Steve

Use UV for Python dependency management. Use when setting up Python projects, creating Dockerfiles for Python apps, or managing dependencies & `pyproject.toml` files. UV provides deterministic resolution, speed, and reproducibility.

Generate a Product Requirements Document (PRD) for ralph-tui task orchestration. Creates PRDs with user stories that can be converted to beads issues or prd.json for automated execution. Triggers on: create a prd, write prd for, plan this feature, requirements for, spec out.

Extract text and tables from PDF files, fill forms, merge documents. Use when working with PDF files or when the user mentions PDFs, forms, or document extraction.

Specialized skill for MLX-based LLM fine-tuning on Apple Silicon. This skill should be used when working with LoRA fine-tuning, model conversion from HuggingFace to MLX format, adapter management, hyperparameter tuning, memory optimization, and benchmarking on M1/M2/M3/M4 chips.

n8n workflow development patterns, testing, validation, and best practices for building composable webhook workflows

Generate descriptive commit messages by analyzing git diffs. Use when the user asks for help writing commit messages or reviewing staged changes.

Transforms workflow to use Manus-style persistent markdown files for planning, progress tracking, and knowledge storage. Use when starting complex tasks, multi-step projects, research tasks, or when the user mentions planning, organizing work, tracking progress, or wants structured output.

Convert PRDs to prd.json format for ralph-tui execution. Creates JSON task files with user stories, acceptance criteria, and dependencies. Triggers on: create prd.json, convert to json, ralph json, create json tasks.

Convert PRDs to beads for ralph-tui execution. Creates an epic with child beads for each user story. Use when you have a PRD and want to use ralph-tui with beads as the task source. Triggers on: create beads, convert prd to beads, beads for ralph, ralph beads.

Apply TDD methodology with Red-Green-Refactor cycle. Use when implementing features, fixing bugs, or when user says "TDD", "test first", "test-driven". Ensures code quality through disciplined test-first development.

Systematic testing of code variations, edge cases, boundary conditions, and alternative implementations. This skill provides methodologies and tools for exhaustive testing including input permutation, code path analysis, mutation testing, and implementation alternatives. Use when ensuring code robustness through comprehensive test coverage or when exploring edge cases and boundary conditions.

Systematic workflow for extracting complete, unambiguous specifications from incomplete or ambiguous inputs. Orchestrates question-driven elicitation, multi-stakeholder analysis, and systematic completeness verification. Use when gathering requirements, reviewing specs, or when facing unclear stakeholder intent.

Use when facing 2+ independent tasks that can be worked on without shared state or sequential dependencies