{"product_id":"ai-code-intelligence-semantic-search-dependency-mapping","title":"AI Code Intelligence: Semantic Search \u0026 Dependency Mapping","description":"\u003ch3\u003eAI Code Intelligence: Semantic Search \u0026amp; Dependency Mapping\u003c\/h3\u003e\n\n\u003cp\u003eThe AI Code Intelligence skill offers advanced functionalities for semantic search and dependency mapping over code repositories indexed by Guaardvark. It assists developers in locating implementation details, understanding module dependencies, and generating architectural maps of codebases efficiently and accurately.\u003c\/p\u003e\n\n\u003ch3\u003eWhat this skill does\u003c\/h3\u003e\n\u003cul\u003e\n  \u003cli\u003ePerforms semantic and exact-text search across indexed codebases to locate specific code segments or functionalities.\u003c\/li\u003e\n  \u003cli\u003eProvides a directory listing and detailed reading of code files, including the ability to extract specific classes or functions by name.\u003c\/li\u003e\n  \u003cli\u003eGenerates a PageRank-ranked architectural map and a file-level import dependency graph for a given repository.\u003c\/li\u003e\n  \u003cli\u003eAnalyzes code to identify structures and patterns and offers improvement suggestions.\u003c\/li\u003e\n  \u003cli\u003eFacilitates code modification by generating new versions of files based on provided instructions.\u003c\/li\u003e\n  \u003cli\u003eVerifies changes to ensure edits have been correctly implemented within the codebase.\u003c\/li\u003e\n  \u003cli\u003eRuns a System Mapper to provide statistics and ranked findings, supporting informed decision-making.\u003c\/li\u003e\n  \u003cli\u003eMonitors the self-improvement engine's status, determining its lock status or if it is running.\u003c\/li\u003e\n\u003c\/ul\u003e\n\n\u003ch3\u003eWho it is for\u003c\/h3\u003e\n\u003cp\u003eThis skill is designed for software developers, development teams, and technical leads who utilize AI coding agents such as Claude Code, Cursor, or Codex. It is especially beneficial for those seeking to enhance codebase navigation, perform detailed code analysis, and streamline software architecture assessment processes.\u003c\/p\u003e\n\n\u003ch3\u003eUse cases\u003c\/h3\u003e\n\u003cul\u003e\n  \u003cli\u003eA development team working on a large project can use this skill to quickly find specific code implementations or understand module interactions.\u003c\/li\u003e\n  \u003cli\u003eTechnical leads can employ the dependency graph features to assess and optimize the project’s architecture.\u003c\/li\u003e\n  \u003cli\u003eIndividual developers might use the code analysis tools to improve code quality and suggest modifications.\u003c\/li\u003e\n\u003c\/ul\u003e\n\n\u003ch3\u003eTechnical details\u003c\/h3\u003e\n\u003cp\u003eThis skill integrates with Guaardvark to provide code intelligence features, utilizing tools such as semantic search, PageRank analysis, and dependency mapping. It can be deployed within environments supported by AI coding agents like Claude Code, Cursor, and Codex, offering seamless interaction with existing development workflows.\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\u003eguaardvark\u003c\/strong\u003e (\u003ca href=\"https:\/\/github.com\/guaardvark\/guaardvark\" rel=\"nofollow noopener\" target=\"_blank\"\u003eguaardvark\/guaardvark\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":53045731230007,"sku":"MCP-GUAARDVARK-GUAARDVARK-CODE","price":25.99,"currency_code":"GBP","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0981\/3950\/4951\/files\/n0w8NX6jeChe1gK7agwJ1_92dd44f577c5476a8bf3226562a7a5b7.jpg?v=1790334241","url":"https:\/\/mcpcart.com\/products\/ai-code-intelligence-semantic-search-dependency-mapping","provider":"SPF PRO","version":"1.0","type":"link"}