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Paste your app's GitHub Repo URL (exported from Bolt.new, Lovable.dev, or Replit). Get an instant owner-readable health report, security leaks scan, and exact developer refactoring cost in $ USD.

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Select your role to see how CodeClarity translates complex AI code into actionable business intelligence.

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Understand what your developers or AI tools built — without learning to code.

Key Pain Point Solved:Fear of overcharging by agencies, hidden bugs delaying launch, and developer lock-in.
Translates code smells into plain-English business risk
Calculates exact developer refactoring cost in USD ($ Rate)
Prevents agencies from overcharging for simple 2-hour fixes
Provides a clear 0–100 Launch Readiness Grade
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"CodeClarity saved us $3,500 when an agency tried to claim our Bolt app needed a total rewrite. It was just 1 exposed API key fix!"

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Sarah M., Non-Technical Founder
Verified CodeClarity User
Market Position Contrast

Why CodeClarity Wins Over Traditional Code Review Tools

Feature / Perspective
Traditional Tools (SonarQube)
CodeClarity (Owner Readable)
Target Audience
DevOps & Senior Engineers
Founders, Agencies & Acquirers
Report Format
Raw Compiler Lints & Stack Traces
Plain-English Owner Diagnosis
Technical Debt Metric
Cyclomatic Index Points
Refactoring Cost in USD ($ Rate)
AI App Specialization
Generic Languages Only
Bolt, Lovable, Replit Smells
Pricing Model
$150+/mo per dev seat
100% Free Public Beta ($0)
7-Tier AST Audit ReportScanned: Aug 14, 2026

sample-bolt-app/saas-dashboard

Overall Code Health Score
64/ 100
Needs Minor Security & Refactoring Fixes
Plain-English Executive SummaryZero Developer Jargon

Your application is 64% ready for launch. While the core UI works cleanly, there is 1 high-risk security issue (exposed Stripe secret API key in client code) and 1 monolithic 500-line file that will increase future developer costs if left un-refactored.

This plain-English diagnosis is evaluated using 7-Tier AST & OSV Vulnerability Engine. It identifies hidden technical debt, security leaks, and refactoring effort so you can make informed decisions before launching or hiring developers.

Founder Perspective: Use this report to ensure your developer/agency doesn't overcharge you for minor fixes.
Financial Technical Debt Calculation

$1,450 USDTotal Estimated Refactoring Cost

Based on 14 senior developer hours evaluated at standard rate of $105/hr.

Dev Hours Needed14 Hours
4 Core Audit DimensionsStatic AST + Heuristic Evaluation
HIGH RISK
Security & Secret Leaks
45/1002 High Issues
MEDIUM RISK
Code Structure & Spaghetti Debt
62/1004 Code Smells
LOW RISK
Scalability & API Cost Risk
78/100Optimal DB Calls
LOW RISK
Developer Lock-in Risk
85/100Standard Code

Actionable Owner Remediation Checklist4 Fixes Identified

Itemized code fixes with dev-hour estimates & plain-English explanations.

HIGH SEVERITY[Security]

Exposed Stripe API Secret Key in Client Bundle

Plain-English Impact: Your live Stripe API secret key is visible to anyone inspecting the website in a browser. A hacker could issue refunds or access customer payment records.

Recommended Fix Action: Move Stripe secret key to backend environment variables (process.env.STRIPE_SECRET_KEY).
Refactor Cost$420 USD
4 Hours
MEDIUM SEVERITY[Code Structure]

500-Line Monolithic Dashboard Component

Plain-English Impact: All UI elements, state management, and API fetch calls are crammed into a single 500-line file. Any new developer you hire will spend 3x more time figuring out where bugs are.

Recommended Fix Action: Extract state management into custom hooks and split UI into 3 smaller reusable components.
Refactor Cost$525 USD
5 Hours
MEDIUM SEVERITY[Error Handling]

Missing Fallback UI on Database Network Failure

Plain-English Impact: If your Supabase database drops for 2 seconds, the user sees a blank white screen instead of a friendly "Try Again" error message.

Recommended Fix Action: Wrap root React router with a standard Error Boundary component.
Refactor Cost$315 USD
3 Hours
LOW SEVERITY[Dependencies]

Outdated Non-Breaking Packages

Plain-English Impact: 3 third-party libraries have minor security patches available.

Recommended Fix Action: Run npm update to apply patch-level dependency upgrades.
Refactor Cost$190 USD
2 Hours

Automated Quarterly Tech Debt Tracking

Schedule automatic quarterly code quality re-audits for your repository.

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No credit card required. No hidden fees or limits. Understand your code, prevent developer overcharging, and calculate real technical debt.

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Full access to 7-Tier AST Engine, Live Google OSV DB Scanner, Plain-English Translator, and Technical Debt Calculator.

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Everything Included 100% Free:
100% Free Unlimited GitHub Repository Scans (Bolt, Lovable & Replit Exports)
Real-time Google OSV Database Vulnerability Checks (CVE Scan)
100% Owner-Readable Plain-English Code Diagnosis
Real-time Technical Debt Calculator in USD ($ Rate)
4 Core Audit Dimensions (Security, Structure, Scalability, Lock-In)
3 Buyer Persona Custom Views (Founders, Agencies, Acquirers)
Instant Printable PDF Audit Report Export
Exposed Secret & API Key Leak Trapping (Stripe, AWS, OpenAI)
Monolithic & Spaghetti Code Smell Trapping
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CodeClarity saves non-technical founders an average of $1,500+ in unexpected developer costs on their very first code audit.

CodeClarity100% Free

Translating complex AI-generated code (Bolt, Lovable, Replit) into plain-English reports and dollar technical debt costs for founders, agencies, and SaaS acquirers.

7-Tier World-Class AST & OSV Engine Active

Built For Personas

  • 1. Non-Technical Founders (Prevent Overcharging)
  • 2. Agencies Managing AI Apps (Audit Deliverables)
  • 3. Micro-SaaS Acquirers (Technical Due Diligence)
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