# MetagenomicsBench results > Agentic microbial community analysis tasks spanning shotgun, amplicon, long-read and spatially integrated metagenomics. Data updated: 2026-09-29 Artifact generated: 2026-09-29T18:01:39.911Z - Domain: Omics - Horizon: short - Assessment: Capabilities - Published score scope: Full benchmark (100 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 | Claude Opus 5 | Pi | Anthropic | 54.0% | | 2 | Claude Opus 5 | Claude Code | Anthropic | 53.3% | | 3 | Claude Opus 4.8 | Claude Code | Anthropic | 50.0% | | 4 | GPT-6 Astra | Codex | OpenAI | 49.7% | | 5 | Claude Opus 4.8 | Pi | Anthropic | 48.3% | | 6 | GPT-6 Astra | Pi | OpenAI | 47.0% | | 7 | Claude Sonnet 5 | Pi | Anthropic | 42.3% | | 8 | Grok 4.6 | Grok Build | SpaceXAI | 42.0% | | 9 | Claude Sonnet 5 | Claude Code | Anthropic | 41.0% | | 10 | Grok 4.6 | Pi | SpaceXAI | 38.7% | | 11 | DeepSeek V4.1 Flash | Pi | DeepSeek | 38.0% | | 12 | Claude Opus 4.7 | Pi | Anthropic | 35.3% | | 13 | GPT-5.6 Sol | Pi | OpenAI | 31.3% | | 14 | GPT-5.6 Sol | Codex | OpenAI | 28.7% | | 15 | Kimi K3 | Pi | Moonshot | 27.3% | | 16 | GPT-5.6 Luna | Codex | OpenAI | 24.3% | | 17 | GPT-5.6 Luna | Pi | OpenAI | 22.7% | ## Sources and downloads - [Paper PDF](/papers/metagenomics.pdf) - [Original publication](https://latch.bio/metagenomicsbench) - [Repository](https://github.com/latchbio/metagenomicsbench) - [Interactive benchmark](https://benchmarks.bio/metagenomics) - [JSON](https://benchmarks.bio/benchmarks/metagenomics/latest.json) - [CSV](https://benchmarks.bio/benchmarks/metagenomics/latest.csv) - [V1 cross-benchmark leaderboard](https://benchmarks.bio/results/v1/)