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Data Usdot

by io.github.pipeworx-io
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Server Details

US DOT Open Data (datahub.transportation.gov) Socrata MCP.

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Status
Unhealthy
Uptime
47.2% over 37 days
Last Tested
Transport
Streamable HTTP
URL
Repository
pipeworx-io/mcp-data-usdot
GitHub Stars
0
Server Listing
data-usdot

TDQS

A3.8/5.0

Scored across 34 tools

Disambiguation3/5

Most tools have distinct routing purposes, but there are genuine near-duplicates: ask_pipeworx / ask_pipeworx_beta / ask_pipeworx_grounded all perform 'universal routing' (beta explicitly 'matches ask_pipeworx exactly'), and discover_tools vs suggest_questions both serve tool discovery. The long descriptions help differentiate within families, but an agent can still easily misselect among the router variants or the polymarket_* cluster.

Naming Consistency3/5

Formatting is consistently snake_case, but verb conventions are mixed: many are verb_noun (resolve_entity, validate_claim, compare_entities, list_subscriptions) while core tools are bare nouns/verbs (datasets, metadata, query, remember, recall, forget). The ask_pipeworx_* family is predictable, but overall there is no single consistent pattern.

Tool Count2/5

At 34 tools this is heavy even for a broad meta-aggregator, and several slots are redundant (the ask_pipeworx_beta variant that currently behaves identically, plus overlapping polymarket tools). Each tool may be defensible in isolation, but the count exceeds a well-scoped surface without clear justification for every entry.

Completeness4/5

Coverage is broad: the DOT Socrata surface has search (datasets), schema (metadata), and query, which is a complete read lifecycle for public open data. Memory (remember/recall/forget), subscriptions (subscribe/unsubscribe/list/recent_alerts), and verification flows are all present; only minor gaps like no bulk/multi-dataset query exist.

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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