Create an Architectural Decision Record (ADR) document for AI-optimized decision documentation.
Create a new MCP tool end-to-end: sub-package, input/output structs, handler, ActionSpec metadata, markdown formatter, tests, catalog projection, and documentation. Use when adding a new GitLab API endpoint as an MCP tool.
Generate comprehensive project documentation including architecture overview, package/component docs, MCP tools/resources/prompts reference, developer onboarding guide, and configuration/deployment guide. Uses Diátaxis framework and Mermaid diagrams.
Increase Go test coverage to 90%+ using a Research → Plan → Implement pipeline. Analyzes coverage gaps, generates table-driven tests with httptest mocks, and validates results with go test -coverprofile. Designed for Go MCP server projects using the official go-sdk and gitlab.com/gitlab-org/api/client-go/v2.
Modularize a monolithic Go package into domain-specific sub-packages. Extracts shared utilities, moves domain files, updates imports, renames types, creates registration functions, and validates compilation+tests at every step. Designed for large-scale refactoring of 50-100+ file packages.
Update existing project documentation to maintain parity with source code changes. Analyzes code diffs, identifies documentation gaps, and surgically updates affected documents while preserving structure and style.
Create evaluation Q&A pairs to test MCP server quality. Use when validating how well an MCP server enables LLMs to accomplish real tasks, benchmarking tool design, or measuring server effectiveness through realistic question-answer evaluations.
Generate comprehensive, categorized release notes between two Git refs (tags, branches, commits). Compares refs to gather commits and merged MRs, then produces polished release notes organized by category (Features, Bug Fixes, Improvements, Breaking Changes, Documentation). Works with any GitLab project accessible via the MCP server.