Does this work for mobile apps?

Yes, the architecture covers mobile-specific patterns including iOS storage, background execution, and checkpoint/resume patterns for agentic loops.

Can this skill help with MCP tool development?

Yes, it provides specific guidance on designing Model Context Protocol (MCP) tools that are primitive enough to be composed in ways the developer didn't originally anticipate.

What is an agent-native application?

An agent-native application is software designed from the ground up where agents are primary users, achieving outcomes through loops and atomic tools rather than executing static, pre-defined code paths.

What is the Principle of Parity?

Parity ensures that any action a human user can perform through a traditional UI, an agent can also perform through available tools and primitives.

How does granularity affect agent performance?

Granular, atomic tools empower agents to make decisions and compose workflows flexibly. Bundling too much logic into a single tool moves judgment back into code, limiting the agent's autonomy.

Agent-Native Architecture

Name: Agent-Native Architecture
Author: jayteealao

byjayteealao

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Herramientas para Desarrolladores

Architects applications where autonomous agents serve as first-class citizens using atomic tools and iterative loops.

This skill provides a comprehensive framework for designing software that works the way Claude Code does, where features are outcomes achieved by agents operating in a loop rather than hard-coded functions. It emphasizes five core principles—Parity, Granularity, Composability, Emergent Capability, and Improvement Over Time—to help developers build systems that are flexible, self-modifying, and highly capable. Whether you are building MCP tools, autonomous workflows, or agentic interfaces, this skill offers the guidance needed to move judgment from code into prompts.

Características Principales

01Checklists for refactoring existing apps into agent-native systems

02Guidance on Model Context Protocol (MCP) tool design

03Framework for UI-to-Agent action parity

040 GitHub stars

05Strategies for building self-modifying and evolving systems

06Principles for designing atomic and composable tools

Casos de Uso

01Refactoring legacy codebases to support AI-driven automation

02Creating granular MCP tools for broader agentic capabilities

03Designing a new autonomous agent system from the ground up

What are Skills?·How to Install

Install with 🐟 Skill.Fish

npx skillfish add jayteealao/aperture agent-native-architecture

For use in Claude.ai and ChatGPT

Download Skill