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mguozhen

Amazon Review Management

by mguozhen · GitHub ↗ · v1.0.0 · MIT-0
cross-platform ✓ Security Clean
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Install in OpenClaw
/install amazon-review-management
Description
Amazon review management and response agent. Write professional responses to negative reviews, analyze review patterns to find product improvements, build co...
README (SKILL.md)

Amazon Review Management Agent

Handle negative reviews professionally, spot product improvement signals in review data, and build a compliant review strategy that grows your star rating over time.

Commands

review respond [paste review]   # write professional response to a review
review analyze [paste reviews]  # find patterns and product insights
review strategy                 # build review generation plan
review vine                     # Vine enrollment guide
review request [market]         # compliant review request strategy
review report [competitor ASIN] # analyze competitor review weaknesses
review crisis [situation]       # crisis response for review bombing
review save [product]           # save review profile and history

What Data to Provide

  • Negative review text -- paste the review to respond to
  • Your product details -- so responses are accurate
  • Review history -- overall star rating, total count
  • Specific complaint patterns -- recurring issues
  • Competitor ASIN -- for competitive review analysis

Negative Review Response Framework

Response Principles

  1. Respond within 24 hours -- speed signals you care
  2. Never argue -- even when customer is wrong
  3. Acknowledge, don't defend -- validate their experience first
  4. Take it offline -- move resolution to private channel
  5. Keep it short -- 3-4 sentences max in public response

Response Template Structure

[Acknowledge their experience]
[Brief, non-defensive explanation if relevant]
[Offer specific resolution]
[Invite them to contact you directly]

Response Templates by Review Type

Product didn't meet expectations:

"Thank you for your honest feedback. We're sorry our product didn't meet your expectations -- that's not the experience we want for our customers. Please reach out to us and we'll make it right, whether that's a replacement, refund, or troubleshooting assistance. We appreciate you giving us the chance to improve."

Shipping/packaging complaint:

"We sincerely apologize for the condition your order arrived in. Damage during shipping is rare but unacceptable, and we take full responsibility. Please contact us directly and we'll send a replacement immediately at no charge. Thank you for letting us know."

Size/fit issue:

"Thank you for this feedback. We're sorry the sizing didn't work for you -- we know how frustrating that is. We've noted your feedback for our size guide improvements. Please message us and we're happy to exchange for the right size or issue a full refund."

Competitor-placed fake negative review:

"We appreciate all feedback. If you have specific concerns about your order, please contact our customer service team directly -- we'd love the opportunity to resolve this for you."

Wrong product expectations:

"Thank you for your review. We're sorry our listing didn't clearly set the right expectations -- your feedback helps us improve. Please reach out to us directly if you'd like a refund or if there's anything we can do to help."

Review Pattern Analysis Framework

When analyzing a set of reviews, categorize complaints:

Category Examples Action
Product defect "Broke after 2 weeks", "stopped working" Contact supplier, quality check
Listing mismatch "Smaller than expected", "not as described" Update listing, improve images
Shipping damage "Arrived broken", "crushed box" Improve packaging
Missing pieces "Part was missing" Review packing process
Usage confusion "Didn't know how to..." Add instructions, video
Wrong expectations "Too basic for my needs" Clarify target customer in listing

Signal thresholds:

  • Same complaint appearing 3+ times = systematic issue, fix the root cause
  • 1-star spike in 2-week window = possible review manipulation or batch defect

Compliant Review Generation Strategy

What Amazon Allows

  • OK: Request a review via "Request a Review" button in Seller Central (neutral, Amazon-worded)
  • OK: Packaging inserts with neutral language ("We'd love to hear your feedback")
  • OK: Follow-up emails via Buyer-Seller Messaging (neutral only)
  • OK: Amazon Vine program (pay per unit enrolled)
  • OK: Early Reviewer Program (some markets, legacy)

What Amazon Prohibits

  • NOT OK: Incentivized reviews ("Leave a review for 10% off")
  • NOT OK: Asking specifically for positive reviews
  • NOT OK: Family/friend reviews
  • NOT OK: Review swapping with other sellers
  • NOT OK: Threatening consequences for negative reviews
  • NOT OK: Manipulative inserts ("Only contact us before leaving negative feedback")

Compliant Insert Card Copy

Thank you for your purchase!

We're a small team that puts everything into making our products.
If you love it, we'd be grateful if you shared your experience --
your review helps other customers make the right choice.

If anything's not right, please email us first --
we'll make it right, guaranteed.

Vine Program Guide

What it is: Amazon sends free units to vetted reviewers ("Voices") who leave honest reviews.

Cost: $200 per parent ASIN enrolled (US, 2024) Units: 1-30 units enrolled Timeline: Reviews appear within 4-8 weeks Best for: New products with fewer than 30 reviews

Eligibility:

  • Brand Registry enrolled
  • Fewer than 30 reviews
  • FBA listing (not FBM)
  • New or relaunched products

When NOT to use Vine:

  • Product has known quality issues (Vine reviewers are thorough)
  • Category where product needs more social proof first
  • If you can't afford 30 free units + $200 fee

Star Rating Recovery Plan

If your rating drops below 4.0:

  1. Diagnose: Find the root complaint (use Pattern Analysis)
  2. Fix the product/listing (don't just respond to reviews)
  3. Enroll in Vine to get fresh honest reviews
  4. Activate Request-a-Review for all eligible orders
  5. Monitor weekly: Track new review velocity vs. old negative reviews

Timeline: Rating typically recovers in 60-90 days with consistent action.

Output Format

  1. Review Response Draft -- professional, on-brand, ready to post
  2. Pattern Analysis -- top 3 complaint categories with action items
  3. Review Strategy Plan -- timeline and tactics for rating improvement
  4. Vine ROI Estimate -- cost vs. projected review count
  5. Compliance Check -- flag any current practices that risk policy violation
Usage Guidance
This skill is instruction-only and internally consistent with its purpose. Before installing: (1) remove or question the 'allowed-tools: Bash' setting if you don't want the skill to have shell access, since the markdown itself doesn't use shell commands; (2) understand that 'review save' is ambiguous — ask the author how/where data will be stored if you need persistence; (3) never paste sensitive customer data or account credentials into the skill prompts; and (4) verify any operational steps (sending messages, enrolling in Vine) are performed through your verified Seller Central account rather than by sharing credentials with the skill.
Capability Assessment
Purpose & Capability
The name/description match the SKILL.md content: templates for responses, review analysis frameworks, compliant review strategies, and Vine guidance. There are no unrelated requirements (no cloud credentials, binaries, or config paths) that would be inconsistent with this purpose.
Instruction Scope
The instructions stay within review management: they request pasted review text, product details, and review history only. Two small ambiguities: (1) the header sets allowed-tools: Bash even though the document contains no shell commands — granting Bash access is unnecessary for an instruction-only skill and expands what the agent could run, and (2) the 'review save' command mentions saving profiles/history but there is no persistence mechanism described (no file path, DB, or external service). These are implementation ambiguities rather than direct security violations.
Install Mechanism
No install spec or code files are present; the skill is instruction-only so nothing will be downloaded or written to disk during install.
Credentials
The skill declares no required environment variables, credentials, or config paths. The data requested at runtime (review text, product details, review history) is appropriate for the stated functions.
Persistence & Privilege
always is false and the skill does not request persistent system privileges. The only minor concern is the ambiguous 'save' command (see instruction_scope) — the skill does not request any system-wide configuration changes.
How to Use
  1. Make sure OpenClaw is installed (local or Docker)
  2. Run the install command in chat: /install amazon-review-management
  3. After installation, invoke the skill by name or use /amazon-review-management
  4. Provide required inputs per the skill's parameter spec and get structured output
Version History
v1.0.0
- Initial release of the Amazon Review Management agent. - Respond professionally to negative reviews using provided templates and frameworks. - Analyze review patterns to identify product improvement opportunities and systematic issues. - Generate compliant review request strategies, including insert card copy and follow-up methods. - Provide guides for Amazon Vine program enrollment and when to use it. - Offer crisis management tools for review bombing scenarios. - Enable review profile/history saving and competitor review analysis.
Metadata
Slug amazon-review-management
Version 1.0.0
License MIT-0
All-time Installs 1
Active Installs 1
Total Versions 1
Frequently Asked Questions

What is Amazon Review Management?

Amazon review management and response agent. Write professional responses to negative reviews, analyze review patterns to find product improvements, build co... It is an AI Agent Skill for Claude Code / OpenClaw, with 154 downloads so far.

How do I install Amazon Review Management?

Run "/install amazon-review-management" in the OpenClaw or Claude Code chat to install it in one step — no extra setup required.

Is Amazon Review Management free?

Yes, Amazon Review Management is completely free, licensed under MIT-0. You can download, install and use it at no cost.

Which platforms does Amazon Review Management support?

Amazon Review Management is cross-platform and runs anywhere OpenClaw / Claude Code is available (cross-platform).

Who created Amazon Review Management?

It is built and maintained by mguozhen (@mguozhen); the current version is v1.0.0.

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