Best field report: 28.0 tok/s. The ranking stays provisional until a first-party measurement is available.
Machine answer
Best local LLMs for MacBook Pro M4 Max 64GB 16-inch
Use this page when your real question is an exact Mac, not a generic best-Mac list. The ranking below is machine-specific, with benchmark-backed, sparse, and fit-limited evidence kept separate.
Current coding-biased answer for MacBook Pro M4 Max 64GB 16-inch: Qwen3.6-27B. Use Fit and Bench to verify how much headroom remains once you move past the default answer.
1 benchmark on this exact machine across 1 model. Last benchmark: April 17, 2026. Catalog current through April 22, 2026.
Exact Mac answers
- What is the best local LLM for MacBook Pro M4 Max 64GB 16-inch?
- Qwen3.6-27B is the current coding-biased local LLM answer for MacBook Pro M4 Max 64GB 16-inch. The ranking is machine-specific, so use Fit and Bench before treating the same answer as valid for a different Mac or workload.
- How many MacBook Pro M4 Max 64GB 16-inch local LLM benchmarks are published?
- MacBook Pro M4 Max 64GB 16-inch currently has 1 direct benchmark row across 1 tracked model, with the latest source dated April 17, 2026.
- Is MacBook Pro M4 Max 64GB 16-inch enough for local LLMs?
- MacBook Pro M4 Max 64GB 16-inch has enough unified memory for serious local LLM work, but speed and context still depend on the model, quantization, and runtime. Use Bench to separate measured rows from sparse or estimated evidence.
Best local LLMs for this Mac
MacBook Pro M4 Max 64GB 16-inch, ranked for coding with most capable favored and using the strongest available runtime evidence for each model. Older baseline models are hidden.
Evidence notes for recent modelsSee sources, gaps, and supporting ranking details.
Best field report: 85.5 tok/s. The ranking stays provisional until a first-party measurement is available.
Best field report: 203.1 tok/s. The ranking stays provisional until a first-party measurement is available.
Best field report: 75.1 tok/s. The ranking stays provisional until a first-party measurement is available.
| Rank | Model | Score | Quant | Tok/s | Runtime | Evidence | Headroom | Context | Why it ranks here |
|---|---|---|---|---|---|---|---|---|---|
| 1 | Gemma 4 31B30.7B parameters | 290 | 8bit | 22.0 tok/s Fastest evidence path: 8bit · 22.0 tok/s · MLX · Estimated | MLX | EstimatedFirst-party M5 batch queued | 27.4 GB | 28k | Recent frontier candidate in the current catalog. 8bit is the highest practical quality here. 22.0 tok/s estimated from nearby benchmark coverage, with MLX backend as the best runtime hint. 27.4 GB headroom leaves workable context margin. |
| 2 | Qwen3.6-27B27B parameters | 280 | 8bit | 16.6 tok/s Fastest evidence path: 8bit · 16.6 tok/s · Ollama · Estimated | Ollama | EstimatedFirst-party M5 batch queued | 36.4 GB | 118k | Recent frontier candidate in the current catalog. 8bit is the highest practical quality here. 16.6 tok/s estimated from nearby benchmark coverage, with Ollama wrapper on llama.cpp as the best runtime hint. 36.4 GB headroom leaves workable context margin. |
| 3 | Qwen3.5-27B27B parameters | 277 | 8bit | 16.1 tok/s Fastest evidence path: 8bit · 16.1 tok/s · llama.cpp · Estimated | llama.cpp | EstimatedFirst-party M5 batch queued | 36.4 GB | 118k | Recent frontier candidate in the current catalog. 8bit is the highest practical quality here. 16.1 tok/s estimated from nearby benchmark coverage, with llama.cpp backend as the best runtime hint. 36.4 GB headroom leaves workable context margin. |
| 4 | Devstral Small 2 24B24B parameters | 274 | 8bit | 23.4 tok/s Fastest evidence path: 8bit · 23.4 tok/s · llama.cpp · Estimated | llama.cpp | EstimatedFirst-party M5 batch queued | 39.9 GB | 207k | Recent frontier candidate in the current catalog. 8bit is the highest practical quality here. 23.4 tok/s estimated from nearby benchmark coverage, with llama.cpp backend as the best runtime hint. 39.9 GB headroom leaves workable context margin. |
| 5 | Qwen3.6-35B-A3B3B active / 35B total | 252 | 8bit | 48.0 tok/s Fastest evidence path: 8bit · 48.0 tok/s · MLX · Estimated | MLX | EstimatedFirst-party M5 batch queued | 30.3 GB | 262k | Recent frontier candidate in the current catalog. 8bit is the highest practical quality here. 48.0 tok/s estimated from nearby benchmark coverage, with MLX backend as the best runtime hint. 30.3 GB headroom leaves workable context margin. |
| 6 | Gemma 4 26B-A4B3.8B active / 25.2B total | 252 | 8bit | 40.0 tok/s Fastest evidence path: 8bit · 40.0 tok/s · MLX · Estimated | MLX | EstimatedFirst-party M5 batch queued | 38.2 GB | 133k | Recent model release in the current catalog. 8bit is the highest practical quality here. 40.0 tok/s estimated from nearby benchmark coverage, with MLX backend as the best runtime hint. 38.2 GB headroom leaves workable context margin. |
| 7 | Nemotron Cascade 2 30B-A3B3B active / 30B total | 250 | 8bit | 28.0 tok/s Fastest evidence path: 8bit · 28.0 tok/s · Ollama · Estimated | Ollama | EstimatedFirst-party M5 batch queued | 35.2 GB | 523k | Recent model release in the current catalog. 8bit is the highest practical quality here. 28.0 tok/s estimated from nearby benchmark coverage, with Ollama wrapper on llama.cpp as the best runtime hint. 35.2 GB headroom leaves workable context margin. |
| 8 | Qwen3.5-35B-A3B3B active / 35B total | 249 | 8bit | 52.0 tok/s Fastest evidence path: 8bit · 52.0 tok/s · MLX · Estimated | MLX | EstimatedFirst-party M5 batch queued | 30.3 GB | 262k | Recent model release in the current catalog. 8bit is the highest practical quality here. 52.0 tok/s estimated from nearby benchmark coverage, with MLX backend as the best runtime hint. 30.3 GB headroom leaves workable context margin. |
| 9 | GLM-4.7-Flash3B active / 30B total | 247 | 8bit | 58.0 tok/s Fastest evidence path: 8bit · 58.0 tok/s · llama.cpp · Estimated | llama.cpp | EstimatedFirst-party M5 batch queued | 28.2 GB | 29k | Recent model release in the current catalog. 8bit is the highest practical quality here. 58.0 tok/s estimated from nearby benchmark coverage, with llama.cpp backend as the best runtime hint. 28.2 GB headroom leaves workable context margin. |
| 10 | Nemotron-3-Nano-30B-A3B3.5B active / 30B total | 246 | 8bit | 43.7 tok/s Fastest evidence path: 8bit · 43.7 tok/s · llama.cpp · Estimated | llama.cpp | EstimatedFirst-party M5 batch queued | 35.2 GB | 523k | Recent model release in the current catalog. 8bit is the highest practical quality here. 43.7 tok/s estimated from nearby benchmark coverage, with llama.cpp backend as the best runtime hint. 35.2 GB headroom leaves workable context margin. |
| 11 | Magistral Small24B parameters | 242 | 8bit | Measure it | Best available | Fit-firstFirst-party M5 batch queued | 39.9 GB | 41k | 8bit is the highest practical quality here. Speed still needs direct speed coverage. 39.9 GB headroom leaves workable context margin. |
| 12 | Ministral 3 14B14B parameters | 232 | 8bit | 40.0 tok/s Fastest evidence path: 8bit · 40.0 tok/s · Ollama · Estimated | Ollama | EstimatedFirst-party M5 batch queued | 49.2 GB | 262k | Recent model release in the current catalog. 8bit is the highest practical quality here. 40.0 tok/s estimated from nearby benchmark coverage, with Ollama wrapper on llama.cpp as the best runtime hint. 49.2 GB headroom leaves workable context margin. |
| 13 | Gemma 4 E4B8B parameters | 230 | 8bit | 78.0 tok/s Fastest evidence path: 8bit · 78.0 tok/s · Ollama · Estimated | Ollama | EstimatedFirst-party M5 batch queued | 55.4 GB | 131k | Recent model release in the current catalog. 8bit is the highest practical quality here. 78.0 tok/s estimated from nearby benchmark coverage, with Ollama wrapper on llama.cpp as the best runtime hint. 55.4 GB headroom leaves workable context margin. |
| 14 | Qwen3.5-9B9B parameters | 230 | 8bit | 35.0 tok/s Fastest evidence path: 8bit · 35.0 tok/s · llama.cpp · Estimated | llama.cpp | EstimatedFirst-party M5 batch queued | 54.1 GB | 262k | Recent model release in the current catalog. 8bit is the highest practical quality here. 35.0 tok/s estimated from nearby benchmark coverage, with llama.cpp backend as the best runtime hint. 54.1 GB headroom leaves workable context margin. |
| 15 | Ministral 3 8B8B parameters | 223 | 8bit | 72.0 tok/s Fastest evidence path: 8bit · 72.0 tok/s · Ollama · Estimated | Ollama | EstimatedFirst-party M5 batch queued | 55.0 GB | 262k | Recent model release in the current catalog. 8bit is the highest practical quality here. 72.0 tok/s estimated from nearby benchmark coverage, with Ollama wrapper on llama.cpp as the best runtime hint. 55.0 GB headroom leaves workable context margin. |
| 16 | gpt-oss 20B3.6B active / 21B total | 217 | 8bit | Measure it | MLX | Fit-firstFirst-party M5 batch queued | 43.6 GB | 131k | 8bit is the highest practical quality here. Speed still needs direct speed coverage. 43.6 GB headroom leaves workable context margin. |
| 17 | Qwen3-Coder-Next3B active / 80B total | 171 | Q5_K_M | 74.0 tok/s Fastest evidence path: Q5_K_M · 74.0 tok/s · MLX · Estimated | MLX | EstimatedFirst-party M5 batch queued | 9.8 GB | 10k | Recent model release in the current catalog. Q5_K_M is the highest practical quality here. 74.0 tok/s estimated from nearby benchmark coverage, with MLX backend as the best runtime hint. 9.8 GB headroom leaves workable context margin. |
| 18 | Gemma 4 E2B5.1B parameters | 170 | 8bit | 95.0 tok/s Fastest evidence path: 8bit · 95.0 tok/s · Ollama · Estimated | Ollama | EstimatedFirst-party M5 batch queued | 58.5 GB | 131k | Recent model release in the current catalog. 8bit is the highest practical quality here. 95.0 tok/s estimated from nearby benchmark coverage, with Ollama wrapper on llama.cpp as the best runtime hint. 58.5 GB headroom leaves workable context margin. |
| 19 | Llama 4 Scout 17B-16E17B active / 109B total | 170 | q4.1bit | 26.0 tok/s Fastest evidence path: q4.1bit · 26.0 tok/s · MLX · Estimated | MLX | EstimatedFirst-party M5 batch queued | 10.0 GB | 10k | q4.1bit is the highest practical quality here. 26.0 tok/s estimated from nearby benchmark coverage, with MLX backend as the best runtime hint. 10.0 GB headroom leaves workable context margin. |
| 20 | Qwen3.5-4B4B parameters | 167 | 8bit | 148.0 tok/s Fastest evidence path: 8bit · 148.0 tok/s · MLX · Estimated | MLX | EstimatedFirst-party M5 batch queued | 58.8 GB | 262k | Recent model release in the current catalog. 8bit is the highest practical quality here. 148.0 tok/s estimated from nearby benchmark coverage, with MLX backend as the best runtime hint. 58.8 GB headroom leaves workable context margin. |
| 21 | GLM-4.5-Air12B active / 106B total | 163 | MXFP4 | 18.0 tok/s Fastest evidence path: MXFP4 · 18.0 tok/s · LM Studio · Estimated | LM Studio | EstimatedFirst-party M5 batch queued | 9.6 GB | 8k | MXFP4 is the highest practical quality here. 18.0 tok/s estimated from nearby benchmark coverage, with LM Studio wrapper on mixed as the best runtime hint. 9.6 GB headroom leaves workable context margin. |
Machine
Other Macs with the M4 Max