ListingGood — AI Recommendation Engine (Skills + MCP)

Make AI recommend your products. ListingGood is the engine that helps Amazon's AI — Alexa for Shopping, the COSMO intent model, and agentic auto-buy — find, trust, and recommend your listings. It does this through three things: compliance, AI writing, and appeal rescue.

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Why this exists

Amazon's discovery front-door has moved to AI. A listing that is not machine-readable and compliance-clean is far less likely to be cited inside Alexa for Shopping, COSMO answers, or agentic buying flows. Traditional seller tools tell you what to sell — they don't tell you whether your listing will be recommended.

ListingGood closes that gap:

• Compliance pre-check — flags risky claims and category issues before you publish (free, no login).
• AI readability — scores how well Amazon's AI surfaces can parse and cite your listing.
• AI writing — generates compliant titles, bullets, and descriptions.
• Appeal rescue — drafts a Plan of Action (POA) when a listing is suppressed.

The combined result is an AI Recommendation Readiness Score = compliance × 0.55 + AI readability × 0.45.

What's in this repo

This repository bundles ListingGood's agent skills and MCP server config so AI agents and power users can call ListingGood programmatically:

Package	What it does
listinggood-expert	All-in-one Amazon listing expert: write · compliance pre-check · appeal rescue
listinggood-amazon-listing-optimizer	High-conversion listing generation (title + bullets + description)
listinggood-amazon-compliance-auditor	Compliance audit with Critical/Warning/Info grading
listinggood-deep-compliance	Deep, knowledge-base-backed compliance report
listinggood-appeal-rescue	POA drafting + negative-review root-cause analysis
listinggood-amazon-title-optimizer	A9/A10 title optimization
listinggood-amazon-bullet-writer	Benefit-led bullet points
listinggood-amazon-eu-localization	EU marketplace (DE/ES/FR/IT) localization
MCP server	7 tools (free check, deep scan, AI generation, POA, …) + vertical MCPs (Electronics / Toys / Beauty / Home)

Quick start — connect the MCP

1. Get a free API key at listinggood.com/developers.
2. Add the server to your MCP client:

{
  "mcpServers": {
    "listinggood": {
      "url": "https://listinggood.com/mcp",
      "transport": "streamable-http",
      "headers": {
        "Authorization": "Bearer <YOUR_API_KEY>"
      }
    }
  }
}

3. Restart your client. ListingGood's tools appear as available MCP tools.

The MCP endpoint is https://listinggood.com/mcp (API key from your dashboard). No local install required.

Tools

The MCP server exposes the following tools:

Tool	What it does	Cost
ai_readiness_check	Free AI recommendation-readiness scan on pasted listing text (compliance + readability scores)	Free, no API key required
compliance_check	Fast red-line word and category-risk scan before generation	Free with API key
compliance_scan	Deep knowledge-base compliance audit (prohibited words, IP, category, GPSR, image support)	2 credits
generate_listing	Generate optimized title + bullets + description for selected marketplaces	1 credit per marketplace
fill_from_sentence	Turn a one-sentence product description into structured listing fields	Free with API key
generate_poa	Draft an appeal Plan of Action from an Amazon violation notice	4 credits
analyze_review	Analyze a negative review for root cause and suggested response	2 credits

All paid tools return a task ID and poll until completion. The free ai_readiness_check returns results immediately.

Try it now (no account)

Run a free compliance + AI-readability check at listinggood.com/scan — paste your title and bullets, get a report in seconds.

Links

• Website & free check: https://listinggood.com
• Developers / MCP config: https://listinggood.com/developers
• Changelog: https://listinggood.com/changelog

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ListingGood AI Recommendation Engine — make AI recommend your products.