PulseGatePost-LLM software, agents & workflows market (since 2022)
Coverage
168,365

Apps indexed

 

Freshness
26 min ago

Last update

 

Cadence
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7-day average

Indexed today: 995

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Model Memory Utility
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Model Memory Utility

huggingface.co·LLM eval & observability

Model Memory Utility is a web application that helps users estimate the GPU VRAM needed to run models from the Hugging Face Hub. Users input a model name or URL, select library and precision, and receive memory usage estimates, aiding ML engineers and researchers in resource planning.

Free
WebSelf-hostedCloud-managed
M
Model Memory Utility preview
Visit huggingface.co↗

Overview

5 features

In the LLM eval & observability space, Model Memory Utility takes a focused approach. It focuses on estimating GPU memory requirements for running machine learning models efficiently. Model Memory Utility is a B2B product aimed at machine learning engineers and researchers. Model Memory Utility is free to use. The product ships for the web, and it can be self-hosted.

It is developed by hf-accelerate, and the product first shipped in 2023. Across PulseGate's embedding index, Model Memory Utility has few near neighbours, marking it as relatively distinct. Among its 5 catalogued features are VRAM estimation, model selection, and precision options.

  • ✓VRAM estimation
  • ✓Model selection
  • ✓Precision options
  • ✓API token support
  • ✓Library selection

Tags

vram-estimationmodel-inferencegpu-requirements

AI capabilities

StructuredInference: Cloud API

Built with & integrations

Hosting
aws
AI providers
local_oss
Runs on
BrowserSelf-hostedCloud-managed

Trust & compliance

LicenseProprietary
Verified signals
✓ HTTPS✓ Free tier

Recent events

Latest indexed changes and source events

  1. IndexedJul 10, 6:13 PM

    hf-accelerate/model-memory-usage discovered by the PulseGate indexer

    Source: PulseGate indexerOpen ↗

Frequently asked questions about Model Memory Utility

What is Model Memory Utility?
Model Memory Utility focuses on estimating GPU memory requirements for running machine learning models efficiently. It is catalogued under LLM eval & observability on PulseGate.
Who should use Model Memory Utility?
Model Memory Utility is a B2B product built for machine learning engineers and researchers.
Does Model Memory Utility have a free plan?
Yes — Model Memory Utility is free to use.
What platforms does Model Memory Utility run on?
Model Memory Utility runs on the web. It can also be self-hosted.
Is Model Memory Utility still active?
PulseGate's automated liveness checks currently classify Model Memory Utility as active.
What tools are similar to Model Memory Utility?
Similar tools tracked by PulseGate include hf-mem, GGUF Model VRAM Calculator, and Accurate GGUF Memory Calculator.hf-memGGUF Model VRAM CalculatorAccurate GGUF Memory Calculator
Who develops Model Memory Utility?
Model Memory Utility is developed by hf-accelerate.
How long has Model Memory Utility been around?
Model Memory Utility first shipped in 2023.

At a glance

Pricing
Free
Platforms
Web
Languages
English
First seen
Jan 8, 2023
Activity
🟢 Active
Status
🟢 Active
Built for
Machine learning engineers and researchers
Model
B2B
Solves
Estimating GPU memory requirements for running machine learning models efficiently.

Developer

hf-accelerate

PulseGate index

Confidence
High · 95
Indexed
Jul 10, 2026
Lifecycle
Alive
Activity
Active
First seen
Jan 2023
Last seen
3d ago
Freshness
Unknown
Identity audit (9)
Entity ID
cmrf99cot00m7kjdlf33xlll0
Slug
hf-accelerate-model-memory-usage-huggingface-co
Verification state
Indexed for public listing
Claim / listing state
Unclaimed · listed: yes
Index status
Included in index
Latest evidence snapshot
Jul 10, 2026
Timeline basis
Indexed-at chronology (no inferred launch/funding milestones).
Last updated
Jul 10, 2026
Canonical URL
https://huggingface.co/spaces/hf-accelerate/model-memory-usage

Similar apps

Other apps tracked under the same category.

  • hf-mem
    pypi.org
  • GGUF Model VRAM Calculator
    huggingface.co
  • Accurate GGUF Memory Calculator
    huggingface.co
  • Huggingface
    huggingface.co
  • Modelcard Creator
    huggingface.co
  • hugger
    plan.ai