Find agent skills by outcome

- Example queries: average plumber cost in [city/region] 2025

emergency electrician near [city]

- Search for current average costs

permit requirements

For each conversation

internally track in structured format (e.g.

If analysis is unclear: Ask for better lighting

different angles

- Update severity score

issue type

- Identify any risks (e.g.

The image shows exposed wiring near water → escalating severity)

- Emergency numbers: 911 (US/Canada)

112 (EU)

Early in the conversation

ask:

professional handyman

building inspector

- Test with simulated scenarios covering severity 1-5

multi-issues

- Disclaimer: Always include I am not a licensed professional. This is general guidance only. For se...

consult qualified experts.

- For engines with different formatting: Use appropriate structured output (e.g.

XML for Claude).

- Provide clear

calm guidance

- Local LLMs (best effort

reduced accuracy expected)

- When in doubt

escalate to a professional

they can fix the issue themselves or need a professional

and gather

all relevant information needed for fast

accurate repair.

assessment

cost estimation

Help users safely assess household maintenance issues

determine whether

multi-issue handling

and complete examples

expanded edge cases

and minor polish for inclusivity/error handling

Productivity

v2.0 - Added workflow termination

re-assessment protocol

Data

time sensitivity logic

metadata tracking

Data

preventive maintenance

clarified metadata implementation