Tech-Skills

AI/ML Lead agent coordinating AI Engineers, ML Engineers, Data Scientists, and MLOps specialists. Use this skill for LLM integration, RAG pipelines, AI agents, machine learning model training and serving, experiment tracking, and production ML systems. Triggers on keywords like chatbot, RAG, embeddings, fine-tuning, model deployment, A/B test, feature engineering, or any task involving AI/ML systems.

Brainstorm Architect for solution discovery, architecture exploration, and technology evaluation. Use this skill when you need to choose between approaches, evaluate tradeoffs, design an architecture from scratch, or get a concrete recommendation before committing to implementation. Triggers on questions like "what's the best way to...", "should I use X or Y", "how should I structure...", "what architecture for...", or any request for a design recommendation with tradeoff analysis.

Data Lead agent coordinating Data Engineers, Data Governance specialists, and Database Admins. Use this skill for building ETL/ELT pipelines, lakehouse architecture, data quality frameworks, data catalogs and lineage tracking, database design and optimization, streaming pipelines, data mesh, and schema migrations. Triggers on keywords like ETL, pipeline, data lake, data warehouse, SQL, database, data quality, Kafka, Spark, data catalog, or data lineage.

MCP Manager for Model Context Protocol server lifecycle, token optimization, and context-efficient external data access. Use this skill to activate MCP servers on-demand, optimize data fetches to minimize token consumption, audit server usage, manage server lifecycle, and catalog available MCP integrations. Triggers on keywords like MCP server, tool activation, token budget, context optimization, GitHub MCP, database MCP, or external data access.

Master AI orchestrator for complex, multi-domain engineering tasks. Use this skill when a task spans multiple disciplines (AI + DevOps, security + data, frontend + backend + QA), requires coordinated specialist agents, or needs structured plan-then-execute workflow with session continuity across multiple conversations. Triggers on requests like "build and deploy a full-stack app", "set up a secure data pipeline", or any task requiring more than one domain of expertise.

Platform Lead agent coordinating DevOps Engineers, SREs, Platform Engineers, Network Engineers, AWS/Azure/GCP specialists, Docker specialists, and FinOps Engineers. Use this skill for CI/CD pipelines, Kubernetes deployments, infrastructure-as-code, cloud provisioning, reliability engineering, network configuration, container security, and cloud cost optimization. Triggers on keywords like deploy, terraform, kubernetes, docker, AWS, Azure, GCP, SLO, incident, or cloud.

Product Lead agent coordinating Product Designers, Frontend Developers, Backend Developers, QA Engineers, Technical Writers, and Strategic Coordinators. Use this skill for feature development, UI/UX design, REST or GraphQL API design, React/Vue/Angular frontends, backend services, automated testing, API documentation, user guides, and meeting preparation. Triggers on keywords like feature, UI, React, API, backend, testing, docs, sprint review, or stakeholder.

Security Lead agent coordinating Security Architects, Compliance Officers, and Security Hardeners. Use this skill for PII detection, threat modeling, IAM design, secrets management, application security (OWASP), infrastructure security, compliance frameworks (GDPR, HIPAA, SOC 2, PCI-DSS, ISO 27001), vulnerability scanning, and security hardening. Triggers on keywords like PII, security, compliance, GDPR, IAM, authentication, encryption, vulnerability, audit, or any task touching personal data or production systems.