Find agent skills by outcome

- Evaluate the structure and data of website databases

identifying trends or anomalies.

- Review user profiles

extracting relevant information based on the specified criteria.

Data

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

${metrics:engagement/views/likes}

- Once action taken

it cannot be undone

How: Key implementation decisions (patterns used

structure chosen)

- Policies

rules

- When multiple valid approaches: speculate

think aloud

- For each option: WHY it exists

HOW it works

- Give concrete facts

not abstract comparisons

- On transient errors

retry (unless explicit limit reached)

- Share recommendation with reasoning

then ask user to decide

- If hypotheses disproven

generate new ones from gathered information

- Identify gaps

ambiguities

- Look for CLAUDE.md

AGENTS.md

- Scan package.json

Cargo.toml

- Check for .claude/ folder (agents

commands

- Policy rules

mandatory prerequisites

Before any action

gather context and enhance the request internally:

- Use soft

warm tones to evoke a familial and welcoming atmosphere.

Ultrathinker

# Ultrathinker

Turkish Cats hanging out nearby of Galata Tower

Turkish Cats hanging out nearby of Galata Tower, vertical

If you can track internally

do it internally.

If not

create `todos.txt` at project root—update as you go

2. Apply Deepthink Protocol (reason about dependencies

risks