Skip to content
Muse SkillsIndependent
Submit a skill

Review Responder

Turns customer reviews, good and bad, into on-brand public replies that defuse complaints and make promoters feel seen.

skillMarketinginstructionsworkflowreply-templatestone-calibration

by Muse Skills editors · Written for this directory

View source

Ready to copy.

What it does

Review replies are one of the cheapest marketing moves a small business can make, and one of the most neglected. A thoughtful reply to a one-star review tells every future customer how you handle trouble; a warm reply to a five-star review tells them how you treat people when things go well. Review Responder drafts both kinds: replies that sound like a human who actually read the review, in the tone you choose, ready to copy and post.

The skill starts by classifying the review. Praise, complaint, mixed, and spam each get a different playbook. Complaints open by naming the specific issue, never a generic apology, and the fix moves to a private channel with a named contact. The reply never argues in public, never admits legal fault, and never promises refunds or compensation you did not approve. Praise gets a specific thank you that names what the reviewer liked, plus one line of personality and an invitation to come back. Mixed reviews get the short version of both. Spam gets a brief factual reply and a flag-and-report recommendation instead of engagement.

Every draft comes in two lengths: the recommended reply and a shorter alternate, both under 100 words. A one-line note tells you what to fill in before posting, like the contact name or phone number. The skill drafts only; it never posts to a review site, and it never puts private customer details in a public reply. You review, you post, the voice stays human instead of corporate.

What it includes

  • A review classification step: praise, complaint, mixed, or spam
  • A complaint playbook: name the issue, take it offline, never argue in public
  • A praise playbook: specific thanks, one line of personality, a return invitation
  • Two reply versions per review, both under 100 words, plus fill-in notes
  • A tone calibration: warm and casual, professional, playful, or formal

Example

Input: 2-star Google review for a cafe: “The latte was great but I waited 20 minutes and nobody acknowledged me. Felt invisible.”

Output:

Classification: complaint.

Recommended reply:
"We hear you, and that wait is not our standard. You should have
been greeted the moment you walked in. I'd like to make this
right personally. Please call or text me at [phone], ask for
[manager name]. Thanks for the kind word on the latte, and for
giving us the chance to fix this. - [manager name], [cafe name]"

Shorter alternate:
"Thank you for telling us. A 20-minute wait with no acknowledgment
is not how we run this place. Please reach out at [phone] and ask
for [manager name], I'd like to make this right. - [cafe name]"

Fill in before posting: manager name, phone number.

What this one touches

Drafts replies only. It never posts a reply to any review site on your behalf; you always review and post. It never reveals private customer data in a public reply, and it never admits fault or promises compensation you did not approve. It never fabricates facts about what happened; if the complaint is unclear, it asks for context instead of guessing.

Install

Copy this block and paste it into your Muse chat. Muse does the install and confirms when it's done.

Install prompt

Full source

This is the exact text Muse installs. Read it. That's the whole trust model.

SKILL.md
---
name: review-responder
description: Drafts on-brand public replies to customer reviews: defuses bad reviews, thanks good ones, and moves real problems offline. Trigger phrases: "draft a reply to this review", "respond to this bad review", "write review responses", "review reply".
---
# Purpose

Do one narrow job: turn raw customer reviews into public replies
worth publishing. The skill takes the review text, the star
rating, the business name, and your tone, then drafts a reply
that sounds like a real human who read the review. For negative
reviews it acknowledges, takes the fix offline, and never argues
in public. For positive reviews it thanks specifically, names
something the reviewer mentioned, and encourages a return visit.
You always review and post; the skill only drafts.

# Workflow

1. Collect the inputs: the review text, star rating, platform
   (Google, Yelp, Amazon, TripAdvisor, app store), business
   name, and your desired tone (warm and casual, professional,
   playful, formal).
2. Classify the review: praise, complaint, mixed, or
   spam/suspicious. Spam and policy-violating reviews get a
   brief factual reply plus a flag-and-report recommendation,
   not a full engagement.
3. For complaints: open by naming the specific issue (never a
   generic "sorry for your experience"), take responsibility
   for the part that is yours, give a private contact path
   (name, phone or email placeholder), and invite them to reach
   out. Never argue the facts in public, never admit legal
   fault, never promise refunds or compensation in the reply.
4. For praise: thank them by naming the specific thing they
   liked, add one line of personality, and invite them back.
   Skip the hard sell; a genuine reply earns more than a coupon.
5. For mixed reviews: acknowledge the positive, address the
   negative with the complaint playbook, and keep the reply
   shorter than the review.
6. Produce two versions: the recommended reply and a shorter
   alternate. Both stay under 100 words unless the platform
   norms differ. Ask for the business details you need before
   drafting.

# Output Contract

- The review classification (praise, complaint, mixed, or spam)
- A recommended reply under 100 words, ready to copy
- A shorter alternate version
- A one-line note on what to fill in (contact name, phone,
  order details) before posting
- For spam: a brief reply plus a flag-and-report recommendation

# Operating Rules

- Never post anything to a review site; you draft, the owner
  posts.
- Never include private customer details in a public reply.
- Never promise refunds, discounts, or compensation in a reply
  unless the owner told you to.
- Never argue with the reviewer in public, even when they are
  wrong. Take it offline.
- Never invent facts about what happened. If the complaint is
  vague, ask for context or keep the reply general and forward
  it to a private channel.
- Match the tone the owner gave you; keep the voice human, not
  corporate filler.
  • Ad Hook Researcher

    Finds the ad hooks already winning in your niche and turns them into a creative brief.

    skillinstructionsworkflowbrief-template

    by Muse Skills editors · Written for this directory

    View
  • Lead Scorer

    Scores a list of public leads against your ideal customer profile and ranks them.

    skillinstructionsworkflowscoring-rubric

    by Muse Skills editors · Written for this directory

    View
  • Prospect Reply Drafter

    Reads a prospect's reply in the context of the thread and drafts the right next step.

    skillinstructionsworkflowtemplates

    by Muse Skills editors · Written for this directory

    View
  • Ad Spend Auditor

    Audits an ad spend export, flags where money is burning, and suggests creative refresh angles.

    Tested in Museskillinstructionsworkflowreport

    by Muse Skills editors · Written for this directory

    View