Get top-k semantically unique images (URLs or base64-encoded) using Jina CLIP v2 embeddings and submodular optimization. Use this when you have many visually similar images and want the most diverse subset.
AI agents call deduplicate_images to retrieve information from Jina AI Remote MCP Server without modifying anything — typically the context-gathering step in research, monitoring, and reporting workflows, before the agent takes action elsewhere.
This tool retrieves and analyzes image data to return a filtered subset based on semantic uniqueness. It is a pure data retrieval and analysis operation with no side effects—no data is created, modified, deleted, or external code executed. The input images are processed through embeddings and optimization logic, but the output is only derived metadata (top-k unique items). This clearly fits the Read category.
From the tool's definition Tool description states it 'Get[s] top-k semantically unique images' and performs 'submodular optimization' on provided image inputs. It processes and filters existing image data without modifying, deleting, or executing external operations.
Attacks that exploit this kind of access
Get top-k semantically unique images (URLs or base64-encoded) using Jina CLIP v2 embeddings and submodular optimization. Use this when you have many visually similar images and want the most diverse subset. It is categorised as a Read tool in the Jina AI Remote MCP Server MCP Server, which means it retrieves data without modifying state.
Register the Jina AI Remote MCP Server MCP server in PolicyLayer and add a rule for deduplicate_images: 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 Jina AI Remote MCP Server. Nothing to install.
deduplicate_images 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 deduplicate_images 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 deduplicate_images. 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.
deduplicate_images is provided by the Jina AI Remote MCP Server MCP server (ompragash/mcp). PolicyLayer sits as a proxy in front of this server to enforce policies before tool calls reach the server.
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