GoAI Moat Product Selection & Niche Research
Server Details
Product idea scoring, niche validation framework and seasonal timing for cross-border sellers
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- Status
- Unhealthy
- Uptime
- 49.6% over 29 days
- Last Tested
- Transport
- Streamable HTTP
- URL
- Repository
- jayniebingyu-cyber/goaimoat-ai-visibility-mcp
- GitHub Stars
- 1
- Server Listing
- goaimoat-ai-visibility
- ChatGPT
- –
- Claude
- –
TDQS
Scored across 3 tools
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.
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.
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.
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.
3 tool updates
- Changed
niche_validation_framework2 fields changed- added
Input schema / properties / emailAdded value: +{ + "default": "", + "type": "string" +} - added
Input schema / properties / license_keyAdded value: +{ + "default": "", + "type": "string" +}
- Changed
score_product_idea2 fields changed- added
Input schema / properties / emailAdded value: +{ + "default": "", + "type": "string" +} - added
Input schema / properties / license_keyAdded value: +{ + "default": "", + "type": "string" +}
- Changed
seasonal_launch_calendar2 fields changed- added
Input schema / properties / emailAdded value: +{ + "default": "", + "type": "string" +} - added
Input schema / properties / license_keyAdded value: +{ + "default": "", + "type": "string" +}
3 tool updates
- First observed
niche_validation_framework - First observed
score_product_idea - First observed
seasonal_launch_calendar
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