codestral:22b
OLLAMA GGUFllama · 22.2B · Q4_0
Jun 26, 2026 · Cortex-X925
hf.co/lmstudio-community/gemma-4-E4B-it-GGUF:Q6_K
OLLAMA GGUFgemma4 · 7.52B · unknown
Aug 23, 2026 · Apple M1 Pro
Global Score
67 vs 88
Hardware Fit
67 vs 100
Quality Score
67 vs 83
Hardware
codestral:22b hf.co/lmstudio-com…
MachineNVIDIA NVIDIA_DGX_SparkMacBook Pro
CPUCortex-X925Apple M1 Pro
Cores2010
RAM122 GB16 GB
GPUDevice 2e12Apple M1 Pro
OSUbuntu 24.04.4 LTSmacOS 26.6.2
Archarm64arm64
Power Modeperformancebalanced
Performance
codestral:22b hf.co/lmstudio-com…
Tokens/sec17.234.6
First chunk129 ms210 ms
TTFT129 ms210 ms
Load time11.6 s4.0 s
Memory usage18.9 GB3.9 GB
Memory %16%25%
HW Fit Score Breakdown
codestral:22b
Speed
17/50
TTFT
20/20
Memory
30/30
hf.co/lmstudio-communit…
Speed
50/50
TTFT
20/20
Memory
30/30
Quality
codestral:22b
Reasoning
11/20
Coding
17/20
Instruction
9/20
Structured
14/15
Math
6/15
Multilingual
10/10
Reasoning: Adequate Coding: Strong Instruction Following: Weak Structured Output: Strong Math: Weak Multilingual: Strong
hf.co/lmstudio-communit…
Reasoning
14/20
Coding
18/20
Instruction
17/20
Structured
15/15
Math
9/15
Multilingual
10/10
Reasoning: Adequate Coding: Strong Instruction Following: Strong Structured Output: Strong Math: Adequate Multilingual: Strong
Run yours and compare
$
npm install -g metrillm@latest$
metrillmRequires Node 20+ and Ollama or LM Studio running
Or run without installing: npx metrillm@latest