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Opendosm My

by io.github.pipeworx-io
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Server Details

data.gov.my / OpenDOSM (Department of Statistics Malaysia) — official Malaysian open-data API.

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Status
Unhealthy
Uptime
38.4% over 45 days
Last Tested
Transport
Streamable HTTP
URL
Repository
pipeworx-io/mcp-opendosm-my
GitHub Stars
0
Server Listing
mcp-opendosm-my

TDQS

A3.9/5.0

Scored across 34 tools

Disambiguation3/5

There is substantial overlap: ask_pipeworx, ask_pipeworx_beta, ask_pipeworx_grounded, and deep_research all serve similar 'answer a question' purposes, and the five polymarket_* tools plus bet_research overlap on prediction-market analysis. Descriptions do explain the differences (e.g., grounded mode, cross-venue spread), which rescues it from being indistinguishable, but an agent must read carefully to pick correctly.

Naming Consistency3/5

Nearly all names use snake_case, which is consistent, but the patterns are mixed: many are verb_noun (discover_tools, resolve_entity, validate_claim) while others are noun phrases (entity_profile, recent_changes, deep_research, ask_pipeworx). The set remains readable but there is no single predictable convention.

Tool Count2/5

With 34 tools spanning Malaysian statistics, a general Pipeworx data gateway, Polymarket trading, AI-visibility auditing, npm dependency scanning, and memory/subscription utilities, the surface is heavy and unfocused. Several tools (ask_pipeworx_beta, scan_competitor_ai_presence) are near-duplicates or thin wrappers, so not every tool earns its place.

Completeness4/5

For its stated broad purpose, the surface is largely complete: OpenDOSM has list/meta/get coverage, subscriptions have subscribe/unsubscribe/list/recent_alerts, memory has remember/recall/forget, and the polymarket suite covers scanning, edge tracking, fill risk, and cross-venue spread. Minor gaps exist (e.g., no explicit OpenDOSM search endpoint is acknowledged, but that is a data-source limitation), so only small workarounds are needed.

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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