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Data Boston

by io.github.pipeworx-io
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Server Details

DataBoston MCP — City of Boston open data (data.boston.gov, CKAN API).

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

TDQS

A3.9/5.0

Scored across 34 tools

Disambiguation3/5

The set includes several near-duplicate or overlapping tools: ask_pipeworx_beta is explicitly identical to ask_pipeworx, and the five polymarket_* tools plus bet_research all target prediction-market edge/arbitrage with subtle boundaries. Descriptions are verbose and try to route, but an agent can still misselect between them.

Naming Consistency4/5

All tool names use snake_case with no camelCase or hyphenation, and families are grouped by prefixes like boston_, polymarket_, and pipeworx_. Minor inconsistency: some names begin with a verb (resolve_entity, compare_entities) while others are noun phrases (entity_profile, pipeworx_feedback), but the surface is still predictable.

Tool Count2/5

34 tools exceeds the practical 25-tool threshold and feels bloated for what is ostensibly a Boston open-data server; many tools are generic Pipeworx meta-tools or unrelated domains. The count is not justified by the apparent scope and increases selection cost.

Completeness4/5

Across its many sub-domains the surface is strong: Boston read-only data, memory, subscriptions, Polymarket analytics, entity resolution, and validation all have core coverage. Minor gaps remain (e.g., no dedicated dataset-schema introspection for Boston queries, no explicit update verb for memory), but agents can work around them.

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": "will-bitcoin-reach-100k-in-july-2026"
-  },
-  {
-    "market": "https://polymarket.com/event/will-bitcoin-hit-150k-by-june-30-2026"
-  }
-]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 (\"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 (\"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_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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