MCPEvol-Bench - Task Fulfillment (Late Stage): leaderboard
MCPEvol-Bench (2026) tool-use tasks run on the servers after five evolution rounds: task fulfillment rated 1 to 10 by a DeepSeek-Chat judge from the instruction, final answer and trajectory. Higher is better.
Metric: Task Fulfillment score (1 to 10 rubric; servers after five evolution rounds; 201 synthesized multi-server tasks over a fixed set of candidate MCP servers from 123 real servers; rubric scores on a 1 to 10 scale from a DeepSeek-Chat judge over the instruction, final answer and execution trajectory (MCP-Bench evaluation framework)). Source: arxiv.org. Saturation forecast: Around February 2027. 12 models tracked.
Top models
| # | Model | Score | Overall rank |
|---|---|---|---|
| 1 | Claude Opus 4.6 | 6.77 | #102 |
| 2 | GPT-5.4 | 6.24 | #123 |
| 3 | Claude Sonnet 4.6 | 6.18 | #161 |
| 4 | Claude Sonnet 4.5 (Thinking) | 5.72 | #250 (Claude Sonnet 4.5) |
| 5 | GPT-5.1 | 5.32 | #229 |
| 6 | Gemma 4 31B (IT) | 5.16 | #342 |
| 7 | O3 | 5.07 | #228 |
| 8 | Gemini 2.5 Pro | 4.96 | #266 |
| 9 | GPT-4o | 4.43 | #741 |
| 10 | Qwen 3.5 27B | 4.13 | #359 |
| 11 | Llama 3.3 70B | 3.93 | #1498 |
| 12 | Qwen 3.5 9B | 3.41 | #803 |
No result here: #1 Claude Fable 5.2, #2 Gemini 4 Carbon, #5 Claude Opus 5.5.
Interactive version: theaggregate.ai/benchmark?slug=mcpevol-bench-task-fulfillment-late-stage · How It Works · Data refreshed daily, snapshot 2026-11-13.