MiniMax's top agentic coding model — 80.2% on SWE-bench — running in Kyma's frontier-open tier with a 100% success rate on production traffic over the measured period.
Modalities
Text → Text
Input
$0.3826 /1M
Output
$1.346 /1M
Cached input
$0.03826 /1M90% off
Context
197K
Speed
medium
Performance
Live production data from real requests on Kyma — not synthetic benchmarks.
Rank
#13
of 87 active models
Tokens served
48.1M
all-time
Success rate
100%
last 7 days
Pricing
Pay per token. Cached input is billed at 10% of the input rate.
+ Estimate your workload− Estimate your workload
Estimated monthly cost
$36.95
$1.23 / day on MiniMax M2.5
Same workload on:
Estimates use list pricing with cached input billed at the 90%-discount rate. Actual bills depend on real token counts — every response includes its exact cost.
When to use MiniMax M2.5
Where this model earns its cost — and where it doesn't.
MiniMax M2.5 is MiniMax's frontier-open model built for coding and agentic workflows. Its headline result is an 80.2% score on SWE-bench, the benchmark that measures whether a model can resolve real software issues end to end — which is why it's recommended for coding, agents, and debugging rather than general chat.
On Kyma it has earned real adoption: it ranks 11th of 62 models by tokens served, and coding agents — OpenClaw, Claude Code, and OpenCode — are among its top apps by traffic. Production requests in the measured window succeeded 100% of the time, every call gets automatic failover if a serving path degrades, and prompt caching bills repeated prompt prefixes at 10% of the input rate — which matters for agents that resend long system prompts on every turn.
Capability-wise it covers the full agent loop: a 196K-token context window, function calling, structured outputs, and extended reasoning, with up to 32K tokens of output per request.
Agentic coding
Multi-step software tasks — read the codebase, plan, edit, verify — are exactly what its SWE-bench result measures.
Coding agent backbones
OpenClaw, Claude Code, and OpenCode are already among its top traffic sources on Kyma.
Debugging sessions
Extended reasoning plus a 196K context lets it hold the failing code, logs, and stack traces in one request while it works through the cause.
Structured tool pipelines
Function calling and structured outputs keep multi-step agents emitting parseable, on-schema results.
Long-context code review
The 196K window fits large diffs or several related modules in a single review pass.
Not ideal for: Image inputs (it's text-only — pick a vision model) or latency-critical chat UX, where its medium-speed output (median 22 tokens/sec on Kyma) will feel slower than a fast-tier model.
How it compares
Against the peers people actually weigh it against.
| Spec | MiniMax M2.5 | MiniMax M3 | MiniMax M2.7 |
|---|---|---|---|
| Input /1M | $0.3826 | $0.3852 | $0.405 |
| Output /1M | $1.346 | $1.54 | $1.62 |
| Context | 197K | 1M | 205K |
| Tools | Yes | Yes | Yes |
| Reasoning | Yes | Yes | Yes |
| Speed | medium | medium | medium |
Quick start
Up and running in under two minutes.
- 1
Create an API key
Sign up and grab a key from the dashboard — $0.50 free credit, no card required.
Get API key → - 2
Make your first request
Drop in your key and send a chat completion — fully OpenAI-compatible.
curl https://kymaapi.com/v1/chat/completions \ -H "Authorization: Bearer YOUR_API_KEY" \ -H "Content-Type: application/json" \ -d '{ "model": "minimax-m2.5", "messages": [ {"role": "user", "content": "Explain prompt caching in one paragraph."} ] }' - 3
Stream responses
Add
"stream": trueto receive tokens as they arrive.curl https://kymaapi.com/v1/chat/completions \ -H "Authorization: Bearer YOUR_API_KEY" \ -H "Content-Type: application/json" \ -d '{ "model": "minimax-m2.5", "stream": true, "messages": [{"role": "user", "content": "Hello!"}] }'
FAQ
Common questions about this model.
What is the context window of MiniMax M2.5?
How much does the MiniMax M2.5 API cost?
Does MiniMax M2.5 support function calling?
How do I use MiniMax M2.5?
Is MiniMax M2.5 good for agentic coding?
Is it fast enough for interactive use?
Why run MiniMax M2.5 through Kyma?
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