Optimize Your AI: Flat-Layered Agent Skills for Claude Code

Optimize Your AI: Flat-Layered Agent Skills for Claude Code

The "Optimize Your AI: Flat-Layered Agent Skills for Claude Code" skill assists developers in structuring AI services efficiently using a flat-layered architecture. This skill specifically applies to scenarios where the service distribution is already defined as flat, ensuring seamless integration and smooth workflow management across different modules.

What this skill does

• Defines four core role kinds for service structuring: worker, crawler, pipeline, and ETL job.
• Facilitates the package layout by technology, ensuring each package and settings class aligns with its configured component.
• Implements a single-client approach with pooled transport and refreshable credentials, reducing redundancy.
• Introduces interfaces only when a second real implementation is needed, avoiding premature indirection.
• Draws boundaries between data access packages, classified by their technology under the `flat-persistence` rule.

Who it is for

This skill is aimed at developers and teams leveraging AI coding agents like Claude Code, Cursor, and Codex. It is ideal for those managing AI services that prefer a flat distribution model over a complex ports-and-adapters architecture.

Use cases

• Setting up an AI service where a coherent package structure is required without unnecessary interfaces.
• Developing integration services where different technical roles need to be clearly defined and segregated.
• Optimizing workflow in AI-driven pipelines that require flexibility in handling different data access technologies.

Technical details

• Utilizes flat-layered architecture principles, avoiding complex domain-indirection mechanisms.
• Packages are organized by technical roles, ensuring each component's clarity and function.
• Incorporates `python-workspace` for repositories shared by multiple distributions, enhancing collaborative development.
• Aligns with `architecture-choice` guidelines for services with unsettled family definitions, offering adaptability.

Source & Licence

This package is built on open-source work published by wntic (wntic/pyhouse) and distributed under MIT. The original licence text and copyright notice are included in your download.

Personal and commercial use, modification and redistribution are permitted, provided the original copyright and licence notice are retained.

Your purchase covers curation, licence verification, packaging, documentation and instant delivery. It does not grant exclusive rights to the underlying open-source code, which remains available under its original licence.

Delivery & Support

• Delivery: instant — a secure download link is emailed to you as soon as payment is confirmed.
• Format: ZIP archive containing the skill files, documentation and the original licence.
• Support: support@mcpcart.com — we aim to reply within 2 business days.
• Updates: updates are included only where stated on this page.

Refunds

This is a digital product delivered immediately after purchase. By completing your order you request immediate delivery and acknowledge that, once the download has been accessed, the statutory right to cancel no longer applies to the extent permitted by law. Refund requests are handled in accordance with our published Refund Policy.

Claude, Codex, Gemini and Cursor are trademarks of their respective owners. MCP Cart is an independent marketplace and is not affiliated with, endorsed by, or sponsored by any of them. Compatibility references describe interoperability only.