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Business Decision Advisor
Productivity
Structure a hard business decision: frame the choice, score options against weighted criteria, run a pre-mortem and stress-test, then produce a recommendation and decision record.
Claude Code Ecosystem
Development
Comprehensive guide to Claude Code CLI, extensibility (agents, skills, output styles), and CLAUDE.md optimization.
Production ML Engineer
Data & AI
Build and deploy production ML systems with PyTorch, TensorFlow, and modern infrastructure.
Chinese Dissertation Polisher
Content
Polish Chinese computer science doctoral dissertations: remove AI traces, check dissertation norms, and generate MD review reports. Supports PDF/DOCX/LaTeX input.
Rust Rebuild
Development
Safely modify Allbert's Rust source in an isolated worktree, run Tier A validation, and produce a patch.
Run Static Analysis Suite
Development
Runs the full static analysis suite: ruff lint, format check, pyright type check, auth analysis, license headers, and reports any errors.
Tech-Debt Audit
Development
Audit accumulated technical debt — stale markers, dead code, duplication, magic numbers, stub impls, doc rot, oversized files.
SKILL.md Improvement from Eval Logs
Development
Proposes SKILL.md edits based on latest eval logs, dispatching to the skill-improver agent. Never edits the file itself.
Figma Design Tokens Sync
Development
Extracts design tokens and component definitions from Figma via MCP, saving them as local JSON for hp-gen.
Destructive Command Guardrails
DevOps
Warns before destructive commands like rm -rf, force-push, DROP TABLE, and more. User can override each warning.
Ask Multiple-Choice
Productivity
Presents a multiple-choice question to the user using the AskUserQuestion tool. Useful for interactive decisions.
Harden Claude Skills: Audit & Rewrite
Development
Audits and rewrites a Claude skill file to enforce visibility flags, deterministic steps, and self-verification. Produces a hardened skill with a changelog.