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Montgomery County, MD open data (Socrata) — crime, 311, permits by name + SoQL.

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Status
Unhealthy
Uptime
49.2% over 36 days
Last Tested
Transport
Streamable HTTP
URL
Repository
pipeworx-io/mcp-data-montgomery
GitHub Stars
0
Server Listing
mcp-data-montgomery

TDQS

A4/5.0

Scored across 34 tools

Disambiguation3/5

The ask_pipeworx family is a problem: ask_pipeworx, ask_pipeworx_beta, and ask_pipeworx_grounded overlap heavily, and beta is explicitly described as currently identical to the base tool. Several company-research tools (entity_profile, compare_entities, recent_changes, resolve_entity) also blur boundaries, though the very detailed descriptions do help an agent route correctly.

Naming Consistency4/5

All names are consistently snake_case, with predictable namespace prefixes (montgomery_, pipeworx_, polymarket_) for related tool families. There is a minor mix of noun-first (entity_profile, bet_research, ai_visibility_check) and verb-first (resolve_entity, validate_claim, compare_entities) patterns, but overall it is readable and predictable.

Tool Count2/5

34 tools is heavy and exceeds a comfortable surface. There is clear redundancy that could be consolidated: three near-identical ask_pipeworx variants (base/beta/grounded) and five overlapping polymarket tools (edges, arbitrage, edge_tracker, fill_risk, kalshi_spread) that partially duplicate one another.

Completeness4/5

As a broad data gateway the surface is largely complete, covering entity resolution, company/drug comparison, structured lookups, grounded verification, prediction markets, memory, subscriptions, and feedback. Minor gaps exist (no generic document write/read primitives, and memory has no update-in-place), but core workflows are covered with no obvious dead ends.

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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