ml-pipeline-orchestrator
Orchestrates complete machine learning pipelines within SpecWeave increments. Activates when users request "ML pipeline", "train model", "build ML system", "end-to-end ML", "ML workflow", "model training pipeli...
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Orchestrates complete machine learning pipelines within SpecWeave increments. Activates when users request "ML pipeline", "train model", "build ML system", "end-to-end ML", "ML workflow", "model training pipeli...
Centralized model versioning, staging, and lifecycle management. Activates for "model registry", "model versioning", "model staging", "deploy to production", "rollback model", "model metadata", "model lineage",...
Expert in creating Mermaid diagrams following C4 Model and SpecWeave conventions. Specializes in system architecture, sequence diagrams, ER diagrams, and deployment diagrams. Activates for diagram creation, arc...
System Architect and technical design expert. Creates system architecture, technical specifications, Architecture Decision Records (ADRs), component designs, API contracts, data models, and deployment architect...
Multi-agent orchestration system that coordinates specialized agents (PM, Architect, DevOps, QA, Tech Lead, Security) to work together on complex tasks. Implements hierarchical orchestrator-worker pattern. Acti...
Invoke before designing presenters, modules, or application structure in web applicartion.
Invoke before configuring Nette DI - services, .neon files, autowiring.
Expertise in executing finalized architectural plans. Use when the user asks to "implement the plan", "build the feature", or "execute the strategy".
Expertise in validating that the codebase matches a specific plan. Use when the user asks to "validate the plan", "check implementation", or "audit the code".
Expertise in acting as a Staff Engineer to generate comprehensive implementation plans. Use when the user asks to "plan a feature", "create a new plan", or "design an architecture".
Expertise in deploying the project to a target environment. Use when the user asks to "deploy", "release", or "push to prod".
brainbaseのアーキテクチャパターン(EventBus、Reactive Store、DI Container、Service Layer)への準拠をチェックし、違反箇所を修正提案する4 Phase Orchestrator Skill。
Handle refinement of next actions when user rejects suggestions, wants to change context, defer, delegate, or break down further. Use when a suggested action doesn't fit or circumstances change.
Create Architecture Decision Records through interactive conversation. Use when making technology choices, architecture patterns, or third-party service selections.
Architect planning workflow (Codex CLI). Use to design before build and produce an implementation plan.
Learns from DAG execution history to improve future performance. Identifies successful patterns, detects anti-patterns, and provides recommendations. Activate on 'learn patterns', 'execution patterns', 'what wo...
Guides creation of high-quality Agent Skills with domain expertise, anti-pattern detection, and progressive disclosure best practices. Activate on keywords: create skill, review skill, skill quality, skill best...
Master coordinator that delegates to specialist skills, synthesizes outputs, AND creates new skills on-the-fly when needed. Expert in problem decomposition, skill orchestration, quality assurance, and skill cre...
Wave-based parallel scheduling for DAG execution. Manages execution order, resource allocation, and parallelism constraints. Activate on 'schedule dag', 'execution waves', 'parallel scheduling', 'task queue', '...
Profiles DAG execution performance including latency, token usage, cost, and resource consumption. Identifies bottlenecks and optimization opportunities. Activate on 'performance profile', 'execution metrics',...
Expert data engineer for ETL/ELT pipelines, streaming, data warehousing. Activate on: data pipeline, ETL, ELT, data warehouse, Spark, Kafka, Airflow, dbt, data modeling, star schema, streaming data, batch proce...
Expert MCP (Model Context Protocol) server developer creating safe, performant, production-ready servers with proper security, error handling, and developer experience. Activate on 'create MCP', 'MCP server', '...
Performs root cause analysis on DAG execution failures. Traces failure propagation, identifies systemic issues, and generates actionable remediation guidance. Activate on 'failure analysis', 'root cause', 'why...
Parses complex problems into DAG (Directed Acyclic Graph) execution structures. Decomposes tasks into nodes with dependencies, identifies parallelization opportunities, and creates optimal execution plans. Acti...
Le classement utilise les étoiles du dépôt GitHub indexé. Plusieurs skills peuvent partager ce nombre : ce n’est ni un nombre d’installations ni une note de qualité.