High-risk tools in Ultralytics MCP Server
8 of the 23 tools in Ultralytics MCP Server are classified as high risk. This page profiles those tools specifically, with recommended policy actions and the attack patterns that target them.
Every operation listed below is an action PolicyLayer recommends controlling at the transport layer. Open any tool to see the full profile, risk score, and YAML policy snippet.
Tools at high risk
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execute_python_codeExecuteExecute Python code with Ultralytics libraries
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launch_streamlit_interfaceExecuteLaunch Streamlit web interface for interactive YOLO inference
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start_grid_searchExecuteStart an automated grid search to find optimal hyperparameters. Tests all combinations of specified parameters and returns best performing model.
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start_trainingExecuteStart a new YOLO training job with specified parameters. Returns training job ID and status.
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stop_grid_searchExecuteStop a running grid search and return best results so far
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stop_trainingExecuteStop currently running training job
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yolo_operationExecutePerform YOLO operations
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yolo_trainingExecuteTrain a custom YOLO model with specified dataset and parameters
Attacks that target this class
High-risk tools in any server share these documented attack patterns. Each links to the full case and the defensive policy.