1. Software Development

Provides standardized conventions for Node.js package development, including package.json configuration, README documentation, and coding/testing styles.

Checks status, results, and failures of Vizzly visual regression tests, providing summaries for local and cloud test environments.

Analyzes visual regression test failures in Vizzly, identifying UI screenshot differences to resolve visual bugs in frontend development.

Provides standardized testing patterns for codebases, covering async testing, mock/fake strategies, and property-based testing techniques.

Adds and configures Neovim plugins using a Nix-based setup, streamlining development environment configuration for developers.

Automates running tooltest, interpreting failures, and applying fixes for MCP server validation within the repository.

Provides pragmatic Rust conventions to enhance code readability, testability, and performance for project development.

Reviews Rust microservices in depot/ directory for Axum, SQLx, Docker, and WebSocket patterns.

Reviews embedded Rust firmware for RP2350 and ESP32-S3 microcontrollers, focusing on Embassy async patterns, memory constraints, and hardware peripherals.

Provides tools for creating, editing, and managing reactive Python notebooks using Marimo, including CLI, UI components, and SQL integration features.

Creates question/answer agents with structured flows using InteractiveNode, explicit routing, and workflow slices for conversational applications.

Builds API-oriented agents using AgentRuntime/StreamingRuntime with predictable request/response handling and session management for backend services.

Builds production-ready AI agents using a contracts-based framework with validation, graph management, and CLI tooling for structured development.

Enables implementation of tool-using and retrieval nodes with service integration, dependency injection, and secure LLM context management.

Enables safe evolution of contract-driven agents through automated validation, architecture documentation, and contract diff analysis in CI pipelines.

Reviews React/TypeScript frontend code for depot console application, emphasizing teleoperation, state management, WebSocket, and 3D visualization performance.

Reviews Rust firmware for safety-critical BVR systems, ensuring CAN bus compliance, motor control logic, state machine correctness, and embedded testing patterns.

Guides end-to-end integration testing, mocking, and simulation for Muni, including Rust test patterns, CAN bus, and WebSocket protocols.

Provides backend development utilities for ObsidianRAG using Python, FastAPI, project structure, dependencies, and logging.

Develops Obsidian plugins with TypeScript for frontend views, settings, and backend communication.

Provides tools to write and run unit, integration, and end-to-end tests for ObsidianRAG backend using pytest and mocks.

Provides type-aware symbol search for TypeScript and JavaScript code, understanding imports, exports, and relationships, replacing plain text search.

Provides behavioral programming patterns for event-driven coordination, symbolic reasoning, and rule composition in software development.

Automates configuration of coding conventions and rules for AI coding agents, ensuring standardized development practices.