> ## Documentation Index
> Fetch the complete documentation index at: https://phidatainc-studio-tools-doc.mintlify.site/llms.txt
> Use this file to discover all available pages before exploring further.

# Comparison

> These benchmarks compare agent instantiation patterns across non-Agno frameworks.

| Example                                                                                           | Description                                                           |
| ------------------------------------------------------------------------------------------------- | --------------------------------------------------------------------- |
| [Autogen Instantiation](/examples/evals/performance/comparison/autogen-instantiation)             | Demonstrates agent instantiation benchmarking with AutoGen.           |
| [Crewai Instantiation](/examples/evals/performance/comparison/crewai-instantiation)               | Demonstrates agent instantiation benchmarking with CrewAI.            |
| [Langgraph Instantiation](/examples/evals/performance/comparison/langgraph-instantiation)         | Demonstrates agent instantiation benchmarking with LangGraph.         |
| [Openai Agents Instantiation](/examples/evals/performance/comparison/openai-agents-instantiation) | Demonstrates agent instantiation benchmarking with OpenAI Agents SDK. |
| [Pydantic Ai Instantiation](/examples/evals/performance/comparison/pydantic-ai-instantiation)     | Demonstrates agent instantiation benchmarking with PydanticAI.        |
| [Smolagents Instantiation](/examples/evals/performance/comparison/smolagents-instantiation)       | Demonstrates agent instantiation benchmarking with Smolagents.        |