{"product_id":"ai-analytical-troubleshooting-skill-for-codex-claude","title":"AI Analytical Troubleshooting Skill for Codex \u0026 Claude","description":"\u003ch3\u003eAI Analytical Troubleshooting Skill for Codex \u0026amp; Claude\u003c\/h3\u003e\n\n\u003cp\u003eThe AI Analytical Troubleshooting Skill for Codex \u0026amp; Claude provides a systematic approach to identifying causes behind performance deviations. It employs a staged method, beginning with quick likelihood-weighted tests and advancing to a comparative IS\/IS-NOT analysis if initial tests do not identify the issue. This skill is influenced by the Kepner \u0026amp; Tregoe problem-analysis methodology and aids in maintaining evidence discipline for effective diagnosis.\u003c\/p\u003e\n\n\u003ch3\u003eWhat this skill does\u003c\/h3\u003e\n\u003cul\u003e\n    \u003cli\u003eUtilizes a structured staged method for troubleshooting deviation problems.\u003c\/li\u003e\n    \u003cli\u003eFacilitates quick likelihood-weighted tests to identify causes efficiently.\u003c\/li\u003e\n    \u003cli\u003eProgresses to a detailed IS\/IS-NOT specification and distinctions-and-changes analysis when larger search spaces are involved.\u003c\/li\u003e\n    \u003cli\u003eSupports both agent-directed testing (user executes) and direct agent testing.\u003c\/li\u003e\n    \u003cli\u003eEmphasizes balanced evidence collection to prevent anchoring bias.\u003c\/li\u003e\n\u003c\/ul\u003e\n\n\u003ch3\u003eWho it is for\u003c\/h3\u003e\n\u003cul\u003e\n    \u003cli\u003eDevelopers and technical teams utilizing AI coding agents such as Codex and Claude.\u003c\/li\u003e\n    \u003cli\u003eProfessionals involved in software maintenance and optimization.\u003c\/li\u003e\n    \u003cli\u003eTeams seeking a disciplined approach to problem analysis and troubleshooting.\u003c\/li\u003e\n\u003c\/ul\u003e\n\n\u003ch3\u003eUse cases\u003c\/h3\u003e\n\u003cul\u003e\n    \u003cli\u003eDiagnosing performance issues in software systems where traditional methods have failed.\u003c\/li\u003e\n    \u003cli\u003eRefining system functionalities by identifying contradictions in expected vs actual performance.\u003c\/li\u003e\n    \u003cli\u003eSupporting developers in maintaining objectivity during complex diagnosis processes.\u003c\/li\u003e\n\u003c\/ul\u003e\n\n\u003ch3\u003eTechnical details\u003c\/h3\u003e\n\u003cul\u003e\n    \u003cli\u003eDesigned for compatibility with Codex and Claude AI coding agents.\u003c\/li\u003e\n    \u003cli\u003eEmploys procedural scaffolding, such as tables and checklists, to augment troubleshooting effectiveness.\u003c\/li\u003e\n    \u003cli\u003eOperates within structured tests and analysis frameworks, irrespective of domain-specific knowledge.\u003c\/li\u003e\n\u003c\/ul\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\u003eair-gapped\u003c\/strong\u003e (\u003ca href=\"https:\/\/github.com\/air-gapped\/skills\" rel=\"nofollow noopener\" target=\"_blank\"\u003eair-gapped\/skills\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":52830577951031,"sku":"MCP-AIR-GAPPED-SKILLS-ANALYTICAL-TROUBLESHOOTING","price":3.99,"currency_code":"GBP","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0981\/3950\/4951\/files\/Ac5SxdUUBV4_iHrfK-zX6_d3ab56ebdbc84947a27108a3200b9075.jpg?v=1786619281","url":"https:\/\/mcpcart.com\/products\/ai-analytical-troubleshooting-skill-for-codex-claude","provider":"SPF PRO","version":"1.0","type":"link"}