Use Cases

See how teams use VibeRails to improve code quality at scale.

Legacy Code Audit

Inherited a codebase with years of accumulated debt? VibeRails scans every file across 17 detection categories, surfaces hidden bugs, and helps you build a structured remediation plan.

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Security & Compliance Review

Manual security audits are slow and expensive. VibeRails applies AI reasoning to find auth issues, data exposure, and injection vulnerabilities across your entire codebase with exportable audit trails.

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AI-Generated Code Validation

Code from Copilot, Cursor, or Claude can introduce subtle quality issues. Use VibeRails as a quality gate after AI coding sessions to catch type safety gaps, missing error handling, and dead code.

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Desktop Code Review

Review your entire codebase without uploading code to a VibeRails cloud service. Desktop app for local triage and reporting, with BYO AI analysis via Claude Code or Codex CLI.

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Bring Your Own Key (BYOK)

Use the AI subscriptions you already pay for. No markup, no middleman. VibeRails orchestrates your existing Claude Code or Codex CLI installations. Per-developer licensing keeps costs transparent.

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Local AI Code Review

Run AI code review with fully local models on your own hardware. Zero data leaves your network. Supports Ollama, vLLM, and llama.cpp for air-gapped, ITAR, and CMMC-compliant environments.

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Air-Gapped Code Review

AI code review for environments with no external network connectivity. Desktop hardware, cloud VPC, or hybrid deployment – VibeRails works in classified, SCIF, and zero-trust environments.

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Python Code Review

Dynamic typing hides issues that linters miss. VibeRails reviews Django, Flask, and FastAPI codebases across every file – surfacing import cycles, type safety gaps, and framework-specific debt.

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Java Code Review

Spring Boot configuration sprawl, deprecated APIs, and Java 8-to-21 migration debt accumulate across enterprise codebases. VibeRails scans every file with AI that understands framework semantics.

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JavaScript & TypeScript Code Review

Framework churn, callback-to-async migrations, and JS-to-TS type safety gaps compound across large codebases. VibeRails finds cross-file issues that ESLint and TypeScript alone cannot catch.

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C# & .NET Code Review

Enterprise .NET codebases accumulate framework migration debt and async/await misuse. VibeRails reads every file with AI that understands DI patterns, EF queries, and .NET upgrade paths.

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Ruby & Rails Code Review

Rails conventions hide complexity behind callbacks and metaprogramming. VibeRails traces logic across models, controllers, and services to find what RuboCop and Brakeman miss.

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PHP Code Review

PHP codebases span decades of framework evolution. VibeRails reviews every file and finds SQL injection patterns, migration debt, and architectural issues that PHPStan and Psalm miss.

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Go Code Review

Go's simplicity creates hidden debt: inconsistent error handling, goroutine leaks, and boilerplate duplication. VibeRails finds cross-package patterns that go vet and staticcheck miss.

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Pre-Acquisition Code Audit

Acquiring a codebase? VibeRails produces a structured technical due diligence report across 17 categories – before the deal closes.

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Code Review for SOC 2 & Compliance

Compliance auditors ask about code quality processes. VibeRails provides exportable, structured evidence of full-codebase review across security and architectural categories.

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Team Onboarding Code Review

New engineers spend weeks understanding a codebase. VibeRails produces a structured map of issues and patterns – giving new team members a head start.

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Monolith Decomposition

Breaking a monolith into services requires understanding every hidden coupling. VibeRails maps the full codebase so you can define service boundaries with confidence.

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SOC 2 Evidence Workflow

A practical pattern for turning review sessions into audit-ready evidence: cadence, triage records, and remediation traceability.

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GDPR Data Flow for AI Review

Define model-routing boundaries and data processing locations so engineering teams can run AI review under GDPR constraints.

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CMMC Control Mapping

Map VibeRails outputs to CMMC-oriented evidence requirements with a repeatable review and remediation process.

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Air-Gapped Cloud GPU Checklist

Implementation checklist for network-isolated cloud deployments: egress controls, model artifact flow, and handover controls.

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Enterprise Rollout Checklist

A phased adoption checklist for scaling VibeRails from pilot to multi-team rollout with clear ownership and governance.

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By Language

Full-codebase AI code review tailored to your language and framework ecosystem.

By Framework & Platform

Framework-specific AI code review that understands your stack's idioms and anti-patterns.

React Code Review

Find prop drilling, excessive re-renders, stale closures in hooks, and inconsistent state management across your entire React codebase.

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Node.js Code Review

Surface unhandled promise rejections, event loop blocking, memory leaks, and security patterns across your entire Node.js backend.

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Django Code Review

Find N+1 queries, missing select_related, raw SQL injection risks, and migration conflicts across your entire Django application.

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Spring Boot Code Review

Find circular bean dependencies, N+1 JPA queries, configuration sprawl, and security misconfigurations across your entire Spring Boot application.

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Angular Code Review

Find change detection issues, observable memory leaks, oversized modules, and architectural anti-patterns across your entire Angular codebase.

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Vue.js Code Review

Find reactivity pitfalls, component communication anti-patterns, Vuex/Pinia coupling issues, and Options API vs Composition API inconsistencies across your entire Vue codebase.

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Next.js Code Review

Find server/client component boundary mistakes, data fetching anti-patterns, middleware misuse, and bundle size regressions across your entire Next.js application.

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Mobile App Code Review

Find memory leaks, battery drain patterns, navigation state complexity, and platform-specific drift across React Native, Flutter, iOS, and Android codebases.

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WordPress Code Review

Find plugin conflicts, SQL injection in custom queries, hook priority issues, and theme customisation debt across your entire WordPress codebase.

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Laravel Code Review

Find Eloquent N+1 queries, mass assignment vulnerabilities, middleware misconfigurations, and facade dependency hiding across your entire Laravel application.

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.NET Code Review

Find async/await deadlocks, IDisposable misuse, DI anti-patterns, Entity Framework N+1 queries, and middleware pipeline ordering issues across your entire .NET application.

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Terraform Code Review

Find state file conflicts, hardcoded values, over-permissive IAM policies, missing lifecycle rules, and module coupling across your entire Terraform codebase.

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Svelte Code Review

Find reactive statement complexity, store subscription leaks, SvelteKit data loading anti-patterns, and SSR hydration mismatches across your entire Svelte codebase.

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Rails Code Review

Find N+1 queries, ActiveRecord anti-patterns, callback cascades, STI pitfalls, mass assignment risks, and service object inconsistency across your entire Rails application.

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FastAPI Code Review

Find async/await misuse, dependency injection complexity, Pydantic model drift, CORS misconfigurations, and middleware ordering issues across your entire FastAPI application.

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Flutter & Dart Code Review

Find widget tree bloat, state management fragmentation, platform channel misuse, build method complexity, and missing key usage across your entire Flutter codebase.

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NestJS Code Review

Find circular dependencies, decorator misuse, guard and interceptor ordering issues, repository anti-patterns, and module architecture decay across your entire NestJS application.

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Remix Code Review

Find data loading waterfalls, loader/action anti-patterns, error boundary gaps, server/client code separation issues, and nested routing pitfalls across your entire Remix application.

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By Role

Structured codebase insights for engineering leaders, founders, and technical advisors.

By Industry

Industry-specific code review for regulated and high-stakes environments.

Fintech Code Review

Find transaction handling issues, PCI compliance gaps, and financial calculation risks across your entire fintech codebase.

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Healthcare Code Review

Surface HIPAA-relevant data handling issues, PHI exposure risks, and audit trail gaps in healthcare applications.

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SaaS Code Review

Find multi-tenancy isolation gaps, data leakage risks, API security issues, and feature flag debt in SaaS applications.

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E-commerce Code Review

Find payment handling security gaps, inventory race conditions, price calculation inconsistencies, and checkout flow vulnerabilities in e-commerce applications.

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GovTech Code Review

Government software teams face compliance mandates, procurement constraints, restricted networks, and legacy systems. VibeRails is a desktop app with BYOK and per-developer pricing that simplifies procurement.

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Education Code Review

Give students consistent, structured code review feedback at scale. Affordable per-developer pricing with volume discounts for departments, plus exportable reports for grading support and research code quality.

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Game Development Code Review

Find game loop inefficiencies, memory allocation in hot paths, ECS anti-patterns, shader quality issues, and multiplayer synchronisation problems across your entire game codebase.

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Insurance Code Review

Find actuarial calculation errors, policy rule engine defects, claims processing logic gaps, and regulatory compliance issues across your entire insurance codebase.

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Logistics & Supply Chain Code Review

Find routing algorithm defects, inventory synchronisation failures, order state machine gaps, warehouse management logic errors, and ERP integration anti-patterns across your entire logistics codebase.

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By Focus Area

Targeted AI code review for specific quality and security concerns.

API Security Review

Find broken authentication, excessive data exposure, missing rate limiting, injection vulnerabilities, and BOLA/IDOR issues across your entire API surface.

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Database Migration Review

Find missing rollback plans, data loss risks, performance regressions from schema changes, ORM mismatches, and transaction boundary mistakes across your entire migration project.

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ML/Data Science Code Review

Find training/serving skew, data pipeline inconsistencies, hardcoded hyperparameters, and notebook-to-production code quality issues across your entire ML codebase.

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Infrastructure as Code Review

Find hardcoded secrets, over-permissive IAM policies, Terraform drift, Dockerfile anti-patterns, and Kubernetes misconfigurations across your entire infrastructure codebase.

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GraphQL API Review

Find query complexity attacks, N+1 resolver problems, missing mutation authentication, and schema design inconsistencies across your entire GraphQL API.

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CI/CD Pipeline Review

Find hardcoded secrets, overly broad permissions, missing rollback plans, and pipeline duplication across GitHub Actions, GitLab CI, and Jenkins configurations.

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Data Pipeline Review

Find silent data loss, schema drift, idempotency violations, and retry logic gaps across Airflow DAGs, Spark jobs, dbt models, and Kafka consumers.

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Security Code Audit

Find context-dependent security issues that SAST tools miss: authentication logic flaws, authorisation bypass, cryptographic misuse, and business logic vulnerabilities.

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Test Suite Code Review

Find flaky tests, slow test suites, brittle assertions, inadequate test isolation, excessive mocking, and snapshot rot across your entire testing infrastructure.

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Post-Incident Code Review

After an incident, find every instance of the pattern that caused it. Trace root causes across files, identify systemic weaknesses, and verify fixes don't introduce new issues.

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Performance Optimisation Review

Find N+1 queries, unnecessary re-renders, memory leaks, inefficient algorithms, and missing caching opportunities across your entire codebase before they hit production.

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Dependency Audit

Find outdated packages with known CVEs, abandoned dependencies, licence compliance risks, duplicate packages, and lock file inconsistencies across your entire project.

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API Versioning Review

Find breaking changes in compatible versions, inconsistent versioning strategies, deprecated endpoint handling gaps, and documentation drift across your entire API surface.

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Framework Migration Code Review

Find incomplete migration patterns, adapter complexity, dependency conflicts, and performance regressions from compatibility layers across your entire migrating codebase.

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Accessibility Code Review

Find missing ARIA attributes, keyboard navigation gaps, focus management problems, colour contrast failures, and WCAG violations that automated scanners miss.

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By Company Stage

Code review tailored to where your company is in its growth journey.

By Team Type

Code review for agencies, freelancers, and distributed teams.

By Architecture

Architecture-level code review for distributed systems and complex codebases.

By Domain

Domain-specific code review for specialised engineering environments.

Ready to review your codebase?

Download VibeRails and run your first full-codebase review today.

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