Travel Deal Hunter

Load travel wishlist with destinations and flexible dates

Steps:
1. Validate all required inputs are available
2. Execute the operation described above
3. Verify the result meets expected output format
4. Handle errors gracefully — retry transient failures, log and alert on persistent ones
5. Return structured output with status and any relevant data

If any required data is missing, request it from the user before proceeding.

Search flights from home airport to each destination

Steps:
1. Validate all required inputs are available
2. Execute the operation described above
3. Verify the result meets expected output format
4. Handle errors gracefully — retry transient failures, log and alert on persistent ones
5. Return structured output with status and any relevant data

If any required data is missing, request it from the user before proceeding.

Compare against historical average prices

Steps:
1. Validate all required inputs are available
2. Execute the operation described above
3. Verify the result meets expected output format
4. Handle errors gracefully — retry transient failures, log and alert on persistent ones
5. Return structured output with status and any relevant data

If any required data is missing, request it from the user before proceeding.

Search hotels for matching dates

Steps:
1. Validate all required inputs are available
2. Execute the operation described above
3. Verify the result meets expected output format
4. Handle errors gracefully — retry transient failures, log and alert on persistent ones
5. Return structured output with status and any relevant data

If any required data is missing, request it from the user before proceeding.

Use the OpenWeatherMap API to fetch weather data for the user's location.

GET https://api.openweathermap.org/data/2.5/forecast?q={city}&appid={api_key}&units=imperial

Extract: current temperature, conditions, humidity, wind speed, and rain probability.
Format concisely: "72°F, Partly Cloudy, 45% humidity, 8mph wind, 10% rain"

If the API returns an error, retry once with a 2-second delay. If it fails again, use "Weather data unavailable" as a placeholder and continue with the remaining steps.

If price is >20% below average AND weather is good, alert immediately

Steps:
1. Validate all required inputs are available
2. Execute the operation described above
3. Verify the result meets expected output format
4. Handle errors gracefully — retry transient failures, log and alert on persistent ones
5. Return structured output with status and any relevant data

If any required data is missing, request it from the user before proceeding.

Persist the data to the configured storage.

Data structure:
- Include timestamp (ISO 8601) with every record
- Use consistent field names across entries
- Store raw values (not formatted) for future analysis
- Add a source/origin field for audit trail

Storage operation:
1. Validate the data before writing
2. Check for duplicates (by timestamp + unique key)
3. Append to existing records — never overwrite
4. Verify the write succeeded
5. Return the stored record ID/reference