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# scBench results

> Agentic analysis of real single-cell RNA-seq datasets across platforms and task categories.

Data updated: 2026-09-20

Artifact generated: 2026-09-21T21:43:49.599Z

- Domain: Omics
- Horizon: short
- Assessment: Capabilities
- Published score scope: Full benchmark (195 evaluations)

Scores use a 0–100 percentage scale. Consult the repository and paper for benchmark-specific task construction, grading, aggregation, and uncertainty methodology. Results compare model-and-harness combinations.

| Rank | Model | Harness | Provider | Score |
| ---: | --- | --- | --- | ---: |
| 1 | GPT-6 Astra | Codex | OpenAI | 64.8% |
| 2 | GPT-6 Astra | Pi | OpenAI | 64.4% |
| 3 | GPT-5.6 Sol | Pi | OpenAI | 62.1% |
| 4 | GPT-5.6 Terra | Pi | OpenAI | 62.0% |
| 5 | Grok 4.6 | Grok Build | SpaceXAI | 61.5% |
| 6 | GPT-5.6 Sol | Codex | OpenAI | 60.3% |
| 7 | Claude Opus 5 | Claude Code | Anthropic | 60.1% |
| 8 | Grok 4.6 | Pi | SpaceXAI | 59.7% |
| 9 | Claude Sonnet 5 | Pi | Anthropic | 59.5% |
| 10 | Claude Opus 5 | Pi | Anthropic | 59.5% |
| 11 | DeepSeek V4.1 Flash | Pi | DeepSeek | 59.5% |
| 12 | Claude Opus 4.8 | Claude Code | Anthropic | 58.0% |
| 13 | GPT-5.5 | Codex | OpenAI | 57.8% |
| 14 | Claude Opus 4.8 | Pi | Anthropic | 57.3% |
| 15 | Gemini 3.5 Flash | Pi | Google | 56.9% |
| 16 | Claude Sonnet 5 | Claude Code | Anthropic | 56.7% |
| 17 | GPT-5.5 | Pi | OpenAI | 56.7% |
| 18 | Grok 4.5 | Pi | SpaceXAI | 56.6% |
| 19 | Kimi K3 | Pi | Moonshot | 55.7% |
| 20 | GPT-5.6 Terra | Codex | OpenAI | 55.0% |
| 21 | Claude Opus 4.7 | Claude Code | Anthropic | 54.0% |
| 22 | Claude Opus 4.7 | Pi | Anthropic | 53.9% |
| 23 | GPT-5.6 Luna | Pi | OpenAI | 51.9% |
| 24 | GPT-5.6 Luna | Codex | OpenAI | 49.2% |

## Sources and downloads

- [Paper PDF](/papers/scbench.pdf)
- [Original publication](https://arxiv.org/abs/2602.09063)
- [Repository](https://github.com/latchbio/scbench)
- [Interactive benchmark](https://benchmarks.bio/scbench)
- [JSON](https://benchmarks.bio/benchmarks/scbench/latest.json)
- [CSV](https://benchmarks.bio/benchmarks/scbench/latest.csv)
- [V1 cross-benchmark leaderboard](https://benchmarks.bio/results/v1/)
