Who ranks #1 on the Swe Perf leaderboard?
As of August 20, 2026, MiniMax M2.1 by MiniMax ranks #1 on Swe Perf at 3.1%. API pricing is $0.30/M input and $1.20/M output.
As of August 20, 2026, MiniMax M2.1 is #1 for Swe Perf at 3.1%. Ranked by the Swe Perf score 1 models in this index have a published Swe Perf score. Swe Perf leaderboard: rank models by Swe Perf next to live API token prices.
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As of August 20, 2026, MiniMax M2.1 by MiniMax is #1 for Swe Perf at 3.1%. Ranked by the Swe Perf score This board also tracks Swe Perf. This swe perf leaderboard ranks models by Swe Perf. Scores come from public evals. Prices are the live API rates in the table above.
Sources: OpenAI API pricing (https://developers.openai.com/api/docs/pricing); Anthropic Claude API pricing (https://platform.claude.com/docs/en/about-claude/pricing); Gemini API pricing (https://ai.google.dev/gemini-api/docs/pricing)
| Rank | Model | Swe Perf | Input /M | Output /M |
|---|---|---|---|---|
| 1 | MiniMax M2.1 | 3.1% | $0.30 | $1.20 |
Rank one eval at a time. All LLM benchmarks.
As of August 20, 2026, MiniMax M2.1 by MiniMax ranks #1 on Swe Perf at 3.1%. API pricing is $0.30/M input and $1.20/M output.
MiniMax M2.1 currently leads Swe Perf and is also the cheapest scored model on this page, at $0.30/M input and $1.20/M output ($1.50 blended).
Not automatically. MiniMax M2.1 leads Swe Perf, but a cheaper scored model can be the better production choice if the quality gap is small. Use the table to weigh Swe Perf against input/output price, context window, and related evals.
Scores and API prices on this page are refreshed from published evals and provider rates. The snapshot is labeled August 20, 2026. Treat it as a current index, not a one-off blog post.
Swe Perf is a public LLM eval (the Swe Perf score). This page ranks models that have published a score, next to live API prices.
This page is the Swe Perf leaderboard. Models are sorted by Swe Perf, with input and output token prices on the same row so you can weigh score against cost. Official boards often omit price; that comparison is the point of this index.
Official eval pages own the methodology. This page keeps the published Swe Perf score next to live API $/M so you can pick a production SKU, not only a trophy number.