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Arcgis Chapelhill

by io.github.pipeworx-io
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Server Details

Town of Chapel Hill GIS — Chapel Hill, North Carolina open geospatial data (ArcGIS).

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Status
Unhealthy
Uptime
40.6% over 42 days
Last Tested
Transport
Streamable HTTP
URL
Repository
pipeworx-io/mcp-arcgis-chapelhill
GitHub Stars
0
Server Listing
MCP ArcGIS Chapel Hill

TDQS

A3.8/5.0

Scored across 34 tools

Disambiguation3/5

Several tools offer overlapping research/ask entry points (ask_pipeworx, ask_pipeworx_beta, ask_pipeworx_grounded, deep_research, compare_entities, entity_profile, recent_changes, validate_claim), and ask_pipeworx_beta is currently explicitly identical to ask_pipeworx. The very detailed descriptions mitigate this with routing guidance, so boundaries are usually recoverable, but the set still requires lengthy reading and leaves multiple plausible choices for the same question.

Naming Consistency3/5

All names are snake_case, but patterns vary widely: verb_noun (query_layer, search_datasets, list_subscriptions), noun phrases (layer_info, recent_alerts, pipeworx_feedback), bare verbs (remember, forget, recall, subscribe), noun_verb (ai_visibility_check), and product-prefixed names (polymarket_arbitrage, polymarket_edges). It remains readable, but there is no single predictable convention.

Tool Count2/5

At 34 tools, the surface is well beyond the typical well-scoped range and feels heavy for what is partly a small ArcGIS server plus a sprawling Pipeworx gateway. Many capabilities are genuinely useful, but the count amplifies overlap and choice paralysis, so the set does not earn its size cleanly.

Completeness4/5

Core operations are broadly covered: discovery and querying for ArcGIS (search_datasets, layer_info, query_layer), plus research, comparison, entity resolution, memory, subscriptions, feedback, and prediction-market tooling. Gaps are mostly minor for the stated scope — no ArcGIS editing/upload, no full dataset enumeration, and some meta-tools overlap — but agents can work around them.

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. 1 tool update
    • Changedpolymarket_kalshi_spread1 field changed
      • changedInput schema / examples
        Previous value: -[
-  {
-    "topic": "fed"
-  },
-  {
-    "topic": "btc"
-  }
-]New value: +[
+  {
+    "topic": "fed"
+  },
+  {
+    "topic": "btc"
+  },
+  {
+    "topic": "bitcoin"
+  },
+  {
+    "topic": "fed rate decision"
+  }
+]
  3. 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_spread1 field changed
      • 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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