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Coding and agents

Task-specific coding and agentic benchmark leaders.

Snapshot: September 20, 2026

Agentic

Artificial Analysis Agentic Index · Higher is better

Eligible
155
Candidates
653
Coverage
23.7%
Rank Model Creator Artificial Analysis Agentic Index Since prior snapshot
1 Claude Fable 5.1 (Adaptive Reasoning, Max Effort, Default Fallback) Anthropic 57.9 Not comparable
2 Claude Fable 5.1 (Adaptive Reasoning, Xhigh Effort, Default Fallback) Anthropic 57.2 Not comparable
3 Claude Opus 5 (Adaptive Reasoning, Max Effort) Anthropic 56.5 Not comparable

Coding

Artificial Analysis Coding Index · Higher is better

Eligible
261
Candidates
653
Coverage
40.0%
Rank Model Creator Artificial Analysis Coding Index Since prior snapshot
1 Claude Fable 5.1 (Adaptive Reasoning, Max Effort, Default Fallback) Anthropic 81.6 Not comparable
2 Claude Fable 5.1 (Adaptive Reasoning, Xhigh Effort, Default Fallback) Anthropic 80.7 Not comparable
3 Claude Fable 5.1 (Adaptive Reasoning, High Effort, Default Fallback) Anthropic 79.1 Not comparable

Data source: Artificial Analysis .