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Arcgis Toledo

by io.github.pipeworx-io
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Server Details

City of Toledo GIS — Toledo, Ohio open geospatial data (ArcGIS).

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

TDQS

A3.8/5.0

Scored across 34 tools

Disambiguation2/5

Several clusters overlap: ask_pipeworx, ask_pipeworx_beta, ask_pipeworx_grounded, deep_research, and validate_claim all route natural-language questions; polymarket_edges, polymarket_arbitrage, bet_research, and polymarket_fill_risk cover adjacent prediction-market analysis. ask_pipeworx_beta is explicitly identical to ask_pipeworx today, increasing misselection risk. Descriptions are detailed but boundaries are not uniformly clear.

Naming Consistency4/5

Mostly consistent snake_case, with recognizable verb_noun or noun_noun patterns (e.g., search_datasets, query_layer, validate_claim, polymarket_edges). A few bare verbs (remember, recall, forget, subscribe) and the beta/grounded suffixes are minor deviations, not chaotic. No camelCase or arbitrary mixing.

Tool Count2/5

34 tools is above the well-scoped 3-15 range and exceeds the 25+ threshold where count feels heavy. The breadth comes from bundling multiple product areas (GIS, research, memory, subscriptions, prediction markets, AI visibility), so each tool does not clearly earn its place in a single coherent server. Server name 'Arcgis Toledo' makes the count look especially inflated.

Completeness4/5

For a read-only open-data platform, the ArcGIS GIS surface (search_datasets, layer_info, query_layer) covers discovery, schema inspection, and querying, while the broader Pipeworx set covers research, entity resolution, memory, subscriptions, and market data. Missing/lifecycle gaps are minor (e.g., no direct GIS create/update, which is expected for open data). Some advanced capabilities exist but not all domains are equally deep.

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_research2 fields 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"
+  }
+]
      • 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."

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