AI agents invoke stop_all_paragraphs to trigger actions in Zeppelin. 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.
This tool executes an action that interrupts running processes within Apache Zeppelin. While not destructive (data is not deleted) and not a read operation, it triggers termination of external operations whose outcome depends on runtime state.
From the tool's definition Tool description states 'Cancel all running paragraphs in a notebook' — this actively terminates external operations (paragraph execution) whose effects depend on which paragraphs are running.
Attacks that exploit this kind of access
Cancel all running paragraphs in a notebook. It is categorised as a Execute tool in the Zeppelin MCP Server, which means it can trigger actions or run processes. Use rate limits and argument validation.
Register the Zeppelin MCP server in PolicyLayer and add a rule for stop_all_paragraphs: 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 Zeppelin. Nothing to install.
stop_all_paragraphs 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 stop_all_paragraphs 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 stop_all_paragraphs. 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.
stop_all_paragraphs is provided by the Zeppelin MCP server (mihneamanolache/zeppelin-mcp). PolicyLayer sits as a proxy in front of this server to enforce policies before tool calls reach the server.
Every MCP server has a record like this.
Type a name, get the same breakdown: verified identity, auth posture, risk grade, capabilities, recommended policy.
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