{"product_id":"ai-agent-skill-analyze-plan-for-bug-failure-diagnosis","title":"AI Agent Skill: Analyze \u0026 Plan for Bug \u0026 Failure Diagnosis","description":"\u003ch3\u003eAI Agent Skill: Analyze \u0026amp; Plan for Bug \u0026amp; Failure Diagnosis\u003c\/h3\u003e\n\n\u003cp\u003eThis AI agent skill aids developers in diagnosing and planning for potential solutions related to bugs, continuous integration (CI) failures, test failures, regressions, incidents, and other debugging issues. It systematically evaluates the existing evidence, summarizes the root cause analysis (RCA), and prompts for subsequent action plans.\u003c\/p\u003e\n\n\u003ch3\u003eWhat this skill does\u003c\/h3\u003e\n\u003cul\u003e\n    \u003cli\u003eInspect available evidence including repository files, logs, tests, command output, or user-reported symptoms before proceeding with planning.\u003c\/li\u003e\n    \u003cli\u003eGenerate a concise RCA summary utilizing techniques like the \"5 Whys,\" ceasing exploration once all plausible evidence is exhausted.\u003c\/li\u003e\n    \u003cli\u003eCompose a decision prompt with choices based on the RCA summary: recommending further action or reviewing without a plan.\u003c\/li\u003e\n    \u003cli\u003eIf a plan is opted in, execute the corresponding procedure while adhering to the skill's contract and handling the problem efficiently.\u003c\/li\u003e\n\u003c\/ul\u003e\n\n\u003ch3\u003eWho it is for\u003c\/h3\u003e\n\u003cp\u003eThis skill is designed for developers and engineering teams employing AI coding agents such as Claude Code, Cursor, and Codex. It supports those requiring structured diagnostics in their debugging processes to improve problem resolution efficiency.\u003c\/p\u003e\n\n\u003ch3\u003eUse cases\u003c\/h3\u003e\n\u003cul\u003e\n    \u003cli\u003eDiagnosing a continuous integration (CI) pipeline failure by examining logs and test outputs.\u003c\/li\u003e\n    \u003cli\u003eIdentifying the root cause of a regression in software behavior following a recent update.\u003c\/li\u003e\n    \u003cli\u003eResolving test failures by analyzing differences in command outputs or user-reported symptoms.\u003c\/li\u003e\n    \u003cli\u003ePrioritizing which issues to address in more detail and deciding on action plans based on existing diagnostic data.\u003c\/li\u003e\n\u003c\/ul\u003e\n\n\u003ch3\u003eTechnical details\u003c\/h3\u003e\n\u003cp\u003eThis skill leverages a combination of AI agent capabilities, including: agent-skills, aiapplication, and the analyze-and-plan process. It does not integrate directly with external platforms, instead focusing on internal diagnostic workflows to provide developers with structured insights for decision-making.\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\u003eOptim-Agent\u003c\/strong\u003e (\u003ca href=\"https:\/\/github.com\/Optim-Agent\/optim-plans\" rel=\"nofollow noopener\" target=\"_blank\"\u003eOptim-Agent\/optim-plans\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":52777634136375,"sku":"MCP-OPTIM-AGENT-OPTIM-PLANS-ANALYZE-AND-PLAN","price":13.99,"currency_code":"GBP","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0981\/3950\/4951\/files\/p3Le-P7vOqcBq681-m0ql_3e6c392c6b4444729b6799b2913f368c.jpg?v=1785679291","url":"https:\/\/mcpcart.com\/products\/ai-agent-skill-analyze-plan-for-bug-failure-diagnosis","provider":"SPF PRO","version":"1.0","type":"link"}