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Last Fm

by io.github.pipeworx-io
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Last.fm MCP.

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Status
Unhealthy
Uptime
44.2% over 41 days
Last Tested
Transport
Streamable HTTP
URL
Repository
pipeworx-io/mcp-last-fm
GitHub Stars
0
Server Listing
last-fm

TDQS

B3/5.0

Scored across 45 tools

Disambiguation2/5

The most egregious issue is ask_pipeworx vs ask_pipeworx_beta, which the description itself admits are currently identical — there is no way to distinguish them by behavior. Beyond that, six Polymarket/prediction-market tools (bet_research, polymarket_arbitrage, polymarket_edges, polymarket_edge_tracker, polymarket_fill_risk, polymarket_kalshi_spread) all target finding tradeable edges, and ask_pipeworx/deep_research/ask_pipeworx_grounded overlap on question-answering. Only the small Last.fm cluster (artist/track/album) is cleanly disambiguated.

Naming Consistency2/5

Naming uses at least four incompatible conventions: verb_object (compare_entities, resolve_entity, validate_claim), bare verbs (remember, recall, forget), noun-phrases for music (artist_info, tag_top_artists, track_search), and prefixed families (polymarket_*, pipeworx_*, ask_pipeworx*). While the prefixed families are internally consistent, the overall pattern is unpredictable — there is no way to infer a tool's purpose from its name without reading the description.

Tool Count2/5

45 tools far exceeds the recommended scope, and the set is internally split: ~9 Last.fm music tools and ~36 Pipeworx data/prediction-market tools with no unifying purpose. The server is named 'Last Fm' yet the overwhelming majority of tools are unrelated to music. 45 tools is heavy enough that an agent must wade through dozens of irrelevant tools to find the handful it needs.

Completeness3/5

For the actual (mislabeled) Pipeworx domain, coverage is strong: entity resolution (resolve_entity), profiles (entity_profile), facts (company_facts), comparisons (compare_entities), changes (recent_changes), prediction-market research/arbitrage/fill-risk across multiple tools, plus memory and subscription lifecycle tools. However, as a Last.fm server it is severely incomplete — no scrobbles, no user profiles, no recommendations — and there is no single coherent domain being fully covered, which makes completeness impossible to fully assess.

Tool Schema Changelog

Recent tool additions, removals, and schema changes observed during successful MCP inspections.

  1. 5 tool updates
    • Addedcompany_facts
    • Addedkalshi_weather_edge
    • Addedrelease_calendar_markets
    • Addedresolution_audit
    • Addedresolution_diff
  2. 2 tool updates
    • 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."
    • Changedpolymarket_kalshi_spread1 field changed
      • changedInput schema / examples
        Previous value: -[
-  {
-    "topic": "fed"
-  },
-  {
-    "topic": "btc"
-  }
-]New value: +[
+  {
+    "topic": "fed"
+  },
+  {
+    "topic": "btc"
+  },
+  {
+    "topic": "bitcoin"
+  },
+  {
+    "topic": "fed rate decision"
+  }
+]
  3. 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_spread1 field changed
      • 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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