// Agentic AIAgent frameworks · Orchestration · Production patterns·LangGraph · LangChain · PydanticAI · CrewAI · AutoGen·MCP · A2A · Stateful agents · Multi-agent systems// Agentic AIAgent frameworks · Orchestration · Production patterns·LangGraph · LangChain · PydanticAI · CrewAI · AutoGen·MCP · A2A · Stateful agents · Multi-agent systems
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AGENTIC
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The editorial intelligence layer for agent builders. We score, compare, and review the frameworks, protocols, and production patterns that power real agent systems, so you can make informed stack decisions without the noise.
// Featured Frameworks
All 7 frameworks →Open Source
5/5
LangGraph
Graph-based agent orchestration layer from the LangChain team. Models agent execution as a state machine — nodes are steps, edges are transitions, state is persisted. The consensus production framework for stateful agents in 2026.
Best for: Production agent workloads requiring stateful, deterministic execution with persistence, memory, and durable step logic
PythonTypeScript
Open Source
4/5
LangChain
The original agent engineering platform for building pipelines, chains, and tool-using agents with Python or TypeScript. The widest ecosystem of integrations with the most documented production gotchas.
Best for: Teams that need maximum integration breadth and can afford to manage the complexity debt
PythonTypeScript
Open Source
4/5
PydanticAI
Agent framework from the Pydantic team — built around type safety, dependency injection, and production observability. First-class MCP and A2A support with declarative agent definition via YAML/JSON.
Best for: Python teams who prioritise type safety, structured observability, and want MCP/A2A natively without bolting it on
Python
Open Source
3/5
CrewAI
Multi-agent framework built around role-playing crews — each agent has a role, goal, and backstory. Best known for making multi-agent systems approachable with minimal boilerplate.
Best for: Rapid multi-agent prototyping and role-based crew designs where time-to-demo matters more than production hardening
Python
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