shift rota planner

Managing staff schedules across hospitality, retail, or clinical environments often results in a mess of spreadsheets and broken labor laws. This skill automates the complex combinatorics of shift planning while keeping you in control of the final decision. It translates manager requirements into optimized schedules that respect contract hours, role requirements, and mandatory rest periods.

What it does

• Role-based allocation matches specific shifts to staff based on their qualified roles and skills.
• Constraint management enforces weekly hour maximums, minimum rest windows, and maximum consecutive work days.
• Conflict resolution identifies why shifts remain uncovered and proposes specific trade-offs to fix them.
• Multi-format export generates Excel workbooks for payroll and printable HTML layouts for staff rooms.
• Rota validation checks manual edits against original rules to ensure no labor laws or contracts were accidentally broken.

How it works

1. Fact gathering involves providing the skill with staff lists, roles, and shift requirements via chat or file upload.
2. Solving triggers the internal Python engine to test thousands of combinations for the most efficient coverage.
3. Reviewing allows you to see uncovered shifts and staff under-hours, with the agent explaining the bottleneck in plain English.
4. Exporting produces the final .xlsx and .html files once you approve the schedule.

Frameworks & tools

This skill uses a specialized Python 3.8+ solver (included) that requires no external API calls or network access. It operates entirely within your agent's execution environment.

Why this beats prompting it yourself

Standard LLM prompts often fail at the heavy math required for 24/7 coverage and frequently "hallucinate" staff availability. This skill offloads the logic to a dedicated solver script, ensuring 100% accuracy in hours and constraint checking that a text-only prompt cannot match.

Use cases

• Generating weekly schedules for cafes or restaurants with varying weekend coverage.
• Planning 24/7 clinic rotations that must respect mandatory 11-hour rest windows.
• Auditing manual staff swaps to ensure they don't trigger overtime pay or labor violations.
• Balancing hours across a team to ensure everyone hits their contract minimums.

Known limitations

Plans one week at a time. It does not check rest periods against the previous week unless the last shift of that week is manually provided. Not a substitute for legal or payroll advice.