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painspotter

by ai.painspotter
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Server Details

AI-analyzed startup opportunities from Reddit, Hacker News & Product Hunt, with commercial scores.

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Status
Unhealthy
Uptime
83.2% over 74 days
Last Tested
Transport
Streamable HTTP
URL

TDQS

A4.4/5.0

Scored across 7 tools

Disambiguation5/5

Each tool targets a distinct resource and action: blog posts have list/get, opportunities have query/get, themes have list-trending/get, and get_overview provides the global map. The only potential overlap is get_theme vs list_trending_themes, but one returns a single theme's detail while the other returns a ranked list of heating themes.

Naming Consistency5/5

All tools follow a consistent snake_case verb_noun pattern: get_blog_post, get_opportunity, get_overview, get_theme, list_blog_posts, list_trending_themes, query_opportunities. The use of 'query' instead of 'list' for opportunities is a minor stylistic variation but still fits the pattern.

Tool Count5/5

Seven tools is well-scoped for a market-intelligence server covering overviews, themes, opportunities, and blog posts. Each tool earns its place without redundancy or bloat.

Completeness4/5

The read-only surface is well covered: blog posts support list and get, opportunities support query and get-detail, and themes support trending-list and get-detail. A minor gap is the lack of a non-trending list-all-themes endpoint, though get_overview partially compensates by showing all domain categories and theme counts.

Tool Schema Changelog

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

  1. 2 tool updates
    • Addedget_blog_post
    • Addedlist_blog_posts
  2. 4 tool updates
    • Changedget_opportunity1 field changed
      • addedInput schema / properties / opportunity_id / description
        Added value: +"Opportunity ID, taken from query_opportunities or get_overview results."
    • Changedget_theme1 field changed
      • addedInput schema / properties / theme / description
        Added value: +"Theme ID (numeric) or slug (string), from list_trending_themes / get_overview."
    • Changedlist_trending_themes2 fields changed
      • addedInput schema / properties / limit / description
        Added value: +"Number of themes to return, 1-30. Default 15."
      • addedInput schema / properties / min_mentions / description
        Added value: +"Minimum 30-day discussion count, filters out noise. Default 2."
    • Changedquery_opportunities7 fields changed
      • addedInput schema / properties / category / description
        Added value: +"Category slug from get_overview, e.g. ai-developer-tools. Empty = all categories."
      • addedInput schema / properties / min_score / description
        Added value: +"Minimum overall score, 0-100. Default 0."
      • addedInput schema / properties / page_size / description
        Added value: +"Number of results to return, 1-30. Default 10."
      • addedInput schema / properties / platform / description
        Added value: +"Platform filter: reddit / hackernews / producthunt / stackexchange. Empty = all platforms."
      • addedInput schema / properties / query / description
        Added value: +"Keyword matched against title + description, e.g. \"sleep tracker\", \"AI writing\". Empty = no keyword filter."
      • addedInput schema / properties / recommendation / description
        Added value: +"Recommendation tier: Build / Validate / Skip. Empty = all tiers."
      • addedInput schema / properties / sort / description
        Added value: +"Sort order: 'score' (default, by overall score) or 'recent' (by creation time)."
  3. 5 tool updates
    • First observedget_opportunity
    • First observedget_overview
    • First observedget_theme
    • First observedlist_trending_themes
    • First observedquery_opportunities

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