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ClankerRank – Vibe coding is a real skill, I built a way to prove it

ClankerRank – Vibe coding is a real skill, I built a way to prove it

by PGSave·Feb 24, 2026·1 point·2 comments

AI Analysis

●●SolidSolve My ProblemBig Brain

LeetCode for prompt engineering, but lacks differentiation from existing coding challenge sites.

Strengths
  • Deterministic test scoring removes opinion from 'vibe coding' debates with measurable output.
  • Five specific problem categories (refactoring, optimization, debugging, integration, ship-ready) target real AI collaboration patterns.
  • Hidden test suites evaluate correctness, efficiency, and code quality—not just happy-path solutions.
Weaknesses
  • Only 25 problems across 5 categories feels thin compared to LeetCode's thousands and broader problem variety.
  • No evidence the ranking system actually correlates to real-world shipping ability or that leaderboard matters to employers.
Target Audience

Engineers exploring AI-native development workflows, especially those interested in prompt engineering validation.

Similar To

LeetCode · HackerRank · Codewars

Post Description

Every time someone mentions vibe coding online the comments are the same, "that's not real engineering," "you're just typing into chatgpt," "wait till you have to debug it." Meanwhile actual senior devs, founders, and PMs are shipping real products with AI every single day. the skill is real. it's just that nobody can measure it yet, so it's easy to dismiss. I built clankerrank to change that. real production problems: buggy payment logic, slow algorithms, messy codebases that need refactoring, features that need to be added without breaking existing tests. you write a prompt, AI generates the fix, hidden test suites decide if it actually works. no vibes, no opinions, just pass or fail. 25 problems across 5 categories. deterministic scoring. rating system that goes up when you solve hard stuff and down when you don't. the goal is simple, if you're good at shipping with AI, you should be able to prove it with a number. Built this solo on weekends while working full-time in india. next.js, supabase, claude api, judge0 for sandboxed execution. completely free. I genuinely believe companies will start hiring based on this skill soon. and when they do, the people who practiced early will have an unfair advantage. https://clankerrank.xyz

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