memory_search

Search semantic memory using HNSW

Server Ruflo ruvnet/ruflo
Category Read
Risk class Low
Parameters 00 required

What memory_search does on Ruflo

AI agents call memory_search to retrieve information from Ruflo without modifying anything — typically the context-gathering step in research, monitoring, and reporting workflows, before the agent takes action elsewhere.

Why memory_search needs a policy

This tool performs a read-only search operation on semantic memory. It retrieves or queries data without side effects, matching the definition of the Read category. The severity is low because searching memory poses minimal risk—it cannot modify state, execute arbitrary code, or cause destructive actions.

From the tool's definition Tool name 'memory_search' with description 'Search semantic memory using HNSW' indicates a query operation that retrieves data from a vector database using hierarchical navigable small world indexing.

Questions about memory_search

What does the memory_search tool do? +

Search semantic memory using HNSW. It is categorised as a Read tool in the Ruflo MCP Server, which means it retrieves data without modifying state.

How do I enforce a policy on memory_search? +

Register the Ruflo MCP server in PolicyLayer and add a rule for memory_search: 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 Ruflo. Nothing to install.

What risk level is memory_search? +

memory_search is a Read tool with low risk. Read-only tools are generally safe to allow by default.

Can I rate-limit memory_search? +

Yes. Add a rate_limit block to the memory_search 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.

How do I block memory_search completely? +

Set action: deny in the PolicyLayer policy for memory_search. 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.

What MCP server provides memory_search? +

memory_search is provided by the Ruflo MCP server (ruvnet/ruflo). PolicyLayer sits as a proxy in front of this server to enforce policies before tool calls reach the server.

// THE FULL RECORD

memory_search is one line of Ruflo's registry record.

The record carries the whole server: verified identity, auth posture, risk grade, every tool classified, recommended policy — re-checked continuously.

Teams ship this data inside their own products. See what a licence covers →

// GET IN TOUCH

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