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.

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29 ranked MacsUse the strongest current runtime evidence for each row.29 historical models hiddenBaselinesStatic paths cover only canonical model pages; sort and quantization stay as query state.

Rank	Mac	Score	Quant	Tok/s	Runtime	Fits	Headroom	Context	Evidence	Price	Why it ranks here
1	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.
2	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.
3	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.
4	MacBook Pro M5 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	$5,399	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 — ranking first, catalog record below

Start with the ranked Mac table above. Use the rest of this page to inspect raw Apple Silicon coverage and model metadata.

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.

Need the best Mac for this model? Use Buy Need a setup-first answer? Use Run Checking whether it fits? Use Fit Browse Macs by exact hardware Need the full audit trail? Use Bench Comparing against rented GPUs? Use AI Datacenter Index

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 Agent: https://agent.minimax.io/ MiniMax API: https://platform.minimax.io/ Token Plan: https://platform.minimax.io/subscribe/token-plan

Official source · Raw model card

agentscodingreasoning

Runtime support mentioned

vLLMSGLangTransformers

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).
MiniMax Agent: https://agent.minimax.io/ MiniMax API: https://platform.minimax.io/ Token Plan: https://platform.minimax.io/subscribe/token-plan We recommend using the following parameters for best performance: temperatu…
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.

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: 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.

0Benchmark rows

0Field 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.
Its context sweep reports 55.5 TG tok/s at 1k, 47.4 TG tok/s at 4k, 40.4 TG tok/s at 8k, 29.2 TG tok/s at 16k, and 20.2 TG tok/s at 32k, with peak memory rising from 87.4GB to 95.1GB.
Because the source is a community oMLX row and the label is a ConfigI variant, Silicon Score should use it as reproduction priority evidence while keeping canonical ranking movement gated on Bitter Mill lineage, runtime, quantization, memory, and hygiene sidecars.

Apple Silicon field sources

oMLX community benchmarks
2026-04-13 · M5 Max 40-core GPU, 128GB unified memory · oMLX v0.3.4
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
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

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