Alternatives to LangGraph

1. #1

   Claude Agent SDK

   Anthropic

   PA Score 38/100vs LangGraph →
   coverage

   38.4/100

   Beats LangGraph on: Operate the product with natural-language commands · Restrict what an agent may do with fine-grained tool permissions and sandboxed execution

2. #2

   OpenAI Agents SDK

   OpenAI

   PA Score 37/100vs LangGraph →
   coverage

   40.0/100

   Beats LangGraph on: Swap the underlying LLM provider or model without rewriting my agent · Attach input/output guardrails that validate, transform, or block unsafe content

3. #3

   Pydantic AI

   Pydantic Services Inc.

   PA Score 36/100vs LangGraph →
   coverage

   41.8/100

   Beats LangGraph on: Define an agent with typed custom tools in a few lines of code · Unit-test agents with mocked models and tools

4. #4

   Google ADK

   Google

   PA Score 35/100vs LangGraph →
   coverage

   40.1/100

   Beats LangGraph on: Swap the underlying LLM provider or model without rewriting my agent · Score agent quality with built-in evals and run them as part of CI

5. #5

   smolagents

   Hugging Face

   PA Score 33/100vs LangGraph →
   coverage

   34.8/100

   Beats LangGraph on: Swap the underlying LLM provider or model without rewriting my agent · Define an agent with typed custom tools in a few lines of code

6. #6

   CrewAI

   CrewAI, Inc.

   PA Score 33/100vs LangGraph →
   coverage

   32.4/100

   Beats LangGraph on: Swap the underlying LLM provider or model without rewriting my agent · Have a coding agent scaffold a new agent project from an official CLI or template in one command

7. #7

   Mastra

   Kepler Software, Inc.

   PA Score 32/100vs LangGraph →
   coverage

   45.1/100

   Beats LangGraph on: Connect an agent via an official MCP server · Swap the underlying LLM provider or model without rewriting my agent

8. #9

   AutoGen

   Microsoft

   PA Score 26/100vs LangGraph →
   coverage

   24.5/100

   Beats LangGraph on: Swap the underlying LLM provider or model without rewriting my agent · Drive the product through a documented public API

Full leaderboard: Agent Frameworks & SDKs arena →