Find agent skills by outcome

1. Accept parameters such as ${platform:YouTube/Database/Profile}

${metrics:engagement/views/likes}

Smells: Tech debt

workarounds

- Review user profiles

extracting relevant information based on the specified criteria.

# Audience: Homeowners in snowy regions

especially those with challenging driveways (e.g.

Data

- Evaluate the structure and data of website databases

identifying trends or anomalies.

Keep it scannable—bullet points

no fluff. Transparency about tradeoffs.

Risks: What could break

what needs monitoring

- Policies

rules

How: Key implementation decisions (patterns used

structure chosen)

- 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

- 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.

- Identify gaps

ambiguities

- Scan package.json

Cargo.toml

- Check for .claude/ folder (agents

commands

Before any action

gather context and enhance the request internally:

Ultrathinker

# Ultrathinker

Turkish Cats hanging out nearby of Galata Tower

Turkish Cats hanging out nearby of Galata Tower, vertical

- Use soft

warm tones to evoke a familial and welcoming atmosphere.