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Huggingface

by io.github.pipeworx-io
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Server Details

Hugging Face Hub MCP — models, datasets, spaces

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Status
Unhealthy
Uptime
41.1% over 42 days
Last Tested
Transport
Streamable HTTP
URL
Repository
pipeworx-io/mcp-huggingface
GitHub Stars
0
Server Listing
mcp-huggingface

TDQS

A3.5/5.0

Scored across 41 tools

Disambiguation2/5

Substantial overlap exists across question-answering tools: ask_pipeworx, ask_pipeworx_beta (explicitly identical to ask_pipeworx today), ask_pipeworx_grounded, deep_research, bet_research, validate_claim, discover_tools, suggest_questions, entity_profile, and recent_changes all serve 'answer/look up something about X'. The Polymarket group (polymarket_arbitrage, polymarket_edges, polymarket_fill_risk, polymarket_kalshi_spread, polymarket_edge_tracker) also has fuzzy boundaries, and the server ships an intentionally duplicate beta router. Descriptions mitigate some confusion but the set has many hard-to-tell-apart options.

Naming Consistency3/5

Everything is snake_case, which is consistent, but the naming grammar is mixed: verb_noun (get_model, list_model_files, search_datasets, resolve_entity, compare_entities) sits beside noun-phrase/prefix styles (ask_pipeworx, polymarket_edges, pipeworx_feedback, ai_visibility_check, recent_alerts). Namespace prefixes (ask_, polymarket_, pipeworx_, search_, get_, list_) are applied unevenly, so the scheme is readable but not fully predictable.

Tool Count2/5

41 tools is well above a comfortable set, especially for a server labeled 'Huggingface' whose actual Hub-related tools are only ~11 of the 41. The count is inflated by a beta duplicate router plus a large cluster of overlapping Polymarket and question-answering meta-tools, making the surface heavy and hard to scan.

Completeness3/5

For the Hugging Face Hub domain the surface is read-only (search/get/list/trending) with no write lifecycle — no repo creation, upload, update, or delete, and no inference endpoints — which are notable gaps. The Pipeworx meta-layer (memory, subscriptions, feedback, discovery, research) is fairly broad, but the combined set leaves clear dead ends for the stated Hub purpose.

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_research1 field changed
      • 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."
  3. 1 tool update
    • Changedbet_research1 field 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"
+  }
+]

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