MaterialsCodeGraph MCP MCP server

An official MCP server enabling AI agents to run materials science simulations. It allows agents to query a catalog of simulation types, obtain binding token quotes, launch computational runs, and retrieve detailed execution records including artifact hashes and scientific results.

Endpoint and access

OAuth sign-in: the first time you connect, your client opens the vendor's own authorization prompt in a browser.

OAuth sign-inEndpoint checked 2026-10-05Operated by MaterialsCodeGraph

MCP endpoint (Streamable HTTP)

https://api.materialscodegraph.com/mcp

Vendor documentation

What you can do with it

Query simulation catalog for available materials science tools
Obtain binding token quotes for specific simulation parameters
Launch and monitor computational simulation runs
Retrieve execution records and artifact hashes

Connect from your client

Each snippet registers the same endpoint; pick the client you use.

This server is operated by the named third party. Listing and endpoint checks are not an endorsement or a security audit. Review the operator's permissions, terms, and data handling before connecting. How listings are checked and corrected.

Claude Code

Run this once in a terminal. It registers a Streamable HTTP server. Use --scope project to write .mcp.json for the repo.

Claude Code configuration

claude mcp add --transport http materialscodegraph-mcp https://api.materialscodegraph.com/mcp

Codex

Run this once. Codex stores MCP servers in ~/.codex/config.toml (or .codex/config.toml in a trusted project).

Codex configuration

codex mcp add materialscodegraph-mcp --url https://api.materialscodegraph.com/mcp

Cursor

Merge this server into .cursor/mcp.json in your project, then enable materialscodegraph-mcp in your MCP settings.

Cursor configuration

{
  "mcpServers": {
    "materialscodegraph-mcp": {
      "url": "https://api.materialscodegraph.com/mcp"
    }
  }
}

Cline

Merge this into cline_mcp_settings.json (Cline → MCP Servers → Configure). The type must be streamableHttp for a remote HTTP server.

Cline configuration

{
  "mcpServers": {
    "materialscodegraph-mcp": {
      "type": "streamableHttp",
      "url": "https://api.materialscodegraph.com/mcp",
      "disabled": false
    }
  }
}

VS Code

Merge this server into .vscode/mcp.json. Use MCP: List Servers to start materialscodegraph-mcp and inspect its tools.

VS Code configuration

{
  "servers": {
    "materialscodegraph-mcp": {
      "type": "http",
      "url": "https://api.materialscodegraph.com/mcp"
    }
  }
}

Gemini CLI

Run this once. It writes .gemini/settings.json in the current project; pass --scope user for ~/.gemini/settings.json.

Gemini CLI configuration

gemini mcp add --transport http materialscodegraph-mcp https://api.materialscodegraph.com/mcp

Claude Desktop

Merge this into claude_desktop_config.json (macOS: ~/Library/Application Support/Claude/, Windows: %APPDATA%\Claude\), then restart Claude Desktop.

Claude Desktop configuration

{
  "mcpServers": {
    "materialscodegraph-mcp": {
      "url": "https://api.materialscodegraph.com/mcp"
    }
  }
}

Windsurf

Merge this into ~/.codeium/windsurf/mcp_config.json, then refresh MCP in Cascade. Windsurf remote servers use serverUrl, not url.

Windsurf configuration

{
  "mcpServers": {
    "materialscodegraph-mcp": {
      "serverUrl": "https://api.materialscodegraph.com/mcp"
    }
  }
}

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