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Building an MVA doesn’t require starting from scratch. Developers often rely on:
Building an MVA doesn’t require starting from scratch. Developers often rely on:
* **Frameworks**: [[N8N]], [[Flowise]], [[PydanticAI]], [[smolagents]], [[LangGraph]]—tools for rapid workflow assembly and integration.
*'''Frameworks''': [[N8N]], [[Flowise]], [[PydanticAI]], [[smolagents]], [[LangGraph]]—tools for rapid workflow assembly and integration.
* **Models**: [[Groq]], [[OpenAI]], [[Cline]], [[DeepSeek R1]], [[Qwen-Coder-2.5]]—popular choices for language and task-specific capabilities.
*'''Models''': [[Groq]], [[OpenAI]], [[Cline]], [[DeepSeek R1]], [[Qwen-Coder-2.5]]—popular choices for language and task-specific capabilities.
* **Coding Aids**: [[GitHub Copilot]], [[Windsurf]], [[Cursor]], [[Bolt.new]]—assistants that accelerate development with code suggestions.
*'''Coding Aids''': [[GitHub Copilot]], [[Windsurf]], [[Cursor]], [[Bolt.new]]—assistants that accelerate development with code suggestions.


These tools, drawn from Articles 2 and 3, enable quick prototyping, letting creators focus on the agent’s purpose rather than its technical underpinnings.
These tools enable quick prototyping, letting creators focus on the agent’s purpose rather than its technical underpinnings.


==Advantages and Limitations==
==Advantages and Limitations==