Finds images in your asset library based on visual similarity or content Returns a list of resources that are visually similar to a specified image. You can provide the source image for comparison in one of three ways: - Provide a URL of an image - Specify the asset ID of an existing image - Prov...
Part of the Cloudinary Asset Management server.
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AI agents call visual-search-assets to retrieve information from Cloudinary Asset Management without modifying any data. This is common in research, monitoring, and reporting workflows where the agent needs context before taking action. Because read operations don't change state, they are generally safe to allow without restrictions -- but you may still want rate limits to control API costs.
Even though visual-search-assets only reads data, uncontrolled read access can leak sensitive information or rack up API costs. An agent caught in a retry loop could make thousands of calls per minute. A rate limit gives you a safety net without blocking legitimate use.
Read-only tools are safe to allow by default. No rate limit needed unless you want to control costs.
{
"version": "1",
"default": "deny",
"tools": {
"visual-search-assets": {}
}
}See the full Cloudinary Asset Management policy for all 26 tools.
These attack patterns abuse exactly the kind of access visual-search-assets gives an agent. Each links to the full case and the policy that stops it:
Other read tools across the catalogue. The same approach applies to each: allow, with a rate cap to control cost.
Finds images in your asset library based on visual similarity or content Returns a list of resources that are visually similar to a specified image. You can provide the source image for comparison in one of three ways: - Provide a URL of an image - Specify the asset ID of an existing image - Provide a textual description. It is categorised as a Read tool in the Cloudinary Asset Management MCP Server, which means it retrieves data without modifying state.
Register the Cloudinary Asset Management MCP server in PolicyLayer and add a rule for visual-search-assets: 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 Cloudinary Asset Management. Nothing to install.
visual-search-assets is a Read tool with low risk. Read-only tools are generally safe to allow by default.
Yes. Add a rate_limit block to the visual-search-assets 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 visual-search-assets. 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.
visual-search-assets is provided by the Cloudinary Asset Management MCP server (cloudinary/asset-management-mcp). PolicyLayer sits as a proxy in front of this server to enforce policies before tool calls reach the server.
Deterministic rules across all 26 Cloudinary Asset Management tools. Per-identity grants. Full audit log. Live in minutes. Nothing to install.
Free to start. No card required.
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