MiniMax M2.7
Observed throughTokscale Model Report
MiniMax M2.7 model details and observed coding usage from Tokscale.
Reality Snapshot
Observed tokens
2.8B-7.0%
over 30 days
Estimated tracked spend
$661
Invoices may differ
Active developers
29-33
this month
30-day momentum
-7.0%
Compared with the prior 30-day window
Most-used client
Pi41%
of observed tokens
Observed Usage
Tokens observedDaily active developers
How developers use it
Usage by coding client
Sharevs 30 days
Token composition
Share of observed tokens
59%cache read
Cache read1.7B59%
Input1.2B41%
Output13.7M<1%
Reasoning30.9K0%
Cache-heavy workloadMost observed tokens reuse cached context across requests.
Observed Variants
highspeed
minimax-m2.7-highspeed1.8B$592.4$0.3362.07%default
minimax-m2.7999.5M$50.4$0.0535.13%via minimaxai
minimaxai/minimax-m2.779.6M$18.5$0.232.8%via minimax, highspeed
minimax/minimax-m2.7-highspeed91.6K$0.1$0.820%cloud
minimax-m2.7:cloud0$0$0.000%Token Economics
Estimated spend profile
Pi$40060.5%
Claude Code$24537%
OpenCode$101.56%
Hermes Agent$6.170.93%
OpenClaw$0.040.01%
Observed cost signals
Estimated spend per 1M tracked tokens$0.23
Cache-read share58.6%
Estimated cache savingsNot available
Typical workloadcontext-heavy
Estimated tracked spend calculated from Tokscale model and provider pricing data. Actual invoices may differ.
Model Momentum
-7.0%30-day growthRank: Observed model
Compared with the prior non-overlapping window
Fastest-growing client: Pi
Official Model Details
ProviderMinimax
Tokscale Insight
MiniMax M2.7 recorded 2.8B coding tokens across 29 developers during the latest 30-day Tokscale window.
Observed confidenceHigh