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Review Response Writer

Community
rshankras
review-response-writer

Write professional, empathetic responses to App Store reviews that build trust and turn critics into fans. Use when responding to negative reviews, drafting templates for common review types, or improving review management strategy.

Overview

Publisherrshankras
Repositoryclaude-code-apple-skills
Skill namereview-response-writer
Stars
744
Forks
70
Bundled files
Instructions only
LicenseMIT
Links
  • Markdown instructions

    A SKILL.md file the model loads on demand, so it only costs tokens when a request actually matches.

  • Works with any LLM

    AI skills are plain Markdown, not provider-specific code, so this works with GPT, Claude, Gemini, Grok, or a local model.

  • Self-contained

    Everything the model needs lives in the instructions — no extra files to sync.

  • Open source

    Published by rshankras on GitHub. Read the source before you install it.

Installation

Install the Review Response Writer AI skill in TypingMind to use it with any LLM, or drop it into another agent that reads SKILL.md.

1

Install in TypingMind

TypingMind installs a skill straight from its GitHub folder — it reads SKILL.md, bundles the resource files, and stores the result locally.

  1. Open the app and go to Plugins → Skills.
  2. Choose "Install from GitHub".
  3. Paste the skill folder URL below and confirm.
  4. Enable the skill in any chat where you want it available.
Plugins → Skills → Add skill → From GitHub URL, then paste the folder URL and press Continue.
2

Install in another agent

Any agent that reads the Agent Skills format can use this skill — copy the folder into that agent's skills directory.

Claude Code — .claude/skills
git clone --depth 1 https://github.com/rshankras/claude-code-apple-skills.git /tmp/claude-code-apple-skills
mkdir -p .claude/skills
cp -r /tmp/claude-code-apple-skills/skills/app-store/review-response-writer .claude/skills/review-response-writer
Restart Claude Code after copying so it picks up the new skill.

Use it in TypingMind

Enable Review Response Writer in any TypingMind chat and the model takes it from there. Its name and description sit in the system prompt, and the moment a request matches, the model loads the full instructions itself — you never invoke it by hand, and it costs no tokens until it is actually used.

The model loads Review Response Writer on its own as soon as a request matches it.

Works with any AI model

AI skills are plain Markdown instructions rather than provider-specific code, so Review Response Writer is not tied to the model it was written for. Install it once in TypingMind and use it with GPT-5, Claude, Gemini, Grok, DeepSeek, Mistral, Llama, or a local model you run yourself — all on your own API keys.

  • Loaded only when it is needed

    The system prompt carries just the name and description. The instructions are fetched on the first matching request, so an idle skill costs nothing.

  • Switch models mid-chat

    Because the skill is instructions rather than code, changing model does not break it — the next model reads the same SKILL.md.

Skill instructions

This is the SKILL.md content the model loads. Read it before installing — a skill is instructions your model will follow.

Review Response Writer

Write professional, empathetic responses to App Store reviews that build trust and turn critics into fans.

When This Skill Activates

  • User needs to respond to negative reviews
  • User wants templates for common review types
  • User asks about review management strategy
  • User wants to improve customer relationships

Response Philosophy

Why Respond?

  1. Shows you care - Active developer = trustworthy app
  2. Helps others - Future users read responses
  3. Converts critics - Can change rating with good response
  4. Provides feedback - Reviews reveal real issues
  5. Builds community - Creates loyal users

When to Respond

Review TypeRespond?Priority
1-2 stars with feedbackYesHigh
3 stars with suggestionsYesMedium
Bug reports (any rating)YesHigh
4-5 stars with contentYesLow
4-5 stars generic praiseOptionalLow
Abusive/inappropriateReport, don't respond-
Competitor spamReport, don't respond-

Response Timing

Negative reviews and bug reports: 24-48 hours. Positive reviews: weekly batch is fine. Follow up after fixing an issue to notify the reviewer.

Response Framework

The A.C.T. Formula

A - Acknowledge their experience
C - Clarify or provide solution
T - Thank them and invite continued feedback

Template Structure

[Greeting - use their name if signed]

[Acknowledge their frustration/praise]

[Address specific points they raised]

[Provide solution, workaround, or update info]

[Thank + future-focused closing]

[Sign-off with name/team]

Response Templates

Negative Review: Bug Report

Review: "App crashes every time I try to export. Waste of money. 1 star."

Response:

Hi [Name],

I'm really sorry about the export crashes — that's frustrating,
especially when you're trying to get work done.

We identified this issue and it's fixed in version X.X, which is
now available. If you update and still experience problems, please
reach out to support@yourapp.com and we'll help you directly.

Thank you for taking the time to report this. It helps us improve.

— [Your Name], [App] Team

Negative Review: Missing Feature

Review: "No dark mode? In 2024? Uninstalled."

Response:

Hi there,

You're absolutely right — dark mode is important, and we hear you.

Good news: dark mode is in active development and planned for our
next major update. If you'd like to be notified when it's ready,
drop us a note at support@yourapp.com.

Thanks for the feedback. We hope to welcome you back soon!

— [Your Name], [App] Team

Negative Review: User Error (Diplomatic)

Review: "Can't figure out how to do X. Bad design."

Response:

Hi [Name],

Thanks for reaching out. I can see how [X] might not be obvious
at first — we could definitely make it clearer.

Quick tip: you can access [X] by [simple instructions]. We're also
adding an in-app tutorial in our next update to help with this.

If you're still stuck, email us at support@yourapp.com and we'll
walk you through it.

— [Your Name], [App] Team

Negative Review: Pricing Complaint

Review: "Too expensive for what it does."

Response:

Hi [Name],

Thanks for sharing your thoughts on pricing. I understand — value
is important.

A few things that might help:
• We offer a free trial so you can test before committing
• The subscription includes [key benefits]
• We regularly run promotions — follow us @handle for updates

We're always working to add more value. If there's a specific
feature you'd find worth the price, we'd love to hear about it.

— [Your Name], [App] Team

Negative Review: Generic/Vague

Review: "Doesn't work. Terrible app."

Response:

Hi there,

I'm sorry to hear you're having trouble. We'd really like to help,
but need a bit more info to figure out what's going wrong.

Could you email us at support@yourapp.com with:
• What you were trying to do
• What happened instead
• Your device and iOS version

We respond quickly and will do our best to get you sorted.

— [Your Name], [App] Team

Positive Review: With Feature Request

Review: "Love this app! Would be perfect if it had X."

Response:

Thank you so much for the kind words! 🙏

Great suggestion on [X] — you're not the first to ask, and it's
on our roadmap. Can't promise exact timing, but it's coming.

If you have other ideas, we're all ears at feedback@yourapp.com.

Thanks for being a [App] user!

— [Your Name]

Positive Review: Simple Thanks

Review: "Great app, use it every day. 5 stars!"

Response:

Thank you! Reviews like this make our day. We're glad [App] is
helping you. If you ever need anything, we're here!

— The [App] Team

After Fixing a Bug

Review: [Previously reported bug]

Follow-up Response:

Hi [Name],

Quick update: the [issue] you reported has been fixed in version
X.X, now available in the App Store.

Thank you again for letting us know — you helped us make [App]
better for everyone.

If you get a chance to try the update, we'd love to know if it
resolved things for you.

— [Your Name], [App] Team

Tone Guidelines

Always

  • Be genuinely helpful
  • Stay professional but warm
  • Take responsibility (never blame user)
  • Be specific (not generic)
  • Keep it concise

Never

  • Be defensive or argumentative
  • Make excuses
  • Ignore valid criticism
  • Use corporate jargon
  • Copy-paste identical responses
  • Promise specific timelines you can't keep

Tone by Situation

SituationTone
Bug reportApologetic, solution-focused
Feature requestAppreciative, forward-looking
ConfusionHelpful, educational
Angry reviewCalm, empathetic
Positive reviewGrateful, personable

Difficult Situations

Abusive Reviews

Don't respond. Report to Apple instead if it violates guidelines — profanity, hate speech, personal attacks, or clear spam.

Competitor Attacks

Signs of competitor spam:

  • Multiple similar reviews at once
  • No specific details
  • Account has reviewed many competing apps
  • Unrealistic claims

Action: Report to Apple, don't engage.

Impossible to Satisfy

Some users can't be pleased. After one genuine attempt:

  • Don't keep responding
  • Document for your records
  • Move on

Legal Threats

If a review contains legal threats:

  • Don't respond publicly
  • Consult with legal
  • Document everything

Metrics to Track

Response Metrics

  • Response rate (aim for 100% of actionable)
  • Response time (aim for <48 hours)
  • Follow-up conversion (ratings changed after response)

Review Health

  • Average rating trend
  • Review volume
  • Sentiment analysis
  • Common themes

Workflow

Daily (5 minutes)

  1. Check for new reviews
  2. Flag urgent issues (bugs, crashes)
  3. Respond to critical reviews

Weekly (15 minutes)

  1. Respond to remaining reviews
  2. Track themes and patterns
  3. Share feedback with team

Monthly (30 minutes)

  1. Analyze rating trends
  2. Update response templates if needed
  3. Report key feedback to product team

Quick Reference

Response Length

  • Ideal: 50-100 words
  • Maximum: 150 words
  • Never: Wall of text

Sign-off Options

  • "— The [App] Team"
  • "— [Name], [App] Support"
  • "— [Name], Founder of [App]"

Contact Options to Offer

Frequently asked questions

What does the Review Response Writer AI skill do?

Write professional, empathetic responses to App Store reviews that build trust and turn critics into fans. Use when responding to negative reviews, drafting templates for common review types, or improving review management strategy.

Why use Review Response Writer on TypingMind?

Because you install it once and use it with any model. Review Response Writer is plain Markdown rather than provider-specific code, so the same skill runs on GPT-5, Claude, Gemini, Grok, or a local model — and you can switch model mid-chat without it breaking. TypingMind runs on your own API keys, so you pay providers directly instead of a per-seat subscription, and your skills and chats stay in your own storage.

How do I install Review Response Writer in TypingMind?

Open Plugins → Skills → Install from GitHub in TypingMind and paste https://github.com/rshankras/claude-code-apple-skills/tree/main/skills/app-store/review-response-writer. TypingMind reads its SKILL.md and installs it as a skill you can enable per chat.

Which AI models can use Review Response Writer?

Any model you connect in TypingMind. AI skills are plain Markdown instructions rather than provider-specific code, so GPT, Claude, Gemini, Grok, and local models can all load this skill when a request matches it.

How many AI models can I use with Review Response Writer?

As many as you like. As long as a model supports skills, you can use Review Response Writer with it — GPT, Claude, Gemini, Grok, DeepSeek, Mistral, Llama and more — all on TypingMind with your own API keys.

Is the Review Response Writer AI skill free?

Yes. It is published on GitHub by rshankras under the MIT license. You only pay your own AI provider for the tokens you use.

What are AI skills?

An AI skill is a reusable instruction bundle that teaches an AI model how to do one specific task. It follows the open Agent Skills format: a SKILL.md file with a name and description, plus any scripts, templates or reference files the model may need. The model reads the instructions only when your request matches the skill, so an installed skill costs nothing until it is used.

How are AI skills different from plugins or MCP servers?

A plugin or MCP server gives a model new tools to call — code that runs somewhere and returns a result. An AI skill gives the model knowledge and process instead: how to approach a task, which steps to follow, what good output looks like. Skills are plain Markdown, so they need no server, no API key and no runtime, and they work with any model.

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