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author:AI-FE MCP tools

Production-ready MCP servers that extend AI capabilities through file access, database connections, APIs, and contextual services.

61,105 tools. Last updated 2026-01-19 18:50
  • Generate phase diagrams for chemical systems to analyze stable phases, formation energies, and decomposition products using Materials Project data.
    MIT License
  • Generate phase diagrams for chemical systems to identify stable phases, formation energies, and decomposition products using Materials Project data.
    MIT License
  • Retrieve SVG icons using descriptions and prefixes from the Iconify API. Designed for FE/UI designers to simplify icon searches without manual website browsing.
    MIT License
  • Find materials containing specific chemical elements by searching materials science databases. Filter results by including required elements and optionally excluding others to identify relevant compounds.
    MIT License

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