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Glama

Server Configuration

Describes the environment variables required to run the server.

NameRequiredDescriptionDefault

No arguments

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

Features and capabilities supported by this server

Protocol revision2025-11-25

CapabilityDetails
tasks
{
  "list": {},
  "cancel": {},
  "requests": {
    "tools": {
      "call": {}
    },
    "prompts": {
      "get": {}
    },
    "resources": {
      "read": {}
    }
  }
}
tools
{
  "listChanged": true
}
prompts
{
  "listChanged": false
}
resources
{
  "subscribe": false,
  "listChanged": false
}
experimental
{}

Tools

Functions exposed to the LLM to take actions

NameDescription
remove_backgroundD
list_background_modelsA

List all available background removal models.

Returns a list of models that can be used for background removal, including their descriptions and recommended use cases.

Returns: Dictionary with models list and default model information.

unload_modelsA

Unload all cached ML models to free memory.

Call this tool when you're done processing images to free up RAM. ML models can consume 100MB-400MB each. Models will be automatically reloaded on the next background removal request.

Returns: Dictionary with unload status, including list of unloaded models.

get_model_cache_statusA

Get current status of the model cache.

Returns information about which models are currently loaded, auto-unload settings, and time until automatic unload.

Returns: Dictionary with cache status including loaded models and timeout info.

Prompts

Interactive templates invoked by user choice

NameDescription

No prompts

Resources

Contextual data attached and managed by the client

NameDescription

No resources

TDQS

B3.1/5.0

Scored across 4 tools

Disambiguation5/5

Each tool has a clearly distinct purpose: performing the removal, listing available models, unloading models, and checking cache status. Even without a description for remove_background, its name is unambiguous. Tool names and descriptions do not overlap in a way that would cause misselection.

Naming Consistency5/5

All tool names follow the same imperative verb + object pattern in snake_case: remove, list, unload, get. The naming style is consistent and predictable across the set.

Tool Count5/5

Four tools is well-scoped for a focused background-removal server: one core operation, one model discovery tool, and two resource-management tools. Each tool earns its place without unnecessary bulk.

Completeness5/5

The tool surface covers the full expected lifecycle for this domain: removing backgrounds, listing available models, checking cache state, and freeing memory. There are no obvious missing operations; model reloading is handled automatically, so an explicit load tool is unnecessary.

Maintenance

ActivityInactive
ResponsivenessNo issues