AUTOMATIONSWITCH
Cross-pillar content hub

Agentic AI

Framework reviews at the top. Production stories, implementation notes, and field guides underneath. This hub pulls together the content that matters when you are designing, evaluating, and shipping agent systems.

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Framework reviews
17
Hub articles
2
Canonical directory
/agentic-ai/frameworks
Featured frameworks

Start with the directory, not guesswork.

The frameworks block stays at the top of this hub because it is the fastest way to orient new visitors. Reviews live here first, then the supporting articles carry the implementation detail below.

// Featured Frameworks
All 17 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
Google ADK
Google's open-source, code-first framework for building, evaluating, and deploying AI agents. Optimised for Gemini but model-agnostic, with Python, Java, and Go SDKs. Designed for Cloud Run and Vertex AI Agent Engine deployment.
Best for: Teams building on Gemini or deploying to GCP who want a batteries-included framework with built-in observability and Cloud Run / Vertex AI integration
PythonJavaGo
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
Mastra
TypeScript-native agent framework with built-in workflows, memory, RAG, and MCP support. Designed for full-stack TypeScript teams shipping agents as part of web applications.
Best for: Full-stack TypeScript teams embedding agents inside Next.js or Node.js applications
TypeScript