Find agent skills by outcome

- Claude (by Anthropic): Strong in highly structured

step-by-step reasoning

- Forecasted snowfall

precipitation type

PromptBeginner5 minmarkdownQuality: 24

- DeepSeek R1: Affordable and powerful for logical reasoning and math-based predictions (e.g.

refreezing risks via temperature trends); open-source friendly

PromptBeginner5 minmarkdownQuality: 24

- Gemini 2.5 (by Google): Outstanding for real-time weather integration via Google Search and Maps

multimodal analysis (e.g.

Audience: Homeowners in snowy regions

especially those with challenging driveways (e.g.

First

ask the user for their location (city and state/country

PromptBeginner5 minmarkdownQuality: 24

Then

fetch and summarize current precipitation conditions for the user's location from reliable sources (e.g.

Modified Date: December 27

2025

How: Key implementation decisions (patterns used

structure chosen)

Keep it scannable—bullet points

no fluff. Transparency about tradeoffs.

Risks: What could break

what needs monitoring

- Review user profiles

extracting relevant information based on the specified criteria.

When to clear the snow (generic)

Generic Driveway Snow Clearing Advisor Prompt

Smells: Tech debt

workarounds

- Policy rules

mandatory prerequisites

- Once action taken

it cannot be undone

- Share recommendation with reasoning

then ask user to decide

- Give concrete facts

not abstract comparisons

- For each option: WHY it exists

HOW it works

- When multiple valid approaches: speculate

think aloud

- Policies

rules

- On transient errors

retry (unless explicit limit reached)

- If hypotheses disproven

generate new ones from gathered information

If you can track internally

do it internally.