1. Software Development

Analyzes codebase structure, dependencies, and changes to provide instant architectural context for development tasks and code navigation.

Guides developers in choosing between semantic search (Qdrant-Indexer) and literal search (grep) tools for code exploration, debugging, and 'where/why' analysis.

Creates new tools for the Strands SDK agent system, supporting both simple function-based tools and complex agent-as-a-tool integrations.

Assists in developing React applications with Inertia.js v2, handling page navigation, forms, and data fetching patterns.

Manages Laravel feature flags for conditional activation, A/B testing, and gradual rollouts using Pennant.

Enables seamless integration of Laravel backend routes within TypeScript frontend components, handling imports from @/actions and @/routes.

Guides implementation of Git branching strategies, conflict resolution, and team workflow conventions for efficient version control management.

Guides naming conventions and code style for Nix variables, files, and attributes in development workflows.

Manages Nix flakes, dependency resolution, and performance optimization for reproducible builds, including debugging flake.nix evaluation errors.

Guides creation of Model Context Protocol (MCP) servers to enable LLMs to interact with external APIs/services using Python or TypeScript.

Generates conventional commit messages from staged changes to maintain semantic and consistent version control history.

Provides design patterns and namespace conventions for module options in khanelinix, enabling structured configuration management and access via khanelinix.*

Enables clean conditional configuration in Nix using mkIf, optionals, and mkMerge, avoiding if-then-else statements.

Generates idiomatic, performant, and maintainable Nix code while avoiding anti-patterns and optimizing module design.

Manages module organization and directory structure in khanelinix, supporting platform-specific separation (nixos/darwin/home/common) and auto-discovery.

Manages a 7-level configuration hierarchy for customizations, including override precedence and conflict resolution for host and user-specific settings.

Guides proper Nix library usage (with, inherit, lib prefixes) to avoid anti-patterns and ensure maintainable code.

Regenerates and debugs TypeScript types across ARK SDK, API, and Dashboard, ensuring type safety from Kubernetes CRDs to TypeScript.

Manages GitHub issues for the Ark project, enabling search, creation, and status updates for bug tracking and feature requests.

Guides Ark Kubernetes operator development, including Go types, CRDs, controllers, and webhooks, with CRD generation and Helm chart sync support.

Analyzes Ark's codebase by cloning its repository to a temporary location, enabling users to understand implementation details and answer related questions.

Guides Ark feature architecture design by adhering to established patterns and principles for planning, extending, and evaluating technical solutions.

Generates Hamr launcher plugins with correct JSON protocol, manifest structure, and testing framework.

Guides developers in creating Datasette plugins, covering hooks, templates, database APIs, and request handling.