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NYC Open Data

by io.github.pipeworx-io
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Server Details

NYC open data via Socrata SoQL — 311, transport, housing, permits, crime, health.

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Status
Unhealthy
Uptime
43.7% over 37 days
Last Tested
Transport
Streamable HTTP
URL
Repository
pipeworx-io/mcp-data-cityofnewyork
GitHub Stars
0
Server Listing
data-cityofnewyork

TDQS

A3.8/5.0

Scored across 34 tools

Disambiguation2/5

The set contains several overlapping families: ask_pipeworx / ask_pipeworx_beta / ask_pipeworx_grounded / deep_research all answer questions through routing; polymarket_edges / polymarket_arbitrage / bet_research all surface betting opportunities; ai_visibility_check / scan_competitor_ai_presence overlap; and suggest_questions / discover_tools both aid discovery. Descriptions help, but multiple tool boundaries remain genuinely unclear, especially because ask_pipeworx_beta currently matches ask_pipeworx exactly.

Naming Consistency4/5

All tool names use lowercase snake_case, giving a consistent separator and casing convention throughout. However, the semantic pattern is mixed: some names are verb_noun (list_subscriptions, validate_claim), while others are bare nouns or noun phrases (datasets, metadata, recent_alerts, pipeworx_trending), so it is not a fully predictable verb_noun scheme.

Tool Count2/5

At 34 tools, the surface is heavy by the stated NYC Open Data purpose, where only datasets, metadata, and query directly serve the domain. The remaining tools belong to a much broader Pipeworx gateway and prediction-market / AI-visibility / memory / subscription domains, making the count poorly scoped relative to the server name.

Completeness4/5

For the NYC Open Data domain, the surface covers the expected read-only lifecycle: search the catalog (datasets), inspect schema/metadata (metadata), and run SoQL queries (query). Minor gaps exist around bulk export or richer catalog browsing, but no critical read-path operation is missing for an open-data API.

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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