Statistics and Research Åland (ÅSUB) PxWeb MCP.
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Scored across 34 tools
The set contains several overlapping families: ask_pipeworx, ask_pipeworx_beta (currently identical by design), ask_pipeworx_grounded, and deep_research all route questions; entity_profile, recent_changes, compare_entities, resolve_entity, validate_claim, and discover_tools all overlap on lookups; and six polymarket_* tools cover adjacent market-analysis tasks. The very long descriptions do give explicit preference rules, which mitigates the confusion, but boundaries remain fuzzy enough that misselection is plausible.
All tool names use snake_case with no camelCase or stylistic breaks, so the surface reads consistently. However, the pattern is not uniformly verb_noun: some names are bare verbs/nouns (remember, forget, subjects, unsubscribe), others use domain prefixes (ask_pipeworx_, polymarket_, pipeworx_), and a few are noun phrases. The result is mostly consistent with minor deviations.
34 tools is well above the typical 3–15 range for a coherent MCP server and exceeds the 25+ threshold that usually signals overreach. While the server is intentionally a broad multi-domain gateway, the count is heavy enough to burden selection, and at least one tool (ask_pipeworx_beta) is currently redundant with another.
For a broad data-gateway server, the surface covers many domains well: memory (remember/recall/forget), subscriptions (subscribe/list/unsubscribe/recent_alerts), Polymarket analysis, ÅSUB PxWeb tables, AI visibility, entity resolution, comparison, validation, and research all have at least one tool. Gaps are minor and workable—for example, there is no generic web-fetch or open-web search tool, and some cross-domain workflows may require combining several tools rather than one dedicated operation.
Recent tool additions, removals, and schema changes observed during successful MCP inspections.
bet_research2 fields changedInput schema / examplesPrevious 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"
+ }
+]Input schema / properties / market / descriptionPrevious 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."bet_research2 fields changedInput schema / examplesPrevious 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"
+ }
+]Input schema / properties / market / descriptionPrevious 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."polymarket_kalshi_spread2 fields changedInput schema / examplesPrevious value: -[
- {
- "topic": "fed"
- },
- {
- "topic": "btc"
- }
-]New value: +[
+ {
+ "topic": "fed"
+ },
+ {
+ "topic": "btc"
+ },
+ {
+ "topic": "bitcoin"
+ },
+ {
+ "topic": "fed rate decision"
+ }
+]Input schema / properties / topic / descriptionPrevious 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."Statistics Faroe Islands (Hagstova Føroya) PxWeb MCP.
Statistics Greenland (Grønlands Statistik) PxWeb MCP.
Statistics Sweden (SCB) — PxWeb JSON-stat statistical database
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