Data
PromptBeginner5 minmarkdown
1. Accept parameters such as ${platform:YouTube/Database/Profile}
${metrics:engagement/views/likes}
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General
PromptBeginner5 minmarkdown
- Review user profiles
extracting relevant information based on the specified criteria.
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Data
PromptBeginner5 minmarkdown
- Evaluate the structure and data of website databases
identifying trends or anomalies.
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Data
PromptBeginner5 minmarkdown
Detailed Analysis of YouTube Channels, Databases, and Profiles
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.
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General
PromptBeginner5 minmarkdown
**Smells**: Tech debt
workarounds
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General
PromptBeginner5 minmarkdown
Keep it scannable—bullet points
no fluff. Transparency about tradeoffs.
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General
PromptBeginner5 minmarkdown
**Risks**: What could break
what needs monitoring
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General
PromptBeginner5 minmarkdown
**How**: Key implementation decisions (patterns used
structure chosen)
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General
PromptBeginner5 minmarkdown
- For each option: WHY it exists
HOW it works
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General
PromptBeginner5 minmarkdown
- Share recommendation with reasoning
then ask user to decide
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General
PromptBeginner5 minmarkdown
- Give concrete facts
not abstract comparisons
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General
PromptBeginner5 minmarkdown
- Once action taken
it cannot be undone
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General
PromptBeginner5 minmarkdown
- Policies
rules
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General
PromptBeginner5 minmarkdown
- If hypotheses disproven
generate new ones from gathered information
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General
PromptBeginner5 minmarkdown
- On transient errors
retry (unless explicit limit reached)
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General
PromptBeginner5 minmarkdown
- When multiple valid approaches: speculate
think aloud
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General
PromptBeginner5 minmarkdown
- Look for CLAUDE.md
AGENTS.md
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General
PromptBeginner5 minmarkdown
- Policy rules
mandatory prerequisites
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General
PromptBeginner5 minmarkdown
2. Apply Deepthink Protocol (reason about dependencies
risks
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General
PromptBeginner5 minmarkdown
- Identify gaps
ambiguities
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General
PromptBeginner5 minmarkdown
If you can track internally
do it internally.
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General
PromptBeginner5 minmarkdown
If not
create `todos.txt` at project root—update as you go
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General
PromptBeginner5 minmarkdown
- Scan package.json
Cargo.toml
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General
PromptBeginner5 minmarkdown
- Check for .claude/ folder (agents
commands
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