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Europepmc

by io.github.pipeworx-io
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Server Details

Europe PubMed Central — biomedical literature search and full text

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Status
Unhealthy
Last Tested
Transport
Streamable HTTP
URL
Repository
pipeworx-io/mcp-europepmc
GitHub Stars
0
Server Listing
mcp-europepmc

TDQS

B3.2/5.0

Scored across 24 tools

Disambiguation2/5

Many tools have overlapping purposes, such as ask_pipeworx, validate_claim, compare_entities, entity_profile, and bet_research all offering data lookups or analysis. The descriptions attempt to differentiate, but an agent would struggle to consistently choose the correct tool, especially for broad queries.

Naming Consistency2/5

Tool names mix verbs, nouns, and compound phrases without a consistent pattern. Examples include 'abstract' (verb), 'citations' (noun), 'ai_visibility_check' (lowercase with underscores), and 'polymarket_kalshi_spread' (camelCase) – indicating no unified naming convention.

Tool Count3/5

With 24 tools, the count is on the high side but not extreme for a general-purpose assistant. However, the server name 'Europepmc' suggests a focused biomedical search tool, making the large scope feel bloated and misaligned.

Completeness3/5

For a biomedical literature server, basic tools exist (abstract, search, get_article), but many non-biomedical tools are included, diluting the focus. While the set covers many data operations, each individual domain (e.g., company research) has only superficial coverage, leaving potential gaps.

Tool Schema Changelog

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

  1. 1 tool update
    • Changedbet_research1 field changed
      • addedInput schema / properties / include_raw
        Added value: +{
+  "description": "Default false. When false (recommended), FRED/FDA/GDELT/Federal-Register evidence is summarized to the few fields agents actually use — keeps responses under ~20KB. Pass true to get full upstream payloads (50KB-500KB) when you need to recompute deltas, cite specific observations, or post-process.",
+  "type": "boolean"
+}
  2. 2 tool updates
    • Changedai_visibility_check4 fields changed
      • addedInput schema / properties / _apiKey
        Added value: +{
+  "description": "Optional Anthropic API key (sk-ant-...) — only needed if \"anthropic\" is in models. Passed straight through to api.anthropic.com.",
+  "type": "string"
+}
      • changedInput schema / properties / context / description
        Previous value: -"Optional: a phrase locating the entity (e.g. \"Boston restaurant\", \"B2B SaaS\", \"Polish painter\"). Helps disambiguate common names."New value: +"Optional: a phrase locating the entity (e.g. \"Boston restaurant\", \"B2B SaaS\"). Helps disambiguate common names."
      • changedInput schema / properties / entity / description
        Previous value: -"The thing to ask about. Brand/business name, product name, person, or topic. E.g. \"Pipeworx\", \"OpenInvoice\", \"Acme Corp pricing\", \"the company behind ChatGPT\"."New value: +"The thing to ask about. Brand/business name, product name, person, or topic. E.g. \"Pipeworx\", \"OpenInvoice\", \"Acme Corp pricing\"."
      • addedInput schema / properties / models
        Added value: +{
+  "description": "Which models to probe. Supported: \"workers-ai\" (free default), \"anthropic\" (requires _apiKey). Omit for just workers-ai.",
+  "items": {
+    "type": "string"
+  },
+  "type": "array"
+}
    • Addedscan_competitor_ai_presence
  3. 2 tool updates
    • Addedai_visibility_check
    • Addedgenerate_llms_txt
  4. 2 tool updates
    • Addedpipeworx_trending
    • Addedpolymarket_kalshi_spread
  5. 2 tool updates
    • Addedpolymarket_arbitrage
    • Addedpolymarket_edges
  6. 1 tool update
    • Addedbet_research
  7. 16 tool updates
    • First observedabstract
    • First observedask_pipeworx
    • First observedcitations
    • First observedcompare_entities
    • First observeddiscover_tools
    • First observedentity_profile
    • First observedforget
    • First observedget_article
    • First observedpipeworx_feedback
    • First observedrecall
    • First observedrecent_changes
    • First observedreferences
    • First observedremember
    • First observedresolve_entity
    • First observedsearch
    • First observedvalidate_claim

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