@cranesun/openclaw-materials-lab

Native OpenClaw plugin for autonomous materials-science research. It lets an OpenClaw user describe a research goal in chat and then search candidate materials, fetch structures, analyze them locally, compare options, save research notes, and export a report. Optional heavier workflows such as ASE-based relaxation and batch screening are included behind approval gates.

Who This Is For

This plugin is for OpenClaw users who already have the gateway running and want a local, inspectable workflow for materials research. It assumes:

• OpenClaw is installed and working.
• You are comfortable configuring a local Python environment.
• You may want live Materials Project access, but you still want sensible offline behavior for testing and development.

What The Plugin Does

The plugin provides:

• Native OpenClaw tools for materials search, structure fetch, structure analysis, candidate comparison, note saving, and report export.
• Optional approval-gated tools for ASE relaxation and batch screening.
• A bundled research skill under skills/material-science-research.
• A local Python worker under python/ using stdin/stdout JSON requests.
• CLI commands for setup and diagnostics:

Architecture Overview

The architecture is intentionally thin and explicit:

• index.ts: plugin registration only.
• src/core: config, paths, protocol, logging, error types, runtime composition.
• src/services: Python bridge, artifact management, note persistence.
• src/tools: one module per tool.
• src/cli: setup and diagnostics commands.
• src/hooks: approval behavior for expensive tools.
• python/materials_lab: worker, Materials Project adapter, pymatgen operations, ASE operations, report helpers.

The Node side never exposes an HTTP server. The plugin launches a short-lived Python subprocess for each worker request. That keeps v1 simple, debuggable, and easy to package.

Install

From npm

openclaw plugins install @cranesun/openclaw-materials-lab
openclaw gateway restart

From a local path

npm install
npm run build
openclaw plugins install -l /absolute/path/to/openclaw-materials-lab
openclaw gateway restart

If openclaw plugins list shows materials-lab as disabled after install, run:

openclaw plugins enable materials-lab

OpenClaw Config Example

Add or update the plugin entry in ~/.openclaw/openclaw.json:

{
  "plugins": {
    "entries": {
      "materials-lab": {
        "enabled": true,
        "config": {
          "pythonPath": "python3",
          "mpApiKey": "mp-your-key-here",
          "workspaceRoot": "~/.openclaw/materials-lab",
          "cacheDir": "~/.openclaw/materials-lab/cache",
          "defaultBatchLimit": 20,
          "enableAseTools": false
        }
      }
    }
  },
  "tools": {
    "allow": [
      "materials_ase_relax",
      "materials_batch_screen"
    ]
  }
}

materials_ase_relax and materials_batch_screen are registered as optional tools. Users can opt in explicitly through tools.allow.

Python Setup Flow

OpenClaw ignores npm lifecycle hooks during plugin installation, so Python setup is explicit by design.

• Install or link the plugin.
• Run:

openclaw materials setup-python

• Confirm health:

openclaw materials doctor
openclaw materials status

The default setup command creates a virtual environment at <workspaceRoot>/.venv and installs python/requirements.txt.

Manual Python Setup

python3 -m venv ~/.openclaw/materials-lab/.venv
~/.openclaw/materials-lab/.venv/bin/pip install -r python/requirements.txt

Then point plugin config at the interpreter:

{
  "plugins": {
    "entries": {
      "materials-lab": {
        "config": {
          "pythonPath": "~/.openclaw/materials-lab/.venv/bin/python"
        }
      }
    }
  }
}

Materials Project API Key Setup

Set the key in plugin config or with an environment variable:

• Preferred: plugins.entries.materials-lab.config.mpApiKey
• Fallback: MATERIALS_PROJECT_API_KEY

If no key is present, the plugin still works in offline/mock mode for testing. Live Materials Project search and structure fetch require a valid key and the mp-api Python package.

Example Chat Prompts

• "Find oxide candidates for a stable wide-band-gap dielectric and compare the top five."
• "Search lithium phosphate cathode materials, fetch the top structures, and summarize the most promising candidates."
• "Analyze the structure of mp-149, explain the coordination environment at a high level, and save a note."
• "Export a markdown report comparing these three materials for thermal stability and insulating behavior."
• "Prepare a batch screening plan, but ask me before running expensive relaxation jobs."

Workspace Layout

All plugin outputs stay under workspaceRoot:

• notes/
• reports/
• plots/
• structures/
• cache/

The plugin validates paths before writing and rejects attempts to escape the configured workspace.

Troubleshooting

openclaw materials doctor shows Python worker errors

• Confirm pythonPath points to a real interpreter.
• Re-run openclaw materials setup-python.
• If you use a custom environment, install python/requirements.txt into that interpreter.

Materials Project queries fail

• Confirm mpApiKey is set correctly.
• Verify outbound network access from the Python environment.
• Use offline mode or the mock dataset while debugging tool flow locally.

ASE tools do not appear

• Enable enableAseTools in plugin config.
• Add the optional tools to tools.allow.
• Remember that expensive tools also require runtime approval before execution.

Files are not written where expected

• Check workspaceRoot and cacheDir with openclaw materials status.
• The plugin never writes outside the validated workspace root.

Security Notes

• The plugin only launches a configured Python executable and communicates over stdin/stdout JSON.
• There is no shell passthrough or arbitrary command execution surface in tool handlers.
• File writes are restricted to workspaceRoot.
• Expensive or write-heavy workflows request approval before execution.
• mpApiKey is marked sensitive in plugin UI hints and is also supported through environment variables.

Development Workflow

npm install
npm run typecheck
npm test
npm run build
npm run pack:verify

Key development notes:

• Tests default to offline/mock behavior.
• The bridge test uses the local Python worker and does not require live Materials Project access.
• The OpenClaw SDK entrypoint is shimmed at test runtime, but TypeScript resolves against the installed OpenClaw SDK.

Roadmap

Likely follow-up work after v1:

• richer Materials Project query support and better search ranking,
• more robust pymatgen structural descriptors and plotting,
• resumable batch workflows,
• richer report templating,
• optional long-lived Python worker mode,
• stronger live integration tests behind explicit opt-in flags.