Skip to product information

Master VibeTags: Optimize AI Guardrails & Annotations

Master VibeTags: Optimize AI Guardrails & Annotations

Regular price £24.99
Regular price £24.99 Sale price
SAVE Sold out
Instant download One-time payment Lifetime access
Works withClaude CodeCursorCodexGemini CLI
Master VibeTags: Optimize AI Guardrails & Annotations

Master VibeTags: Optimize AI Guardrails & Annotations

Regular price £24.99
Regular price £24.99 Sale price
SAVE Sold out

Master VibeTags: Optimize AI Guardrails & Annotations

Master VibeTags serves as a compile-time Java annotation processor designed to generate AI platform-specific guardrail files from defined source annotations. It ensures zero runtime overhead by utilizing a RetentionPolicy.SOURCE for all annotations.

What this skill does

  • Add the VibeTags dependency using Maven or Gradle with a compile-only scope to ensure no runtime requirement and maintain the simplicity of integration.
  • Configure the AI platforms through a file-presence model. Note that VibeTags updates existing files but does not create new ones.

Who it is for

This skill is primarily targeted towards developers and engineering teams who are integrating AI capabilities into their projects using AI coding agents such as Claude Code, Cursor, and Codex. It is especially useful for those looking to implement guardrails and annotations for enhanced control over AI interaction with Java code.

Use cases

  • Development environments requiring structured guardrails for AI code interaction.
  • Projects needing AI annotations such as @AILocked, @AIContext, @AIPrivacy, and others to manage and protect code effectively.
  • Situations where a clear configuration of AI behaviour via opt-in AI platforms is essential, without affecting runtime performance.

Technical details

  • Utilizes ai-agents and aiapplication tools to support integration with AI agents like Claude Code, Cursor, and Codex.
  • Supports a comprehensive range of Java annotations for specific needs such as @AIContract, @AIPerformance, @AIObservability, and more.
  • Based on VibeTags’ compile-time Java annotation processor technology, focusing on configuration and guardrails setup without impacting runtime.

Source & Licence

This package is built on open-source work published by PIsberg (PIsberg/skill3) and distributed under Apache-2.0. The original licence text and copyright notice are included in your download.

Personal and commercial use, modification and redistribution are permitted under the Apache License 2.0, which also includes an express patent grant. Attribution and any NOTICE file must be 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.

View full details
Reviews

Trusted by Developers & Marketers

Here's what buyers say about the skills they use every day.

Ran it on a client's Google Ads account and it flagged wasted spend we'd been missing for months. Paid for itself on day one.

Optimize Ad Spend: Ad Account Auditor
James T.
PPC Specialist, UK

We finally caught broken conversion tags before launch instead of after. The pre-launch checklist alone is worth the price.

Optimize Conversion Tracking: Pre-Launch QA
Sofia M.
Growth Marketer

Dropped it into Claude Code and my LCP went from 4.1s to 1.9s in an afternoon. It explains every fix it suggests, so I actually learned something too.

Optimize Core Web Vitals
Daniel K.
Front-end Developer

Our agency uses it as the final review step on every PR now. It catches security issues our linters never did.

Optimize Your Code: Best Practices & Security
Priya R.
Tech Lead

Made WCAG 2.2 compliance actually manageable. It walked through our whole storefront and produced a fix list our devs could work from directly.

Enhance Web Accessibility: WCAG 2.2
Laura B.
Product Manager

As an expat freelancer in France, the DGFIP simulation saved me a very expensive appointment with an accountant. Incredibly thorough.

AI Tax Audit Skill: DGFIP Fiscal Control
Mark D.
Freelance Consultant, Paris

Works with both Cursor and Claude Code exactly as advertised. Setup took less than five minutes with the included README.

Optimize Profits: AI Conversion Value Mapper
Anna W.
E-commerce Manager

Instant delivery, clean files, clear docs. This is how digital products should be sold. Already bought three more skills.

AI Comptable: French Accounting
Thomas L.
Startup Founder

Support answered my install question within a couple of hours on a Sunday. The skill itself has become part of my daily workflow.

Optimize Core Web Vitals
Yuki S.
Indie Developer