Leaderboard, made by Qwen DianJin Team (Alibaba Cloud)

FinMCP-Bench

Measures how well LLM agents call real financial MCP tools in single-tool, multi-tool and multi-turn tasks.

Best reported

64.3

Qwen3-235B-A22B-ThinkingQwen

TF1 (%), All

26 Mar 2026

FinMCP-Bench v1 (arXiv, 2026-03-26)

TF1 (%), All, higher is better. 6 models.

Updated 26 Mar 2026

  1. Qwen3-235B-A22B-Thinking64.3
  2. Qwen3-30B-A3B-Thinking55.6
  3. Qwen3-4B-Thinking50.1
  4. DeepSeek-R149.9
  5. Seed-OSS-36B39.3
  6. GPT-OSS-20B32.6

FinMCP-Bench v1 (arXiv, 2026-03-26)

TF1 (%), All, higher is better. 6 models.

Updated 26 Mar 2026

  1. 1Qwen3-235B-A22B-Thinking64.3
  2. 2Qwen3-30B-A3B-Thinking55.6
  3. 3Qwen3-4B-Thinking50.1
  4. 4DeepSeek-R149.9
  5. 5Seed-OSS-36B39.3
  6. 6GPT-OSS-20B32.6
FinMCP-Bench leaderboard (TF1 (%), All, higher is better)
1Qwen3-235B-A22B-ThinkingQwen64.3All samples (single-tool, multi-tool, multi-turn), gold conversation historyPaper Table 2
Reported by the authors, reported 26 Mar 2026 · checked 6 Nov 2026
2Qwen3-30B-A3B-ThinkingQwen55.6All samples (single-tool, multi-tool, multi-turn), gold conversation historyPaper Table 2
Reported by the authors, reported 26 Mar 2026 · checked 6 Nov 2026
3Qwen3-4B-ThinkingQwen50.1All samples (single-tool, multi-tool, multi-turn), gold conversation historyPaper Table 2
Reported by the authors, reported 26 Mar 2026 · checked 6 Nov 2026
4DeepSeek-R1DeepSeek49.9All samples (single-tool, multi-tool, multi-turn), gold conversation historyPaper Table 2
Reported by the authors, reported 26 Mar 2026 · checked 6 Nov 2026
5Seed-OSS-36BNot stated39.3All samples (single-tool, multi-tool, multi-turn), gold conversation historyPaper Table 2
Reported by the authors, reported 26 Mar 2026 · checked 6 Nov 2026
6GPT-OSS-20BOpenAI32.6All samples (single-tool, multi-tool, multi-turn), gold conversation historyPaper Table 2
Reported by the authors, reported 26 Mar 2026 · checked 6 Nov 2026

Full details for FinMCP-Bench