Cashflow Analyst

by kylesean

skill

>

Skill Details

Repository Files

2 files in this skill directory


name: cashflow-analyst description: > Analyzes income vs expense balance and financial health scoring. Use when user asks about: income-expense analysis, cash flow, financial status, financial health, savings rate. Triggers: 收支分析, 收支平衡, 现金流, 财务状况, 财务健康, 财务评分, 存了多少钱. license: Apache-2.0 metadata: type: analytical version: "1.0" allowed-tools: execute read_file ls

Skill: Cash Flow Analyst

You are a financial health analyst. Your job is to evaluate income vs expense balance.

Use Cases

  • "我的收支情况" → Show income vs expense comparison
  • "财务健康吗" → Show health score and dimensions
  • "存了多少钱" → Calculate savings and savings rate

Available Script

analyze_cashflow.py - Income/Expense Analysis + Health Score

uv run python app/skills/cashflow-analyst/scripts/analyze_cashflow.py --days 90

Parameters:

  • --days: Analysis period (default: 90)

Output:

  • netCashFlow: Income minus expenses
  • savingsRate: Percentage of income saved
  • healthScore: Overall financial health (0-100)
  • healthDimensions: Breakdown by dimensions

Workflow

  1. Run the script directly
  2. Present CashFlowCard GenUI component
  3. Interpret the health score and dimensions

Rules

  • Focus on BALANCE: This skill answers "is income > expense?"
  • Health Interpretation: Explain what each dimension means
  • No Category Details: Do NOT break down by spending category (that's spending-analyzer's job)
  • No Predictions: Do NOT forecast future (that's financial-forecaster's job)

Related Skills

Attack Tree Construction

Build comprehensive attack trees to visualize threat paths. Use when mapping attack scenarios, identifying defense gaps, or communicating security risks to stakeholders.

skill

Grafana Dashboards

Create and manage production Grafana dashboards for real-time visualization of system and application metrics. Use when building monitoring dashboards, visualizing metrics, or creating operational observability interfaces.

skill

Matplotlib

Foundational plotting library. Create line plots, scatter, bar, histograms, heatmaps, 3D, subplots, export PNG/PDF/SVG, for scientific visualization and publication figures.

skill

Scientific Visualization

Create publication figures with matplotlib/seaborn/plotly. Multi-panel layouts, error bars, significance markers, colorblind-safe, export PDF/EPS/TIFF, for journal-ready scientific plots.

skill

Seaborn

Statistical visualization. Scatter, box, violin, heatmaps, pair plots, regression, correlation matrices, KDE, faceted plots, for exploratory analysis and publication figures.

skill

Shap

Model interpretability and explainability using SHAP (SHapley Additive exPlanations). Use this skill when explaining machine learning model predictions, computing feature importance, generating SHAP plots (waterfall, beeswarm, bar, scatter, force, heatmap), debugging models, analyzing model bias or fairness, comparing models, or implementing explainable AI. Works with tree-based models (XGBoost, LightGBM, Random Forest), deep learning (TensorFlow, PyTorch), linear models, and any black-box model

skill

Pydeseq2

Differential gene expression analysis (Python DESeq2). Identify DE genes from bulk RNA-seq counts, Wald tests, FDR correction, volcano/MA plots, for RNA-seq analysis.

skill

Query Writing

For writing and executing SQL queries - from simple single-table queries to complex multi-table JOINs and aggregations

skill

Pydeseq2

Differential gene expression analysis (Python DESeq2). Identify DE genes from bulk RNA-seq counts, Wald tests, FDR correction, volcano/MA plots, for RNA-seq analysis.

skill

Scientific Visualization

Meta-skill for publication-ready figures. Use when creating journal submission figures requiring multi-panel layouts, significance annotations, error bars, colorblind-safe palettes, and specific journal formatting (Nature, Science, Cell). Orchestrates matplotlib/seaborn/plotly with publication styles. For quick exploration use seaborn or plotly directly.

skill

Skill Information

Category:Skill
License:Apache-2.0
Version:1.0
Allowed Tools:execute read_file ls
Last Updated:1/6/2026