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    MCP server that scrapes Terminal Trove to search CLI/TUI tools and retrieve design references like screenshots and install commands for agentic UI research.
    12
    MIT
  • F
    license
    A
    quality
    D
    maintenance
    Wraps the RASPA2 molecular simulation engine into MCP tools, enabling AI agents to autonomously design, validate, execute, and interpret molecular simulations for porous materials.
    28
    1
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  • A
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    B
    maintenance
    Enables MCP-compatible assistants to search and compare real mobile app screens, user flows, and UI patterns with cited evidence for design research.
    MIT
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    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.
    1
    MIT
  • A
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    MCP server for computational color science, offering 32 tools for spectral palette design, illuminant robustness certification, metamerism analysis, and color vision test generation.
    Apache 2.0
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    C
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    Enables evidence-first marketing analysis through ChatGPT-compatible MCP tools for funnel metrics, transaction reconciliation, experiment design and analysis, and UTM campaign URL building, with portable JSON, CSV, Markdown, and HTML reports.
    MIT
  • A
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    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.
    MIT
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    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.
    MIT
  • A
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    Enables AI hosts to design and simulate complex adaptive systems, including managing agent types, running simulations, and analyzing emergent behavior, feedback loops, and sensitivities.
    1
    MIT
  • A
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    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.
    MIT
  • A
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    Enables retrieval of structured architectural case study data for design research, supporting case browsing, filtering, and downloadable research packages through natural language.
    1 npm
    MIT
  • A
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    Enables water and wastewater treatment system design by accessing Plutocalc Designer calculation models, templates, and computations through the MCP protocol.
    26 npm
    1
    ISC
  • A
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    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.
    MIT
  • A
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    Not graded
    quality
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    maintenance
    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.
    MIT
  • A
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    Not graded
    quality
    A
    maintenance
    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.
    13,086 PyPI
    1,772
    Apache 2.0
  • A
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    Not graded
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    F
    maintenance
    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.
    MIT
  • A
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    Not graded
    quality
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    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.
    Apache 2.0
  • A
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    maintenance
    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.
    MIT
  • A
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    Access ServiceGraph — a structured catalog of 100k+ US professional-services firms (law, marketing, consulting, accounting, IT services, architecture, engineering, HR, PR, design) with filters for industry, services offered, location, size, ratings, and third-party listing presence.
    61
    MIT
  • F
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    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.
    14
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  • F
    license
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    A
    maintenance
    Enables AI agents to access ranked economic opportunities and AI-voice pricing intelligence, including falsifiable experiment design, monetization paths, success/kill criteria, and margin calculations grounded in public evidence.
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  • F
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    An intelligent MCP server for the automated design and sizing of aerobic biological wastewater treatment systems using membrane bioreactor (MBR) technology. It leverages ASM2d kinetics to perform mass balance calculations, flowsheet selection, and generate detailed engineering reports.
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  • A
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    Provides AI agents with instant, structured access to electronic component datasheets, pinouts, and electrical specifications without requiring PDF uploads. It enables seamless part searching, design validation, and side-by-side component comparisons across major hardware providers.
    14
    114 npm
    12
    MIT
  • A
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    quality
    B
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    Enables searching, filtering, and comparing custom plush manufacturers by country, MOQ, lead times, certifications, design inputs, and OEM/ODM capabilities, plus drafting RFQs for shortlisted suppliers. It serves bundled facts-only manufacturer data over stdio with no API key or network calls.
    5
    455 npm
    MIT