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Arcgis Novi

by io.github.pipeworx-io
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Server Details

City of Novi GIS — Novi, Michigan open geospatial data (ArcGIS).

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Status
Unhealthy
Last Tested
Transport
Streamable HTTP
URL
Repository
pipeworx-io/mcp-arcgis-novi
GitHub Stars
0
Server Listing
mcp-arcgis-novi

TDQS

A3.9/5.0

Scored across 34 tools

Disambiguation3/5

Most tools have detailed, largely distinct purposes, but there are genuine overlaps: ask_pipeworx / ask_pipeworx_beta / ask_pipeworx_grounded are three variants of the same router (with the beta explicitly `matches ask_pipeworx exactly`), and ask_pipeworx vs deep_research are separated only by prose. discover_tools vs suggest_questions and ai_visibility_check vs scan_competitor_ai_presence also blur (single vs multi). The verbose descriptions compensate somewhat, but several tool boundaries require careful reading to pick correctly.

Naming Consistency4/5

All names use consistent snake_case, which is a strong baseline. However the structural pattern varies: some are verb_noun (validate_claim, resolve_entity, list_subscriptions) while others are bare noun phrases (entity_profile, recent_changes, recent_alerts, layer_info), and several carry namespace prefixes (polymarket_*, ask_pipeworx_*). Minor deviation but still readable and predictable within families.

Tool Count2/5

34 tools is heavy and exceeds the 25+ threshold, and several are redundant rather than earning their place (three ask_pipeworx variants, two discovery tools, two AI-visibility tools). Worse, the count is grossly mismatched to the server's apparent scope ("Arcgis Novi" GIS), where only three tools are actually GIS-related.

Completeness4/5

For the dominant (Pipeworx router) purpose the surface is fairly complete: research/grounding, entity resolution, profiling, comparison, claim validation, prediction-market analytics, subscriptions, memory CRUD (remember/recall/forget), and feedback are all present with no obvious dead ends. The GIS side is read-only (search/layer/query with no write/lifecycle ops), which is a gap for that sub-domain but the overall set is well-covered.

Tool Schema Changelog

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

  1. 1 tool update
    • Changedbet_research2 fields changed
      • changedInput schema / examples
        Previous value: -[
-  {
-    "market": "when-will-bitcoin-hit-150k"
-  },
-  {
-    "market": "https://polymarket.com/event/when-will-bitcoin-hit-150k"
-  }
-]New value: +[
+  {
+    "market": "will-kristi-noem-win-the-2028-republican-presidential-nomination"
+  },
+  {
+    "market": "https://polymarket.com/event/will-kristi-noem-win-the-2028-republican-presidential-nomination"
+  }
+]
      • changedInput schema / properties / market / description
        Previous value: -"Polymarket slug (\"when-will-bitcoin-hit-150k\"), full URL (\"https://polymarket.com/event/...\"), or question text (\"Will Bitcoin hit $150k?\"). Dated slugs stop resolving once they settle — Polymarket de-indexes resolved markets — so prefer an undated one."New value: +"Polymarket slug (\"will-kristi-noem-win-the-2028-republican-presidential-nomination\"), full URL (\"https://polymarket.com/event/...\"), or question text (\"Will Bitcoin hit $150k?\"). Dated slugs stop resolving once they settle — Polymarket de-indexes resolved markets — so prefer an undated one."
  2. 2 tool updates
    • Changedbet_research1 field changed
      • changedInput schema / properties / market / description
        Previous value: -"Polymarket slug (\"will-bitcoin-hit-150k-by-june-30-2026\"), full URL (\"https://polymarket.com/event/...\"), or question text (\"Will Bitcoin hit $150k by June 30?\")"New value: +"Polymarket slug (\"when-will-bitcoin-hit-150k\"), full URL (\"https://polymarket.com/event/...\"), or question text (\"Will Bitcoin hit $150k?\"). Dated slugs stop resolving once they settle — Polymarket de-indexes resolved markets — so prefer an undated one."
    • Changedpolymarket_kalshi_spread2 fields changed
      • changedInput schema / examples
        Previous value: -[
-  {
-    "topic": "fed"
-  },
-  {
-    "topic": "btc"
-  }
-]New value: +[
+  {
+    "topic": "fed"
+  },
+  {
+    "topic": "btc"
+  },
+  {
+    "topic": "bitcoin"
+  },
+  {
+    "topic": "fed rate decision"
+  }
+]
      • changedInput schema / properties / topic / description
        Previous value: -"Pre-mapped: fed | btc | cpi | gdp | sp500 | recession | next_pope | next_uk_pm | next_israel_pm | 2028_president"New value: +"Subject to compare. Canonical keys: fed | btc | eth | cpi | gdp | sp500 | recession | next_pope | next_uk_pm | next_israel_pm | 2028_president — but aliases and keywords resolve too (\"bitcoin\", \"fed rate decision\", \"ethereum\", \"inflation\", \"s&p 500\", \"us recession\", \"next pope\", \"2028 election\"). Check resolution.topic_matched_by in the response: \"exact\"/\"alias\" is a curated pairing, \"phrase\"/\"token\" is a keyword guess."
  3. 1 tool update
    • Changedbet_research1 field changed
      • changedInput schema / examples
        Previous value: -[
-  {
-    "market": "will-bitcoin-reach-100k-in-july-2026"
-  },
-  {
-    "market": "https://polymarket.com/event/will-bitcoin-hit-150k-by-june-30-2026"
-  }
-]New value: +[
+  {
+    "market": "when-will-bitcoin-hit-150k"
+  },
+  {
+    "market": "https://polymarket.com/event/when-will-bitcoin-hit-150k"
+  }
+]

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