Coding MiniMax M2.7 Highspeed
aihubmix/coding-minimax-m2-7-highspeedBy aihubmix · family: minimax · released 2026-03-18
⚠ This is a community fine-tune or derivative — not an official vendor release.
Prices in USD per 1M tokens. Unknown means the provider does not publish per-token pricing.
Capabilities
Model fit scores
0–100 · higher is betterThese scores reward declared capabilities, context size, price and provider availability — they are not benchmark results. Use them as a directional signal alongside your own evaluation.
Coding77
- Tool calling40/40
- Structured output20/20
- Reasoning10/10
- Context window (100K → 1M)6/20
- Provider availability1/10
Agents85
- Tool calling35/35
- Structured output25/25
- Reasoning15/15
- Output token limit9/15
- Provider availability1/10
JSON / structured output99
- Structured output / JSON mode50/50
- Tool calling20/20
- Temperature control10/10
- Price-friendly for high-volume19/20
Cost efficiency72
- Headline price (log-scaled)72/95
- Has prompt-cache pricing0/5
Long context56
- Context window (100K → 2M)46/90
- Has published price for full window10/10
Production-readiness50
- Number of independent providers5/40
- Has published per-token price20/20
- Context window ≥ 8K15/15
- No data inconsistencies across providers10/10
- Official model (not derivative)0/15
Cost Efficiency Index
Open full calculator →Estimated cost using the recommended provider's headline rate. Each scenario fixes average input/output tokens — the assumptions are shown in the third column.
| Scenario | Cost | Assumption |
|---|---|---|
RAG answer per 1,000 RAG answers | $1.10 < $0.01 per request | 5K input tokens (query + 4 retrieved chunks of ~1K each) and a 500-token answer. Typical SaaS knowledge-base bot. |
Support ticket triage per 10,000 tickets | $2.20 < $0.01 per request | 1K input tokens (ticket body + system prompt) and a 100-token JSON classification reply. High-volume customer support. |
Data extraction per 1,000 documents | $0.50 < $0.01 per request | 2K input tokens (a single document page) and a 500-token JSON extraction. ETL / invoice / form pipelines. |
Code review per 1,000 PRs | $1.80 < $0.01 per request | 8K input tokens (diff + surrounding files) and a 1K-token review comment. PR-bot workloads. |
Agent step per 1,000 steps | $2.52 < $0.01 per request | 12K input tokens (long-running tool history) and a 600-token tool-call decision. Cost per agent step. |
Pricing detail
Recommended pricing from aihubmix · coding-minimax-m2.7-highspeed
Available on 1 providers
| Provider | Provider model id | Input / 1M | Output / 1M | Context | Released |
|---|---|---|---|---|---|
| AIHubMix aihubmix | coding-minimax-m2.7-highspeed | $0.200 | $0.200 | 205K | 2026-03-18 |
Frequently asked questions
How much does Coding MiniMax M2.7 Highspeed cost?
Coding MiniMax M2.7 Highspeed costs $0.200 per 1M input tokens and $0.200 per 1M output tokens, sourced from aihubmix. Cache reads, audio tokens and >200K-context tiers (where applicable) are listed in the Pricing detail block above.
What is the context window of Coding MiniMax M2.7 Highspeed?
Coding MiniMax M2.7 Highspeed has a context window of 205K tokens, with a max output of 13K tokens per reply. This is the total combined size of prompt + completion.
Does Coding MiniMax M2.7 Highspeed support tool calling?
Yes. Coding MiniMax M2.7 Highspeed supports tool calling (function calling). This makes it suitable for production agent and automation workloads where the model has to invoke external functions reliably.
Does Coding MiniMax M2.7 Highspeed support structured output / JSON mode?
Yes. Coding MiniMax M2.7 Highspeed supports structured output / JSON-schema-constrained decoding. This makes it suitable for production agent and automation workloads where the model has to invoke external functions reliably.
Can Coding MiniMax M2.7 Highspeed accept image input?
No. Coding MiniMax M2.7 Highspeed only accepts text as input. If you need image input, see our /capabilities/vision list for current vision-capable models.
Is Coding MiniMax M2.7 Highspeed open-weight?
Yes. Coding MiniMax M2.7 Highspeed's weights are publicly available, so you can self-host or fine-tune. Note that open weights ≠ open source — the training data and code are typically not released.
What are the best alternatives to Coding MiniMax M2.7 Highspeed?
If Coding MiniMax M2.7 Highspeed doesn't fit, consider o4-mini. Each one targets the same use case — see the Related links below for direct head-to-head pages.
Where does this data come from?
All numbers come from the public models.dev API and are normalised into a single canonical model record. We re-pull daily and write any changes (price, context, capability) to the /changelog page.
Explore more
More aihubmix models
- o4-mini$1.10 in / $4.40 out
Capability lists this model is in
Last updated:
Data is sourced from models.dev and normalized for comparison. Prices and capabilities may change. Always verify critical production decisions with the provider's official documentation.