AI-Antipatterns: Audit AI Code for Errors & Hallucinations

AI-Antipatterns: Audit AI Code for Errors & Hallucinations

AI-Antipatterns is a diagnostic tool designed to review and identify anti-patterns in AI-generated code. It specifically flags hallucinated APIs, invented configuration keys, unnecessary dependencies, and over-engineering within a codebase. This tool supports developers in conducting structured audits of AI-generated code to ensure adherence to existing conventions and to verify the accuracy of the code changes made.

What this skill does

• Reviews added or modified code in a codebase to identify anti-patterns, focusing solely on the diff area while referencing the entire repository.
• Flags hallucinated APIs, symbols, and imports that are incorrectly used or do not exist in the current repository.
• Detects invented configuration or environment keys that are referenced without being defined within the codebase.
• Identifies unnecessary dependencies that might have been added by the AI, which are redundant or not required.
• Highlights cases of over-engineering, such as speculative abstractions, unnecessary complexity, or deviation from existing conventions and helpers.

Who it is for

This tool is ideal for developers, code reviewers, and software engineering teams who incorporate AI agents like Claude Code, Cursor, and Codex into their coding workflows. It assists in maintaining code quality and consistency when using AI-generated code solutions.

Use cases

• Performing an audit of recent AI-generated code changes to ensure alignment with existing project conventions.
• Reviewing diffs to detect and correct hallucinated or incorrectly implemented APIs prior to deployment.
• Checking for and eliminating unnecessary dependencies or invented configuration keys to streamline and optimize the codebase.

Technical details

The AI-Antipatterns tool is compatible with AI coding agents including Claude Code, Cursor, and Codex. It leverages its capability to perform a comprehensive diff-scoped code audit, referencing the repository for verifying existing conventions, helpers, and declared resources within a project.

Source & Licence

This package is built on open-source work published by tufantunc (tufantunc/review-pro) 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.