{"product_id":"ai-antipatterns-audit-ai-code-for-errors-hallucinations","title":"AI-Antipatterns: Audit AI Code for Errors \u0026 Hallucinations","description":"\u003ch3\u003eAI-Antipatterns: Audit AI Code for Errors \u0026amp; Hallucinations\u003c\/h3\u003e\n\n\u003cp\u003eAI-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.\u003c\/p\u003e\n\n\u003ch3\u003eWhat this skill does\u003c\/h3\u003e\n\u003cul\u003e\n  \u003cli\u003eReviews added or modified code in a codebase to identify anti-patterns, focusing solely on the diff area while referencing the entire repository.\u003c\/li\u003e\n  \u003cli\u003eFlags hallucinated APIs, symbols, and imports that are incorrectly used or do not exist in the current repository.\u003c\/li\u003e\n  \u003cli\u003eDetects invented configuration or environment keys that are referenced without being defined within the codebase.\u003c\/li\u003e\n  \u003cli\u003eIdentifies unnecessary dependencies that might have been added by the AI, which are redundant or not required.\u003c\/li\u003e\n  \u003cli\u003eHighlights cases of over-engineering, such as speculative abstractions, unnecessary complexity, or deviation from existing conventions and helpers.\u003c\/li\u003e\n\u003c\/ul\u003e\n\n\u003ch3\u003eWho it is for\u003c\/h3\u003e\n\u003cp\u003eThis 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.\u003c\/p\u003e\n\n\u003ch3\u003eUse cases\u003c\/h3\u003e\n\u003cul\u003e\n  \u003cli\u003ePerforming an audit of recent AI-generated code changes to ensure alignment with existing project conventions.\u003c\/li\u003e\n  \u003cli\u003eReviewing diffs to detect and correct hallucinated or incorrectly implemented APIs prior to deployment.\u003c\/li\u003e\n  \u003cli\u003eChecking for and eliminating unnecessary dependencies or invented configuration keys to streamline and optimize the codebase.\u003c\/li\u003e\n\u003c\/ul\u003e\n\n\u003ch3\u003eTechnical details\u003c\/h3\u003e\n\u003cp\u003eThe 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.\u003c\/p\u003e\n\u003c!-- mcpcart:static-blocks:start --\u003e\n\u003chr\u003e\n\u003ch3\u003eSource \u0026amp; Licence\u003c\/h3\u003e\n\u003cp\u003eThis package is built on open-source work published by \u003cstrong\u003etufantunc\u003c\/strong\u003e (\u003ca href=\"https:\/\/github.com\/tufantunc\/review-pro\" rel=\"nofollow noopener\" target=\"_blank\"\u003etufantunc\/review-pro\u003c\/a\u003e) and distributed under \u003cstrong\u003eMIT\u003c\/strong\u003e. The original licence text and copyright notice are included in your download.\u003c\/p\u003e\n\u003cp\u003ePersonal and commercial use, modification and redistribution are permitted, provided the original copyright and licence notice are retained.\u003c\/p\u003e\n\u003cp\u003eYour 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.\u003c\/p\u003e\n\u003ch3\u003eDelivery \u0026amp; Support\u003c\/h3\u003e\n\u003cul\u003e\n\u003cli\u003e\n\u003cstrong\u003eDelivery:\u003c\/strong\u003e instant — a secure download link is emailed to you as soon as payment is confirmed.\u003c\/li\u003e\n\u003cli\u003e\n\u003cstrong\u003eFormat:\u003c\/strong\u003e ZIP archive containing the skill files, documentation and the original licence.\u003c\/li\u003e\n\u003cli\u003e\n\u003cstrong\u003eSupport:\u003c\/strong\u003e \u003ca href=\"mailto:support@mcpcart.com\"\u003esupport@mcpcart.com\u003c\/a\u003e — we aim to reply within 2 business days.\u003c\/li\u003e\n\u003cli\u003e\n\u003cstrong\u003eUpdates:\u003c\/strong\u003e updates are included only where stated on this page.\u003c\/li\u003e\n\u003c\/ul\u003e\n\u003ch3\u003eRefunds\u003c\/h3\u003e\n\u003cp\u003eThis 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.\u003c\/p\u003e\n\u003cp style=\"font-size:0.85em;color:#666;\"\u003eClaude, 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.\u003c\/p\u003e\n\u003c!-- mcpcart:static-blocks:end --\u003e","brand":"MCP Cart","offers":[{"title":"Default Title","offer_id":52876466159927,"sku":"MCP-TUFANTUNC-REVIEW-PRO-AI-ANTIPATTERNS","price":28.99,"currency_code":"GBP","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0981\/3950\/4951\/files\/5nRrKa04cocGqUSKHyM0V_b79628662717413cb9b443b64637f2ca.jpg?v=1787313900","url":"https:\/\/mcpcart.com\/products\/ai-antipatterns-audit-ai-code-for-errors-hallucinations","provider":"SPF PRO","version":"1.0","type":"link"}