Set up Microsoft SkillOpt for Agent Skills improvement. Use when installing SkillOpt, preparing per-skill train/val/test eval splits, configuring Codex CLI or provider-backed execution, running SkillOpt against SKILL.md bodies, reviewing best_skill.md, or importing optimized skill changes. Do not use for ordinary skill authoring or manual repo validation.
Create, draw, generate, edit, verify, and export draw.io/diagrams.net `.drawio` diagrams. Use when the user asks for editable diagrams, flowcharts, architecture, sequence, ER/UML/state, BPMN, SysML, ML/DL, swimlane, timeline, network, icon-rich technical diagrams, or PNG/SVG/PDF exports; do not use for charts/plots or artistic image generation.
Write a compact handoff document so a fresh agent, thread, or session can continue. Use when context is long, the user wants to switch threads, work must be paused, or the agent needs to summarize current state without duplicating existing docs or diffs.
Interview fuzzy Claude Code coding requests into user-verified implementation specs with source challenge, ADR gate, validation plan, and execution prompt. Use when the user asks for /claude-spec-interviewer, a Claude Code implementation plan, PRD, requirements, plan before coding, Plan Mode planning, persisted spec, ADR decision, CLAUDE.md evidence, or .claude/rules evidence. Do not use for direct implementation, pure brainstorming, memory cleanup, or authoring Claude instruction files only.
Interview fuzzy Cursor Agent coding requests into user-verified, Cursor-ready implementation specs. Use when the user asks for a spec, implementation plan, PRD, requirements, or a plan before coding for a feature, bugfix, refactor, migration, repo-wide change, or architecture task, or needs acceptance criteria, validation commands, ADR decisions, or rollout notes. Saves the spec and a Cursor execution prompt. Do not use for fully specified tasks or direct implementation requests.
Create, transform, or review animated logo asset pipelines for GitHub READMEs, including starter asset creation when no logo exists, transparent-background transformations, SVG/Lottie source choices, README-safe picture markup, reduced-motion fallbacks, GitHub Pages demos, and asset validation. Use when working on README logos, profile README hero images, animated repository branding, or README image compatibility.
Set up ADR governance or refactor/review repositories from explicit ADRs, stack rules, code examples, or a requested new-repo adoption plan. Use when a repo needs agent-facing ADR guardrails or when existing/new code must follow documented source structure, runtime boundaries, request patterns, backend composition, env handling, and validation rules. Do not use for tiny edits, style-only cleanup, or no-evidence tasks that do not request governance adoption.
Set up and use CodeGraph with ast-grep for semantic repository exploration, impact analysis, structural search, rule testing, and approval-gated refactors. Use when a repo needs CodeGraph CLI/MCP configuration for Codex, Claude Code, Cursor, or another client; when the user asks about callers, call paths, affected files, AST patterns, sgconfig, analysis-tool updates, or safe codemods; or when syntax evidence should confirm semantic findings.