Back to leaderboard

mistralai/magistral-small-2509

mistral3 · 24B · 4bit

Not Rec.

Mar 3, 2026 · Apple M4

qwen2.5-coder:7b

qwen2 · 7.6B · Q4_K_M

Good

Mar 2, 2026 · Apple M4

Global Score
20 vs 79
Hardware Fit
65 vs 95
Quality Score
0 vs 72

Hardware

mistralai/magistra… qwen2.5-coder:7b
MachineMacBook AirMacBook Air
CPUApple M4Apple M4
Cores1010
RAM32 GB32 GB
GPUApple M4Apple M4
OSmacOS 26.3macOS 26.3
Archarm64arm64
Power Modebalancedbalanced

Performance

mistralai/magistra… qwen2.5-coder:7b
Tokens/sec5.122.1
TTFT2.0 s285 ms
Load time0.0 s0.8 s
Memory usage0.0 GB7.6 GB
Memory %0%24%

HW Fit Score Breakdown

mistralai/magistral-sma…

Speed
8/40
TTFT
27/30
Memory
30/30

qwen2.5-coder:7b

Speed
35/40
TTFT
30/30
Memory
30/30

Quality

mistralai/magistral-sma…

Reasoning
0/20
Coding
0/20
Instruction
0/20
Structured
0/15
Math
0/15
Multilingual
0/10
Reasoning: Poor Coding: Poor Instruction Following: Poor Structured Output: Poor Math: Poor Multilingual: Poor

qwen2.5-coder:7b

Reasoning
10/20
Coding
18/20
Instruction
13/20
Structured
13/15
Math
9/15
Multilingual
9/10
Reasoning: Adequate Coding: Strong Instruction Following: Adequate Structured Output: Strong Math: Adequate Multilingual: Strong
View mistralai/magistra… details | View qwen2.5-coder:7b details

Run yours and compare

npx metrillm@latest bench

Requires Node 20+ and Ollama or LM Studio running