Multimodal & Grounded benchmark
SWE-bench Multimodal leaderboard
Every model the catalog carries a published SWE-bench Multimodal value for, ranked by that value.
A multimodal variant of SWE-bench that adds visual context (screenshots, design mockups) to software engineering issue descriptions, testing whether models can leverage visual information for code generation.
SWE-bench Multimodal ranking
1 model with a published SWE-bench Multimodal value, ordered by that value, highest first. Models the source has not scored on this benchmark are not listed — they are unmeasured, not last.
| Rank | Model | Provider | Code patch generation with visual context |
|---|---|---|---|
| 1 |  Claude Mythos 5 | Anthropic | 54.9 |
Evidence key: Observed
Rows are ordered by the value SWE-bench Multimodal published, highest first. The source does not state whether a higher value is the better result, so this page does not either: for a benchmark that measures a rate of failure, read the table from the bottom.