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AI Models with Function Calling

Function calling (tool use) lets AI models invoke external APIs, query databases, and perform actions in the real world. These 399 models support structured tool definitions - essential for building AI agents and automated workflows.

399
Models
282
+ Vision
325
+ Reasoning
369
+ JSON Mode
19
Free

All Function Calling Models - Ranked by Score

#ModelScore
1Claude Fable 5.1Anthropic96
2Claude Fable 5.1 (batch)Anthropic96
3Claude Fable 5Anthropic96
4Claude Fable 5 (batch)Anthropic96
5Claude Opus 5.5Anthropic95
6Claude Opus 5Anthropic95
7Claude Opus 4.8Anthropic95
8Claude Opus 4.7Anthropic95
9GPT-5.5 ProOpenAI93
10GPT-5.5 Pro (batch)OpenAI93
11GPT-5.5OpenAI93
12Gemini 3.1 Pro Preview Custom ToolsGoogle92
13Gemini 3.1 Pro PreviewGoogle92
14Gemini 3.1 Pro Preview (batch)Google92
15GPT-5.4 ProOpenAI92
16GPT-5.4 Pro (batch)OpenAI92
17GPT-5.4OpenAI92
18GPT-5.3-CodexOpenAI91
19GPT-5.2-CodexOpenAI91
20GPT-5.2 ChatOpenAI91
21GPT-5.2 ProOpenAI91
22GPT-5.2 Pro (batch)OpenAI91
23GPT-5.2OpenAI91
24Claude Opus 4.6Anthropic90
25GPT-5.6 Luna ProOpenAI89
26GPT-5.6 Luna Pro (batch)OpenAI89
27GPT-5.6 LunaOpenAI89
28GPT-5.6 Luna (batch)OpenAI89
29GPT-5.6 Terra ProOpenAI89
30GPT-5.6 Terra Pro (batch)OpenAI89
31GPT-5.6 TerraOpenAI89
32GPT-5.6 Terra (batch)OpenAI89
33GPT-5.6 Sol ProOpenAI89
34GPT-5.6 Sol Pro (batch)OpenAI89
35GPT-5.6 SolOpenAI89
36GPT-5.6 Sol (batch)OpenAI89
37GPT-5.5 (batch)OpenAI89
38GPT-5.4 (batch)OpenAI89
39Grok 4.7xAI89
40Grok 4.6xAI89
41Grok 4.5xAI89
42Grok 4.3xAI89
43Grok 4.20xAI89
44GPT-5.2 (batch)OpenAI89
45GPT-5.1-Codex-MaxOpenAI89
46GPT-5.1OpenAI89
47GPT-5.1 (batch)OpenAI89
48GPT-5.1-CodexOpenAI89
49GPT-5.1-Codex-MiniOpenAI89
50GPT-5 ProOpenAI89

What is Function Calling?

Tool Definitions

You provide the model with a list of available functions (tools) and their parameter schemas. The model decides when and how to call them based on the conversation context, returning structured JSON with the function name and arguments.

AI Agents

Function calling is the foundation of agentic AI. Models can chain multiple tool calls to complete complex tasks - searching databases, calling APIs, modifying files, and reporting results in a single conversation turn.

Structured Output

Combined with JSON mode, function calling ensures the model produces machine-readable output. This is critical for integrating AI into production systems where reliability and parseable responses are required.

Use Cases

Customer support bots that look up orders, coding assistants that run tests, research agents that search the web, data analysis pipelines that query databases - all powered by function calling.

Frequently Asked Questions

Function calling (tool use) allows AI models to invoke external functions, APIs, or tools. The model decides when to call a function, formats the arguments, and processes the results — enabling AI agents and automated workflows.

Most major models support function calling: GPT-4o, Claude 3.5, Gemini 2.0, and many open-source models. Support quality varies — some models are better at choosing the right function and formatting arguments correctly.

Yes, "function calling" and "tool use" are different names for the same capability. OpenAI calls it "function calling," while Anthropic uses "tool use." Both describe the model's ability to invoke external tools.

AI Models with Function Calling - Tool Use LLMs | LM Market Cap