MiniMax M2.7

minimax/minimax-m2.7Free — no credit deducted

MiniMax M2.7 is a text model centered on agentic productivity: debugging, root-cause analysis and multi-step professional work. Its published examples involve external tools; a completion alone does not execute that workflow.

Input · Account credit
Free — no credit deducted

per 1M tokens

Output · Account credit
Free — no credit deducted

per 1M tokens

Context window
204,800

tokens · OpenRouter

Input → Output
Text→ Text
Model specifications
Sources reviewed: Y-API catalog snapshot:

Choosing this model

Selection advice by Y-API. The checks below are suggested evaluations, not published test results.

Where to start

Use it to turn an incident timeline into testable hypotheses and a diagnostic plan. Provide logs, deployment changes and known constraints instead of asking for a confident diagnosis without evidence.

What to watch for

Claims about producing documents or spreadsheets describe a tool-enabled system. You still need a runtime for file creation, validation and permission checks; model output is not itself a finished, verified artifact.

Model specifications

These are OpenRouter model-level specifications, not a Y-API compatibility test. A particular route may accept fewer input formats, parameters or tokens. Verify the features you need with a small request; a successful text response does not validate vision or tool calling.

Context window
204,800 tokens
Input
Text
Output
Text
Listed on OpenRouter
Parameters listed by OpenRouter
frequency_penaltyinclude_reasoninglogit_biasmax_tokensmin_ppresence_penaltyreasoningrepetition_penaltyresponse_formatseedstoptemperaturetool_choicetoolstop_ktop_p
OpenRouter model page & specifications

Estimate your cost

The current catalog marks this model as free: calls do not deduct credit. This does not promise unlimited capacity, permanent availability or a future free price.

Estimated credit consumed
Free — no credit deducted
Estimated cash equivalent
Free — no credit deducted

Illustrative token budget, not measured usage or a quote. Includes input and output; excludes separate media charges, cache discounts and retries. Include billed reasoning tokens in your output budget where applicable. Actual billing follows usage returned by the service.

$1 paid adds $10 of credit. Cash equivalent = credit consumed ÷ 10; this is not the model publisher’s list price.

Same token budget, different models
ModelEstimated credit consumedEstimated cash equivalent
MiniMax M2.7Free — no credit deducted
Hy3Free — no credit deducted
DeepSeek V4 Flash 0731$0.30$0.03

Use the API

These minimal, text-only requests use the exact Y-API model ID. They do not demonstrate image, audio, video, file or tool support. The output limit also needs room for reasoning; an empty answer with finish_reason=length can mean the budget was exhausted.

A task to try

Latency rose after a database migration; CPU stayed flat and connection wait time doubled. Give two hypotheses and one test for each. Do not assert a root cause.

Set the TOKEN environment variable to a key from your console. Run this on your server or locally; never expose a key in browser code or a public repository.

cURL · MiniMax M2.7
curl --fail-with-body --silent --show-error --max-time 120 \
  'https://api.y-api.bestvirtualgoods.com/v1/chat/completions' \
  -H "Authorization: Bearer ${TOKEN:?Set TOKEN first}" \
  -H 'Content-Type: application/json' \
  --data-binary @- <<'JSON'
{
  "model": "minimax/minimax-m2.7",
  "messages": [
    {
      "role": "user",
      "content": "Latency rose after a database migration; CPU stayed flat and connection wait time doubled. Give two hypotheses and one test for each. Do not assert a root cause."
    }
  ],
  "max_tokens": 4096
}
JSON

How to evaluate the result

Separate observations from hypotheses. A useful answer proposes checks for connection contention or changed query behavior and states what evidence would disprove each explanation.

Before you choose

Does M2.7 create Word or Excel files through this endpoint?

The text endpoint returns a model response. A tool runner can use that response to create files, but file writing, execution and format validation belong to your application.

Sources & scope

Technical facts come from the cited model page and, where available, its linked publisher card. A card describes that checkpoint; it is not proof of the weights a gateway serves. Prices come only from the Y-API catalog. We do not claim measured latency, uptime or benchmark scores for this endpoint.