Skip to main content
Glama

analyze_image

Analyze images to obtain detailed descriptions. Optionally use custom prompts or Google Search grounding for factual results.

Instructions

Analyze an image and get a detailed description.

Input Schema

TableJSON Schema
NameRequiredDescriptionDefault
promptNoCustom analysis prompt. Default: general description.
image_pathYesPath to the image to analyze
use_groundingNoEnable Google Search grounding for more accurate, factual analysis results.

Output Schema

TableJSON Schema
NameRequiredDescriptionDefault

No arguments

Behavior2/5

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

With no annotations, the description carries the full burden of disclosure. It only says 'get a detailed description,' omitting any behavioral details such as supported image formats, computational requirements, or whether it modifies files.

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?

The description is a single, front-loaded sentence that efficiently conveys the core purpose. It is concise but could benefit from slightly more detail without becoming verbose.

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

Completeness3/5

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

Given the presence of an output schema, the description is adequate but incomplete for contextualizing the tool among many siblings. It lacks guidance on when to use this tool over others.

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

Parameters3/5

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

All parameters are fully described in the input schema (100% coverage), so the description does not need to add more. It does not contradict or provide additional parameter context beyond the schema.

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

Purpose4/5

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

The description clearly states the tool analyzes an image and returns a detailed description, but it does not differentiate from sibling tools like detect_objects or extract_text, which also perform image analysis.

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

Usage Guidelines2/5

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

No guidance is provided on when to use this tool versus alternatives. The agent has no context to decide between this and similar image analysis tools.

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

Install Server

Other Tools

Latest Blog Posts

MCP directory API

We provide all the information about MCP servers via our MCP API.

curl -X GET 'https://glama.ai/api/mcp/v1/servers/Tehnolabs/pixelforge-mcp'

If you have feedback or need assistance with the MCP directory API, please join our Discord server