AgentBench FC — leaderboard
Function-calling agent benchmark across ALFWorld, database, knowledge-graph, operating-system, and WebShop environments, requiring tool calls that complete multi-step tasks.
Metric: Avg Success Rate (%). Source: github.com. Status: saturation imminent. 25 models tracked.
Top models
| # | Model | Score |
|---|---|---|
| 1 | Claude Sonnet 4.5 | 58.9 |
| 2 | Claude Sonnet 4.5 (Thinking) | 58.3 |
| 3 | Claude Sonnet 4 (Thinking) | 58.2 |
| 4 | Claude Sonnet 4 | 57.4 |
| 5 | Claude 3.7 Sonnet | 53.2 |
| 6 | GPT-5 | 52.2 |
| 7 | Claude 3.7 Sonnet (Thinking) | 50 |
| 8 | DeepSeek R1 | 49.3 |
| 9 | O3 Mini | 40.9 |
| 10 | Qwen 2.5 72B Instruct | 40.8 |
| 11 | O4 Mini | 39.7 |
| 12 | GPT-4o | 39.6 |
| 13 | Qwen 2.5 32B Instruct | 37.2 |
| 14 | DeepSeek V3 | 36.1 |
| 15 | Qwen 2.5 14B Instruct | 27.2 |
Interactive version: theaggregate.ai/benchmark?slug=agentbench-fc · How the rankings work · Data refreshed daily, snapshot 2026-07-22.