MiniMax · Released Mar 18, 2026

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…

ReasoningOpen weights
  • Top 48%SciCode
  • Top 50%Terminal-Bench
Released
Mar 18 2026
Context window
205K 131K out
Input / 1M tokens
$0.30 from Free
Output / 1M tokens
$1.20 from Free

Where to run it

47 providers compared

Free to try on UnoRouter, AIHubMix — free endpoints are often limited-time and rate-limited. Included in MiniMax Token Plan (minimax.io), SCNet Token Plan, MiniMax Token Plan (minimax.cn), OpenCode Go. Cheapest: LLM Gateway, DevPass (LLM Gateway) at $0.08 / $0.32 per 1M input / output tokens — 90% less than the priciest option.

ProviderInputOutputCache readContextMax outputUptimevs. best
UnoRouterfree · may be limited-time Free Free —205K131K— Free
AIHubMixfree · may be limited-time Free Free —205K128K— Free
MiniMax Token Plan (minimax.io)subscription plan Plan Plan Plan205K131K— Plan
SCNet Token Plansubscription plan Plan Plan Plan205K131K— Plan
MiniMax Token Plan (minimax.cn)subscription plan Plan Plan Plan205K131K— Plan
OpenCode Gosubscription plan Plan Plan Plan205K131K— Plan
LLM Gateway $0.08 $0.32 $0.017205K131K— Cheapest
DevPass (LLM Gateway) $0.08 $0.32 $0.017205K131K— Cheapest
AIHubMix $0.20 $0.20 —205K128K— +43%
EmpirioLabs AI $0.15 $0.60 $0.03200K33K— +87%
GMICloudFP8 $0.21 $0.84 $0.042197K177K99%24h +162%
NanoGPT $0.21 $0.84 $0.042205K131K— +162%
Deep Infra $0.25 $1.00 $0.05197K131K— +212%
NovitaFP8 $0.27 $1.08 $0.054205K131K99.3%24h +238%
Pioneer $0.28 $1.20 $0.28205K131K— +264%
Moark $0.29 $1.20 —205K131K— +270%
MinimaxFP8 $0.30 $1.20 $0.06205K131K99.9%24h +275%
AtlasCloudFP8 $0.30 $1.20 $0.06197K177K98.8%24h +275%
FrogBot $0.30 $1.20 $0.06192K8K— +275%
Kilo Gateway $0.30 $1.20 $0.06205K131K— +275%
Vercel AI Gateway $0.30 $1.20 $0.06205K131K— +275%
Together AI $0.30 $1.20 $0.06197K131K— +275%
Requesty $0.30 $1.20 $0.06200K128K— +275%
FastRouter $0.30 $1.20 $0.06205K131K— +275%
302.AI $0.30 $1.20 —205K131K— +275%
ZenMux $0.30 $1.20 $0.06205K131K— +275%
Auriko $0.30 $1.20 $0.06205K131K— +275%
Novita AI $0.30 $1.20 $0.06205K131K— +275%
Abacus $0.30 $1.20 —205K131K— +275%
Tempr Gateway $0.30 $1.20 $0.06205K131K— +275%
Hugging Face $0.30 $1.20 $0.06205K131K— +275%
Ollama Cloud $0.30 $1.20 $0.06197K197K— +275%
MiniMax (minimax.io) $0.30 $1.20 $0.06205K131K— +275%
CommandCode $0.30 $1.20 $0.06200K131K— +275%
Merge Gateway $0.30 $1.20 $0.06205K8K— +275%
Ofox $0.30 $1.20 $0.06205K131K— +275%
OrcaRouter $0.30 $1.20 $0.06205K131K— +275%
OpenCode $0.30 $1.20 $0.06205K131K— +275%
Alibaba (China) $0.30 $1.20 $0.06205K131K— +275%
Eden AI $0.30 $1.20 $0.06205K131K— +275%
MiniMax (minimax.cn) $0.31 $1.25 $0.063205K131K— +292%
CrossModel $0.33 $1.32 $0.066205K131K— +313%
Kenari $0.36 $1.43 $0.069205K131K— +348%
Venice AI $0.38 $1.50 $0.069198K33K— +369%
SCX.ai $0.48 $1.79 $0.05197K197K— +477%
Charm Hyper $0.48 $1.85 $0.24262K7K— +490%
Groq $0.60 $1.80 —197K131K98.9%24h +543%
Minimaxhighspeed · FP8 $0.60 $2.40 $0.06205K131K98.4%24h +650%
Opper $0.70 $2.79 —197K131K— +771%
UnoRouter $0.82 $3.28 —205K131K— +924%

Value

Price vs. performance

1 model scores higher for the same price or lesson Terminal-Bench, e.g. GPT-5.1-Codex-Mini.
3.4%30.5%57.6%84.7% $0.01$0.10$1.00$10.00$100.00 Qwen3.6 35B A3B (Qwen) — 24.6% · $0.10/1M in GPT-5.5 (OpenAI) — 84.7% · $5.00/1M in Claude Opus 4.7 (Anthropic) — 80.2% · $5.00/1M in Grok 4.20 (xAI) — 57.3% · $1.25/1M in Qwen3.5-9B (Qwen) — 9.2% · $0.08/1M in GPT-5.4 (OpenAI) — 81.8% · $2.50/1M in GPT-5.3-Codex (OpenAI) — 78.4% · $1.75/1M in Gemini 3.1 Pro Preview (Google) — 80.2% · $2.00/1M in Claude Sonnet 4.6 (Anthropic) — 53.4% · $3.00/1M in GLM 5 (Z.ai) — 52.4% · $1.00/1M in Claude Opus 4.6 (Anthropic) — 79.8% · $5.00/1M in Kimi K2.5 (Moonshot AI) — 43.2% · $0.50/1M in GPT-5.2-Codex (OpenAI) — 66.5% · $1.75/1M in GLM 4.7 (Z.ai) — 33.4% · $0.54/1M in Gemini 3 Flash Preview (Google) — 64.3% · $0.50/1M in GPT-5.2 (OpenAI) — 64.9% · $1.75/1M in GPT-5.1-Codex-Max (OpenAI) — 60.5% · $1.25/1M in DeepSeek V3.2 (DeepSeek) — 39.6% · $0.28/1M in Claude Opus 4.5 (Anthropic) — 63.1% · $5.00/1M in GPT-5.1 (OpenAI) — 47.6% · $1.25/1M in GPT-5.1-Codex (OpenAI) — 57.8% · $1.25/1M in GPT-5.1-Codex-Mini (OpenAI) — 61.6% · $0.25/1M in Kimi K2 Thinking (Moonshot AI) — 35.7% · $0.60/1M in Claude Haiku 4.5 (Anthropic) — 35.5% · $1.00/1M in GLM 4.6 (Z.ai) — 24.5% · $0.55/1M in Claude Sonnet 4.5 (Anthropic) — 46.5% · $3.00/1M in DeepSeek V3.2 Exp (DeepSeek) — 39.6% · $0.27/1M in GPT-5 (OpenAI) — 49.6% · $1.25/1M in GPT-5 Mini (OpenAI) — 34.8% · $0.25/1M in GPT-5 Nano (OpenAI) — 21.8% · $0.05/1M in gpt-oss-120b (OpenAI) — 18.7% · $0.15/1M in gpt-oss-20b (OpenAI) — 3.4% · $0.018/1M in Claude Opus 4.1 (Anthropic) — 38.0% · $15.00/1M in Gemini 2.5 Flash (Google) — 17.1% · $0.30/1M in Gemini 2.5 Pro (Google) — 32.6% · $1.25/1M in Gemini 2.5 Pro Preview 06-05 (Google) — 32.6% · $1.25/1M in MiniMax M2.5 (MiniMax) — 42.7% · $0.27/1M in MiniMax M2.1 (MiniMax) — 36.6% · $0.30/1M in MiniMax M2 (MiniMax) — 30.0% · $0.26/1M in MiniMax M2.7 (MiniMax) — 45.1% · $0.30/1M in MiniMax M2.7

MiniMax M2.7 Other MiniMax Other labs Value frontier · Terminal-Bench vs. input price per 1M tokens (log scale) · Drag to pan, pinch or Ctrl + scroll to zoom, double-click to zoom in.

Benchmarks

7 benchmark scores

BenchmarkScoreRankLeader
Terminal-BenchSoftware engineering · Tasks completed with the programs in a real terminal (best agent) 45.1% #20of 40 GPT-5.584.7%
GBAEvalSoftware engineering · Build a Game Boy Advance emulator from scratch 0.0% #22of 23 Claude Opus 579.6%
SciCodeSoftware engineering · Research-coding problems from the natural sciences 50.1% #48of 102 Claude Opus 5.566.9%
WebDev ArenaDesign & visual · People vote on which model builds the better website (Elo) 1398 #62of 90 Claude Opus 5.51820
ExploitBenchCybersecurity · Exploit real, hardened security vulnerabilities 13.3% #8of 8 GPT-5.547.4%
CritPtReasoning & knowledge · Open-ended, research-level physics problems 0.6% #86of 111 GPT-5.6 Sol32.3%
ProofBenchMaths · Graduate maths proofs verified in Lean 4 3.0% #70of 70 Claude Sonnet 5.5100.0%

Specs

Details

Model ID
minimax/minimax-m2.7
Developer
MiniMax
Release date
Mar 18, 2026 ·
Context window
204,800 tokens
Max output
131,072 tokens
API price
$0.30 / $1.20 per 1M input / output tokens
Providers
47
Input types
text
Reasoning
Yes
Tool calling
Yes
Open weights
Yes
Free tier
No

Release date and prices from OpenRouter's catalog; providers from OpenRouter and models.dev. Buying directly from a provider can cost a little differently. Speed, latency and uptime are measured on OpenRouter only; uptime is the share of OpenRouter requests each provider served over the last day. Benchmark scores are the best result per benchmark from Epoch AI, licensed CC BY 4.0. Rank counts every model tracked here with a score.