Deploy serverless GPU workloads for ML and data processing.
## Modal MCP Server: Serverless Cloud for AI/ML The **Modal MCP Server** integrates Modal's serverless cloud platform into Google Antigravity. This platform specializes in running AI/ML workloads with automatic GPU scaling, making it effortless to deploy everything from batch jobs to real-time inference. ### Why Modal MCP? Modal simplifies AI infrastructure: - **Instant GPUs**: Access A100, H100 GPUs on demand - **Serverless**: Pay only for compute time used - **Python Native**: Define infrastructure in Python - **Fast Cold Starts**: Sub-second container startup - **Antigravity Native**: AI-assisted cloud deployment ### Key Features #### 1. Serverless Functions ```python import modal app = modal.App("my-app") @app.function(gpu="A100") def train_model(data): import torch model = create_model() # Training runs on cloud GPU trained = train(model, data) return trained # Run remotely with one call result = train_model.remote(training_data) ``` #### 2. Web Endpoints ```python @app.function(gpu="T4") @modal.web_endpoint() def predict(request): model = load_model() input_data = request.json() prediction = model.predict(input_data) return {"prediction": prediction} # Deployed to: https://your-app.modal.run/predict ``` #### 3. Scheduled Jobs ```python @app.function(schedule=modal.Cron("0 * * * *")) def hourly_sync(): # Runs every hour sync_data_to_warehouse() update_model_metrics() @app.function(schedule=modal.Period(hours=6)) def retrain_model(): # Runs every 6 hours data = fetch_new_data() model = train_model(data) deploy_model(model) ``` ### Configuration ```json { "mcpServers": { "modal": { "command": "npx", "args": ["-y", "@anthropic/mcp-modal"], "env": { "MODAL_TOKEN_ID": "your-token-id", "MODAL_TOKEN_SECRET": "your-token-secret" } } } } ``` ### Use Cases **GPU Training**: Run training jobs on powerful GPUs without managing infrastructure. **Model Serving**: Deploy models as auto-scaling endpoints with GPU acceleration. **Data Pipelines**: Run heavy data processing jobs serverlessly at scale. The Modal MCP Server brings effortless GPU cloud computing to Antigravity development.
{
"mcpServers": {
"modal": {}
}
}