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matmcp

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    • A
      license
      Not graded
      quality
      B
      maintenance
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    • A
      license
      Not graded
      quality
      D
      maintenance
      Enables AI-driven first-principles calculations for quantum chemistry and materials science using ABACUS, with tools for SCF, structure optimization, molecular dynamics, band structure, and intelligent parameter suggestions.
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    • A
      license
      Not graded
      quality
      D
      maintenance
      Enables LLMs to verify the novelty and validity of invented battery materials, with support for searching and validating against a materials database.
      2
      MIT
    • A
      license
      A
      quality
      C
      maintenance
      An interactive MCP server for FAIRChem and ASE simulations that allows LLM agents to load a model once and steer relaxations, MD, NEB, phonons, and minima searches mid-flight, with live monitoring and code introspection.
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      1
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    • F
      license
      B
      quality
      A
      maintenance
      A fail-closed MCP verification layer for DFT-to-MLIP workflows, gating Quantum ESPRESSO data ingestion, MACE/RuNNer dry-run command plans, model comparison, and reference validation behind scientific, software, and numerical checks with explicit PASS/WARN/FAIL/QUARANTINE/NOT_RUN statuses.
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      -