A professional-grade financial pipeline for creating annual budgets and performing automated Budget vs. Actual analysis using QuickBooks Online data.
Install & Download
1. ClawHub CLI
The fastest way to install a skill directly from the registry.
npx clawhub@latest install budget-builder
2. Manual Installation
Copy the skill folder to one of these locations
~/.openclaw/skills/ <project>/skills/ Priority: Workspace > Local > Bundled
3. Prompt Installation
Copy this prompt to OpenClaw to install it automatically.
Help me install budget-builder using Clawhub. If Clawhub is not installed, install it first (npm i -g clawhub).
Prefer to download?
Get the raw skill files in a ZIP archive.
What is Budget Builder FP&A Pipeline?
The Budget Builder is a comprehensive financial planning and analysis tool designed for the Openclaw Skills ecosystem. It facilitates a dual-mode workflow that bridges the gap between raw accounting data and executive-level reporting. By integrating directly with QuickBooks Online, it allows teams to generate seasonal-aware budgets and monitor fiscal performance through automated variance detection.
This skill is particularly valuable for fractional CFOs and internal finance teams using Openclaw Skills to maintain high-quality management reporting without the manual overhead of spreadsheet manipulation. It ensures consistency across client portfolios by using standardized growth logic and professional Excel templates.
Budget Builder FP&A Pipeline Use Cases
- Creating annual operating plans based on 12 months of historical QuickBooks Online data.
- Automating monthly Budget vs. Actual (BvA) reporting cycles for rapid financial closes.
- Identifying material financial variances that require management commentary and action.
- Generating mid-year rolling forecasts that blend actual performance with budgeted projections.
- Calibrating future budgets by tracking historical accuracy and systematic bias using CDC logs.
How Budget Builder FP&A Pipeline Works
- The pipeline connects to the QuickBooks Online API to extract trailing 12-month history or YTD actuals.
- In Build mode, it identifies seasonal patterns for every account and applies growth assumptions to generate a future-looking budget.
- In Compare mode, it matches current actuals against the saved budget JSON to calculate dollar and percentage deltas.
- It applies material threshold logic to flag significant deviations (e.g., variances over $2,500 or 10%).
- The system generates commentary stubs and updates a rolling forecast based on current performance trends.
- Finally, it exports a multi-tab, formatted Excel workbook ready for board or management review.
Budget Builder FP&A Pipeline Setup
To get started with this skill within the Openclaw Skills environment, ensure you have the necessary dependencies installed:
pip install openpyxl
Note: The Node.js QBO client must be pre-configured with valid authentication tokens. You can then run the builder in either mode:
# To build a new budget
python3 budget-builder.py --slug client-name --build --year 2026
# To run a monthly BvA comparison
python3 budget-builder.py --slug client-name --compare
Budget Builder FP&A Pipeline Data Schema & Taxonomy
The skill manages data through a structured hierarchy of local caches and professional exports:
| File Type | Location/Format | Description |
|---|---|---|
| Budget Cache | .cache/budget-builder/{slug}_budget_{year}.json |
Stores the calculated budget for comparison modes. |
| CDC Tracker | .cache/budget-builder/{slug}_cdc.json |
Tracks accuracy and bias patterns across multiple runs. |
| Excel Build | Budget_{slug}_{year}.xlsx |
4-tab workbook including Summary, Detail, Assumptions, and Seasonality. |
| Excel Compare | BvA_{slug}_{month}.xlsx |
6-tab workbook including Variance Summary, Flags, Forecast, and Commentary. |
Budget Builder FP&A Pipeline Advanced Features
- Seasonal Pattern Detection: Automatically identifies accounts with high seasonality (strength ≥ 1.30) to weight budget distribution correctly.
- Rolling Forecast Blend: Uses a configurable weight (default 70/30) to blend YTD performance trends with remaining budget for realistic end-of-year projections.
- CDC Accuracy Tracking: Surfaces systematic bias, identifying accounts that are consistently over or under budget over multiple periods.
- Flexible Overrides: Supports both JSON-based growth assumptions and CSV-based hard-coded monthly overrides for granular control.
- Automated Commentary: Generates WHAT/WHY/ACTION/OUTLOOK stubs for material variances to jumpstart management reporting.
SKILL.md
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