ZMIME
Comparison · 3 models · Updated Nov 2, 2026

Kolibri 1 vs Mercury 2.5 vs MiniMax-M3.1-Flash

MiniMax-M3.1-Flash comes out ahead, 70 to 60 and 55 on our weighted score, and it is the cheaper option too.

  1. Aleph Alpha

    Kolibri 1

    Released Oct 3, 2026New

    60/100
    • ECI—
    • Price$0.164 / $0.574
    • Context1.05M
  2. Inception

    Mercury 2.5

    Released Sep 8, 2026New

    55/100
    • ECI—
    • Price$0.20 / $0.75
    • Context260K
  3. Our pick

    MiniMax

    MiniMax-M3.1-Flash

    Released Oct 19, 2026New

    70/100
    • ECI—
    • Price$0.15 / $0.60
    • Context1M
01 — Verdict

MiniMax-M3.1-Flash is our pick

MiniMax-M3.1-Flash is the better all-round choice, scoring 70/100 against Kolibri 1 (60) and Mercury 2.5 (55). It leads on inputs & features. The score weighs price 50%, inputs & features 30%, context window 20%. None of the shared benchmarks cover every model here yet, so capability is left out of this verdict.

  • CapabilityNot enough dataNo independent benchmark covers every model here yet
  • Lowest priceMiniMax-M3.1-FlashMiniMax-M3.1-Flash $0.263 · Kolibri 1 $0.266 · Mercury 2.5 $0.338 per 1M tokens (3:1 blend)
  • Longest contextKolibri 1Kolibri 1 1,048,576 · MiniMax-M3.1-Flash 1,000,000 · Mercury 2.5 260,000 tokens
  • Widest inputsMiniMax-M3.1-FlashKolibri 1: Text · Mercury 2.5: Text · MiniMax-M3.1-Flash: Text, Images, Video
  • Self-hostingKolibri 1Publishes downloadable weights (Apache-2.0)
How the score is built
MeasureWeightKolibri 1Mercury 2.5MiniMax-M3.1-Flash
Price50%746974
Inputs & features30%354570
Context window20%613660
Overall100%60/10055/10070/100

Left out because at least one model lacks the data: capability. The remaining weights were rescaled.

02 — Side by side

Every spec in one table

Highlighted cells lead their row. Dashes mean the data is not published.

Kolibri 1 vs Mercury 2.5 vs MiniMax-M3.1-Flash specifications side by side
SpecificationKolibri 1Aleph AlphaMercury 2.5InceptionMiniMax-M3.1-FlashMiniMax
Capability
Capabilities Index (ECI)———
ECI rank———
Price per million tokens
Input$0.164$0.20$0.15 (best)
Output$0.574 (best)$0.75$0.60
Cached input—$0.02$0.015 (best)
Blended (3:1)$0.266$0.338$0.263 (best)
Long-context rateSame rateSame rateSame rate
Price sourceMedian of 4 providersOfficial Inception APIOfficial MiniMax (minimax.io) API
Limits
Context window1,048,576 tokens (best)260,000 tokens1,000,000 tokens
Max output—65,536 tokens512,000 tokens (best)
Inputs and features
TextYesYesYes
ImagesNoNoYes
PDFsNoNoNo
AudioNoNoNo
VideoNoNoYes
ReasoningYesYeslow · medium · highYeslow · medium · high · xhigh · max
Tool callingYesYesYes
Structured outputNoYesNo
Availability
WeightsOpenApache-2.0ProprietaryProprietary
API model ID—mercury-2.5MiniMax-M3.1-Flash
API providers4625 (best)
ReleasedOct 3, 2026Sep 8, 2026Oct 19, 2026
Knowledge cutoffJun 18, 2026——
03 — Cost

What would a month cost?

Enter your expected volume in millions of tokens. List prices only; caching and batch discounts would lower these.

  • Kolibri 1$2.78
  • Mercury 2.5$3.50
  • MiniMax-M3.1-Flash$2.70
04 — Questions

Which should you choose?

Which is better: Kolibri 1, Mercury 2.5 or MiniMax-M3.1-Flash?

MiniMax-M3.1-Flash is the better all-round choice, scoring 70/100 against Kolibri 1 (60) and Mercury 2.5 (55). It leads on inputs & features. The score weighs price 50%, inputs & features 30%, context window 20%. None of the shared benchmarks cover every model here yet, so capability is left out of this verdict.

Which is cheaper, Kolibri 1, Mercury 2.5 or MiniMax-M3.1-Flash?

MiniMax-M3.1-Flash is cheaper at $0.15 input / $0.60 output per million tokens (official MiniMax (minimax.io) API price). Kolibri 1 costs $0.164 input / $0.574 output per million tokens (median across 4 API providers); Mercury 2.5 costs $0.20 input / $0.75 output per million tokens (official Inception API price). At a typical mix of three input tokens to one output token, that is $0.263 per million tokens for MiniMax-M3.1-Flash versus $0.266 for Kolibri 1 (1× as much) and $0.338 for Mercury 2.5 (1.3× as much).

Which scores higher on benchmarks?

There is no independent benchmark that covers all three models yet. Kolibri 1 has not been scored yet, Mercury 2.5 has not been scored yet and MiniMax-M3.1-Flash has not been scored yet.

Which is better for coding?

There are no published SWE-bench Verified results for Kolibri 1, Mercury 2.5 and MiniMax-M3.1-Flash yet, so there is no like-for-like coding score. Test both on a sample of your own tasks. All three support tool calling for agent workflows.

Which has the bigger context window?

Kolibri 1 has the largest context window at 1,048,576 tokens, against 1,000,000 for MiniMax-M3.1-Flash and 260,000 for Mercury 2.5. Maximum output per response: Mercury 2.5 up to 65,536, MiniMax-M3.1-Flash up to 512,000 tokens.

Which can read images, PDFs, audio or video?

Kolibri 1 accepts text; Mercury 2.5 accepts text; MiniMax-M3.1-Flash accepts text, images and video. MiniMax-M3.1-Flash handles the widest range of inputs.

Are any of these open source?

Kolibri 1 publishes its weights (Apache-2.0) and can be self-hosted; Mercury 2.5 and MiniMax-M3.1-Flash is proprietary.

Which is newer?

MiniMax-M3.1-Flash is the newest, released Oct 19, 2026. Kolibri 1 came out Oct 3, 2026; Mercury 2.5 came out Sep 8, 2026. Knowledge cutoff: Kolibri 1 Jun 18, 2026.

How do you decide the winner?

Each model gets a 0–100 score on capability (50%, independent benchmark results); price (25%, blended price per million tokens (3 input : 1 output), log scale); inputs & features (15%, image, PDF, audio and video input, tool calling, structured output and reasoning); context window (10%, maximum tokens per request, log scale). Dimensions missing for any model are dropped and the remaining weights rescaled, so every model is judged on the same evidence. Specs and prices come from public model listings and the labs’ own API pages; capability scores come from independent benchmark runs. Data updated Nov 2, 2026.