DevOps

Universal MCP integration specialist combining Figma, Notion, Nano-Banana, and custom connectors with comprehensive orchestration patterns

Ensure Python classes include appropriate, developer-friendly dunder methods—especially __repr__ and __str__. Use when: (1) Writing or modifying Python class definitions in .py files, (2) Refactoring existing Python classes, (3) Adding or improving __repr__, __str__, or natural arithmetic/comparison/container dunders. Do NOT use for: tests, fixtures, mocks, stubs, non-Python files (YAML, JSON, TOML), auto-generated code vendor libraries, or when user explicitly asks not to modify dunders. Ignored paths: tests/, *_test.py, test_*.py, .venv/, build/, dist/, migrations/, __init__.py.

Automatically review Rust code after edits to .rs files, providing pragmatic suggestions for idiomatic patterns, performance, safety, and code organization. Activate when Rust source files are modified or when explicitly requested.

Guide user through actual deployment steps for their application. This skill should be used when a project is ready to deploy to production. Walks through pre-deployment checks, deployment execution, and post-deployment verification. Supports VPS/Docker, Cloudflare Pages, fly.io, and Hostinger Shared Hosting.

Continuous improvement methodology for SignalRoom. Use after incidents, when reviewing processes, or when looking for ways to prevent repeat problems. Implements structured retrospectives and improvement cycles.

Load when developing digital products, courses, templates, ebooks, or other info products. Contains frameworks for product ideation, validation, pricing, and launch strategies for creator businesses.

Build step-by-step plans grounded in evidence and research. Use when the user asks for a plan, roadmap, steps, or strategy for code, data, or pipeline work.

Token-efficient codebase navigation through intelligent symbol loading and querying. Use this skill when implementing new features (find existing patterns), exploring codebase structure, searching for components/functions/types, or understanding architectural layers. Reduces token usage by 60-95% compared to loading full files. Layer split enables 50-80% additional backend efficiency.

OpenTelemetry Demo system architecture reference for debugging service dependencies, port conflicts, memory issues, telemetry gaps, and performance problems. Use when analyzing failures, understanding service topology, troubleshooting communication issues, or investigating system bottlenecks in the OTel demo environment.

Advanced Express.js patterns, middleware, routing, and production deployment.

When working with JSON data in LLM prompts (especially large arrays or tabular data), consider the token-efficient TOON (Token-Oriented Object Notation) format which reduces tokens by 30-70% while maintaining lossless JSON representation and structural validation. Use for reading/writing .toon files, converting JSON↔TOON, or optimizing structured data for LLM consumption with guardrails like [N] counts and {field} headers.

Business analysis methodologies, requirements engineering, RACI matrices, user stories for Pulse Radar.

Consult Oracle knowledge base for decisions, patterns, and wisdom. Use when user asks "should I", "what's the best way", "have we done this before", "remind me about", "what's the pattern". Use PROACTIVELY before starting new work, making decisions, or when stuck. Oracle is the external brain - always consult before reinventing.

Production deployment guidance for Quart applications including Docker, Hypercorn configuration, environment management, monitoring, and performance tuning. Activates when deploying or optimizing for production.

Escalate privileges on Linux systems using SUID/SGID binaries, capabilities, sudo misconfigurations, cron jobs, kernel exploits, and container escapes. Use when performing Linux post-exploitation or privilege escalation.

PostgreSQL patterns for reviewing migrations and writing efficient queries. Use when reviewing Alembic migrations, optimizing queries, or debugging database issues.

Kickstart and maintain a fast-paced fiction project from a thumbnail using Harmon Story Circle + Crouch-style chapter pacing. Use this when the user says they need help writing a story/novel, wants a beat sheet, wants Blake Crouch pacing, wants a chapter-by-chapter plan, or wants help enforcing canon/timeline rules in high-concept sci-fi/fantasy.

Orchestrate AI agents using Claude Flow, swarm coordination, and multi-agent workflows. Use for complex tasks requiring multiple specialized agents, parallel execution, or coordinated problem-solving.

Vercel and Cloudflare canary deployment patterns with traffic splitting, gradual rollout automation, and rollback strategies. Use when deploying with canary releases, implementing progressive rollouts, managing traffic splitting, configuring A/B deployments, or when user mentions canary deployment, blue-green deployment, gradual rollout, traffic shifting, or deployment rollback.

Write efficient, secure database queries using ORMs or raw SQL, preventing N+1 problems, SQL injection, and performance issues. Use this skill when writing database queries, implementing data access layers, creating repository patterns, or optimizing query performance in service files, query builders, or data access objects. Apply this skill when using parameterized queries, implementing eager loading to avoid N+1 queries, selecting only needed columns, adding WHERE/JOIN/ORDER BY clauses, or working with query optimization, indexes, and database performance tuning. This skill ensures queries use proper SQL injection prevention, implement transactions for data consistency, cache expensive queries appropriately, and follow best practices for query timeouts, connection pooling, and database resource management.