ModelDeprecated

MiniMax M2.7

MiniMax huggingface.co/MiniMaxAI/MiniMax-M2.7

MiniMax-M2.7 is a next-generation large language model designed for autonomous, real-world productivity and continuous improvement. Built to actively participate in its own evolution, M2.7 integrates advanced agentic capabilities through multi-agent...

Open in Graph

data quality74

Updated 5 h ago · first seen 11 Sept 2026

model_01M294WW2MV89PBXXQQ9MTXTB7

Overview

Identity

Identity block not returned by the API for this entity.

Openness

Openness not classified yet — no sourced evidence to place this model in the ontology.

Key facts

Release date: Source:Hugging Face Hub (public pages, model cards, papers)T2observed 7 h agomedium
Status: Source:Artificial AnalysisT2observed 10 h agomedium
Model card: huggingface.co/MiniMaxAI/MiniMax-M2.7
Source:Hugging Face Hub (public pages, model cards, papers)T2observed 12 h agomedium
Openrouter id: Source:OpenRouter public model & pricing listingT2observed 12 h agomedium

Architecture

Architecture: Source:Hugging Face Hub (public pages, model cards, papers)T2observed 11 h agomedium
Model type: Source:Hugging Face Hub (public pages, model cards, papers)T2observed 11 h agomedium
Parameters: Source:Hugging Face Hub (public pages, model cards, papers)T2observed 12 h agomedium
Weights dtype: Source:Hugging Face Hub (public pages, model cards, papers)T2observed 11 h agomedium
File size: Source:Hugging Face Hub (public pages, model cards, papers)T2observed 11 h agomedium
Library name: Source:Hugging Face Hub (public pages, model cards, papers)T2observed 11 h agomedium
Pipeline tag: Source:Hugging Face Hub (public pages, model cards, papers)T2observed 12 h agomedium
Hugging Face repo: Source:OpenRouter public model & pricing listingT2observed 12 h agomedium

Capabilities

Modalities

Modalities: text
Input: text
Output: text

Capabilities

Tool calling
Yes
OpenRouter public model & pricing listing · T2
Structured output
Yes
OpenRouter public model & pricing listing · T2
Reasoning
Yes
OpenRouter public model & pricing listing · T2
Vision
Unavailable
Audio
Unavailable
Fine-tuning available
Unavailable

Context window: Source:OpenRouter public model & pricing listingT2observed 12 h agomedium
Max output: Source:OpenRouter public model & pricing listingT2observed 12 h agomedium

Benchmarks9

Compare with another model →

Comparable same task and conditions · Partially comparable same task, conditions differ (effort, temperature, judge) · Not comparable different variant or metric

No benchmark results recorded

Results appear when a tier 1–3 source publishes them; we never copy scores without a source.

Providers & Pricing2

All offers in the price terminal →

Current prices per 1M tokens
Provider	Input / 1M	Output / 1M	Cached in	Batch in / out	Context	Observed	Source
MiniMax APIminimax/minimax-m2.7	$0.30	$1.2	$0.06	—	204.8K	4 h ago	openrouter.aiT2
Together AIminimax-m2-7	$0.30	$1.2	$0.06	—	—	10 h ago	together.aiT1

USD per 1M tokens as published by each provider (USD). Rows are append-only: every change is kept in the history below.

Price history

Step lines per provider; amber markers are recorded changes. Click a marker or a row for the evidence behind that price.

Output price · USD / 1M tokens 2 providers

MiniMax API
Together AI

Together AIfirst observed $1.211 Sept 2026
MiniMax APIfirst observed $1.211 Sept 2026

Input price · USD / 1M tokens 2 providers

MiniMax API
Together AI

Together AIfirst observed $0.3011 Sept 2026
MiniMax APIfirst observed $0.3011 Sept 2026

Hardware fit37

Estimated

9 of 37 device × quantization combinations fit.

Run locally: your machine →

Estimated hardware fit
Hardware	Quantization	Device memory	Est. memory	Fits
Apple M3 Ultra	4bit	—	132.0 GB est.	Yes
Mac Studio (Apple M5 Ultra)	4bit	—	132.0 GB est.	Yes
Apple M2 Ultra	4bit	—	132.0 GB est.	Yes
NVIDIA H200	4bit	141 GB	132.0 GB est.	Yes
NVIDIA H200 NVL	4bit	141 GB	132.0 GB est.	Yes
NVIDIA B200	4bit	180 GB	132.0 GB est.	Yes
AMD Instinct MI300X	4bit	192 GB	132.0 GB est.	Yes
AMD Instinct MI325X	4bit	256 GB	132.0 GB est.	Yes
NVIDIA DGX B200	4bit	1,440 GB	132.0 GB est.	Yes
Apple M1 Ultra	4bit	—	132.0 GB est.	No
Apple M3 Max	4bit	—	132.0 GB est.	No
Apple M4 Max	4bit	—	132.0 GB est.	No
Mac Studio (Apple M5 Max)	4bit	—	132.0 GB est.	No
MacBook Pro (Apple M5 Max)	4bit	—	132.0 GB est.	No
Apple M2 Max	4bit	—	132.0 GB est.	No
Apple M1 Max	4bit	—	132.0 GB est.	No
Apple M4 Pro	4bit	—	132.0 GB est.	No
Mac mini (Apple M5 Pro)	4bit	—	132.0 GB est.	No
MacBook Pro (Apple M5 Pro)	4bit	—	132.0 GB est.	No
Apple M3 Pro	4bit	—	132.0 GB est.	No
Apple M1 Pro	4bit	—	132.0 GB est.	No
Apple M2 Pro	4bit	—	132.0 GB est.	No
Apple M4	4bit	—	132.0 GB est.	No
iMac (Apple M4)	4bit	—	132.0 GB est.	No
Mac mini (Apple M6)	4bit	—	132.0 GB est.	No
MacBook Air (Apple M5)	4bit	—	132.0 GB est.	No
MacBook Pro (Apple M5)	4bit	—	132.0 GB est.	No
Apple M2	4bit	—	132.0 GB est.	No
Apple M3	4bit	—	132.0 GB est.	No
Apple M1	4bit	—	132.0 GB est.	No
NVIDIA GeForce RTX 3090	4bit	24 GB	132.0 GB est.	No
NVIDIA GeForce RTX 4090	4bit	24 GB	132.0 GB est.	No
NVIDIA GeForce RTX 5090	4bit	32 GB	132.0 GB est.	No
NVIDIA A100 80GB	4bit	80 GB	132.0 GB est.	No
NVIDIA H100 SXM	4bit	80 GB	132.0 GB est.	No
NVIDIA H100 NVL	4bit	94 GB	132.0 GB est.	No
NVIDIA DGX Spark	4bit	128 GB	132.0 GB est.	No

Assumptions (6)

Estimated, not measured: weights = parameters × bytes/param × 1.15 runtime overhead.
bytes/param: 4bit = 0.5, 8bit = 1.0, fp16 = 2.0 (uniform quantization, no per-layer exceptions).
KV cache approximated at 0.5 GB per 8 192 tokens of context, independent of architecture (GQA/MLA models need less).
A model 'fits' when the estimate is at most the device memory minus 2 GB reserved for the OS and framework.
Mixture-of-experts models are estimated on total parameters (all experts must be resident); active parameters are ignored.
Device memory uses the largest configuration when several are listed (e.g. Apple silicon tiers).

Timeline14

Full timeline →

11 Sept 2026
Benchmark resultModelMiniMax M2.7MiniMax
MiniMax M2.7 scores 39.39% on Terminal-Bench
artificial_analysis
artificialanalysis.ai
11 Sept 2026
Benchmark resultModelMiniMax M2.7MiniMax
MiniMax M2.7 scores 55.43% on Terminal-Bench
artificial_analysis
artificialanalysis.ai
11 Sept 2026
Benchmark resultModelMiniMax M2.7MiniMax
MiniMax M2.7 scores 0% on Terminal-Bench
artificial_analysis
artificialanalysis.ai
11 Sept 2026
Benchmark resultModelMiniMax M2.7MiniMax
MiniMax M2.7 scores 84.8% on τ²-bench
artificial_analysis
artificialanalysis.ai
11 Sept 2026
Benchmark resultModelMiniMax M2.7MiniMax
MiniMax M2.7 scores 75.71% on IFBench
artificial_analysis
artificialanalysis.ai
11 Sept 2026
Benchmark resultModelMiniMax M2.7MiniMax
MiniMax M2.7 scores 50.12% on SciCode
artificial_analysis
artificialanalysis.ai
11 Sept 2026
Benchmark resultModelMiniMax M2.7MiniMax
MiniMax M2.7 scores 29.61% on Humanity's Last Exam
artificial_analysis
artificialanalysis.ai
11 Sept 2026
Benchmark resultModelMiniMax M2.7MiniMax
MiniMax M2.7 scores 87.37% on GPQA
artificial_analysis
artificialanalysis.ai
11 Sept 2026
Benchmark resultModelMiniMax M2.7MiniMax
MiniMax M2.7 scores 23.22 on Artificial Analysis Intelligence Index
artificial_analysis
artificialanalysis.ai
11 Sept 2026
Listed by providerModelMiniMax M2.7MiniMax
Together AI lists MiniMax M2.7 at $0.3 in / $1.2 out per 1M tokens
together_pricing
together.ai
11 Sept 2026
Release date changedModelMiniMax M2.7MiniMax
MiniMax M2.7: release date changed from 2026-04-09 to 2026-03-18
Release date9 Apr 2026→18 Mar 2026openrouter
openrouter.ai
11 Sept 2026
Release date changedModelMiniMax M2.7MiniMax
MiniMax M2.7: release date changed from 2026-03-18 to 2026-04-09
Release date18 Mar 2026→9 Apr 2026huggingface
huggingface.co
18 Mar 2026
New modelModelMiniMax M2.7MiniMax
New model: MiniMax M2.7 (MiniMax)
openrouter
openrouter.ai
11 Sept 2026
Listed by providerModelMiniMax M2.7MiniMax
MiniMax API lists MiniMax M2.7 at $0.3 in / $1.2 out per 1M tokens
openrouter
openrouter.ai

Change history41

Temporal, append-only claims: a new observation closes the previous claim instead of overwriting it. Rewind the record with the as-of picker.

Viewing AI Atlas as of 12 Sept 2026 — attributes exactly as the atlas knew them on that day; later corrections are not shown.

Back to today →

Attributes as of 12 Sept 2026 44 claims in force

Release date: 9 Apr 2026
Status: deprecated
Openness: open-weights
License: Other
Architecture: MiniMaxM2ForCausalLM
Parameters: 228.7B
Context window: 204.8K tokens
Max output: 131.1K tokens
Modalities: text
Input modalities: text
Output modalities: text
Quantization format: fp8
File size: 230.1 GB
Hugging Face repo: MiniMaxAI/MiniMax-M2.7
Pipeline tag: text-generation
Model card: huggingface.co/MiniMaxAI/MiniMax-M2.7
Downloads: 1,323,648
Likes: 1,247
Aa context window: 204,800
Aa deprecated: Yes
Aa openness: open-weights
Gated: No
Groq model id: minimaxai/minimax-m2.7
Groq pricing note: Contact Sales
Groq status: preview
Hf inference providers: deepinfra, featherless-ai, novita
Is quantized: Yes
Last modified: 2026-04-20T04:28:14+00:00
Library name: transformers
License name: other
License url: https://github.com/MiniMax-AI/MiniMax-M2.7/blob/main/LICENSE
Aa median output tokens per second: 54.5
Downloads all time: 6,947,056
Model type: minimax_m2
Openrouter id: minimax/minimax-m2.7
Openrouter listed at: 18 Mar 2026
Reasoning: Yes
Structured output: Yes
Supported parameters: frequency_penalty, include_reasoning, logit_bias, logprobs, max_tokens, min_p, presence_penalty, reasoning, repetition_penalty, response_format, seed, stop, structured_outputs, temperature, tool_choice, tools, top_k, top_logprobs, top_p
Tags: transformers, safetensors, minimax_m2, text-generation, custom_code, fp8
Tool calling: Yes
Weights available: Yes
Weights dtype: BF16, F32, F8_E4M3

41 claims · 39 properties

Release daterelease_date3

Claim history for Release date
Value	Valid from → to	Status	Source	Confidence	Extractor
18 Mar 2026	11 Sept 2026 22:37 UTC → current	current	OpenRouter public model & pricing listingT2	medium	deterministic
9 Apr 2026	11 Sept 2026 21:45 UTC → 11 Sept 2026 22:37 UTC	superseded	Hugging Face Hub (public pages, model cards, papers)T2	medium	deterministic
18 Mar 2026	11 Sept 2026 21:10 UTC → 11 Sept 2026 21:45 UTC	superseded	OpenRouter public model & pricing listingT2	medium	deterministic

Statusstatus1

Claim history for Status
Value	Valid from → to	Status	Source	Confidence	Extractor
deprecated	11 Sept 2026 22:42 UTC → current	current	Artificial AnalysisT2	medium	deterministic

Opennessopenness1

Claim history for Openness
Value	Valid from → to	Status	Source	Confidence	Extractor
open-weights	11 Sept 2026 21:11 UTC → current	current	Hugging Face Hub (public pages, model cards, papers)T2	medium	deterministic

Licenselicense1

Claim history for License
Value	Valid from → to	Status	Source	Confidence	Extractor
other	11 Sept 2026 21:45 UTC → current	current	Hugging Face Hub (public pages, model cards, papers)T2	medium	deterministic

Architecturearchitecture1

Claim history for Architecture
Value	Valid from → to	Status	Source	Confidence	Extractor
MiniMaxM2ForCausalLM	11 Sept 2026 21:45 UTC → current	current	Hugging Face Hub (public pages, model cards, papers)T2	medium	deterministic

Parametersparameter_count1

Claim history for Parameters
Value	Valid from → to	Status	Source	Confidence	Extractor
228.7B	11 Sept 2026 21:11 UTC → current	current	Hugging Face Hub (public pages, model cards, papers)T2	medium	deterministic

Context windowcontext_length1

Claim history for Context window
Value	Valid from → to	Status	Source	Confidence	Extractor
204.8K tokens	11 Sept 2026 21:10 UTC → current	current	OpenRouter public model & pricing listingT2	medium	deterministic

Max outputmax_output_tokens1

Claim history for Max output
Value	Valid from → to	Status	Source	Confidence	Extractor
131.1K tokens	11 Sept 2026 21:10 UTC → current	current	OpenRouter public model & pricing listingT2	medium	deterministic

Modalitiesmodalities1

Claim history for Modalities
Value	Valid from → to	Status	Source	Confidence	Extractor
text	11 Sept 2026 21:10 UTC → current	current	OpenRouter public model & pricing listingT2	medium	deterministic

Input modalitiesmodalities_input1

Claim history for Input modalities
Value	Valid from → to	Status	Source	Confidence	Extractor
text	11 Sept 2026 21:10 UTC → current	current	OpenRouter public model & pricing listingT2	medium	deterministic

Output modalitiesmodalities_output1

Claim history for Output modalities
Value	Valid from → to	Status	Source	Confidence	Extractor
text	11 Sept 2026 21:10 UTC → current	current	OpenRouter public model & pricing listingT2	medium	deterministic

Quantization formatquant_format1

Claim history for Quantization format
Value	Valid from → to	Status	Source	Confidence	Extractor
fp8	11 Sept 2026 21:45 UTC → current	current	Hugging Face Hub (public pages, model cards, papers)T2	medium	deterministic

File sizefile_size_gb1

Claim history for File size
Value	Valid from → to	Status	Source	Confidence	Extractor
230.1 GB	11 Sept 2026 21:45 UTC → current	current	Hugging Face Hub (public pages, model cards, papers)T2	medium	deterministic

Hugging Face repohf_repo1

Claim history for Hugging Face repo
Value	Valid from → to	Status	Source	Confidence	Extractor
MiniMaxAI/MiniMax-M2.7	11 Sept 2026 21:10 UTC → current	current	OpenRouter public model & pricing listingT2	medium	deterministic

Pipeline tagpipeline_tag1

Claim history for Pipeline tag
Value	Valid from → to	Status	Source	Confidence	Extractor
text-generation	11 Sept 2026 21:11 UTC → current	current	Hugging Face Hub (public pages, model cards, papers)T2	medium	deterministic

Model cardmodel_card_url1

Claim history for Model card
Value	Valid from → to	Status	Source	Confidence	Extractor
https://huggingface.co/MiniMaxAI/MiniMax-M2.7	11 Sept 2026 21:11 UTC → current	current	Hugging Face Hub (public pages, model cards, papers)T2	medium	deterministic

Downloadsmetric.downloads1

Claim history for Downloads
Value	Valid from → to	Status	Source	Confidence	Extractor
1,323,648	11 Sept 2026 21:11 UTC → current	current	Hugging Face Hub (public pages, model cards, papers)T2	medium	deterministic

Likesmetric.likes1

Claim history for Likes
Value	Valid from → to	Status	Source	Confidence	Extractor
1,247	11 Sept 2026 21:11 UTC → current	current	Hugging Face Hub (public pages, model cards, papers)T2	medium	deterministic

Descriptiondescription1

Claim history for Description
Value	Valid from → to	Status	Source	Confidence	Extractor
MiniMax-M2.7 is a next-generation large language model designed for autonomous, real-world productivity and continuous improvement. Built to actively participate in its own evolution, M2.7 integrates advanced agentic capabilities through multi-agent...	11 Sept 2026 21:10 UTC → current	current	OpenRouter public model & pricing listingT2	medium	deterministic

Gatedgated1

Claim history for Gated
Value	Valid from → to	Status	Source	Confidence	Extractor
No	11 Sept 2026 21:45 UTC → current	current	Hugging Face Hub (public pages, model cards, papers)T2	medium	deterministic

Groq model idgroq_model_id1

Claim history for Groq model id
Value	Valid from → to	Status	Source	Confidence	Extractor
minimaxai/minimax-m2.7	11 Sept 2026 21:10 UTC → current	current	Groq — docs & pricingT1	high	deterministic

Groq pricing notegroq_pricing_note1

Claim history for Groq pricing note
Value	Valid from → to	Status	Source	Confidence	Extractor
Contact Sales	11 Sept 2026 21:10 UTC → current	current	Groq — docs & pricingT1	high	deterministic

Groq statusgroq_status1

Claim history for Groq status
Value	Valid from → to	Status	Source	Confidence	Extractor
preview	11 Sept 2026 21:10 UTC → current	current	Groq — docs & pricingT1	high	deterministic

Hf inference providershf_inference_providers1

Claim history for Hf inference providers
Value	Valid from → to	Status	Source	Confidence	Extractor
deepinfra, featherless-ai, novita	11 Sept 2026 21:45 UTC → current	current	Hugging Face Hub (public pages, model cards, papers)T2	medium	deterministic

Is quantizedis_quantized1

Claim history for Is quantized
Value	Valid from → to	Status	Source	Confidence	Extractor
Yes	11 Sept 2026 21:45 UTC → current	current	Hugging Face Hub (public pages, model cards, papers)T2	medium	deterministic

Last modifiedlast_modified1

Claim history for Last modified
Value	Valid from → to	Status	Source	Confidence	Extractor
2026-04-20T04:28:14+00:00	11 Sept 2026 21:11 UTC → current	current	Hugging Face Hub (public pages, model cards, papers)T2	medium	deterministic

Library namelibrary_name1

Claim history for Library name
Value	Valid from → to	Status	Source	Confidence	Extractor
transformers	11 Sept 2026 21:45 UTC → current	current	Hugging Face Hub (public pages, model cards, papers)T2	medium	deterministic

License namelicense_name1

Claim history for License name
Value	Valid from → to	Status	Source	Confidence	Extractor
other	11 Sept 2026 22:24 UTC → current	current	Hugging Face Hub (public pages, model cards, papers)T2	medium	deterministic

License urllicense_url1

Claim history for License url
Value	Valid from → to	Status	Source	Confidence	Extractor
https://github.com/MiniMax-AI/MiniMax-M2.7/blob/main/LICENSE	11 Sept 2026 21:45 UTC → current	current	Hugging Face Hub (public pages, model cards, papers)T2	medium	deterministic

Aa median output tokens per secondmetric.aa_median_output_tokens_per_second1

Claim history for Aa median output tokens per second
Value	Valid from → to	Status	Source	Confidence	Extractor
56.5	11 Sept 2026 22:42 UTC → current	current	Artificial AnalysisT2	medium	deterministic

Downloads all timemetric.downloads_all_time1

Claim history for Downloads all time
Value	Valid from → to	Status	Source	Confidence	Extractor
6,947,056	11 Sept 2026 21:45 UTC → current	current	Hugging Face Hub (public pages, model cards, papers)T2	medium	deterministic

Model typemodel_type1

Claim history for Model type
Value	Valid from → to	Status	Source	Confidence	Extractor
minimax_m2	11 Sept 2026 21:45 UTC → current	current	Hugging Face Hub (public pages, model cards, papers)T2	medium	deterministic

Openrouter idopenrouter_id1

Claim history for Openrouter id
Value	Valid from → to	Status	Source	Confidence	Extractor
minimax/minimax-m2.7	11 Sept 2026 21:10 UTC → current	current	OpenRouter public model & pricing listingT2	medium	deterministic

Reasoningreasoning1

Claim history for Reasoning
Value	Valid from → to	Status	Source	Confidence	Extractor
Yes	11 Sept 2026 21:10 UTC → current	current	OpenRouter public model & pricing listingT2	medium	deterministic

Structured outputstructured_output1

Claim history for Structured output
Value	Valid from → to	Status	Source	Confidence	Extractor
Yes	11 Sept 2026 21:10 UTC → current	current	OpenRouter public model & pricing listingT2	medium	deterministic

Supported parameterssupported_parameters1

Claim history for Supported parameters
Value	Valid from → to	Status	Source	Confidence	Extractor
frequency_penalty, include_reasoning, logit_bias, logprobs, max_tokens, min_p, presence_penalty, reasoning, repetition_penalty, response_format, seed, stop, structured_outputs, temperature, tool_choice, tools, top_k, top_logprobs, top_p	11 Sept 2026 21:10 UTC → current	current	OpenRouter public model & pricing listingT2	medium	deterministic

Tagstags1

Claim history for Tags
Value	Valid from → to	Status	Source	Confidence	Extractor
transformers, safetensors, minimax_m2, text-generation, custom_code, fp8	11 Sept 2026 21:45 UTC → current	current	Hugging Face Hub (public pages, model cards, papers)T2	medium	deterministic

Tool callingtool_calling1

Claim history for Tool calling
Value	Valid from → to	Status	Source	Confidence	Extractor
Yes	11 Sept 2026 21:10 UTC → current	current	OpenRouter public model & pricing listingT2	medium	deterministic

Weights dtypeweights_dtype1

Claim history for Weights dtype
Value	Valid from → to	Status	Source	Confidence	Extractor
BF16, F32, F8_E4M3	11 Sept 2026 21:45 UTC → current	current	Hugging Face Hub (public pages, model cards, papers)T2	medium	deterministic

Claims are temporal and append-only: a new observation closes the previous claim (valid_to) instead of overwriting it. Conflicting claims from different sources are kept side by side and flagged — never averaged. Methodology →

Provenance

Attributed facts

Source tiers

T1T23 / 37

Freshest observation

5 h ago

Conflicts

None

Source documents 7

Source documents
Source	Document	Type	Tier	Last observed	Snapshots
Together AI — pricing	together.ai/pricing	pricing	T1· Official	5 h ago	1
Groq — docs & pricing	console.groq.com/docs/models	model_docs	T1· Official	5 h ago	3
OpenRouter public model & pricing listing	openrouter.ai/api/v1/models	catalogue	T2· Quality secondary	4 h ago	6
Hugging Face Hub (public pages, model cards, papers)	huggingface.co/MiniMaxAI/MiniMax-M2.7/raw/main/README.md	model_card	T2· Quality secondary	5 h ago	1
Hugging Face Hub (public pages, model cards, papers)	huggingface.co/MiniMaxAI/MiniMax-M2.7	model_page	T2· Quality secondary	6 h ago	5
Hugging Face Hub (public pages, model cards, papers)	huggingface.co/models?author=MiniMaxAI&p=0&sort=downloads	listing	T2· Quality secondary	6 h ago	6
Artificial Analysis	artificialanalysis.ai/leaderboards/models	leaderboard	T2· Quality secondary	10 h ago	1

Tier 1 = official/primary, 2 = quality secondary, 3 = community, 4 = unverified. Every snapshot is archived; see all sources and the methodology.

Data quality (74/100) measures how well AI Atlas knows this entity — completeness, primary-source ratio, freshness, conflicts — never how good the model is. Methodology →