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Glama
champierre

Image Analysis MCP Server

by champierre

Server Configuration

Describes the environment variables required to run the server.

NameRequiredDescriptionDefault
OPENAI_API_KEYYesYour OpenAI API key

Instructions

Guidance the server publishes about itself, which clients place ahead of the tool catalog so the model reads it before choosing anything.

This server publishes no instructions, or was last inspected before Glama recorded them.

Capabilities

Server capabilities have not been inspected yet.

Tools

Functions exposed to the LLM to take actions

NameDescription
analyze_imageC

Receives an image URL and analyzes the image content using GPT-4o-mini

analyze_image_from_pathA

Loads an image from a local file path and analyzes its content using GPT-4o-mini. AI assistants need to provide a valid path for the server execution environment (e.g., Linux path if the server is running on WSL).

Prompts

Interactive templates invoked by user choice

NameDescription

No prompts

Resources

Contextual data attached and managed by the client

NameDescription

No resources

TDQS

C2.9/5.0

Scored across 2 tools

Disambiguation1/5

The two tools are nearly identical in purpose—both analyze image content using GPT-4o-mini—differing only in input source (URL vs. local path). This creates high ambiguity, as an agent might easily misselect between them based on minor context cues, and they essentially duplicate functionality with no distinct operational domains.

Naming Consistency5/5

Tool names follow a perfectly consistent verb_noun pattern with clear, descriptive suffixes ('analyze_image' and 'analyze_image_from_path'). Both use snake_case and maintain a uniform naming style, making them predictable and easy to interpret within the set.

Tool Count2/5

With only 2 tools, the server feels under-scoped for an 'Image Analysis' domain, as it lacks basic operations like object detection, text extraction, or image comparison. The count is too low to support comprehensive analysis workflows, limiting agent capabilities to a single, narrowly defined task.

Completeness2/5

The toolset is severely incomplete for image analysis, missing essential functions such as image preprocessing, metadata extraction, or batch processing. It offers only one core action (analysis) in two input variants, leaving obvious gaps that will hinder agents from performing varied or advanced tasks in this domain.

Maintenance

ActivityInactive
ResponsivenessNo issues