How fast is MiniMax M2.7 on Mac?
MiniMax M2.7 is tracked for Apple Silicon, but no direct Mac benchmark row is published yet. Use the ranking above for the current fit path, then watch Bench for the first direct Apple Silicon rows.
Canonical Rankings
Best Macs for this model
MiniMax M2.7 ranked across the Mac lineup at the best practical quantization, using the best available runtime evidence. Model picker is focused on current-market choices.
| Rank | Mac | Score | Quant | Tok/s | Runtime | Fits | Headroom | Context | Evidence | Price | Why it ranks here |
|---|---|---|---|---|---|---|---|---|---|---|---|
| 1 | MacBook Pro M5 Max 128GB 16-inch | 212 | 3bit Source-backed MLX MiniMax-M2.7-3bit - 112 GB min | 40.4 tok/s Fastest evidence path: 3bit · 40.4 tok/s · Best available · Field signal | Best available | Fits | 16.0 GB | 116k | Field signal | $5,399 | 3bit is the current best practical quantization. 40.4 tok/s only comes from Apple Silicon field signals. 16.0 GB headroom remains at this quantization. |
| 2 | Mac Studio M3 Ultra 256GB | 100 | 6bit Source-backed MLX MiniMax-M2.7-6bit - 200 GB min | Measure it | Best available | Fits | 56.0 GB | 205k | Fit-first | $7,499 | 6bit is the current best practical quantization. Source-backed MLX MiniMax-M2.7-6bit - 200 GB min backs the fit read; speed still needs direct benchmark coverage. 56.0 GB headroom remains at this quantization. |
| 3 | Mac Pro M2 Ultra 192GB | 58 | 5bit Source-backed MLX MiniMax-M2.7-5bit - 172 GB min | Measure it | Best available | Fits | 20.0 GB | 146k | Fit-first | $6,999 | 5bit is the current best practical quantization. Source-backed MLX MiniMax-M2.7-5bit - 172 GB min backs the fit read; speed still needs direct benchmark coverage. 20.0 GB headroom remains at this quantization. |
| 4 | Mac Studio M4 Max 128GB | 42 | 3bit Source-backed MLX MiniMax-M2.7-3bit - 112 GB min | Measure it | Best available | Fits | 16.0 GB | 116k | Fit-first | $4,499 | 3bit is the current best practical quantization. Source-backed MLX MiniMax-M2.7-3bit - 112 GB min backs the fit read; speed still needs direct benchmark coverage. 16.0 GB headroom remains at this quantization. |
| 5 | MacBook Pro M4 Max 128GB 16-inch | 42 | 3bit Source-backed MLX MiniMax-M2.7-3bit - 112 GB min | Measure it | Best available | Fits | 16.0 GB | 116k | Fit-first | $5,999 | 3bit is the current best practical quantization. Source-backed MLX MiniMax-M2.7-3bit - 112 GB min backs the fit read; speed still needs direct benchmark coverage. 16.0 GB headroom remains at this quantization. |
| 6 | Mac Studio M3 Ultra 96GB | 30 | mlx-dynamic-2.7bpw | Measure it | Best available | Fits | 21.7 GB | 39k | Fit-first | $3,999 | mlx-dynamic-2.7bpw is the current best practical quantization. This Mac fits, but speed still needs direct speed coverage. 21.7 GB headroom remains at this quantization. |
| 7 | Mac Mini M4 16GB | 0 | F32 | — | Best available | No | -838.4 GB | — | Fit-first | $499 | MiniMax M2.7 does not fit on Mac Mini M4 16GB at the current practical quantization. |
| 8 | Mac Mini M4 24GB | 0 | F32 | — | Best available | No | -830.4 GB | — | Fit-first | $599 | MiniMax M2.7 does not fit on Mac Mini M4 24GB at the current practical quantization. |
| 9 | Mac Mini M4 32GB | 0 | F32 | — | Best available | No | -822.4 GB | — | Fit-first | $799 | MiniMax M2.7 does not fit on Mac Mini M4 32GB at the current practical quantization. |
| 10 | MacBook Air M4 16GB 13-inch | 0 | F32 | — | Best available | No | -838.4 GB | — | Fit-first | $1,099 | MiniMax M2.7 does not fit on MacBook Air M4 16GB 13-inch at the current practical quantization. |
| 11 | MacBook Air M4 24GB 13-inch | 0 | F32 | — | Best available | No | -830.4 GB | — | Fit-first | $1,299 | MiniMax M2.7 does not fit on MacBook Air M4 24GB 13-inch at the current practical quantization. |
| 12 | MacBook Air M4 16GB 15-inch | 0 | F32 | — | Best available | No | -838.4 GB | — | Fit-first | $1,299 | MiniMax M2.7 does not fit on MacBook Air M4 16GB 15-inch at the current practical quantization. |
| 13 | Mac Mini M4 Pro 24GB | 0 | F32 | — | Best available | No | -830.4 GB | — | Fit-first | $1,399 | MiniMax M2.7 does not fit on Mac Mini M4 Pro 24GB at the current practical quantization. |
| 14 | MacBook Air M4 32GB 13-inch | 0 | F32 | — | Best available | No | -822.4 GB | — | Fit-first | $1,499 | MiniMax M2.7 does not fit on MacBook Air M4 32GB 13-inch at the current practical quantization. |
| 15 | MacBook Air M4 24GB 15-inch | 0 | F32 | — | Best available | No | -830.4 GB | — | Fit-first | $1,499 | MiniMax M2.7 does not fit on MacBook Air M4 24GB 15-inch at the current practical quantization. |
| 16 | Mac Mini M4 Pro 48GB | 0 | F32 | — | Best available | No | -806.4 GB | — | Fit-first | $1,599 | MiniMax M2.7 does not fit on Mac Mini M4 Pro 48GB at the current practical quantization. |
| 17 | MacBook Air M4 32GB 15-inch | 0 | F32 | — | Best available | No | -822.4 GB | — | Fit-first | $1,699 | MiniMax M2.7 does not fit on MacBook Air M4 32GB 15-inch at the current practical quantization. |
| 18 | MacBook Pro M4 Pro 24GB 14-inch | 0 | F32 | — | Best available | No | -830.4 GB | — | Fit-first | $1,999 | MiniMax M2.7 does not fit on MacBook Pro M4 Pro 24GB 14-inch at the current practical quantization. |
| 19 | Mac Studio M4 Max 36GB | 0 | F32 | — | Best available | No | -818.4 GB | — | Fit-first | $1,999 | MiniMax M2.7 does not fit on Mac Studio M4 Max 36GB at the current practical quantization. |
| 20 | MacBook Pro M4 Pro 48GB 14-inch | 0 | F32 | — | Best available | No | -806.4 GB | — | Fit-first | $2,499 | MiniMax M2.7 does not fit on MacBook Pro M4 Pro 48GB 14-inch at the current practical quantization. |
| 21 | MacBook Pro M4 Pro 24GB 16-inch | 0 | F32 | — | Best available | No | -830.4 GB | — | Fit-first | $2,499 | MiniMax M2.7 does not fit on MacBook Pro M4 Pro 24GB 16-inch at the current practical quantization. |
| 22 | Mac Studio M4 Max 48GB | 0 | F32 | — | Best available | No | -806.4 GB | — | Fit-first | $2,499 | MiniMax M2.7 does not fit on Mac Studio M4 Max 48GB at the current practical quantization. |
| 23 | MacBook Pro M4 Max 36GB 14-inch | 0 | F32 | — | Best available | No | -818.4 GB | — | Fit-first | $2,999 | MiniMax M2.7 does not fit on MacBook Pro M4 Max 36GB 14-inch at the current practical quantization. |
| 24 | MacBook Pro M4 Pro 48GB 16-inch | 0 | F32 | — | Best available | No | -806.4 GB | — | Fit-first | $2,999 | MiniMax M2.7 does not fit on MacBook Pro M4 Pro 48GB 16-inch at the current practical quantization. |
| 25 | Mac Studio M4 Max 64GB | 0 | F32 | — | Best available | No | -790.4 GB | — | Fit-first | $2,999 | MiniMax M2.7 does not fit on Mac Studio M4 Max 64GB at the current practical quantization. |
| 26 | MacBook Pro M4 Max 48GB 14-inch | 0 | F32 | — | Best available | No | -806.4 GB | — | Fit-first | $3,499 | MiniMax M2.7 does not fit on MacBook Pro M4 Max 48GB 14-inch at the current practical quantization. |
| 27 | MacBook Pro M4 Max 36GB 16-inch | 0 | F32 | — | Best available | No | -818.4 GB | — | Fit-first | $3,499 | MiniMax M2.7 does not fit on MacBook Pro M4 Max 36GB 16-inch at the current practical quantization. |
| 28 | MacBook Pro M4 Max 48GB 16-inch | 0 | F32 | — | Best available | No | -806.4 GB | — | Fit-first | $3,999 | MiniMax M2.7 does not fit on MacBook Pro M4 Max 48GB 16-inch at the current practical quantization. |
| 29 | MacBook Pro M4 Max 64GB 16-inch | 0 | F32 | — | Best available | No | -790.4 GB | — | Fit-first | $4,499 | MiniMax M2.7 does not fit on MacBook Pro M4 Max 64GB 16-inch at the current practical quantization. |
MiniMax M2.7 Apple Silicon catalog and best Macs
Start with the ranked Mac table above, then audit tokens per second, RAM fit, quantization, runtimes, and source links before trusting the model on your Mac.
0Benchmark rows
0Chip tiers covered
—Fastest avg tok/s
—Minimum RAM observed
Quick take
MiniMax M2.7 is cataloged because Apple Silicon buyers are already searching for it. MiniMax M2.7: 1 practitioner claim; 1 captured from fetched artifacts; hardware mentions: 128GB, Mac; runtime mentions: oMLX; themes: apple_silicon_viability, coding_quality, fit_and_memory, operational_caution, runtime_tuning. Use the ranking above for the current best Mac path, then open Bench when direct evidence lands.
1 practitioner signal tracked so far, no benchmarks yet.
Model search answers
What is the best Mac for MiniMax M2.7?
There is no direct best-Mac benchmark winner for MiniMax M2.7 yet. Use the ranking above to find the current Apple Silicon fit path and return to this page when direct rows land.
Does MiniMax M2.7 fit on Apple Silicon?
MiniMax M2.7 does not yet have a published minimum-RAM fit row on this page. Use Fit before assuming it will run cleanly on a specific Mac.
Catalog record
228.7BTotal params
DenseActive params
204,800Context window
2026-03-18Release date
No Apple Silicon benchmark rows are published for this model yet.
What this model is, and what Apple Silicon users are actually seeing
Official model cards tell you what the model is for and which software stacks it targets. Field reality below shows how much Apple Silicon evidence we have so far.
Official brief
MiniMax-M2.7 is our first model deeply participating in its own evolution. M2.7 is capable of building complex agent harnesses and completing highly elaborate productivity tasks, leveraging Agent Teams, complex Skills, and dynamic tool search. For more details, see our blog post.
Official source · Raw model card
agentscodingreasoning
Runtime support mentioned
vLLMSGLangTransformersMLXllama.cppLM Studio
Official specs
- Architecture: MiniMaxM2ForCausalLM.
- Context: 204800 tokens.
- Experts: 8 active / 256 total.
- Layers: 62.
- Attention heads: 48 query / 8 KV.
- Total parameters: 228.704B.
Official takeaways
- On SWE-Pro, M2.7 achieved 56.22%, matching GPT-5.3-Codex, with even stronger performance on real-world engineering benchmarks: SWE Multilingual (76.5) and Multi SWE Bench (52.7).
- M2.7 delivers outstanding real-world programming capabilities spanning log analysis, bug troubleshooting, refactoring, code security, and machine learning.
- M2.7 is capable of building complex agent harnesses and completing highly elaborate productivity tasks, leveraging Agent Teams, complex Skills, and dynamic tool search.
- It handles Word, Excel, and PPT with high-fidelity multi-round editing, producing editable deliverables.
Deployment notes
- Official local guide supports MiniMax-M2.7 deployment through MLX on Apple Silicon Mac Studio, alongside vLLM and SGLang for Linux GPU servers.
- Official MLX sizing lists 3-bit at 100GB model size / 112GB minimum memory and 4-bit MXFP4 at 122GB / 136GB minimum memory.
- Official M4 Max 128GB guidance recommends 3-bit or 4-bit MXFP4, with 4-bit MXFP4 described as tight with limited context.
- Official M3 Ultra guidance recommends 6-bit on 256GB; 512GB is recommended for 8-bit-gs32, while BF16 leaves only about 55GB headroom.
Apple Silicon note: Official local guide supports MiniMax-M2.7 deployment through MLX on Apple Silicon Mac Studio, alongside vLLM and SGLang for Linux GPU servers.
Official model cards describe intent, capabilities, and supported stacks. They do not prove Apple Silicon speed by themselves.
Field reality on Apple Silicon
MiniMax M2.7: 5 Apple Silicon field reports; best reported generation ~55.5 tok/s; best reported prompt processing ~1270 tok/s; reported RAM use ~87.4-95.1GB; seen on M5 MAX 128GB; via oMLX.
0Benchmark rows
5Field reports
1Practitioner signals
No BenchmarksEvidence status
What practitioners keep saying
- The oMLX detail page reports MiniMax-M2.7-ConfigI on M5 Max 40-core GPU with 128GB unified memory, 4-bit quantization, oMLX v0.3.4, and macOS 26.4.
- The oMLX context table reports MiniMax-M2.7-ConfigI 4bit on an M5 Max 40-core 128GB Mac at 1024 tokens context with 849.9 tok/s prompt processing, 55.5 tok/s generation, and peak memory at 87.4GB.
- The oMLX context table reports MiniMax-M2.7-ConfigI 4bit on an M5 Max 40-core 128GB Mac at 4096 tokens context with 1270 tok/s prompt processing, 47.4 tok/s generation, and peak memory at 88.4GB.
Apple Silicon field sources
An oMLX community row shows MiniMax-M2.7-ConfigI running locally on an M5 Max 128GB Apple Silicon setup at 4-bit across 1k through 32k context, making it a live frontier fit candidate for Silicon Score's featured Mac workflow.
Runtime mentions in the field
oMLX
Hardware mentioned in reports
128GBMac
What would improve confidence
- Benchmark Current Apple Silicon Hot Model
- Collect First Apple Silicon Benchmark
- Reproduce Field Performance Signal
- Upgrade To First Party Measurement
Current published coverage
This page stays published because the model is in the current frontier catalog, but Apple Silicon speed coverage is still missing.
Raw benchmark rows for MiniMax M2.7
Rows stay below the ranking because this page is answer-first. Use them to inspect exact chips, quantizations, runtimes, and sources.
No benchmark rows are published yet for this model. The ranking above still shows the best current Mac fit path, but the benchmark section stays empty until direct Apple Silicon measurements land.
Data
benchmarks.json — full dataset · models.json — model summaries · benchmarks.csv — CSV export