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// 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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// 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
// In This Section
Frameworks Directory
7 agent frameworks scored, compared, and verdicted for production use.
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Machine-Readable Data
All framework entries as structured JSON for agents and programmatic consumption.
// Agentic AI Audit
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