. It enables LLMs, to search, analyze, and retrieve up to date materials science data.

Enables conversational low cycle fatigue analysis with standardized reduction, material constants fitting, and life predictions from strain-controlled test data.

Enables water and wastewater treatment system design by accessing Plutocalc Designer calculation models, templates, and computations through the MCP protocol.

Enables Codex to delegate deep research, PRD drafting, design thinking, and current-information lookups to ChatGPT Web/App via a local MCP connector, saving Markdown results to the filesystem.

Provides a virtual statistician for AI agents, offering real statistical methods such as design of experiments, hypothesis testing, regression, and process control. It includes an advisor tool to recommend appropriate analyses and generates plain-language interpretations of results.

A Claude Code plugin and MCP server for end-to-end clinical trial design.

Enables AI scientists to access over 1000 machine learning models, datasets, APIs, and scientific packages for data analysis, knowledge retrieval, and experimental design from any large language model.

Provides AI agents with physics-based corrosion engineering calculations, from rapid handbook lookups to mechanistic electrochemical models with dual-tier pitting assessment for material compatibility screening and corrosion rate prediction.

Provides structured access to semiconductor industry platforms to search for IP core suppliers, ASIC design services, and manufacturing resources. It enables users to estimate procurement costs, compare vendors, and query industry glossaries using natural language.

Enables AI agents and engineering tools to validate and simulate Gaussian beam optical systems, search component catalogs, and create immutable design links for optical design workflows.

A Docker-ready MCP remote server that connects MCP clients like OpenCode to the Mobbin REST API using API keys, enabling access to Mobbin app design patterns and data without OAuth.