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HeshamFS

MCP Materials Server

by HeshamFS
README.md
# MCP Materials Server

A Model Context Protocol (MCP) server that provides AI assistants with access to materials science databases, starting with the [Materials Project](https://materialsproject.org/) API.

Built with the [MCP Python SDK](https://github.com/modelcontextprotocol/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](https://materialsproject.org/api))

### Setup

```bash
# 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

```bash
# 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

```bash
# 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:**

```json
{
  "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

```bash
# Run all tests
pytest

# Run with verbose output
pytest -v

# Run specific test class
pytest tests/test_server.py::TestToolFunctions -v
```

### Lint Code

```bash
# 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

- [Model Context Protocol](https://modelcontextprotocol.io/)
- [MCP Python SDK](https://github.com/modelcontextprotocol/python-sdk)
- [Materials Project](https://materialsproject.org/)
- [Materials Project API](https://api.materialsproject.org/)
- [pymatgen](https://pymatgen.org/)

## Author

Hesham Salama

TDQS

A3.6/5.0

Scored across 10 tools

Disambiguation5/5

Each tool has a clearly distinct purpose with no significant overlap. For example, get_properties provides comprehensive details, while get_elastic_properties focuses specifically on mechanical properties, and get_structure returns crystal structure data. The search tools target different criteria (elements, band gap, elastic properties, formula), making tool selection straightforward.

Naming Consistency5/5

All tools follow a consistent verb_noun naming pattern using snake_case. The pattern is uniform throughout: compare_materials, get_elastic_properties, get_phase_diagram, get_properties, get_similar_structures, get_structure, search_by_band_gap, search_by_elastic_properties, search_by_elements, and search_materials. This consistency makes the tool set predictable and easy to navigate.

Tool Count5/5

With 10 tools, the server is well-scoped for materials science data retrieval. Each tool serves a specific function in querying and analyzing materials data, from basic searches to detailed property comparisons. The count aligns with typical MCP servers and covers the domain without being overwhelming or insufficient.

Completeness4/5

The tool set provides strong coverage for materials data retrieval, including search, get, and compare operations. However, there are minor gaps, such as no tools for updating or deleting data (though this may be intentional if read-only) and no specific tools for advanced analyses like thermodynamic stability or electronic structure beyond band gaps. Overall, it supports core workflows effectively.

Maintenance

ActivityInactive
ResponsivenessNo issues