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agent-native-architecture

This skill should be used when building AI agents using prompt-native architecture where features are defined in prompts, not code. Use it when creating autonomous agents, designing MCP servers, implementing self-modifying systems, or adopting the "trust the agent's intelligence" philosophy.

6,114stars482forksUpdated 1/23/2026

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About agent-native-architecture

The 'agent-native-architecture' skill enables developers to design and build applications where autonomous software agents are central to the system's functionality. It empowers agents to act as first-class citizens, operating within a loop, utilizing tools to achieve specific outcomes without the need for traditional coding logic. This skill is ideal for applications that require agents to make decisions, perform tasks autonomously, and evolve based on dynamic requirements, such as self-modifying systems or tools for managing complex workflows. By leveraging the Claude Code SDK, users can create applications where the features are the result of agents performing tasks and achieving outcomes rather than being pre-defined as code written by the developer.

FAQ

How do I use this skill in my application?

To use this skill, ensure your application has the necessary agent tools (such as file manipulation, search, and bash commands) to achieve outcomes autonomously. Design your app's features as outcomes the agent works to achieve through a loop of actions.

Is this skill compatible with existing applications?

Yes, this skill can be integrated with existing applications. However, you will need to ensure that the agent has access to the tools required to replicate the functionality of the UI features in your app.

What are the limitations of this skill?

The skill relies heavily on the availability of atomic tools to enable agents to achieve outcomes. If certain tools are missing or if the outcomes described are too complex, the agent may not be able to complete tasks as intended.

Install agent-native-architecture

Download and extract the skill files to your .claude/skills/ directory.

Quick Setup:

  1. Copy the skill folder to .claude/skills/
  2. Claude will automatically detect and use the skill