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GoAI Moat Product Selection & Niche Research

by com.goaimoat
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Server Details

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

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Status
Unhealthy
Uptime
60.5% over 21 days
Last Tested
Transport
Streamable HTTP
URL
Repository
jayniebingyu-cyber/goaimoat-ai-visibility-mcp
GitHub Stars
1
Server Listing
goaimoat-ai-visibility

TDQS

A3.6/5.0

Scored across 3 tools

Disambiguation5/5

Each tool targets a distinct stage: niche validation, product idea scoring, and launch timing. There is no overlap in their inputs or outputs, making tool selection unambiguous.

Naming Consistency5/5

All three tools use descriptive snake_case phrases with a consistent pattern (e.g., niche_validation_framework, score_product_idea, seasonal_launch_calendar). The naming is uniform and predictable.

Tool Count5/5

Three tools is an ideal size for a focused server covering the core workflow of niche research and product selection. Each tool addresses a key step without redundancy.

Completeness4/5

The server covers the main stages: validation, scoring, and seasonal timing. Minor gaps exist such as competitive analysis or profit margin estimation, but the essential workflow is complete for its stated purpose.

Tool Schema Changelog

Recent tool additions, removals, and schema changes observed during successful MCP inspections.

  1. 3 tool updates
    • Changedniche_validation_framework2 fields changed
      • addedInput schema / properties / email
        Added value: +{
+  "default": "",
+  "type": "string"
+}
      • addedInput schema / properties / license_key
        Added value: +{
+  "default": "",
+  "type": "string"
+}
    • Changedscore_product_idea2 fields changed
      • addedInput schema / properties / email
        Added value: +{
+  "default": "",
+  "type": "string"
+}
      • addedInput schema / properties / license_key
        Added value: +{
+  "default": "",
+  "type": "string"
+}
    • Changedseasonal_launch_calendar2 fields changed
      • addedInput schema / properties / email
        Added value: +{
+  "default": "",
+  "type": "string"
+}
      • addedInput schema / properties / license_key
        Added value: +{
+  "default": "",
+  "type": "string"
+}
  2. 3 tool updates
    • First observedniche_validation_framework
    • First observedscore_product_idea
    • First observedseasonal_launch_calendar

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