Manus AI SEO Audit Tool: Dual Optimization Solution for Codebases and Websites

This article introduces seo-auditor, a skill plugin designed specifically for Manus AI, which supports comprehensive SEO and AEO (Answer Engine Optimization) audits for local codebases and online websites. Created and open-sourced by Roy McFarland, this tool is deeply integrated into the Manus AI workflow, helping developers identify optimization opportunities and enhance search visibility and AI citation potential.

As large language models and AI assistants become the main entry points for information acquisition, traditional SEO is shifting to AEO—content needs to be easily understood and cited by AI. Developers need to optimize both technical aspects (code quality/structure) and content aspects (information organization), but manual audits are time-consuming and error-prone, creating an urgent need for automated tools.

seo-auditor is an open-source skill plugin for the Manus AI platform, with its core positioning being to provide comprehensive SEO/AEO audit capabilities covering local codebase analysis and real-time website detection. Unlike standalone tools, it is deeply integrated into the Manus workflow—users can trigger audits via natural language commands (e.g., "Analyze SEO issues in the project") and automatically generate structured reports.

Codebase Audit: Checks metadata integrity (title, meta description, Open Graph tags), semantic markup (H1-H6 hierarchy, lists, etc.), technical SEO basics (robots.txt, sitemap.xml, canonical tags, internal links), and performance factors (unoptimized images, blocking JS). Website AEO Analysis: Detects structured data markup (Schema.org/JSON-LD), Q&A structure, entity recognition and association, mobile responsiveness, and WCAG compliance. After the audit, a priority-sorted report (critical fixes/recommended optimizations/optional improvements) is generated, with specific examples and suggestions.

1. Open-source Project Maintenance: Check the optimization status of documentation websites and READMEs before release to increase exposure and community engagement; 2. Content Creators/Blog Operations: Monitor content structure and semantic clarity to adapt to AI assistant citation needs; 3. Enterprise-level Website Governance: Conduct regular automated health checks to fix issues promptly.

seo-auditor reflects the maturing trend of the AI agent ecosystem—skill plugins can seamlessly connect development environments, code repositories, and deployment processes. More professional tools will appear in the form of skills in the future. Now is a window of opportunity to master AEO skills; combining traditional SEO with AEO will be the core competitiveness of future content strategies.

seo-auditor provides Manus AI users with an out-of-the-box SEO/AEO solution, encapsulating professional knowledge into automated workflows. It is recommended that Manus users integrate it into their project workflows (e.g., pre-release audits); users of other platforms can refer to its ideas: focus on code technical optimization and content semantic structuring. Project address: https://github.com/roymcfarland/seo-auditor