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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 404 models support structured tool definitions - essential for building AI agents and automated workflows.

404
Models
287
+ Vision
332
+ Reasoning
373
+ JSON Mode
19
Free

All Function Calling Models - Ranked by Score

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

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