AI agents use knowledge_ingest to create or update resources in Willow — usually the action step of a workflow, after the agent has gathered context. Every call changes real data in your Willow environment.
This tool creates or modifies data in the Postgres knowledge base by adding knowledge atoms. This is a Write operation—data is added to a persistent store but the action is reversible (atoms can be deleted or updated).
From the tool's definition Tool name 'knowledge_ingest' and description 'Add a knowledge atom to the Postgres knowledge base' indicate creation of new data in a persistent store (Postgres). The verb 'Add' and context of 'ingest' confirm reversible data creation.
Attacks that exploit this kind of access
Add a knowledge atom to the Postgres knowledge base (LOAM). It is categorised as a Write tool in the Willow MCP Server, which means it can create or modify data. Consider rate limits to prevent runaway writes.
Register the Willow MCP server in PolicyLayer and add a rule for knowledge_ingest: 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 Willow. Nothing to install.
knowledge_ingest 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 knowledge_ingest 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 knowledge_ingest. 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.
knowledge_ingest is provided by the Willow MCP server (rudi193-cmd/willow-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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