MARUCIE
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Categories
Indexed Skills (49)
deep-learning-pipeline
Use when publishing a 深度学习系列 episode (deep-learning topic deep-dive — interview / paper / framework / debate) end-to-end with editorial polish. Pipeline: signature visual style (one per episode, never reuse) → HTML body → dedicated CF Pages subdomain → triple-format screenshot (4K + mobile + WeChat JPEG) → GDrive structured archive. Trigger: 深度学习管线 / learning pipeline / 专题报告 / 系列报告 / 出一期 / 新一期 / 下一期 / 第N期 / 罗福莉式 / hermes-agent式. NOT for: passive content summary (use deep-learning-skill for body generation; this skill orchestrates the full delivery pipeline around it). Mode: pipeline (sequential A→B→C→D→E).
ft-business-analyst
Use when: understanding business scenarios, identifying tax-related events, decomposing business flows. Trigger: 业务分析, 经营场景, 涉税事项, 业务拆解, 新客户接入. NOT for: specific tax calculations, filing, accounting entries.
ft-compliance-auditor
Use when: risk identification, compliance checking, Golden Tax IV alerts, audit preparation, internal control review. Trigger: 合规, 风险, 稽查, 预警, 金税四期, 内控, 质检. NOT for: external audit opinions, legal proceedings.
ft-compliance-checklist
Use when: generating compliance checklists, monthly/quarterly/annual review lists, industry-specific compliance requirements. Trigger: 合规清单, 检查清单, 月度检查, 季度检查, 年度检查. NOT for: actual compliance checking (use ft-compliance-auditor).
ft-internal-audit
Use when: user needs internal control evaluation, process audit, fraud detection, COSO framework application, or audit workpaper preparation. Trigger: '内部审计', '内控', '舞弊', 'COSO', '审计底稿', '职责分离', '控制缺陷'. NOT for: external audit (CPA statutory audit) or financial statement audit opinion — those require registered CPA.
ft-risk-assessment
Use when: evaluating tax compliance risk, benchmarking financial indicators against industry standards, detecting anomalous patterns in financial data, or generating early warning reports. Trigger: risk assessment, tax risk, anomaly detection, industry benchmark, risk rating, early warning, compliance check, tax burden rate. NOT for: tax planning design, legal dispute resolution, or routine bookkeeping.
ft-tax-advisor
Use when: tax type determination, tax rate application, tax filing, VAT/CIT/PIT calculation, tax policy interpretation. Trigger: 税种, 税率, 申报, 纳税, 增值税, 企业所得税, 个人所得税, 附加税. NOT for: tax planning optimization, international tax, legal disputes.
ft-tax-planner
Use when: client needs tax optimization strategy, comparing tax burden across business structures, or evaluating legitimacy of tax planning schemes. Trigger: tax planning, tax optimization, tax savings calculation, business structure comparison, anti-avoidance boundary. NOT for: routine tax filing, historical tax declaration corrections, or transfer pricing documentation.
pm-cmd-setup-metrics
Design a product metrics dashboard with North Star metric, input metrics, health metrics, and alert thresholds
gsap-performance
Official GSAP skill for performance — prefer transforms, avoid layout thrashing, will-change, batching. Use when optimizing GSAP animations, reducing jank, or when the user asks about animation performance, FPS, or smooth 60fps.
database-designer
Database schema design, migration planning, and RLS policies. Use when: schema design, 'design database', table relationships, row-level security. NOT for: query optimization (use postgresql-best-practices).
systematic-debugging
Use when encountering a bug, test failure, crash, or unexpected behavior. Enforces root-cause investigation before any fix attempt. NOT for writing new features. Trigger: bug, error, failing test, broken, unexpected, crash, regression.
test-driven-development
Use when implementing any feature or bugfix, before writing implementation code
bigdata-machine-learning
Machine learning toolkit for big data teams. Includes scikit-learn, PyTorch Lightning, Transformers, SHAP for model training, deployment, and interpretation. Use when building ML pipelines, training models, or explaining predictions.
metrics-dashboard
Define and design a product metrics dashboard with key metrics, data sources, visualization types, and alert thresholds. Use when creating a metrics dashboard, defining KPIs, setting up product analytics, or building a data monitoring plan.
north-star-metric
Define a North Star Metric and 3-5 supporting input metrics that form a metrics constellation. Classify the business game (Attention, Transaction, Productivity) and validate against 7 criteria for an effective North Star. Use when choosing a North Star Metric, setting up a metrics framework, learning about the North Star Framework, or deciding what to measure.
sql-queries
Generate SQL queries from natural language descriptions. Supports BigQuery, PostgreSQL, MySQL, and other dialects. Reads database schemas from uploaded diagrams or documentation. Use when writing SQL, building data reports, exploring databases, or translating business questions into queries.
ansoff-matrix
Generate an Ansoff Matrix analysis mapping growth strategies across market penetration, market development, product development, and diversification. Use when considering growth options, planning market expansion, or evaluating strategic growth paths.
business-model
Generate a Business Model Canvas with all 9 building blocks. Use when creating a business model, documenting how a business creates value, or analyzing an existing business model.
industry-forces
Perform Five Forces analysis — competitive rivalry, supplier power, buyer power, threat of substitutes, and threat of new entrants. Use when analyzing industry dynamics, assessing competitive forces, or evaluating market attractiveness.
lean-canvas
Use when exploring startup hypotheses, testing business model viability, or comparing venture ideas on a single page. Trigger: user says 'lean canvas', 'business model', 'startup hypothesis', 'one-page business plan', or when validating whether an idea is worth pursuing before building anything.
pestle-analysis
Perform a PESTLE analysis covering Political, Economic, Social, Technological, Legal, and Environmental factors. Use when assessing the macro environment, doing strategic planning, or evaluating external factors affecting your business.
product-strategy
Create a comprehensive product strategy using the 9-section Product Strategy Canvas — vision, segments, costs, value propositions, trade-offs, metrics, growth, capabilities, and defensibility. Use when building a product strategy, creating a strategic plan, or defining product direction.
swot-analysis
Perform a detailed SWOT analysis — strengths, weaknesses, opportunities, and threats with actionable recommendations. Use when doing strategic assessment, competitive analysis, or evaluating a product or business position.
value-proposition
Design a detailed value proposition using a 6-part JTBD template — Who, Why, What before, How, What after, Alternatives. Use when creating a value proposition, analyzing customer value delivery, or articulating why customers should choose your product.
design-taste-frontend
Use for opinionated UI engineering standards: variance/motion/density baselines, component architecture rules, CSS hardware acceleration. Best for refining or auditing existing UI. NOT for greenfield builds (use frontend-design). NOT for design thinking (use qiaomu-design-advisor).
redesign-existing-projects
Use when an existing website or app has generic/tired design and needs premium polish without rewriting the codebase. Trigger: 'redesign this', 'upgrade the UI', 'make it look professional', 'fix the generic AI look', existing project with working functionality but poor visual quality. NOT for: green-field designs (use frontend-design), design system creation (use visual-style), or user research phases (use stitch-design-pipeline).
bigdata-processing
Core big data processing toolkit for data teams. Includes Polars, Dask, Vaex for large-scale data processing, ETL pipelines, and distributed computing. Use when working with datasets larger than memory, building data pipelines, or optimizing data processing performance.
bigdata-visualization
Data visualization toolkit for big data teams. Includes Matplotlib, Seaborn, Plotly for static and interactive charts. Use when creating dashboards, reports, or exploring data visually.
ab-test-analyst-delivery-review
Delivery Review Workflow
ab-test-analyst-quality-gate
Quality Gate Workflow
ab-test-analyst-scope-contract
Scope Contract Workflow
algorithm-engineer-delivery-review
Delivery Review Workflow
algorithm-engineer-quality-gate
Quality Gate Workflow
algorithm-engineer-scope-contract
Scope Contract Workflow
bigdata-engineer-delivery-review
Delivery Review Workflow
bigdata-engineer-quality-gate
Quality Gate Workflow
bigdata-engineer-scope-contract
Scope Contract Workflow
data-analyst-delivery-review
Delivery Review Workflow
data-analyst-quality-gate
Quality Gate Workflow
data-analyst-scope-contract
Scope Contract Workflow
executive-strategist-delivery-review
Delivery Review Workflow
executive-strategist-quality-gate
Quality Gate Workflow
executive-strategist-scope-contract
Scope Contract Workflow
infra-engineer-delivery-review
Delivery Review Workflow
infra-engineer-quality-gate
Quality Gate Workflow
infra-engineer-scope-contract
Scope Contract Workflow
internal-control-specialist-delivery-review
Delivery Review Workflow
internal-control-specialist-quality-gate
Quality Gate Workflow
Bio shown is the top-scored skill's repo description as a fallback — real GitHub bios land in a future update.