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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
tools
{
  "listChanged": true
}
logging
{}
prompts
{
  "listChanged": true
}
resources
{
  "subscribe": false,
  "listChanged": true
}

Tools

Functions exposed to the LLM to take actions

NameDescription
upscale_imageA

Upscale an image to 8K, 16K, 4x, or custom resolution using UpscaleX. Automatically optimizes between Vulkan GPU acceleration and multi-threaded CPU fallback.

recommend_modelB

Inspect host GPU specifications, VRAM tier, CPU threads, and image characteristics (photos vs illustrations) to recommend the optimal model, target preset, and tile size.

download_modelB

Download open-weight model files on demand from upstream mirrors into the local models directory.

get_image_metadataA

Retrieve comprehensive image metadata including resolution, megapixels, aspect ratio, file size, color space, and print sizing at 300 DPI.

list_available_modelsA

List all supported models in the catalog with installation status, VRAM requirements, and ideal media targets.

get_system_diagnosticsA

Check cross-platform hardware profile, OS, CPU thread count, Vulkan status, and detected GPU acceleration hardware.

calculate_print_dpiA

Calculate print fidelity (DPI) for a given physical print size and recommend whether upscaling to 8K or 16K is required.

Prompts

Interactive templates invoked by user choice

NameDescription

No prompts

Resources

Contextual data attached and managed by the client

NameDescription

No resources

TDQS

A3.7/5.0

Scored across 7 tools

Disambiguation4/5

Each tool has a recognizable distinct role: diagnostics, upscaling, recommendation, download, metadata, catalog listing, and DPI math. The only mild overlap is recommend_model vs list_available_models and get_image_metadata's print sizing vs calculate_print_dpi, but the descriptions make the boundaries clear enough.

Naming Consistency5/5

All seven tools follow a strict snake_case verb_noun pattern (get_, upscale_, recommend_, download_, list_, calculate_), with no mixed conventions or vague names.

Tool Count5/5

Seven tools is well-scoped for an image-upscaling service: one primary action plus the supporting discovery, setup, and inspection steps needed to use it.

Completeness4/5

The surface covers the full pipeline from hardware detection through model discovery/download and upscaling to metadata and print-fidelity checks. Minor gaps exist: no job status/progress check for long upscales and no way to remove or uninstall a downloaded model despite listing installation status.

Maintenance

ActivityMaintained
ResponsivenessNo recent community issues