Chartography with image and code tools
Professional chart understanding with a container, standard libraries, and image cropping.
5 models
Higher is better.
- 1Claude Sonnet 5.5Anthropic90.2
- 2Claude Opus 5.5Anthropic89.0
- 3Claude Opus 5Anthropic83.0
- 4DeepSeek V4.1 Flash 1017DeepSeek83.0
- 5GLM-5.3-FlashZ.AI78.0
About this benchmark
- Metric
- Accuracy with tools
- Tasks
- 100 specialized chart types
- Authors
- Surge AI and Anthropic (2026)
- Source
- Chartography ↗
Scores are as reported by model developers or evaluators and may use different settings (for example reasoning effort or tools). Compare with care.