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CloudWaddie

OSINT MCP Server

google_vision_analyze

Analyze images using Google Vision API to extract text, labels, and objects for OSINT investigations and security research.

Input Schema

TableJSON Schema
NameRequiredDescriptionDefault
urlYesImage URL to analyze with Google Vision API

Implementation Reference

  • The google_vision_analyze tool is registered and implemented directly in src/index.ts. It uses the gvClient to annotate the provided image URL.
    server.tool(
      "google_vision_analyze",
      { url: z.string().url().describe("Image URL to analyze with Google Vision API") },
      async ({ url }) => {
        const result = await gvClient.annotateImage(url);
        return {
          content: [{ type: "text", text: JSON.stringify(result, null, 2) }],
        };
      }
Behavior1/5

Does the description disclose side effects, auth requirements, rate limits, or destructive behavior?

Tool has no description.

Agents need to know what a tool does to the world before calling it. Descriptions should go beyond structured annotations to explain consequences.

Conciseness1/5

Is the description appropriately sized, front-loaded, and free of redundancy?

Tool has no description.

Shorter descriptions cost fewer tokens and are easier for agents to parse. Every sentence should earn its place.

Completeness1/5

Given the tool's complexity, does the description cover enough for an agent to succeed on first attempt?

Tool has no description.

Complex tools with many parameters or behaviors need more documentation. Simple tools need less. This dimension scales expectations accordingly.

Parameters1/5

Does the description clarify parameter syntax, constraints, interactions, or defaults beyond what the schema provides?

Tool has no description.

Input schemas describe structure but not intent. Descriptions should explain non-obvious parameter relationships and valid value ranges.

Purpose1/5

Does the description clearly state what the tool does and how it differs from similar tools?

Tool has no description.

Agents choose between tools based on descriptions. A clear purpose with a specific verb and resource helps agents select the right tool.

Usage Guidelines1/5

Does the description explain when to use this tool, when not to, or what alternatives exist?

Tool has no description.

Agents often have multiple tools that could apply. Explicit usage guidance like "use X instead of Y when Z" prevents misuse.

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