start_training_tool
AI agents invoke start_training_tool to trigger actions in Qiskit Gym MCP Server. What it does depends on the arguments the agent supplies, and its effects often reach beyond the immediate call — builds kicked off, notifications sent, workflows started.
The tool appears to start training jobs in a quantum reinforcement learning framework. This constitutes Execute rather than Write because it triggers potentially long-running external operations and computational workflows whose side effects extend beyond simple data modification. Severity is high due to potential resource consumption, long execution times, and dependency on training parameters.
From the tool's definition Tool named 'start_training_tool' with no description provided. Based on sibling tools indicating quantum circuit synthesis via reinforcement learning (batch_train_environments_tool, ai_*_synthesis_tool), this tool likely initiates computational training…
Attacks that exploit this kind of access
start_training_tool. It is categorised as a Execute tool in the Qiskit Gym MCP Server MCP Server, which means it can trigger actions or run processes. Use rate limits and argument validation.
Register the Qiskit Gym MCP Server MCP server in PolicyLayer and add a rule for start_training_tool: allow, deny, rate-limit, or require approval. Point your MCP client at the PolicyLayer proxy URL and the rule is enforced on every call, before it reaches Qiskit Gym MCP Server. Nothing to install.
start_training_tool is a Execute tool with high risk. Execute tools should be rate-limited and have argument validation enabled.
Yes. Add a rate_limit block to the start_training_tool rule in your PolicyLayer policy. For example, setting max: 10 and window: 60 limits the tool to 10 calls per minute. Rate limits are tracked per agent session and reset automatically.
Set action: deny in the PolicyLayer policy for start_training_tool. The AI agent will receive a policy violation error and cannot call the tool. You can also include a reason field to explain why the tool is blocked.
start_training_tool is provided by the Qiskit Gym MCP Server MCP server (qiskit-gym-mcp-server). PolicyLayer sits as a proxy in front of this server to enforce policies before tool calls reach the server.
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