Set up cosmiconfig for hierarchical configuration loading from multiple sources and formats.

Integrate dotenv for environment variable loading with validation and type coercion.

Handle text encoding across platforms including UTF-8, Windows codepages, and BOM handling.

Generate environment variable to CLI argument mapping with prefix support, type conversion, and fallback chains for configuration.

Generate getopts-based argument parsing for shell scripts with short/long options and validation.

Set up goreleaser for Go release automation with cross-compilation and publishing.

Generate Homebrew formula for CLI distribution on macOS and Linux.

Generate interactive command-line prompts using Inquirer.js with validation, conditional logic, and custom renderers. Creates user-friendly input collection flows for CLI applications.

Normalize line endings for cross-platform file handling with CRLF/LF conversion and git configuration.

Generate MCP capability declarations from tool and resource inventory with proper versioning and feature flags.

Map application errors to MCP error codes with proper messages, error types, and recovery suggestions.

Design and implement MCP resource URI schemes and templates with proper naming, hierarchy, and documentation.

Bootstrap MCP server with Python SDK, transport configuration, tool/resource handlers, and proper project structure.

Bootstrap MCP (Model Context Protocol) servers with the official TypeScript SDK. Creates complete server implementations with transport layer, tools, resources, and proper error handling.

Generate JSON Schema definitions for MCP tool input parameters. Creates well-documented, AI-consumable schemas with proper types, descriptions, and validation rules.

Generate logic for handling mutually exclusive argument groups with clear error messages and validation in CLI applications.

Configure npm publishing with proper bin entry, files, and registry settings.

Generate oclif CLI framework projects with plugin support, topics, hooks, and TypeScript. Creates enterprise-grade CLI applications with extensibility.

Integrate ora spinners with consistent styling, promise handling, and status updates for CLI progress feedback.

Configure pkg for Node.js binary builds with asset bundling and cross-platform targets.

Generate plugin dependency resolution logic with topological sorting.

Generate hook-based plugin extension system with event emitter patterns.

Generate dynamic plugin loading system with discovery, validation, and lifecycle management.

Define plugin manifest schema with versioning and dependency declarations.

Configure plugin sandboxing with vm2 or isolated-vm for secure plugin execution.

Validate scripts for POSIX compliance with portability checks, bashism detection, and cross-platform compatibility.

Generate Scoop manifest for Windows CLI distribution.

Generate shell completion scripts for bash, zsh, and fish from CLI command definitions. Creates intelligent completions with argument suggestions, file completions, and dynamic values.

Detect terminal capabilities including color support, TTY status, size, and Unicode support for adaptive CLI output.

Generate trap handlers for cleanup, signal handling, and graceful shutdown in shell scripts.

Set up Viper for Go configuration management with file, env, and flag binding.

Generate multi-format configuration file loaders for YAML, JSON, and TOML formats.

Generate Yargs-based CLI applications with commands, positional args, middleware, and TypeScript support. Creates a complete scaffolded CLI application with modern patterns.

Generate documentation for migrated systems including API docs, architecture docs, and runbooks

Generate Infrastructure as Code from existing infrastructure with Terraform/CloudFormation support

Zero-knowledge circuit development using Circom and Noir languages. Supports constraint optimization, ZK-friendly cryptographic primitives, proof generation (Groth16, PLONK), and Merkle tree implementations.

Extracts and maps data lineage from various sources including SQL, dbt, Airflow, and Spark, generating comprehensive lineage graphs for impact analysis.

Profiles data assets to assess quality dimensions, detect anomalies, and generate comprehensive data quality reports with actionable recommendations.

Generates Great Expectations suites from data profiles and business rules

Generates Slowly Changing Dimension implementations across platforms

Generate NSMenu and NSStatusItem configurations for macOS menu bar applications

Generate secure main process and preload script boilerplate with proper context isolation, IPC patterns, and security best practices for Electron applications

Generate Flatpak manifest with proper permissions and sandboxing

Implement GDPR-compliant consent management for desktop applications

Configure Sparkle framework for macOS auto-updates with appcast, delta updates, and code signing

Detect memory leaks in desktop applications through heap analysis and object tracking

Generate MSIX packaging configuration with manifest, assets, and signing for Windows applications

Generate NSIS installer scripts for Windows with custom UI and features

Configure Qt Installer Framework for cross-platform installers with component management, online updates, and custom UI

Generate QML components with proper property bindings, signal/slot connections, and Qt Quick Controls integration