← Back to Skills Marketplace
Amazon Listing Optimizer
by
Elway Botty
· GitHub ↗
· v1.0.0
· MIT-0
368
Downloads
0
Stars
1
Active Installs
1
Versions
Install in OpenClaw
/install amazon-listing-optimizer
Description
Analyze and score any Amazon listing, find keyword opportunities, and spy on competitors for free with no API keys or subscriptions.
README (SKILL.md)
Amazon Listing Optimizer — Free Listing Analysis & Keyword Research
Free alternative to Helium 10 ($97/mo) and Jungle Scout ($49/mo).
Description
Analyze any Amazon product listing, score its quality, find keyword opportunities, and spy on competitors. No API keys needed. No subscription. Just results.
When to Use
- User wants to optimize an Amazon listing
- User needs keyword research for Amazon SEO
- User wants to analyze competitors in a niche
- User asks about Amazon listing quality or conversion optimization
- User mentions Helium 10, Jungle Scout, or any Amazon seller tool
Tools
1. Listing Analyzer
Scores any ASIN on Title (30%), Bullets (25%), Images (25%), Reviews (20%). Returns actionable feedback.
cd \x3Cskill_dir>/scripts && python3 analyzer.py B0XXXXXXXXX
2. Keyword Extractor
Uses Amazon's own autocomplete to find long-tail keyword opportunities. Alphabet expansion + depth crawling.
cd \x3Cskill_dir>/scripts && python3 keyword_extractor.py "seasoning blend" com 2
3. Competitor Spy
Search any term, find top ASINs, identify weak competitors to outrank.
cd \x3Cskill_dir>/scripts && python3 competitor_spy.py "garlic seasoning organic"
What It Scores
- Title (0-100): Length, keywords, formatting, numbers, separators
- Bullets (0-100): Count, length, benefit language, keyword density
- Images (0-100): Count vs Amazon's 7+ recommendation
- Reviews (0-100): Rating + review count as social proof
- Overall (0-100): Weighted composite with letter grade (A+ to F)
No Dependencies
- Pure Python 3 (stdlib only)
- No pip install needed
- No API keys
- No browser extension
- Works on any machine with Python 3.6+
Comparison
| Feature | This Skill | Helium 10 | Jungle Scout |
|---|---|---|---|
| Price | FREE | $97-397/mo | $49-399/mo |
| Listing Score | ✅ | ✅ | ✅ |
| Keyword Research | ✅ | ✅ | ✅ |
| Competitor Analysis | ✅ | ✅ | ✅ |
| API Key Required | ❌ | ✅ | ✅ |
| Works in Agent | ✅ | ❌ | ❌ |
Usage Guidance
This skill appears internally coherent and does what it says: it scrapes Amazon pages and the Amazon autocomplete endpoint, analyzes the HTML/JSON, and saves reports locally. Things to consider before installing or running it: 1) scraping Amazon can trigger rate limits, CAPTCHAs, or violate Amazon's terms of service — runs use your machine's IP and may be blocked if used heavily; 2) the scripts save scraped data to reports/ in the skill folder — review these files for any sensitive data you don't want stored locally; 3) the publisher/homepage is unknown, so if you plan to run code on a production machine, inspect the scripts yourself (they are included) and consider running them in an isolated environment (container or VM); 4) although no secrets are requested, network requests to amazon.* domains reveal your IP and timing; if that is a concern, run behind a proxy. Overall the skill is coherent and proportionate for its stated purpose, but review and sandbox before broad use.
Capability Analysis
Type: OpenClaw Skill
Name: amazon-listing-optimizer
Version: 1.0.0
The Amazon Listing Optimizer skill bundle provides legitimate tools for e-commerce analysis, including listing scoring, keyword extraction, and competitor research. The Python scripts (analyzer.py, competitor_spy.py, and keyword_extractor.py) use standard libraries to scrape public Amazon data and interact with the Amazon autocomplete API. There is no evidence of data exfiltration, malicious code execution, or prompt injection; the logic is transparent and strictly follows the stated purpose of the skill.
Capability Assessment
Purpose & Capability
Name/description match what the skill does: included Python scripts fetch Amazon pages and autocomplete suggestions, parse listing data, score components, extract keywords, and write local reports. No unrelated credentials, binaries, or install steps are requested.
Instruction Scope
SKILL.md instructs the agent to run the included Python scripts. The scripts only perform HTTP(S) requests to Amazon domains, parse HTML/JSON, print output, and save JSON reports under the skill's reports/ directory. There are no instructions to read unrelated system files, access environment secrets, or send data to third-party endpoints outside of amazon.* domains.
Install Mechanism
No install spec is provided and the code is pure-stdlib Python; nothing is downloaded or written during install. This is low-risk from an installation standpoint.
Credentials
The skill declares no required environment variables, credentials, or config paths, and the scripts do not attempt to read hidden env vars. Network access to Amazon endpoints is necessary for the claimed functionality and is proportionate.
Persistence & Privilege
The skill does write reports to a local reports/ directory (creates files under the skill path) but does not request permanent platform-level privileges or modify other skills. always is false and autonomous invocation is permitted by default (normal for skills).
How to Use
- Make sure OpenClaw is installed (local or Docker)
- Run the install command in chat:
/install amazon-listing-optimizer - After installation, invoke the skill by name or use
/amazon-listing-optimizer - Provide required inputs per the skill's parameter spec and get structured output
Version History
v1.0.0
Amazon Listing Optimizer 1.0.0 — Initial release
- Analyze and score any Amazon product listing for Title, Bullets, Images, and Reviews.
- Discover keyword opportunities using Amazon autocomplete with advanced crawling.
- Identify and analyze top competitors for any search term.
- 100% free: no API keys, subscriptions, or third-party dependencies required.
- Pure Python (standard library only); runs on any system with Python 3.6+.
Metadata
Frequently Asked Questions
What is Amazon Listing Optimizer?
Analyze and score any Amazon listing, find keyword opportunities, and spy on competitors for free with no API keys or subscriptions. It is an AI Agent Skill for Claude Code / OpenClaw, with 368 downloads so far.
How do I install Amazon Listing Optimizer?
Run "/install amazon-listing-optimizer" in the OpenClaw or Claude Code chat to install it in one step — no extra setup required.
Is Amazon Listing Optimizer free?
Yes, Amazon Listing Optimizer is completely free, licensed under MIT-0. You can download, install and use it at no cost.
Which platforms does Amazon Listing Optimizer support?
Amazon Listing Optimizer is cross-platform and runs anywhere OpenClaw / Claude Code is available (cross-platform).
Who created Amazon Listing Optimizer?
It is built and maintained by Elway Botty (@avmw2025); the current version is v1.0.0.
More Skills