About VibeCodingList

For builders

Bring your side project, prototype or startup. Show what works, explain where you need help, and turn specific feedback into your next improvement.

For contributors

Try real products and help a builder move forward. Useful reviews build your reputation and can qualify for rewards on funded projects and paid missions.

Ask a question. Get feedback you can use.

A project listing gives your work a public home and a place to request feedback. Builders can mark replies Helpful or High Impact. For a more structured review, Feedback Missions let builders fund a brief and eligible contributors submit findings with evidence and suggested fixes.

• Browse projects
• Explore Feedback Missions
• How contributor rewards work

Review your app before its next launch.

AI Website Audit checks reachable pages for UX friction, browser errors, performance, SEO and public security headers. It turns browser evidence into prioritized fixes, with a saved report you can revisit as you improve your app. Human feedback helps you explore the product questions that automated checks cannot settle.

• Run an AI Website Audit
• See an example audit

Find your next starting point.

Explore real apps, the AI coding tools and stacks behind them, template sources and upcoming Vibe Jams. The free toolbox helps with everyday building and launch tasks, from preparing images and links to checking a public page.

• Compare building tools
• Find templates
• Use free tools
• Explore Vibe Jams

Learn from what people actually ship.

VCL Research publishes original aggregate findings about public AI-assisted projects, including their tools, technologies and public-web measurements. Published reports include sources, sample sizes, dates and limitations. The blog adds practical guides and builder stories from the community.

• Read VCL Research
• Read the methodology
• Read guides and builder stories

Bring VCL into your workflow.

Developers and people using AI agents can connect to public project and research data through VCL’s MCP and API integrations. Account access offers separate permissions for project management, feedback and reading existing audit results. The developer guide explains the available connections and access requirements.

• Explore developer access

Give your project a way to be found.

Public listings, Launch Packs and promotion help introduce your work to more people. Connections with other builders can help you improve it. Domain Rating growth services are in early access; availability and purchase terms are shown in the relevant flow. A listing or promotion does not guarantee traffic, sales or a search recommendation.

• Meet the builders

Access, costs and rewards

Browse public projects, tool and template directories, free tools and published research without an account. Submitting projects, contributing reviews and saving audits use a VCL account. Community feedback opens after the listing’s activation requirements are met. Paid missions, additional audits and promotion have their own credit or checkout terms. Check the current offer before committing.

Contributor rewards depend on eligible work, quality, available funding and payout setup. Paid missions have additional contributor requirements. Participation alone does not guarantee cash earnings.

Evidence you can judge for yourself

Useful feedback describes what someone tried, what happened and what could improve. Public completed mission reviews and example audits show the kind of evidence VCL supports. An automated audit is not a pentest, a source-code review or proof that every workflow is correct. Research findings describe the measured sample, not every app built with AI.

• See completed mission reviews
• Read mission rules

Get in touch

Have a question about VCL, a correction to share or an idea for working together?