Changelog
ListingGood AI Recommendation Engine — make AI recommend your products.
Updated Aug 2026 · Living log
A running record of what we ship. We build the engine that helps Amazon's AI (Alexa for Shopping, COSMO, agentic auto-buy) find, trust, and recommend your listings — through compliance, AI writing, and appeal rescue.
2026-08-08
Homepage V2, four vertical MCPs, annual plan
- Homepage V2 conversion redesign — sharper "make AI recommend your products" message and clearer path to the free check.
- Four vertical MCP servers launched (Electronics, Toys, Beauty, Home) alongside the main MCP — category-aware compliance and writing tools for AI agents.
- Annual subscription (#485) added to the star-based plan lineup.
- Repositioned core strength to AI Recommendation Readiness (compliance + AI readability).
- Security hardening: nginx blanket
444 block for bad bots and scrapers.
2026-08-13
Faster responses, cleaner developer onboarding
- Server TTFB fix — compliance middleware moved off the async event loop (
asyncio.to_thread), dropping server response time from seconds to milliseconds.
- /developers page UX revamp — MCP config front-and-center; logged-in users see their API key directly with copy/show/hide.
- SEO hub de-orphaned and linked from the header and footer.
2026-08-10
/scan rebuilt → AI Recommendation Readiness Score
- Single-input scan that returns a combined report: compliance health + AI readability, synthesized into one AI Recommendation Readiness Score = compliance×0.55 + AI readability×0.45.
- Shared by the public /scan page and the embeddable widget, in English and Chinese.
2026-08-09
IndexNow + Bing for AI-era discovery
- IndexNow endpoint and Bing Webmaster Tools configured — faster indexing and discovery through Bing/ChatGPT Search, the GEO flywheel that powers AI citations.
2026-08-06
Monthly subscription billing live
- Star-based monthly plans (free tier + paid tiers) with a permanent wallet; consumed subscriptions first, then wallet.
2026-08-05
Zero-token free compliance engine
- Replaced the fake ASIN-hash "score" with a real deterministic rule engine — same engine behind the free check and the embeddable widget, identical in EN and ZH.
2026-08-01
Rebrand to the AI Recommendation Engine
- New positioning: ListingGood AI Recommendation Engine — make AI recommend your products. The listing tool becomes the foundation for being recommended by Amazon's AI.
Free check: Paste your listing text for a free preliminary compliance + AI-readability check — no login required.
Run a free compliance check →
更新日志
ListingGood AI 推荐引擎 —— 让 AI 主动推荐你的商品。
更新于 2026 年 8 月 · 持续记录
我们的发布记录。我们打造的引擎,帮助亚马逊的 AI(Alexa for Shopping、COSMO、智能体自动下单)发现、信任并推荐你的商品 —— 通过合规、AI 撰写与申诉挽救。
2026-08-08
主页 V2、四个垂直 MCP、年付套餐
- 主页 V2 转化改版 —— 更聚焦"让 AI 主动推荐你的商品"主张,并清晰导向免费检测。
- 上线 四个垂直 MCP(电子、玩具、美妆、家居),与主 MCP 并行 —— 面向 AI 智能体的类目级合规与撰写工具。
- 星点套餐新增 年付方案(#485)。
- 核心实力重定位为 AI 推荐就绪度(合规 + AI 可读性)。
- 安全加固:nginx 对恶意爬虫批量返回
444 直接断开。
2026-08-13
响应更快、开发者接入更顺
- 服务器 TTFB 修复 —— 合规埋点移出异步事件循环(
asyncio.to_thread),服务器响应从数秒降至毫秒级。
- /developers 页面 UX 改版 —— MCP 配置前置;已登录用户可直接看到 API Key 并复制/显示/隐藏。
- SEO 枢纽页去孤儿化,并接入页头与页脚。
2026-08-10
/scan 重构 → AI 推荐就绪度评分
- 单输入框检测,输出综合报告:合规健康度 + AI 可读性,合成「AI 推荐就绪度评分」= 合规×0.55 + AI可读性×0.45。
- 公开 /scan 页与可嵌入 widget 共用同一引擎,中英一致。
2026-08-09
IndexNow + Bing,面向 AI 时代收录
- 配置 IndexNow 端点与 Bing 站长工具 —— 加速收录,并通过 Bing/ChatGPT Search(驱动 AI 引用的 GEO 飞轮)被发现。
2026-08-06
月付订阅计费上线
- 星点制月付套餐(免费层 + 付费档)配永久钱包;消耗顺序为先扣订阅星、再扣钱包。
2026-08-05
零 token 免费合规引擎
- 以真实确定性规则引擎替换"假 ASIN 哈希评分";免费检测与可嵌入 widget 共用同一引擎,中英一致。
2026-08-01
品牌重定位为 AI 推荐引擎
- 新定位:ListingGood AI 推荐引擎 —— 让 AI 主动推荐你的商品。 Listing 工具成为"被亚马逊 AI 推荐"的地基。
免费检测: 粘贴你的 listing 文案,免费做一次合规 + AI 可读性初检 —— 无需登录。
立即免费检测 →