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VincentKaufmann

noapi-google-search-mcp

list_images

Retrieve image filenames from a specified folder for identification with Google Lens. Designed for text-only models that cannot process images directly.

Instructions

List image files in a directory so you can pass them to google_lens.

This is useful for text-only models that cannot receive images directly. The user saves an image to ~/lens/ (or any folder) and asks you to identify it.

Default directory: ~/lens/

Sample prompts that trigger this tool: - "What images are in my lens folder?" - "Identify the latest image" - "Check ~/lens/ for new images" - "What did I save?"

Args: directory: Folder to scan for images. Defaults to ~/lens/.

Input Schema

TableJSON Schema
NameRequiredDescriptionDefault
directoryNo

Output Schema

TableJSON Schema
NameRequiredDescriptionDefault
resultYes
Behavior3/5

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

No annotations provided, so description carries full burden. States it lists images but omits details like file type filtering, recursion, or read-only nature. Adequate but could disclose more behavioral traits.

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

Conciseness4/5

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

Well-structured with main purpose, context, sample prompts, and args. Slightly verbose with prompts but front-loaded and clear.

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

Completeness4/5

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

Covers use case, default, and sample triggers. Output schema exists (not shown) so return values assumed covered. Adequate for a simple list tool.

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

Parameters4/5

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

Schema coverage is 0%, but description adds default directory and parameter purpose. Explains directory param defaults to ~/lens/. Adds value beyond empty schema.

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

Purpose5/5

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

The description clearly states the tool lists image files in a directory for passing to google_lens. It uses specific verb 'list' and resource 'image files in a directory', and distinguishes from siblings like google_images or ocr_image.

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

Usage Guidelines4/5

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

Provides clear context: user saves image to ~/lens/ and asks to identify it, with sample prompts. Lacks explicit when-not or alternatives, but context implies appropriate usage.

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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