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HeshamFS

MCP Materials Server

by HeshamFS

MCP Materials Server

A Model Context Protocol (MCP) server that provides AI assistants with access to materials science databases, starting with the Materials Project API.

Built with the MCP Python SDK using FastMCP.

Features

Tools (10)

Tool

Description

search_materials

Search materials by chemical formula (e.g., "Fe2O3", "LiFePO4")

get_structure

Retrieve crystal structure in CIF, POSCAR, or JSON format

get_properties

Get comprehensive material properties (band gap, formation energy, etc.)

compare_materials

Side-by-side comparison of multiple materials

search_by_elements

Find materials containing/excluding specific elements

search_by_band_gap

Search by electronic band gap range (eV)

get_similar_structures

Find materials with similar crystal structures

get_phase_diagram

Phase stability analysis for chemical systems

get_elastic_properties

Mechanical properties (bulk/shear modulus, Debye temperature)

search_by_elastic_properties

Find materials by mechanical property ranges

Resources (2)

Resource

URI

Description

Periodic Table

materials://periodic-table

Element data with atomic numbers and masses

Crystal Systems

materials://crystal-systems

The 7 crystal systems with symmetry constraints

Prompts (3)

Prompt

Description

analyze_material

Comprehensive analysis workflow for a material ID

find_battery_materials

Search for battery electrode candidates

compare_alloy_compositions

Compare phases in an alloy system

Installation

Prerequisites

  • Python 3.11 or higher

  • Materials Project API key (get one free)

Setup

# Clone or navigate to the project cd mcp-materials-server # Create virtual environment python -m venv .venv # Activate virtual environment # On Windows: .venv\Scripts\activate # On macOS/Linux: source .venv/bin/activate # Install the package pip install -e ".[dev]"

Set API Key

# On Windows (PowerShell): $env:MP_API_KEY = "your_api_key_here" # On Windows (CMD): set MP_API_KEY=your_api_key_here # On macOS/Linux: export MP_API_KEY="your_api_key_here"

Usage

Run the Server

# Using the installed command mcp-materials # Or run directly python -m mcp_materials.server

Claude Desktop Integration

Add to your Claude Desktop configuration file:

Location:

  • Windows: %APPDATA%\Claude\claude_desktop_config.json

  • macOS: ~/Library/Application Support/Claude/claude_desktop_config.json

Configuration:

{ "mcpServers": { "materials": { "command": "python", "args": ["-m", "mcp_materials.server"], "cwd": "D:\\path\\to\\mcp-materials-server", "env": { "MP_API_KEY": "your_api_key_here" } } } }

After adding the configuration, restart Claude Desktop.

Example Queries

Once connected to Claude, you can ask:

Basic Searches

  • "Search for lithium cobalt oxide materials"

  • "Find materials with formula Fe2O3"

  • "Search for materials containing Li, Fe, and O"

Property Lookups

  • "Get the properties of mp-149 (Silicon)"

  • "What is the band gap of mp-19017?"

  • "Get the crystal structure of mp-149 in CIF format"

Advanced Analysis

  • "Find materials with band gap between 1.5 and 2.5 eV"

  • "Get the elastic properties of silicon (mp-149)"

  • "Generate a phase diagram for the Li-Fe-O system"

  • "Compare the properties of LiCoO2 and LiFePO4"

  • "Find stiff materials with bulk modulus > 200 GPa"

Research Workflows

  • "Analyze material mp-149 comprehensively"

  • "Find potential Li-ion battery cathode materials"

  • "Compare phases in the Fe-Cr-Ni alloy system"

Development

Run Tests

# Run all tests pytest # Run with verbose output pytest -v # Run specific test class pytest tests/test_server.py::TestToolFunctions -v

Lint Code

# Check for issues ruff check src/ # Auto-format ruff format src/

Project Structure

mcp-materials-server/ ├── src/ │ └── mcp_materials/ │ ├── __init__.py # Package version │ └── server.py # MCP server (10 tools, 2 resources, 3 prompts) ├── tests/ │ ├── __init__.py │ ├── conftest.py # Pytest configuration │ └── test_server.py # Comprehensive test suite ├── pyproject.toml # Project configuration ├── claude_desktop_config.example.json ├── .gitignore └── README.md

API Reference

Tool Details

search_materials(formula, max_results=10)

Search by chemical formula. Returns material IDs, band gaps, formation energies, and stability.

get_structure(material_id, format="cif")

Get crystal structure. Formats: cif, poscar, json.

get_properties(material_id)

Full property set: composition, symmetry, electronic, thermodynamic properties.

compare_materials(material_ids)

Compare list of materials side-by-side.

search_by_elements(elements, exclude_elements=None, max_results=10)

Find materials by element composition.

search_by_band_gap(min_gap=0, max_gap=10, direct_gap_only=False, max_results=10)

Search by band gap range in eV.

get_similar_structures(material_id, max_results=5)

Find materials with same space group.

get_phase_diagram(elements)

Build phase diagram for chemical system. Returns stable/unstable phases with decomposition products.

get_elastic_properties(material_id)

Mechanical properties: bulk modulus, shear modulus (Voigt/Reuss/VRH), Poisson ratio, Debye temperature.

search_by_elastic_properties(min_bulk_modulus=None, max_bulk_modulus=None, min_shear_modulus=None, max_shear_modulus=None, max_results=10)

Filter materials by mechanical properties.

Roadmap

  • Add AFLOW database integration

  • Add OQMD database support

  • Add electronic structure (DOS, band structure) tools

  • Add XRD pattern simulation

  • Add synthesis route suggestions

  • Add surface/interface properties

License

MIT

References

Author

Hesham Salama

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