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  • A
    license
    A
    quality
    D
    maintenance
    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.
    10
    1
    MIT
  • A
    license
    Not graded
    quality
    B
    maintenance
    Enables AI agents to create and manage personalized 30-day study courses, including web research with source validation, daily lessons, quizzes, and progress tracking through 12 MCP tools.
    1
    MIT
  • A
    license
    Not graded
    quality
    B
    maintenance
    Provides computed (DFT) materials structures and thermodynamic properties through the Pipeworx MCP gateway, enabling AI agents to query materials data via natural language or tool calls.
    57 npm
    MIT
  • F
    license
    A
    quality
    D
    maintenance
    MCP server for materials science monitoring, searching ArXiv preprints and OpenAlex articles with sovereign intelligence filtering by country.
    5
    -
  • A
    license
    Not graded
    quality
    C
    maintenance
    Provides 11 composable MCP tools for A-share market research, covering quotes, news, technical signals, sector performance, portfolio risk, backtesting, and paper trading, with traceable data sources and calculation basis.
    MIT
  • A
    license
    Not graded
    quality
    B
    maintenance
    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.
    Apache 2.0
  • A
    license
    Not graded
    quality
    D
    maintenance
    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.
    13
    MIT
  • F
    license
    C
    quality
    B
    maintenance
    MCP server for BIOVIA Materials Studio 2023 on Windows, providing controlled preparation of Forcite and CASTEP inputs, model building, and LAMMPS/VMD pre-processing with reproducible, auditable workflows and strict scientific boundaries.
    53
    1
    -
  • A
    license
    Not graded
    quality
    D
    maintenance
    Enables comprehensive academic research by searching and analyzing papers from PubMed, Google Scholar, ArXiv, and JSTOR. Provides full-text access, citation management, and research organization through five powerful consolidated tools.
    47 npm
    16
    MIT
  • A
    license
    Not graded
    quality
    B
    maintenance
    Enables coding and research agents to run paid, cited deep research on AI infrastructure, MCP, and security topics via remote MCP tools, with query-tied excerpt packs and uncited or failed calls billed at $0.
    MIT
  • A
    license
    Not graded
    quality
    D
    maintenance
    Multi-purpose research MCP server integrating web search, deep research, web scraping, research methodology routing, and GPT Researcher report generation.
    MIT
  • A
    license
    A
    quality
    B
    maintenance
    Enables federated multi-source research by fanning out queries across web, community, and social sources, deduplicating and interleaving results, and storing a persistent corpus for cross-checking.
    6
    MIT
  • A
    license
    A
    quality
    C
    maintenance
    A unified MCP server for academic paper discovery, citation exploration, and research intelligence workflows over multiple scientific knowledge sources.
    7
    1
    MIT
  • F
    license
    A
    quality
    C
    maintenance
    A read-only FastMCP server for academic research that lets agents search papers, inspect metadata, follow citation graphs, generate BibTeX, and read full texts of open-access PDFs via semantic scholar, OpenAlex, arXiv, DBLP, and Crossref.
    6
    -
  • F
    license
    A
    quality
    B
    maintenance
    Enables AI coding agents to run Tavily-powered web searches and asynchronous, cited research through MCP, with tools for focused search, task creation, and status retrieval.
    3
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