Add one element to a HyperLogLog.
AI agents use hll_add to create or update resources in Amazon MQ MCP Server — usually the action step of a workflow, after the agent has gathered context. Every call changes real data in your Amazon MQ MCP Server environment.
This tool creates or modifies data in a reversible manner (elements can be removed or the HyperLogLog can be cleared), making it a Write operation. The severity is medium because misuse could corrupt or pollute HyperLogLog data structures used for analytics/monitoring, but the impact is typically limited to that specific data structure and is not irreversible.
From the tool's definition Tool name 'hll_add' and description 'Add one element to a HyperLogLog' indicate a data modification operation. HyperLogLog is a probabilistic data structure used for cardinality estimation, and 'add' performs an insertion that modifies its state.
Attacks that exploit this kind of access
Add one element to a HyperLogLog. It is categorised as a Write tool in the Amazon MQ MCP Server MCP Server, which means it can create or modify data. Consider rate limits to prevent runaway writes.
Register the Amazon MQ MCP Server MCP server in PolicyLayer and add a rule for hll_add: 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 Amazon MQ MCP Server. Nothing to install.
hll_add is a Write tool with medium risk. Write tools should be rate-limited to prevent accidental bulk modifications.
Yes. Add a rate_limit block to the hll_add 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 hll_add. 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.
hll_add is provided by the Amazon MQ MCP Server MCP server (awslabs.amazon-mq-mcp-server). PolicyLayer sits as a proxy in front of this server to enforce policies before tool calls reach the server.