Best Tool Use & Function Calling Models in 2026
As of October 5, 2026, the top model in best tool use & function calling models on the BenchLM leaderboard is Qwen3.7 Plus with a score of 72.
The table compares sourced tool-calling results for model configurations. It does not rank packaged agent products or establish reliability for your own API and MCP workflows.
This ranking moves when models ship. Get the releases, price changes and retirements that affect your shortlist. Follow model changes
Full Rankings (18 models)
Key Takeaways
The top model on this sourced reporting-family slice is Qwen3.7 Plus by Alibaba with an average of 72.
The best open-weight model is GLM-5.1 at position #3.
18 models are listed with sourced benchmark coverage in this reporting family.
Score in Context
What these scores mean
This ranking averages sourced tool-use benchmarks. It is narrower than the agentic category and focuses specifically on function calling and structured tool execution.
Known limitations
Tool-use benchmarks test specific function-calling patterns. Real-world tool use also depends on prompt engineering, retry logic, and error handling that benchmarks cannot capture.
About this ranking
Ranking data as of October 5, 2026
This reporting page focuses on structured output, tool routing, function calling, and MCP-style task completion. It is narrower than the general agentic leaderboard and is better aligned to developers choosing models for tool-heavy applications.
This page ranks models using only sourced tool-use benchmarks in the reporting family.
Qwen3.7 Plus leads this ranking with a score of 72, followed by Claude Opus 4.8 (70.6) and GLM-5.1 (70.1). The top three are separated by just a few points — any of them would perform well for this use case.
The best open-weight option is GLM-5.1 (ranked #3 with a score of 70.1). Open-weight models are highly competitive in this category — self-hosting is a viable alternative to proprietary APIs.
This ranking uses provisional overall weighted scores from the active scoring formula. For detailed model profiles, click any model name above. To compare two specific models head-to-head, use the "vs #" links.
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