Monthly Digest

SkillMonitoring & ops

Generate a monthly financial summary with metrics, trends, and anomalies.

Available today. Use it from your connected AI after setup.

Connect ahel once, and every AI you use reads what you have installed.

Then ask your AI: use the Monthly Digest skill

What this skill tells your AI

The instructions your AI receives, as published by openaccountant/skills in shared/monthly-digest/SKILL.md and read by ahel’s review.

Overview

Produce a concise monthly financial digest covering income, expenses, savings rate, notable transactions, spending anomalies, and month-over-month trends. Designed to be a quick "state of your finances" snapshot.

Wilson Tools Used

  • spending_summary — category-level spending totals for the month
  • transaction_search — find largest transactions and income entries
  • anomaly_detect — flag unusual spending patterns or amounts

Workflow

  1. Determine the target month (default: previous calendar month).
  2. Use spending_summary to get category totals for the month.
  3. Use spending_summary for the prior month to calculate month-over-month changes.
  4. Use transaction_search to find:
    • Top 5 largest expenses
    • All income transactions
    • Any new vendors (first-time transactions)
  5. Use anomaly_detect to flag:
    • Unusual amounts (significantly above category average)
    • New recurring charges
    • Missing expected recurring charges
  6. Compile the digest using the template below.
  7. Display the digest and optionally export as Markdown.

Digest Template

# Monthly Digest — [Month Year]

## Key Numbers
| Metric | Amount | vs. Last Month |
|--------|--------|----------------|
| Total Income | $X,XXX | +/-XX% |
| Total Expenses | $X,XXX | +/-XX% |
| Net (Income - Expenses) | $X,XXX | — |
| Savings Rate | XX% | +/-X pts |

## Spending by Category
| Category | Amount | % of Total | vs. Last Month |
|----------|--------|------------|----------------|
| ... | ... | ... | ... |

## Top 5 Expenses
1. [Description] — $XXX on [Date]
2. ...

## Anomalies & Alerts
- [flag icon] [Description of anomaly]

## New This Month
- First time seeing: [vendor name]

Without Wilson

To create a monthly digest manually:

  1. Export the month's transactions from your bank as CSV.
  2. Open in Google Sheets and add a Category column if missing.
  3. Key numbers:
    Total Income:   =SUMIFS(Amount, Amount, ">0", Date, ">="&DATE(2025,3,1), Date, "<="&DATE(2025,3,31))
    Total Expenses: =ABS(SUMIFS(Amount, Amount, "<0", Date, ">="&DATE(2025,3,1), Date, "<="&DATE(2025,3,31)))
    Savings Rate:   =(Income - Expenses) / Income * 100
    
  4. Category breakdown: Create a pivot table grouped by Category, summing Amount.
  5. Top expenses: Sort by Amount ascending, take the first 5 rows.
  6. Month-over-month: Keep last month's totals in a separate tab and calculate =(ThisMonth - LastMonth) / LastMonth * 100 for each category.
  7. Anomaly detection (manual): Calculate the average and standard deviation per category over the last 6 months. Flag any category where this month's spending exceeds the average + 2 standard deviations.

Important Notes

  • The digest defaults to the previous calendar month. Ask for a specific month if needed.
  • Savings rate is calculated as (income - expenses) / income. If income is zero, savings rate is shown as N/A.
  • Anomaly detection uses a rolling 6-month window. New users with less history will see fewer anomaly flags.
  • The digest does not include transfers between your own accounts (e.g., savings transfers) in the income/expense totals.

Signals

GitHub stars
68
Forks
16
Last commit
Apr 2026
Advanced
Catalog kind
skill
Gateway key
monthly-digest
Source
github.com/openaccountant/skills