finance-watcher

Analyze CSV or banking API data to detect subscriptions and flag unusual transactions.

11|2|Updated Apr 30, 2026

Search Tags:#monitoring #audit #finance #transaction #subscription

Ready to run

npx skills add https://github.com/NaveedTechLab/skills-library --skill finance-watcher

💬 Prompt for ChatGPT / Claude Chat▼

Please help me install this Agent Skill.
Skill: finance-watcher
Source: https://github.com/NaveedTechLab/skills-library/tree/main/skills/finance-watcher
Command: npx skills add https://github.com/NaveedTechLab/skills-library --skill finance-watcher

SYSTEM DOCUMENTATION & REQUIREMENTS

💡 This Skill requires pandas, watchdog, base-watcher-framework, and includes scripts (resource) and references (resource) components.

What problem does it solve?

This Skill automates the monitoring of banking transactions, detecting subscription patterns, flagging unusual transactions, and generating financial summaries, making it ideal for financial tracking and auditing.

Core Features & Use Cases

Transaction Monitoring: Track and log banking transactions from CSV files or APIs.
Subscription Detection: Identify recurring transactions to detect subscriptions.
Unusual Transaction Flagging: Alert on large or unusual transactions.
Financial Summaries: Generate weekly financial summaries.
Use Case: Use this Skill to maintain a comprehensive record of your expenses and income, ensuring you stay on top of your finances without manual effort.

Quick Start

Start monitoring your finances by importing your bank transactions and setting up the watch command.

Frequently Asked Questions about finance-watcher

High-intent search queries and answers about installing and using this skill.

FAQPage Schema

How do I automate subscription detection from banking transactions?▼

Automate subscription detection from banking transactions by importing CSV files or banking API data into the watcher. The Skill analyzes recurring transaction patterns to identify subscriptions and logs them automatically.

How do I flag unusual transactions in a CSV file for financial auditing?▼

Flag unusual transactions in a CSV file by processing the data through the financial monitoring scripts. The framework detects large or abnormal transactions and alerts you for auditing purposes.

Do I need Python and the BaseWatcher framework to monitor banking API data?▼

Yes, you need Python and the BaseWatcher framework to monitor banking API data. The Skill depends on this foundation to process API inputs, analyze transactions, and generate financial summaries.

Can I generate weekly financial summaries and expense tracking reports automatically?▼

Yes, you can generate weekly financial summaries and expense tracking reports automatically. The Skill processes your logged banking transactions to produce comprehensive financial records without manual effort.

What is the best way to track recurring expenses for personal finance management?▼

The best way to track recurring expenses for personal finance management is using an automated watcher framework. It continuously monitors transaction data, detects subscription patterns, and maintains your expense records.

Are there limitations when using pandas and watchdog for transaction monitoring?▼

Limitations when using pandas and watchdog for transaction monitoring include relying on structured CSV formats or compatible banking APIs. The framework requires proper Python environment setup to execute the monitoring scripts effectively.