AI Code Intelligence: Semantic Search & Dependency Mapping

AI Code Intelligence: Semantic Search & Dependency Mapping

The 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.

What this skill does

• Performs semantic and exact-text search across indexed codebases to locate specific code segments or functionalities.
• Provides a directory listing and detailed reading of code files, including the ability to extract specific classes or functions by name.
• Generates a PageRank-ranked architectural map and a file-level import dependency graph for a given repository.
• Analyzes code to identify structures and patterns and offers improvement suggestions.
• Facilitates code modification by generating new versions of files based on provided instructions.
• Verifies changes to ensure edits have been correctly implemented within the codebase.
• Runs a System Mapper to provide statistics and ranked findings, supporting informed decision-making.
• Monitors the self-improvement engine's status, determining its lock status or if it is running.

Who it is for

This 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.

Use cases

• A development team working on a large project can use this skill to quickly find specific code implementations or understand module interactions.
• Technical leads can employ the dependency graph features to assess and optimize the project’s architecture.
• Individual developers might use the code analysis tools to improve code quality and suggest modifications.

Technical details

This 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.

Source & Licence

This package is built on open-source work published by guaardvark (guaardvark/guaardvark) 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.