1. Software Development

Provides systematic approaches to identify, analyze, and resolve software bugs and unexpected behavior in code.

Automates replacing dangerous keyword-based detection with LLM-driven signals, delivering a prioritized migration plan for debugging and code refactoring.

Transforms business requirements into technical architecture documents including system design, data models, and API specifications.

Enables atomic Git commits via targeted staging and change splitting, to be used before any 'git commit' operation.

Provides Python development support via uv, including PEP 723, venv, and run. Activates on 'uv' mention.

A tool for building, testing, and debugging Lean 4 projects using the Lake build system, managing compilation and artifacts.

Switches session modes (strict, normal, fast) to alter Guard function behavior with state persistence using Serena Memory.

Performs production hardening review on backend code, identifying issues like swallowed exceptions and noisy logs, delivering a prioritized cleanup plan for immediate PR implementation.

Sets up and verifies MCP tooling (LSP, Playwright, documentation) for OpenEvent-AI development environment, enabling new developers to start coding.

Smoke-tests Supabase and OpenAI integrations to validate connectivity and debug production differences without full deployment.

Checks Vocal Bridge authentication status, displaying current API key, connected agent name, and connection health for development debugging.

Automates creating and checking out new Git branches with validation and automatic GitHub issue linking for efficient development workflows.

Guides implementation of Clean Architecture and Domain-Driven Design, covering layered structure, domain modeling, and dependency management.

Reviews GitHub issue responses using expert agents and generates improvement tasks in the tmp/todo directory.

Downloads GitHub repositories as clean source code (without .git history) to the WORKDIR.

Streams real-time debug events for Vocal Bridge voice agent, including transcriptions, responses, tool calls, and errors.

Enables GitHub issue creation, pull request management with pre-checks, and review thread operations including comments and resolution.

Organizes project code structure, file placement, and component organization for efficient software development.

Guides solo developers in diagnosing system design flaws and making optimal architecture decisions for scalable software solutions.

Debugs AI assistant fallback replies by generating minimal reproductions and pinpointing the source and trigger of generic responses.

Provides database schema, persistence layer, and repository pattern implementation for BookArchivist, including migrations and data flow patterns.

Manages favorite and recent item tracking for BookArchivist, including flags, MRU lists, virtual categories, and filtering logic.

Manages UI refresh pipelines with ViewModel state, preventing race conditions and infinite loops through safe execution and lazy initialization.

Quickly diagnoses and resolves backend startup failures including port conflicts, uvicorn reload issues, and stale bytecode cache errors.