Use when setting up, hardening, or reviewing a cloud server for self-hosting, including DNS, SSH, firewalls, Nginx, static-site hosting, reverse-proxying an app, HTTPS with Let's Encrypt or ACME clients, safe HTTP-to-HTTPS redirects, or optional post-launch network tuning such as BBR.

detailed development workflow with modular patterns for git, code review, testing, documentation, and deployment

'Review plugin quality with tiered checks and dependency-aware scoping. Use for PR validation and pre-release audits.'

Evaluate and improve Claude skill quality through auditing. Use when reviewing, preparing for production, or auditing skills.

Lifecycle orchestrator that auto-detects project state and routes to the correct development phase.

'Interactive project initialization with git setup, workflows, hooks,

Convene a multi-LLM expert panel to pressure-test high-stakes decisions and build consensus through structured deliberation.

Generate Mermaid architecture diagrams from codebase structure. Use for onboarding, PR reviews.

KISS, YAGNI, and SOLID code quality principles for clean code, reducing complexity and preventing over-engineering.

'Enforce token quota management at session start with conservation rules, delegation checks, and compression review.'

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'Summarize recent changes from git history for context recovery, handoffs, and sprint review'

'Review and prioritize features using RICE, WSJF, or Kano scoring frameworks, then create GitHub issues for suggestions.'

'Reusable scaffolding for review workflows with context establishment, evidence capture, and structured output.'

'Format final review deliverables with consistent structure for comparable findings across reviews'

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'Supply chain security patterns for dependency management: known-bad version

'Generate markdown digests and CSV exports for GitHub issues, PRs, and initiative health tracking'

'Assess architecture decisions, ADR compliance, coupling analysis, and design principles'

'Bug hunting with evidence trails: find defects, document them, and verify fixes'

'Improve code quality: duplication, efficiency, clean code, architectural fit, and error handling'

'Audit Makefiles for build correctness, portability, and recipe duplication'

'Verify math-heavy code for algorithm correctness, numerical stability, and standards alignment'

'Rust code audit: unsafe blocks, ownership patterns, and Cargo dependency security scanning'

Audit shell scripts for correctness, portability, and common pitfalls.

'Evaluate test suites for coverage gaps, quality issues, and TDD/BDD compliance'

'Audit a codebase using three escalation tiers: git history analysis, targeted deep-dives, and full codebase review with gating.'

'Orchestrate multiple review types into a single multi-domain review with integrated reporting'

'Parallel subagent execution with code review gates between task batches for issue resolution'

'Map file structure and organization for downstream review and refactoring workflows'

'Verify workspace state, staged changes, and preflight checks before commits or PRs'

'Prepare pull requests by running quality gates, drafting descriptions, and validating tests before submission.'

'Shared stack detection and multi-PR iteration contract for commands

'Update, generate, and validate tests using git-workspace-review for change context'

'Refresh README structure and content using repo context from git-workspace-review'

'Bump versions, update changelogs, and coordinate version changes across files for releases'

Learn from user's manual edits to improve voice profile over

Dispatch parallel prose and craft review agents on generated

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'Apply TRIZ cross-domain analogical reasoning to find solutions from adjacent fields. Use when conventional approaches stall.'

Generate platform-specific social post variants (Twitter/X, LinkedIn, Reddit) from one source input. Works with or without Node.js script. Includes platform reasoning, quality review, and guardrails against cross-posting spam.

Review tweet drafts in Claude Code against 8 voice rules. Scores 1-10, breaks down every rule, and rewrites anything that scores below 7.

Execute autonomous multi-step research using Google Gemini Deep Research Agent. Use for: market analysis, competitive landscaping, literature reviews, technical research, due diligence. Takes 2-10 minutes but produces detailed, cited reports. Costs $2-5 per task.

Delegate coding tasks to Google Jules AI agent for asynchronous execution. Use when user says: 'have Jules fix', 'delegate to Jules', 'send to Jules', 'ask Jules to', 'check Jules sessions', 'pull Jules results', 'jules add tests', 'jules add docs', 'jules review pr'. Handles: bug fixes, documentation, features, tests, refactoring, code reviews. Works with GitHub repos, creates PRs.

Faithful implementation of the Content Refinement Agent from PaperOrchestra

Faithful implementation of the Hybrid Literature Agent from PaperOrchestra

Provides structured AWS cost optimization guidance using five pillars (right-sizing, elasticity, pricing models, storage optimization, monitoring) and twelve actionable best practices with executable AWS CLI examples. Use when optimizing AWS costs, reviewing AWS spending, finding unused AWS resources, implementing FinOps practices, reducing EC2/EBS/S3 bills, configuring AWS Budgets, or performing AWS Well-Architected cost reviews.