> ## Documentation Index
> Fetch the complete documentation index at: https://agno-v2.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](https://agno-v2.mintlify.site/examples/evals/performance/comparison/autogen-instantiation.md) | Demonstrates agent instantiation benchmarking with AutoGen. |
| [Crewai Instantiation](https://agno-v2.mintlify.site/examples/evals/performance/comparison/crewai-instantiation.md) | Demonstrates agent instantiation benchmarking with CrewAI. |
| [Langgraph Instantiation](https://agno-v2.mintlify.site/examples/evals/performance/comparison/langgraph-instantiation.md) | Demonstrates agent instantiation benchmarking with LangGraph. |
| [Openai Agents Instantiation](https://agno-v2.mintlify.site/examples/evals/performance/comparison/openai-agents-instantiation.md) | Demonstrates agent instantiation benchmarking with OpenAI Agents SDK. |
| [Pydantic Ai Instantiation](https://agno-v2.mintlify.site/examples/evals/performance/comparison/pydantic-ai-instantiation.md) | Demonstrates agent instantiation benchmarking with PydanticAI. |
| [Smolagents Instantiation](https://agno-v2.mintlify.site/examples/evals/performance/comparison/smolagents-instantiation.md) | Demonstrates agent instantiation benchmarking with Smolagents. |


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