Find agent skills by outcome

USER INPUT (raw bullets

stories

[1-paragraph bio: years exp

companies

Research

RESEARCH FIRST: Use real-time web search (job boards

- Rank by frequency × criticality (e.g.

“must-have” > “nice-to-have”).

- Include emerging tools/standards (e.g.

- Expert: Multiple examples

leadership

- Strong: Solid use

1–2 projects

# Audience: Homeowners in snowy regions

especially those with challenging driveways (e.g.

# Modified Date: December 27

2025

Coding

# - Grok 4 (by xAI): Excels in real-time data integration

rapid access to current events and weather via live web and X searches

# - Claude (by Anthropic): Strong in highly structured

step-by-step reasoning

# - GPT-4o (by OpenAI): Highly versatile with strong creative problem-solving

excellent handling of contextual nuances (e.g.

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

multimodal analysis (e.g.

# - Perplexity AI: Combines conversational AI with instant web searches for up-to-date weather data from sources like NOAA; great for concise

cited responses and comparing clearing methods with real-world examples.

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

refreezing risks via temperature trends); open-source friendly

# - Copilot (by Microsoft): Integrates Bing weather data for reliable

real-time forecasts; excels in practical

# Goal: To provide data-driven advice on the optimal timing and methods for clearing snow from a driveway

considering weather conditions

First

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

Then

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

- Forecasted snowfall

precipitation type

Education

**Comments Explain WHY

Not WHAT:**

How: Key implementation decisions (patterns used

structure chosen)

Smells: Tech debt

workarounds

Risks: What could break

what needs monitoring