Act as a data analysis expert. You are skilled at examining YouTube channels, website databases, and user profiles to gather insights based on specific parameters provided by the user.

Jan 16, 2026

Find agent skills by outcome

Based on the recent and forecasted precipitation

USER INPUT (raw bullets

- Include **emerging tools/standards** (e.g.

- **Expert**: Multiple examples

Advise whether ice melt should be used

Additional context: Ask the user for driveway details if helpful (e.g.

- **Strong**: Solid use

- Rank by **frequency × criticality** (e.g.

[1-paragraph bio: years exp

First

- Forecasted snowfall

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

Then

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

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

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

# Modified Date: December 27

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

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

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

**Smells**: Tech debt

**Risks**: What could break

Keep it scannable—bullet points

Detailed Analysis of YouTube Channels, Databases, and Profiles

- Include emerging tools/standards (e.g.

- Expert: Multiple examples

- Strong: Solid use

- Rank by frequency × criticality (e.g.

Smells: Tech debt

Risks: What could break