Is Model Can It Fit safe and trustworthy?

tashan scores Model Can It Fit on public evidence — tashan score 45.0/100, it is currently active. Audit scope: OSV advisories, install-time scripts, build provenance and declared permission surface. We do not review source code or execute the capability.

How do I install Model Can It Fit?

Configure it from its source repository — it is a remote / registry server.

Who maintains Model Can It Fit?

9 GitHub contributors, source: intel/gpu-ai-skills.

‹ The Index

Model Can It Fit

plugin

Estimate whether a Hugging Face decoder-only LLM, MoE, or VLM fits in Intel GPU VRAM for a quantization, context length, concurrency, runtime, and tensor-parallel setting. Use for memory-fit or max-model-len planning before launch. Reports weights, KV cache, activations, framework overhead, and first mitigation. Not for diffusion. Memory-only — does NOT predict throughput, tokens/sec, latency, or runtime config; route those to bench/deploy/recommend skills.

Works with: Claude Code (native)
native: this artifact type is that client's own format

Category: AI & Agents — see all ranked ›

Install (Claude Code):

/plugin marketplace add intel/gpu-ai-skills
/plugin install model-can-it-fit@intel-model-skillpack

tashan score: 45.0
Adoption: 1 repos
Upkeep: 100.0
Freshness: 99.0
Evidence coverage: 84% of the inputs this score can use — the rest are unknown, and the score is discounted for it
Health: active
Contributors: 9
License: Apache-2.0

Security audit

Not scanned yet. We audit npm-published capabilities for known advisories, install-time scripts and permission surface; this one has no npm package we can resolve, or has not reached the queue.

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Reads the config already on your machine and names what is dead, deprecated or running code at install time. No account, nothing uploaded.

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Model Can It Fit scores 45 today. Pro keeps the series, so you can see whether that is a project getting better or one on its way down.

The whole series behind any row, back to the first day we measured it
The replacement, named — not just the news that something died
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[![tashan](https://tashan.sh/badge/plugin-intel-gpu-ai-skills-model-can-it-fit.svg)](https://tashan.sh/capability/plugin-intel-gpu-ai-skills-model-can-it-fit.html)

source ↗ · plugin:intel/gpu-ai-skills/model-can-it-fit

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Measured 2026-09-13 · scorer s5 · how · something wrong here?