AI Development Workflows

AI-Powered Development Workflows

Discover proven workflows for complex development tasks. Each workflow combines file discovery, multi-model planning, and integrated terminal execution to solve real engineering challenges.

Claude Code Workflows

macos

Large Refactors with Claude Code on macOS

Guide Claude Code through system-wide refactors without breaking dependencies

Solves:

  • Edits in one module can impact other modules and build steps
  • Refactor touches 50+ files, no way to review scope
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macos

Monorepo Migration with Claude Code on macOS

Transform multiple repositories into a unified monorepo with complete dependency mapping

Solves:

  • Breaking dependencies when consolidating repos
  • Lost import paths during consolidation
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Cursor Workflows

windows

Bug Triage with Cursor on Windows

Find root causes faster with architectural context Cursor doesn't have

Solves:

  • Cursor fixes the symptom, not the root cause
  • Bug spans multiple services, Cursor sees one file
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windows

Cross-Package Changes in Monorepos with Cursor

Navigate complex monorepo changes that span multiple packages and services

Solves:

  • Changes in one package break other packages
  • Cursor doesn't see full monorepo context
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General Workflows

Incident Response & Production Debugging

When every second counts, AI needs full system context

Solves:

  • AI suggests fixes without seeing the full picture
  • Hotfixes break other services
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linux

Containerizing Legacy Applications on Linux

Safely dockerize complex legacy systems without breaking critical dependencies

Solves:

  • Hidden system dependencies break in containers
  • Configuration files scattered across filesystem
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Automated JavaScript Dependency Upgrades

Upgrade JavaScript dependencies safely with automated testing and rollback capabilities

Solves:

  • Breaking changes in minor version updates
  • Complex dependency trees with conflicts
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Rapid Vulnerability Discovery and Patching

Quickly identify security vulnerabilities and apply patches without breaking functionality

Solves:

  • Security patches breaking application functionality
  • Missing indirect vulnerabilities in dependencies
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Migrate REST APIs to GraphQL Incrementally

Transform REST endpoints to GraphQL without breaking existing clients

Solves:

  • Breaking existing clients during API migration
  • Complex REST endpoint logic hard to translate
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Unify Logging Across Microservices

Standardize logging formats and practices across all services for better observability

Solves:

  • Inconsistent log formats across services
  • Critical information missing from logs
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Plan Phased Feature Rollouts

Design and implement safe feature rollout strategies with automated monitoring

Solves:

  • Feature rollouts causing production incidents
  • Complex feature flag logic becoming unmaintainable
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PostgreSQL Migrations Without Downtime

Execute complex database schema changes with zero downtime and automatic rollback

Solves:

  • Schema changes causing application downtime
  • Data corruption during complex migrations
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Redis Caching Patterns and Setup

Implement optimal Redis caching strategies with performance monitoring and invalidation

Solves:

  • Cache invalidation logic becoming complex and error-prone
  • Cache hit ratios lower than expected
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Migrate CI/CD to GitHub Actions Safely

Transform existing CI/CD pipelines to GitHub Actions without disrupting deployments

Solves:

  • Complex pipeline logic hard to translate
  • Secret and environment management differences
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Repository-Wide Linter Configuration

Establish consistent code quality standards across entire codebase with automated fixes

Solves:

  • Overwhelming number of linter violations in legacy code
  • Inconsistent linting rules across different parts of codebase
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Extract and Refactor Terraform Modules

Refactor monolithic Terraform into reusable modules without state disruption

Solves:

  • Terraform state corruption during refactoring
  • Complex resource dependencies hard to untangle
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Implement SLOs and Error Budgets

Establish service level objectives with automated error budget tracking and alerting

Solves:

  • SLOs that don't reflect actual user experience
  • Error budget burn rate difficult to track and act upon
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Web Accessibility Fixes Systematically

Generate a targeted remediation plan, then make fixes with reviewable steps

Solves:

  • Accessibility issues are scattered across templates and components
  • Hard to coordinate fixes and keep evidence
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Add Internationalization to Next.js

Implement comprehensive i18n support with automated string extraction and translation management

Solves:

  • Scattered hard-coded strings
  • Complex App Router locale routing
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Plan Edge Runtime Migrations

Migrate applications to edge runtime with performance optimization and compatibility validation

Solves:

  • Code incompatible with edge runtime constraints
  • Performance degradation in edge environment
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