Introducing clean-vibe

Your codebase has more violations than you think.

Triple Moon Goddess March 2026 5 min read

clean-vibe is an AI-powered tool that traverses your entire GitHub repository, analyzes every source file against Robert C. Martin's Clean Code principles, and produces a detailed violation report — sorted by severity, filterable by file, downloadable as markdown.

Every codebase accumulates debt. Not the big architectural decisions — those get debated in PRs. The quiet stuff. The function that does three things. The variable named d. The catch block that swallows errors silently. The magic number buried in a conditional.

Martin's Clean Code has been the standard reference for over fifteen years. Most developers have read it — or at least know they should have. But reading the book and consistently applying its principles across a 50,000-line codebase are very different things.

clean-vibe closes that gap.

"Leave the code cleaner than you found it." — Robert C. Martin, Clean Code

How it works

Connect any GitHub repository — public or private — paste in your GitHub token and Anthropic API key, and clean-vibe fetches the full file tree. It estimates scan time per directory so you can run in batches rather than waiting for a monorepo to finish overnight.

Full repo traversal

Fetches every scannable file via GitHub API. Skips lockfiles, dist, maps, and generated code automatically.

Two-pass AI analysis

Haiku for fast full-coverage scanning. Sonnet for deep blocker analysis with root cause and refactored examples.

Session persistence

Results saved to localStorage after every file. Scan a directory today, another tomorrow, merge into one report.

Markdown export

Download the full report as a .md file at any point. Paste it into a PR, a ticket, or a team retrospective.

Three levels of severity

Not all violations are equal. A magic number in a config file is not the same as a catch block that silently swallows errors in a health data platform. clean-vibe sorts accordingly.

blocker
Must fix before merge. Dangerous, incorrect, or violates a hard rule. Will cause real bugs or silent failures in production.
warning
Should fix soon. Clear Clean Code violation that degrades maintainability, obscures intent, or makes the next developer's job harder.
suggestion
Worth considering. Naming or structural improvement. Small changes that compound over time into a significantly cleaner codebase.

What it actually finds

Here's a real example of what the tool surfaces. A function that looks fine at a glance:

✗ before
async function proc(d, t) {
  // process the data
  if (d && t === true) {
    try {
      await save(d);
    } catch(e) {
      console.error(e);
    }
  } else {
    return -1;
  }
}
✓ after
async function saveIfActive(
  record: Record,
  isActive: boolean
): Promise<void> {
  if (!isActive) return;
  try {
    await saveRecord(record);
  } catch (error) {
    showError('Could not save record.');
    throw error;
  }
}

The violations: cryptic parameter names (d, t), a flag argument, a silent catch, an error code return, and a comment describing what the code already says. Five violations in eight lines — none of them obvious without a systematic review.

The two-pass model

Speed matters when you're scanning hundreds of files. clean-vibe uses Claude Haiku for the first pass — fast, cheap, covering every file. The cost for a 200-file repo is roughly $0.15.

After the Haiku pass, any file with blocker-level violations gets a second pass with Claude Sonnet. Sonnet does what Haiku can't: root cause analysis, code smell categorization from Martin's taxonomy, and a concrete refactored example showing the correct approach. This is where the report goes from a list of complaints to an actionable improvement plan.

Zero dependencies. Zero build step.

clean-vibe is a single index.html file. No npm install, no webpack, no server. Open it locally or serve it from any static host. Your API keys stay in your browser — they never pass through any server except Anthropic's and GitHub's directly.

# Clone and open — that's it
git clone https://github.com/Triple-Moon-Goddess/clean-vibe.git
open clean-vibe/index.html

Free for non-commercial use

If you're using clean-vibe for personal projects, learning, or open source work — it's free, forever, no account required. Bring your own Anthropic API key and GitHub token.

Commercial use — at a company, in client work, or as part of a product — requires a license. Three tiers: Individual ($100/year), Team up to 10 developers ($500/year), and Organization unlimited seats ($1,500/year).


Try it on your codebase.

Free for non-commercial use. Your API keys never leave your browser.