MiniMax M2.7
minimaxai/minimax-m2.7
end-to-end software engineering agent.
cmd --model minimaxai/minimax-m2.7
Intelligence index
22.8
Coding index
52.6
Input
$0.30 /M
Output
$1.20 /M
Cache read
$0.06 /M
Agent-loop cost
$0.13 /M in
Context window
200K tokens
Released
March 18, 2026
Modalities
→
vs. the lineup
MiniMax M2.7 beside its stablemates and nearest rivals. The ◆ marks the best value in each column across every row shown.
pin a rival:
| Model | Intelligence | Coding | Input $/M | Output $/M | Blended $/M | Context |
|---|---|---|---|---|---|---|
| GLM-5.3 Flash | 41.8◆ | 71.5◆ | $0.15◆ | $0.50◆ | $0.24◆ | 1.05M◆ |
| MiniMax M3 | 29.2◆ | 58.6◆ | $0.30◆ | $1.20◆ | $0.52◆ | 1M◆ |
| Kimi K2.5 | 23.5◆ | 46.8◆ | $0.60◆ | $3◆ | $1.20◆ | 256K◆ |
| Nemotron 3 Ultra | 22.9◆ | 49.3◆ | $0.60◆ | $2.40◆ | $1.05◆ | 1M◆ |
| MiniMax M2.7 ◆ | 22.8◆ | 52.6◆ | $0.30◆ | $1.20◆ | $0.52◆ | 200K◆ |
| MiniMax M2.5 | 22.8◆ | —◆ | $0.30◆ | $1.20◆ | $0.52◆ | 200K◆ |
| DeepSeek V4 Pro (latest)pinned | 36◆ | 68.8◆ | $0.66◆ | $1.98◆ | $0.99◆ | 1M◆ |
| DeepSeek V4 Flash (latest)pinned | 34◆ | 69.1◆ | $0.15◆ | $0.60◆ | $0.26◆ | 1M◆ |
coding performance
The Intelligence Index and its sub-scores, ranked against every scored model in the catalog. A metric that has not been measured for MiniMax M2.7 has been left empty.
Coding Index
52.6
#45 of 52 scored
Terminal-Bench
55.4
#44 of 52 scored
Intelligence Index
22.8
#61 of 68 scored
Long-context reasoning
78.3
reasoning across a long context
SciCode
50.1
scientific coding
GPQA Diamond
87.4
graduate-level QA
usage calculator
How far a month of credits goes on MiniMax M2.7.
Input tokensfresh prompt
800Output tokensmodel reply
180Cache read tokensre-read context
50Kcost / request $0.0035 · in $0.30 · out $1.20 · cache $0.06 per M
fresh input 7%output 6%cache reads 87%
Requests / 30 days
1.7K
$6 credits ÷ $0.0035 per request
~347 quick fixes~69 bug fixes~12 feature PRs
what real work costs
Real coding tasks priced end to end on MiniMax M2.7, from a quick lookup to a full-repo agent run.
One agent task
$0.04
180K in at 75% cache hit, 12K out
What you pay
$0.19 /M
all-in across every token that task touched
Sticker input
$0.30 /M
cache reads bill at $0.06 /M instead
| Task | Tokens in · out | MiniMax M2.7 | GLM-5.3 Flash | Claude Haiku 4.5 |
|---|---|---|---|---|
| Quick lookup / one-liner | 8K · 1K | $0.0019 | $0.0008 | $0.0065 |
| Review a 500-line PR | 60K · 4K | $0.01 | $0.0060 | $0.04 |
| Fix a bug (agent loop) | 180K · 12K | $0.04 | $0.02 | $0.12 |
| Refactor a module | 320K · 20K | $0.06 | $0.03 | $0.21 |
| Full-repo agent run | 900K · 45K | $0.16 | $0.07 | $0.49 |
frequently asked
How much does MiniMax M2.7 cost?
$0.30/M input and $1.20/M output, cache reads $0.06/M. In an agent loop most input is cache-read, so the effective input rate is about $0.13/M.Which plan do I need?
Available on Go and above.
How do I switch to it?
Run
cmd --model minimaxai/minimax-m2.7, or type /model in a session and pick it. You can switch mid-session without losing context.Ship code that matches your taste
Command Code is the AI coding agent that continuously learns your taste. Start for $1.
Benchmarks from Artificial Analysis (v4.3)commandcode.ai/models/minimax-m2-7