Dimension scores are derived from public data and fields; weighted into the composite. Reference only.
How Do I Ship It is a beta developer tool from WestLink, positioned as a way to help teams understand how far an application is from being “production-ready.” The page is especially aimed at quickly generated or prototyped apps such as “vibe-coded app” projects, and promises to deliver a Ship Score in about 2 minutes to help estimate the engineering work and cost still needed before launch.
Based on the information available, it supports multiple input types: public repositories, private repositories, specification documents, and direct text descriptions. This means it can be used both for existing codebases and for product ideas that have not yet been fully implemented. The product emphasizes that its estimates are not simple guesswork, but are based on actual and estimated engineering hours from 9+ years of real projects, classification data from 5,000+ Jira tickets, and analysis of $15M+ in real-world projects and 88 large-scale projects.
However, the page does not specify which programming languages, frameworks, or code hosting platforms are supported, nor does it show a concrete sample Ship Score report. For now, its confirmed use case is productionization cost assessment; it is not possible to determine whether it can perform security scanning, architecture review, test coverage analysis, or dependency risk detection.
The page clearly states “Free. No signup. No spam.”, indicating that it is currently free to use and requires no registration, which lowers the barrier to trying it. It provides a “Get My Ship Score” entry point, making it suitable for quick experimentation. That said, it does not disclose free usage limits, future pricing plans, team or enterprise pricing, or payment method information.
Its main strength is a well-defined use case: many prototypes or AI-generated applications appear to run, but still fall short of being maintainable, deployable, and monitorable production systems. This tool is positioned precisely for early risk identification. Its references to real projects and Jira tickets also make it more persuasive than a purely LLM-based estimate.
The main drawback is limited transparency. Connecting private repositories raises questions about code security, permissions, and data retention, but the page does not provide detailed explanations. It also does not disclose API/SDK availability, CI/CD integration, Jira/GitHub integration, or self-hosting capabilities. As a beta product, its stability and assessment accuracy still need to be validated in real use.
It is suitable for indie developers, startup teams, product owners, and technical leads who want to quickly estimate engineering gaps before launch. The page does not provide information about access from China, so this cannot currently be assessed. If overseas code hosting login or private repository authorization is involved, actual network conditions may need to be tested. Alternatives include manual technical reviews, Jira/Linear-based effort breakdowns, and a combination of security, dependency, and code quality scanning tools.
⚠ This review is compiled from public sources and does not constitute a purchase recommendation. Verify all facts on the vendor's official site. Verify on howdoishipit.com official site.
howdoishipit.com is an Unknown Dev Tools provider. TG4G tracks its product information, an overall rating of 8.0/10, and a China-accessibility score of China direct-connect friendly. Click "Visit Official Site" to reach howdoishipit.com directly.