portfolio.generate
Create bounded classical, learned, generative, and semantic hypotheses.
This record as markdown: /tools/visionmcp/portfolio.generate.md
What portfolio.generate does on Visionmcp
AI agents use portfolio.generate to create or update resources in Visionmcp, usually the action step of a workflow, after the agent has gathered context. Every call changes real data in your Visionmcp environment.
Why portfolio.generate is rated Medium
This tool generates or synthesizes hypotheses, which constitutes creating new data/models. This is a Write operation (reversible creation of content). Severity is medium because hypotheses generation could influence downstream decisions, but the tool itself doesn't execute external operations, delete data, or commit financial obligations.
From the tool's definition Tool description states 'Create bounded...hypotheses' — the verb 'Create' indicates generation of new data artifacts (hypotheses). No irreversible deletion, code execution, or financial transaction is implied.
Attacks that exploit this kind of access
The rule that runs portfolio.generate safely
PolicyLayer is an MCP gateway: it sits between your AI agents and Visionmcp, and checks every tool call against a rule you set before the call runs. Nothing changes on the server itself. For portfolio.generate, this is the rule to start with:
portfolio.generate stays usable, but capped: an agent stuck in a loop can't make hundreds of changes a minute. Everything else on the server is denied unless you say otherwise.
The button opens the PolicyLayer dashboard: create your workspace, connect Visionmcp, apply this rule, and every portfolio.generate call is checked against it from then on.
Questions about portfolio.generate
Create bounded classical, learned, generative, and semantic hypotheses. It is categorised as a Write tool in the Visionmcp MCP Server, which means it can create or modify data. Consider rate limits to prevent runaway writes.
Register the Vision MCP server in PolicyLayer and add a rule for portfolio.generate: 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 Visionmcp. Nothing to install.
portfolio.generate 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 portfolio.generate 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 portfolio.generate. 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.
portfolio.generate is provided by the Vision MCP server (joshuahickscorp/visionmcp). PolicyLayer sits as a proxy in front of this server to enforce policies before tool calls reach the server.
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