1. Software Development

Generates self-contained interactive web applications in single HTML files for demos, prototypes, and offline use without server dependencies.

Provides step-by-step instructions for reading memory data using TraceMem for debugging and analysis.

Orchestrates software development workflows for feature deltas with templates and agent dispatch patterns for specification, design, planning, and implementation.

Automates resolving GitHub pull request comments by fetching, classifying severity, applying fixes, and committing with user confirmation.

Guides systematic feature development using SPARC methodology, TDD workflows, and structured problem-solving in software engineering.

Provides instant access to official documentation for NixOS configuration, package management, and Nix language functions.

Reorganizes repositories into discipline-based module structures, placing code in src/<pkg>/modules/ and documentation in <folder>/modules/.

Guides development of PyWire Language Server features including diagnostics, hover, and completion for .pywire files.

Efficiently manages and synchronizes multiple Git repositories, enabling bulk operations, status checks, and coordinated commits across a large repository set.

Audits memory traces and debugs applications to identify and resolve performance and functional issues.

Optimizes swarm network topology for reduced communication latency and overhead through dynamic reconfiguration and adaptive agent placement.

Provides Java development standards including naming conventions, exception handling, and Spring Boot best practices for consistent and maintainable code.

Enables semantic code analysis using Serena MCP and LSP, enhancing code understanding and quality with optional uv integration for Python package management.

Generates standardized pytest configuration with fixtures, markers, and coverage settings for workspace-hub compliance, creating conftest.py and pytest.ini.

Enables structural code search and refactoring via AST-based pattern matching for efficient codebase modifications.

Provides frontend architecture guidelines for Next.js and TypeScript projects using Atomic Design (atoms/organisms), Tailwind, and Playwright for code generation, refactoring, and setup.

Specializes in writing clean, efficient code adhering to best practices and design patterns for software development.

Provides TypeScript-based backend architecture guidelines using Clean Architecture and CQRS for feature development, refactoring, and code generation.

Guides programmatic execution of Synapse plugins using LocalExecutor, RayJobExecutor, and related framework methods.

Conducts deep specification interviews to refine design documents by gathering implementation details, edge cases, and tradeoffs through user interviews.

Explains step-based workflow architecture for Synapse plugin actions, covering BaseStep, StepRegistry, Orchestrator, and multi-step development patterns.

Enables implementation of software tickets using the worker model pattern, including necessary re-anchoring adjustments for code structure.

Specializes in systematic debugging and root cause analysis for software errors, test failures, and unexpected behavior to resolve issues efficiently.

Produces production-ready, clean, and well-documented code with zero linting errors and comprehensive test coverage, adhering to approved designs.