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Highlightly

by io.github.pipeworx-io
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Highlightly MCP — cheap multi-sport scores, video highlights, and match

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Status
Unhealthy
Uptime
0.2% over 22 days
Last Tested
Transport
Streamable HTTP
URL
Repository
pipeworx-io/mcp-highlightly
GitHub Stars
0
Server Listing
highlightly

TDQS

A3.7/5.0

Scored across 39 tools

Disambiguation2/5

The set has several overlapping meta-tools: ask_pipeworx, ask_pipeworx_beta, ask_pipeworx_grounded, deep_research, and discover_tools all route questions to the same 6,402-tool catalog, and an agent could easily pick the wrong one. The highlightly_* tools are distinct, but the polymarket_* family (polymarket_arbitrage, polymarket_edges, polymarket_edge_tracker, polymarket_fill_risk, polymarket_kalshi_spread) has overlapping arbitrage/edge purposes that require careful reading to distinguish.

Naming Consistency3/5

There is a mix of conventions: snake_case (ask_pipeworx, deep_research, entity_profile, resolve_entity, scan_competitor_ai_presence) alongside the highlightly_* prefix and the polymarket_* prefix, plus bare verbs like remember, recall, forget, subscribe, unsubscribe. The pipeworx_* and highlightly_* prefixes provide some pattern, but the overall naming is inconsistent across families.

Tool Count2/5

39 tools is a heavy surface for one server, and many of them are meta-tools wrapping the same underlying catalog (ask_pipeworx, ask_pipeworx_beta, ask_pipeworx_grounded, deep_research, discover_tools, suggest_questions). The count feels bloated rather than well-scoped, even though each tool has a detailed description.

Completeness4/5

The server covers a broad domain (data lookup, entity research, prediction markets, subscriptions, memory, AI visibility) with few obvious dead ends: remember/recall/forget form a complete memory cycle, subscribe/recent_alerts/unsubscribe cover the subscription lifecycle, and resolution_audit/resolution_diff pair well with the arbitrage tools. Minor gaps exist (e.g., no update for subscriptions, no delete for memories beyond forget), but the surface is largely complete for its stated purpose.

Tool Schema Changelog

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

  1. 3 tool updates
    • Changedask_pipeworx3 fields changed
      • addedInput schema / properties / ask
        Added value: +{
+  "description": "Alias for question.",
+  "type": "string"
+}
      • addedInput schema / properties / message
        Added value: +{
+  "description": "Alias for question.",
+  "type": "string"
+}
      • changedInput schema / properties / question / description
        Previous value: -"Your question or request in natural language. Accepts query, q, prompt, text, input as aliases."New value: +"Your question or request in natural language. Accepts query, q, prompt, text, input, ask, message as aliases."
    • Changedask_pipeworx_beta3 fields changed
      • addedInput schema / properties / ask
        Added value: +{
+  "description": "Alias for question.",
+  "type": "string"
+}
      • addedInput schema / properties / message
        Added value: +{
+  "description": "Alias for question.",
+  "type": "string"
+}
      • changedInput schema / properties / question / description
        Previous value: -"Your question or request in natural language. Accepts query, q, prompt, text, input as aliases."New value: +"Your question or request in natural language. Accepts query, q, prompt, text, input, ask, message as aliases."
    • Changedask_pipeworx_grounded3 fields changed
      • addedInput schema / properties / ask
        Added value: +{
+  "description": "Alias for question.",
+  "type": "string"
+}
      • addedInput schema / properties / message
        Added value: +{
+  "description": "Alias for question.",
+  "type": "string"
+}
      • changedInput schema / properties / question / description
        Previous value: -"Your question in natural language. Accepts query, q, prompt, text, input as aliases."New value: +"Your question in natural language. Accepts query, q, prompt, text, input, ask, message as aliases."
  2. 39 tool updates
    • First observedai_visibility_check
    • First observedask_pipeworx
    • First observedask_pipeworx_beta
    • First observedask_pipeworx_grounded
    • First observedbet_research
    • First observedcompany_facts
    • First observedcompare_entities
    • First observeddeep_research
    • First observeddiscover_tools
    • First observedentity_profile
    • First observedforget
    • First observedgenerate_llms_txt
    • First observedhighlightly_highlights
    • First observedhighlightly_matches
    • First observedhighlightly_predictions
    • First observedkalshi_weather_edge
    • First observedlist_subscriptions
    • First observedpipeworx_feedback
    • First observedpipeworx_trending
    • First observedpolymarket_arbitrage
    • First observedpolymarket_edge_tracker
    • First observedpolymarket_edges
    • First observedpolymarket_fill_risk
    • First observedpolymarket_kalshi_spread
    • First observedrecall
    • First observedrecent_alerts
    • First observedrecent_changes
    • First observedrelease_calendar_markets
    • First observedremember
    • First observedresolution_audit
    • First observedresolution_diff
    • First observedresolve_entity
    • First observedscan_competitor_ai_presence
    • First observedscan_dependency
    • First observedsearch_within
    • First observedsubscribe
    • First observedsuggest_questions
    • First observedunsubscribe
    • First observedvalidate_claim

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