MLOps
模型部署、评估与运维
gtm-metrics
chadboyda
"When the user wants to define GTM metrics, build a metrics dashboard, measure pipeline efficiency, or track AI product performance. Also use when the user mentions 'GTM metrics,' 'revenue latency,' 'pipeline metrics,' 'TTFV,' 'time-to-first-value,' 'data health,' 'attribution,' 'conversion rate,' 'CAC,' 'LTV,' 'NRR,' 'GTM dashboard,' 'magic number,' 'pipeline velocity,' or 'funnel metrics.' This skill covers GTM measurement from metric selection through dashboard design, including AI-specific cost metrics, attribution models, and weekly review cadences."
partner-affiliate
chadboyda
"When the user wants to build a partner program, launch an affiliate program, design integration partnerships, or create distribution partnerships. Also use when the user mentions 'partnerships,' 'affiliate program,' 'referral program,' 'partner ecosystem,' 'integration partner,' 'reseller,' 'co-marketing,' 'PartnerStack,' or 'revenue share.' This skill covers partner and affiliate program design from recruitment through performance optimization."
python-notebooks-async
ahgraber
"Use when writing or reviewing asyncio code in Jupyter notebooks or '#%%' cell workflows — structuring event-loop ownership, orchestrating async tasks, or choosing compatibility strategies. Also use when hitting RuntimeError: This event loop is already running, asyncio.run() failures in cells, or tasks silently never completing."
ai-sdk-core
BjornMelin
Expert guidance for AI SDK Core: text generation, structured data, tool calling (tool/dynamicTool), MCP integration (createMCPClient, Experimental_StdioMCPTransport), embeddings/reranking, provider setup, middleware, telemetry, and error handling. Use when building with generateText/streamText, generateObject/streamObject, tools (needsApproval, strict, inputExamples, activeTools, toolChoice, experimental_context), embeddings (embed/embedMany/rerank), or MCP tools/resources/prompts/elicitation.
ai-sdk-agents
BjornMelin
Expert guidance for building AI agents with ToolLoopAgent (AI SDK v6+). Use when creating agents, configuring stopWhen/prepareStep, callOptionsSchema/prepareCall, dynamic tool selection, tool loops, or agent workflows (sequential, routing, evaluator-optimizer, orchestrator-worker). Triggers: ToolLoopAgent, agent loop, stopWhen, stepCountIs, prepareStep, callOptionsSchema, prepareCall, hasToolCall, InferAgentUIMessage, agent workflows.
notebook-ml-architect
BjornMelin
Expert guidance for auditing, refactoring, and designing machine learning Jupyter notebooks with production-quality patterns. Use when: (1) Analyzing notebook structure and identifying anti-patterns, (2) Detecting data leakage and reproducibility issues, (3) Refactoring messy notebooks into modular pipelines, (4) Generating templates for ML workflows (EDA, classification, experiments), (5) Adding reproducibility instrumentation (seeding, logging, env capture), (6) Converting notebooks to Python scripts, (7) Generating experiment summary reports. Triggers on: ML notebook, Jupyter audit, notebook refactor, data leakage, experiment template, ipynb best practices, notebook to script, reproducibility.
role-architect:cost-modeling
rnavarych
Cost modeling expertise including infrastructure cost estimation, TCO calculation, build vs buy analysis, pricing model comparison, ROI projection, cost growth modeling, and breakeven analysis.
kotlin-context-di
anderssv
Manual dependency injection using SystemContext (production) and TestContext (test doubles) patterns for Kotlin. Use when structuring service dependencies, wiring application components, or creating test contexts without DI frameworks.
role-architect:system-design
rnavarych
System design expertise including requirements analysis, C4 model diagrams, sequence diagrams, data flow diagrams, trade-off documentation, capacity estimation, distributed systems theory, load balancing algorithms, caching architectures, message-driven and stream processing architectures, data pipeline design, search architecture, and system design patterns for common internet-scale systems (URL shorteners, chat, news feed, rate limiters).
laravel-routing
leeovery
Route configuration, route model binding, and authorization. Use when working with routes, route binding, URL patterns, or when user mentions routing, route model binding, conditional binding, route-level authorization.
laravel-models
leeovery
Eloquent model patterns and database layer. Use when working with models, database entities, Eloquent ORM, or when user mentions models, eloquent, relationships, casts, observers, database entities.
laravel-providers
leeovery
Service providers, bootstrapping, and application configuration. Use when working with service providers, app configuration, bootstrapping, or when user mentions service providers, AppServiceProvider, bootstrap, booters, configuration, helpers.
r3f-loaders
EnzeD
React Three Fiber asset loading - useGLTF, useLoader, Suspense patterns, preloading. Use when loading 3D models, textures, HDR environments, or managing loading states.
algorithm-designer
Data-Wise
Design and document statistical algorithms with pseudocode and complexity analysis
pricing-strategy
JK-0001
Price a product or service for a solopreneur business. Use when deciding how much to charge, choosing between pricing models, structuring tiers, handling price objections, and adjusting prices over time. Covers value-based pricing, competitor benchmarking, psychological pricing tactics, pricing tiers design, and price testing. Trigger on "how should I price this", "pricing strategy", "what should I charge", "pricing tiers", "am I undercharging", "pricing model", "how to price my product", "raise my prices".
revenue-model-design
JK-0001
Design a revenue model for a solopreneur business â how money flows in, from whom, and on what cadence. Use when deciding how to monetize a product or service, choosing between revenue streams, structuring recurring vs one-time income, or diversifying revenue. Covers all major revenue model types, selection criteria, revenue stream stacking, and the relationship between revenue model and product design. Trigger on "how will I make money", "revenue model", "monetization strategy", "revenue streams", "recurring revenue", "how to monetize", "business revenue model", "diversify income".
data-pipeline-manager
dangeles
Design and troubleshoot robust data pipelines with comprehensive quality validation, error handling, and monitoring capabilities for bioinformatics and data processing workflows
calculator
dangeles
Use when quantitative feasibility checks are needed, order-of-magnitude estimates must be established, or detailed models are required to validate design assumptions and identify rate-limiting steps
research-pipeline
dangeles
Use when you need a complete research workflow from initial literature search to polished, fact-checked document. Chains researcher -> synthesizer -> devils-advocate -> fact-checker -> editor automatically.
data-science-expert
personamanagmentlayer
Expert-level data science, analytics, visualization, and statistical modeling
ai-architect-expert
personamanagmentlayer
Expert-level AI system design, MLOps, architecture patterns, and AI infrastructure
ml-expert
personamanagmentlayer
Expert-level machine learning, deep learning, model training, and MLOps
asymptotic-theory
Data-Wise
M-estimation, influence functions, and semiparametric efficiency theory for causal inference
business-plan
JK-0001
Write, structure, and update a business plan for a solopreneur. Use when creating a plan from scratch, updating an existing plan after a pivot or new phase, or preparing a plan to share with investors, partners, or even just to clarify your own strategy. Covers executive summary, market analysis, competitive positioning, revenue model, operations plan, financial projections, and risk assessment — all adapted for a one-person business. Trigger on "write a business plan", "business plan", "create my plan", "business plan template", "update my business plan", "plan for my business", "investor pitch plan".