MCP SERVER

MaterialsCodeGraph

Materials simulations for AI agents over MCP: binding token quote before every run, record after it.

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About MaterialsCodeGraph

Materials simulations for AI agents over MCP: binding token quote before every run, record after it.

How to connect

What is the endpoint and how does it run?

Hosted remote server over Streamable HTTP at https://api.materialscodegraph.com/mcp.

How do I add MaterialsCodeGraph to Claude Code, Cursor or Claude Desktop?

One command, any client (npm)

npx ruagentic add materialscodegraph

Claude Code

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

Cursor, Windsurf and other clients that accept a URL (mcp.json)

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

Claude Desktop (claude_desktop_config.json, via the mcp-remote bridge)

{
  "mcpServers": {
    "materialscodegraph": {
      "command": "npx",
      "args": [
        "-y",
        "mcp-remote",
        "https://api.materialscodegraph.com/mcp"
      ]
    }
  }
}

Snippets are generated from the published endpoint; the server name materialscodegraph is only a label you can change. Add the credentials the publisher documents.

Project website Source repository

REMOTE ENDPOINThttps://api.materialscodegraph.com/mcpUse this URL in a compatible client. Follow the provider’s authentication instructions.

Questions and answers

What is MaterialsCodeGraph?

MaterialsCodeGraph is an MCP server in the Other category. Materials simulations for AI agents over MCP: binding token quote before every run, record after it.

How do I connect to MaterialsCodeGraph?

Hosted remote server over Streamable HTTP at https://api.materialscodegraph.com/mcp. The listing page has ready-made snippets for Claude Code, Cursor and Claude Desktop.

Where is MaterialsCodeGraph published?

Its homepage is https://materialscodegraph.com/ and its source repository is https://github.com/materialscodegraph/materialscodegraph. RUAGENTIC read these details from Official MCP Registry on October 20, 2026 and did not install or run the project.

Sources and checks

View the source

Source information collected October 20, 2026.

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[![Listed on RUAGENTIC](https://ruagentic.com/badge/materialscodegraph.svg)](https://ruagentic.com/tools/materialscodegraph)

HTML badge

<a href="https://ruagentic.com/tools/materialscodegraph"><img src="https://ruagentic.com/badge/materialscodegraph.svg" alt="Listed on RUAGENTIC" height="28"></a>

Markdown card

[![MaterialsCodeGraph on RUAGENTIC](https://ruagentic.com/embed/materialscodegraph.svg)](https://ruagentic.com/tools/materialscodegraph)

HTML embed

<iframe src="https://ruagentic.com/embed/materialscodegraph" width="480" height="150" style="border:0;max-width:100%" loading="lazy" title="MaterialsCodeGraph on RUAGENTIC"></iframe>