MCP.Market

GoAI Moat Product Selection & Niche Research MCP server

not responding
by goaimoat.com·com.goaimoat/product-selection·v1.0.0·1 stars
No reviews yet

Product idea scoring, niche validation framework and seasonal timing for cross-border sellers

D47/100grade D
Write a reviewRun it
What users say
No reviews yet
Be the first
Safety scan
D47/100

full report

Adoption
Growing

1 stars

Reviews

Write one

Nobody has reviewed GoAI Moat Product Selection & Niche Research yet.

If you have run it, two minutes of your experience saves the next person an afternoon.

GoAI Moat Product Selection & Niche Research tools (3)

write = sends, deletes, buys or posts
  • niche_validation_frameworkFree

    给定品类，返回细分市场（niche）验证框架：验证什么、阈值、红旗信号。

  • score_product_ideaFree

    给一个产品想法做七维加权评分，输出能不能做 + 要做先验证什么。

  • seasonal_launch_calendarFree

    返回目标站点的季节性需求节奏日历 + 头程/备货前置期，指导「什么时候上架」。

Public scan report

scanner v0.1.10 · 2026-10-12 · same rubric, same numbers if you re-run it

1 high
  • –Code scanremote-only server, no package to scann/a
  • Live reliabilityremote unreachable: HTTP 5020/20
  • –Tool poisoningtools not inspected (endpoint requires auth); not countedn/a
  • Auth qualityno auth information5/15
  • Maintenancelast push 7 days ago15/15
  • Maintainer identityendpoint served from the registry-verified namespace domain8/10

Findings (1)

  • highRemote endpoint did not respondreliability.unreachable

    HTTP 502

Overall 47/100. Components that don't apply are left out of the denominator. Any critical finding is an F.RubricAppeal a findingJSON

How GoAI Moat Product Selection & Niche Research compares

Against every graded E-commerce MCP server, from our own scans and uptime checks. Updated after each scan run.

Safety score
47/100
higher than 9% of 2,172 E-commerce servers
Tools
3
the typical E-commerce server has 7
Tools that change things
0%
typical: 3%. Fewer write tools means less an agent can break
Uptime
0%
of our recent checks; the typical remote E-commerce server answers 100%
Response time
1,421 ms
faster than 5% of 1,534 E-commerce servers
GitHub stars
1
more than 60% of 1,055 E-commerce servers

What its tools let an agent do: 3 read

Install GoAI Moat Product Selection & Niche Research in Claude Code, Cursor or VS Code

claude mcp add --transport http product-selection https://selection.mcp.goaimoat.com/mcp
Add to Cursor

What the publisher says

From the GoAI Moat Product Selection & Niche Research repository's README, as published. We do not edit it. Read it on GitHub

GoAI Moat — AI Visibility Audit MCP Server

让 AI Agent 调用我们的「AI 可见度诊断」能力，帮它们的用户诊断品牌在 AI 问答中的可见度。

这是「面向 Agent 收费」的第一个产品。

连接信息

  • MCP 端点：https://mcp.goaimoat.com/mcp
  • 协议：Streamable HTTP
  • 官方 Registry：com.goaimoat/ai-visibility（v1.0.0，active）
  • 开发者文档：https://goaimoat.com/developers/

工具（5 个）

如何连接（Agent / 客户端）

Claude Desktop / Cursor（远程 HTTP）

{
  "mcpServers": {
    "goai-moat-audit": {
      "url": "https://mcp.goaimoat.com/mcp"
    }
  }
}

其他 Agent（MCP client）

用标准 MCP Streamable HTTP 客户端连接 https://mcp.goaimoat.com/mcp。

收费方案（已上线）

购买 API key：https://niebingyu.gumroad.com/l/njpksu

价值主张（面向 Agent 开发者）

  • 你的 Agent 可以立即获得「AI 可见度诊断」能力，无需自研；
  • 用户问"我的品牌在 AI 眼里可见吗"，你的 Agent 直接调我们给出专业诊断 + 修复方案；
  • 我们维护方法论与数据，你专注你的 Agent 产品。

Nothing above is checked by us. What we check is on the safety report.

Grade history

  • 2026-10-12downgradeB → Dscore 47: Remote endpoint did not respond

GoAI Moat Product Selection & Niche Research: common questions

Is GoAI Moat Product Selection & Niche Research MCP server safe?
Not recommended: it is graded D (47/100). Read the GoAI Moat Product Selection & Niche Research safety report
How do I install GoAI Moat Product Selection & Niche Research?
It runs remotely at selection.mcp.goaimoat.com. Add it to Claude Code, Cursor, VS Code or Claude Desktop with the snippets above, or call it through the mcp.market gateway without installing anything.
Does GoAI Moat Product Selection & Niche Research need an API key?
Not as far as the registry entry and our scan can tell: no credentials are declared or required.
Is GoAI Moat Product Selection & Niche Research maintained?
The last commit was 41 days ago (2026-10-06). The latest release is v1.0.0.
Is GoAI Moat Product Selection & Niche Research up?
0% of our last 28 checks got an answer. We check remote servers about four times a day.
What can I use instead of GoAI Moat Product Selection & Niche Research?
Servers from other publishers that do the same job: Idea Reality MCP server, HasData Amazon MCP server and Apiguru Amazon Data MCP server.
How does GoAI Moat Product Selection & Niche Research compare with other E-commerce MCP servers?
safety score 47/100 (higher than 9% of 2,172 E-commerce servers); tools 3 (the typical E-commerce server has 7); tools that change things 0% (typical: 3%. Fewer write tools means less an agent can break). Full comparison.

Alternatives to GoAI Moat Product Selection & Niche Research

Same job from other publishers: the closest match first, then the best rated.

  • Idea Reality
    Pre-build reality check. Scans GitHub, HN, npm, PyPI, Product Hunt — returns 0-100 signal.
    B
  • HasData Amazon
    Amazon keyword search, product details, seller profiles and seller catalogues, as structured JSON.
    More from hasdata.com →
    A
  • Apiguru Amazon Data
    Live Amazon product, review, search, deal, offer/stock and seller data across 23 marketplaces.
    A
  • PostHog MCP Server
    Official PostHog MCP Server for product analytics, feature flags, experiments, and more.
    A
  • Loki Mode
    Autonomous spec-to-product coding-agent CLI with an MCP server exposing 39 tools over stdio.
    B