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Data Gov Sg

by io.github.pipeworx-io
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data.gov.sg MCP — Singapore open data + real-time environment/transport feeds

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Status
Unhealthy
Last Tested
Transport
Streamable HTTP
URL
Repository
pipeworx-io/mcp-data-gov-sg
GitHub Stars
0
Server Listing
data-gov-sg

TDQS

A3.6/5.0

Scored across 40 tools

Disambiguation2/5

Several tools target the same 'answer a question' job: ask_pipeworx, ask_pipeworx_beta (explicitly identical right now), ask_pipeworx_grounded, and deep_research overlap heavily, and discover_tools/suggest_questions/search_datasets all compete for 'explore the catalog'. entity_profile, compare_entities, recent_changes, and validate_claim also blur together for 'tell me about X / is X true'. The verbose descriptions mitigate but don't remove the misselection risk.

Naming Consistency4/5

Nearly everything is snake_case with predictable verb_noun or noun_phrase forms (list_subscriptions, search_datasets, resolve_entity, get_dataset). Minor inconsistency is stylistic: some names are actions (scan_dependency, validate_claim) while others are bare domain nouns (air_quality_pm25, entity_profile, weather_now). No camelCase/PascalCase mixing.

Tool Count2/5

40 tools is heavy for a single server and well past the 15-tool sweet spot. The polymarket tool family alone contributes six entries (arbitrage, edges, edge_tracker, fill_risk, kalshi_spread, bet_research) and the ask_pipeworx/answer family four, so the set feels like several bundled domains rather than one scoped surface.

Completeness3/5

The Singapore data subset (weather, air quality, UV, taxi, traffic, generic dataset search/get/query) covers common needs but lacks obvious siblings like carpark availability, MRT status, or real-time rainfall, which agents must assemble via generic dataset queries. The Pipeworx side is broad (answer, discover, entity, compare, validate, subscribe/alerts, memory, feedback) but the mismatch with the 'Data Gov Sg' name makes the intended domain unclear.

Tool Schema Changelog

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

  1. 2 tool updates
    • 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."
    • 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"
+  }
+]
  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_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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