Manages GitLab merge requests, CI/CD pipelines, and issues via glab CLI. Load before running glab commands, creating MRs, debugging pipeline failures, checking CI status, or any GitLab operation. Triggers on "merge request", "pipeline", "CI failure", "glab", or when git remote contains "gitlab".
Audits a codebase for unnecessary complexity -- premature abstractions, deep nesting, inconsistent patterns, and indirection that hurts readability. Use when asked to simplify code, audit complexity, reduce cognitive load, or review maintainability. Triggers: simplify, complexity audit, too complex, hard to read, maintainability review.
Reviews, improves, and iterates on system prompts and LLM instructions. Load when writing, rewriting, reviewing, or optimizing a system prompt, agent prompt, tool description, skill description, or any LLM instructions. Triggers on "prompt engineering", "improve this prompt", "make this more LLM-friendly", or any block of instructions to refine. Applies structured analysis to maximize instruction clarity and model compliance.
Summarizes session work for commit messages or branch reviews. Queries the OpenCode server API to find and read sessions, extract major changes, bug fixes, challenges requiring multiple iterations, and code review fixes. Load before committing or when preparing to document completed work.
Manages PlanetScale databases via MCP server or pscale CLI. Load before running pscale commands, using PlanetScale MCP tools, debugging connection errors, or analyzing slow queries.