How does it handle very large codebases in Brownfield mode?

The skill uses a structure-first approach, loading file trees rather than full content and spawning subagents to analyze specific domains to stay within context limits.

What is the PROSE framework in AI development?

PROSE stands for Progressive Disclosure, Reduced Scope, Orchestrated Composition, Safety Boundaries, and Explicit Hierarchy. It is an architectural standard for building reliable, context-efficient AI agents.

What are common anti-patterns that this skill can fix?

It identifies and resolves issues like 500+ line 'mega-prompts', loading all documentation upfront (violating Progressive Disclosure), and 'do-everything' agents lacking specific scope.

Can PROSE Architect write my application's business logic?

No, PROSE Architect specifically focuses on the architectural primitives, instructions, and agent configurations that guide AI behavior, rather than writing the application code itself.

PROSE Architect

Name: PROSE Architect
Author: danielmeppiel

bydanielmeppiel

•

开发者工具

Architects reliable, composable agent primitives for AI-native software development using the PROSE framework.

PROSE Architect is a specialized tool designed to help developers build AI-native applications by creating structured agent primitives based on the PROSE framework: Progressive Disclosure, Reduced Scope, Orchestrated Composition, Safety Boundaries, and Explicit Hierarchy. Whether starting a new project from scratch, migrating a legacy codebase to an AI-native architecture, or auditing existing prompts for reliability, this skill provides the decision frameworks and file structures needed to ensure context efficiency and system safety. It guides users through selecting the right agent patterns—from single-task agents to complex multi-agent stacks—ensuring that every AI interaction is governed by clear, maintainable instructions.

主要功能

01Provides phased rollout strategies for making brownfield legacy projects AI-native.

02Automates audits of existing agent prompts to identify and fix reliability anti-patterns.

0374 GitHub stars

04Recommends specific agent architecture patterns based on task and domain complexity.

05Enforces safety boundaries and explicit hierarchies within multi-agent orchestration.

06Architects PROSE-compliant agent primitives including .agent.md and .instructions.md files.

使用场景

01Analyzing a large legacy codebase to recommend an incremental AI-native transformation plan.

02Designing the multi-agent orchestration for a new AI-powered application from requirements.

03Auditing a monolithic 'mega-prompt' to decompose it into manageable, composable primitives.

What are Skills?·How to Install

Install with 🐟 Skill.Fish

npx skillfish add danielmeppiel/awesome-ai-native prose-architect

For use in Claude.ai and ChatGPT

Download Skill