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Unhealthy
Uptime
27.5% over 63 days
Last Tested
Transport
Streamable HTTP
URL
Repository
pipeworx-io/mcp-gtex
GitHub Stars
0
Server Listing
mcp-gtex

TDQS

B3.4/5.0

Scored across 45 tools

Disambiguation2/5

Several clusters overlap heavily: ask_pipeworx / ask_pipeworx_beta (explicitly identical right now) / ask_pipeworx_grounded / deep_research / discover_tools all compete as 'entry points', and the seven Polymarket tools (bet_research, polymarket_arbitrage, polymarket_edges, polymarket_edge_tracker, polymarket_fill_risk, polymarket_kalshi_spread, kalshi_weather_edge) blur arbitrage-vs-edges-vs-fill-risk boundaries. The descriptions work hard with ALL-CAPS precedence rules, which helps, but an agent still has to read paragraphs to pick correctly and two tools are by design indistinguishable.

Naming Consistency4/5

Overwhelmingly consistent snake_case with predictable verb_noun or domain_prefix patterns (ask_pipeworx, polymarket_edges, resolution_audit, recent_changes). Minor deviations exist: single-word names (gene, tissues, remember, recall, forget, subscribe) and mixed verb families (ask_/scan_/validate_/resolve_ plus bare domain prefixes), but nothing chaotic.

Tool Count2/5

45 tools is well past the point where an agent can hold the surface in mind, and it is not a single focused domain — a GTEx expression toolkit (gene, tissues, median_expression, top_expressed_genes, single_tissue_eqtls) and an AI-marketing toolkit (ai_visibility_check, scan_competitor_ai_presence, generate_llms_txt) sit alongside prediction-market, SEC, memory, and subscription tools. Several meta-tools (suggest_questions, discover_tools, pipeworx_trending) exist largely to compensate for the size.

Completeness3/5

Coverage of the stated 'universal gateway' purpose is broad, and CRUD-ish lifecycle coverage exists for memory and subscriptions. But the surface references tools that are not present (resolution_audit/audit flow points at polymarket_market, kalshi_market, and research_row cites fetch_url), which are dead ends for an agent. The GTEx sub-domain is also notably thin — read-only lookups with no search-by-gene-list or bulk operation.

Tool Schema Changelog

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

  1. 8 tool updates
    • Addedarchive_compare
    • Addedarchive_evidence
    • Changedask_pipeworx1 field changed
      • addedInput schema / properties / packs
        Added value: +{
        +  "description": "OPTIONAL. Restrict routing to these pack slugs (e.g. [\"sec-form-d\",\"sec-13f\"]) — the router then picks only from tools in those packs. Omit for the default full-catalog routing. Slugs come from list_packs / search_packs / https://pipeworx.io/directory; unlisted or unknown slugs are ignored and named in _meta.pack_scope.ignored, and if none of them resolves the question is routed across the whole catalog with _meta.pack_scope.full_catalog:true (never an empty answer).",
        +  "items": {
        +    "type": "string"
        +  },
        +  "type": "array"
        +}
    • Changedask_pipeworx_beta1 field changed
      • addedInput schema / properties / packs
        Added value: +{
        +  "description": "OPTIONAL. Restrict routing to these pack slugs (e.g. [\"sec-form-d\",\"sec-13f\"]) — the router then picks only from tools in those packs. Omit for the default full-catalog routing. Slugs come from list_packs / search_packs / https://pipeworx.io/directory; unlisted or unknown slugs are ignored and named in _meta.pack_scope.ignored, and if none of them resolves the question is routed across the whole catalog with _meta.pack_scope.full_catalog:true (never an empty answer).",
        +  "items": {
        +    "type": "string"
        +  },
        +  "type": "array"
        +}
    • Addedclassify_row
    • Changedrelease_calendar_markets2 fields changed
      • addedOutput schema / properties / empty_reason
        Added value: +{
        +  "description": "Present ONLY on a zero-release window: \"no_releases_in_window\". The window was queried and nothing is scheduled — this is an answer, not a failure.",
        +  "type": "string"
        +}
      • addedOutput schema / properties / hint
        Added value: +{
        +  "description": "Present ONLY on a zero-release window: what to change (usually a wider `hours`).",
        +  "type": "string"
        +}
    • Addedresearch_row
    • Changedsubscribe2 fields changed
      • changedInput schema / properties / params / description
        Previous value: -"Type-specific filter. sec_8k: {ticker:\"AAPL\", items?:[\"5.02\",\"1.01\"]}. polymarket_edge: {topic:\"fed\", min_spread_bps?:500}. fred_series: {series_id:\"UNRATE\"}. patent_grant: {applicant:\"Apple Inc.\"}. clinical_trial: {sponsor?:\"Pfizer\", condition?:\"lung cancer\", phase?:\"PHASE3\"} (sponsor or condition required)."New value: +"Type-specific filter. sec_8k: {ticker:\"AAPL\", items?:[\"5.02\",\"1.01\"]}. polymarket_edge: {topic:\"fed\", min_spread_bps?:500}. fred_series: {series_id:\"UNRATE\"}. patent_grant: {applicant:\"Apple Inc.\"}. clinical_trial: {sponsor?:\"Pfizer\", condition?:\"lung cancer\", phase?:\"PHASE3\"} (sponsor or condition required). form_d: {state?:\"CA\", industry?:\"Biotechnology\", min_amount?:500000, exemption?:\"06B\"} (all optional — omit all to watch every new Form D nationwide). news_keyword: {query:\"\\\"semiconductor sanctions\\\"\", lang?:\"eng\", domains?:[\"reuters.com\"]} (query required). job_post: EITHER {ats:\"greenhouse\", board_token:\"acme\"} (exact board) OR {domain:\"acme.com\"} (auto-detected), plus optional title_query/location_query substrings. tool_diff: {tool:\"form5500\", args?:{...}, fields:[\"headcount\"], schedule:\"daily\"} — re-runs that tool on schedule and fires when the named fields change; tool must be read-only and not need a Pipeworx-held platform key; schedule \"hourly\" needs the paid tier. new_entity: {state:\"CO\", name_query?:\"dental\", entity_type?:\"limited liability\"} — state is required and must be one of FL, NY, CO, OR, CT, TX, PA. Unknown keys in form_d/news_keyword/job_post/tool_diff/new_entity params are rejected at subscribe time."
      • changedInput schema / properties / type / enum
        Previous value: -[
        -  "sec_8k",
        -  "polymarket_edge",
        -  "fred_series",
        -  "patent_grant",
        -  "clinical_trial"
        -]New value: +[
        +  "sec_8k",
        +  "polymarket_edge",
        +  "fred_series",
        +  "patent_grant",
        +  "clinical_trial",
        +  "form_d",
        +  "news_keyword",
        +  "job_post",
        +  "tool_diff",
        +  "new_entity"
        +]
  2. 25 tool updates
    • Changedai_visibility_check1 field changed
      • addedInput schema / examples
        Added value: +[
        +  {
        +    "entity": "Tesla"
        +  }
        +]
    • Changedask_pipeworx3 fields changed
      • addedInput schema / properties / ask
        Added value: +{
        +  "description": "Alias for question.",
        +  "type": "string"
        +}
      • addedInput schema / properties / message
        Added value: +{
        +  "description": "Alias for question.",
        +  "type": "string"
        +}
      • changedInput schema / properties / question / description
        Previous value: -"Your question or request in natural language. Accepts query, q, prompt, text, input as aliases."New value: +"Your question or request in natural language. Accepts query, q, prompt, text, input, ask, message as aliases."
    • Changedask_pipeworx_beta4 fields changed
      • addedInput schema / examples
        Added value: +[
        +  {
        +    "question": "What is the current US unemployment rate?"
        +  }
        +]
      • addedInput schema / properties / ask
        Added value: +{
        +  "description": "Alias for question.",
        +  "type": "string"
        +}
      • addedInput schema / properties / message
        Added value: +{
        +  "description": "Alias for question.",
        +  "type": "string"
        +}
      • changedInput schema / properties / question / description
        Previous value: -"Your question or request in natural language. Accepts query, q, prompt, text, input as aliases."New value: +"Your question or request in natural language. Accepts query, q, prompt, text, input, ask, message as aliases."
    • Changedask_pipeworx_grounded4 fields changed
      • addedInput schema / examples
        Added value: +[
        +  {
        +    "question": "What was Apple's fiscal 2023 revenue?"
        +  }
        +]
      • addedInput schema / properties / ask
        Added value: +{
        +  "description": "Alias for question.",
        +  "type": "string"
        +}
      • addedInput schema / properties / message
        Added value: +{
        +  "description": "Alias for question.",
        +  "type": "string"
        +}
      • changedInput schema / properties / question / description
        Previous value: -"Your question in natural language. Accepts query, q, prompt, text, input as aliases."New value: +"Your question in natural language. Accepts query, q, prompt, text, input, ask, message as aliases."
    • Changedcompany_facts1 field changed
      • addedInput schema / examples
        Added value: +[
        +  {
        +    "attribute": "revenue",
        +    "company": "AAPL",
        +    "period": {
        +      "fiscal_year": 2023,
        +      "type": "annual"
        +    }
        +  }
        +]
    • Changedcompare_entities1 field changed
      • addedInput schema / examples
        Added value: +[
        +  {
        +    "type": "company",
        +    "values": [
        +      "AAPL",
        +      "MSFT"
        +    ]
        +  }
        +]
    • Changeddeep_research9 fields changed
      • addedInput schema / examples
        Added value: +[
        +  {
        +    "depth": "quick",
        +    "question": "What is the current US unemployment rate and how has it changed over the past year?"
        +  }
        +]
      • addedInput schema / properties / ask
        Added value: +{
        +  "description": "Alias for question.",
        +  "type": "string"
        +}
      • addedInput schema / properties / input
        Added value: +{
        +  "description": "Alias for question.",
        +  "type": "string"
        +}
      • addedInput schema / properties / message
        Added value: +{
        +  "description": "Alias for question.",
        +  "type": "string"
        +}
      • addedInput schema / properties / prompt
        Added value: +{
        +  "description": "Alias for question.",
        +  "type": "string"
        +}
      • addedInput schema / properties / q
        Added value: +{
        +  "description": "Alias for question.",
        +  "type": "string"
        +}
      • addedInput schema / properties / query
        Added value: +{
        +  "description": "Alias for question.",
        +  "type": "string"
        +}
      • changedInput schema / properties / question / description
        Previous value: -"The research question, in natural language. Broad/multi-part is fine — decomposition is the point."New value: +"The research question, in natural language. Broad/multi-part is fine — decomposition is the point. Accepts query, q, prompt, text, input, ask, message as aliases."
      • addedInput schema / properties / text
        Added value: +{
        +  "description": "Alias for question.",
        +  "type": "string"
        +}
    • Changedentity_profile1 field changed
      • addedInput schema / examples
        Added value: +[
        +  {
        +    "type": "company",
        +    "value": "AAPL"
        +  }
        +]
    • Changedforget4 fields changed
      • addedInput schema / properties / k
        Added value: +{
        +  "description": "Alias for key.",
        +  "type": "string"
        +}
      • changedInput schema / properties / key / description
        Previous value: -"Memory key to delete"New value: +"Memory key to delete. Accepts name, k, label as aliases."
      • addedInput schema / properties / label
        Added value: +{
        +  "description": "Alias for key.",
        +  "type": "string"
        +}
      • addedInput schema / properties / name
        Added value: +{
        +  "description": "Alias for key.",
        +  "type": "string"
        +}
    • Changedgenerate_llms_txt1 field changed
      • addedInput schema / examples
        Added value: +[
        +  {
        +    "url": "https://pipeworx.io"
        +  }
        +]
    • Changedpipeworx_feedback1 field changed
      • addedInput schema / examples
        Added value: +[
        +  {
        +    "message": "Fleet #2184 smoke test: verifying pipeworx_feedback example call returns non-empty.",
        +    "type": "other"
        +  }
        +]
    • Changedpipeworx_trending1 field changed
      • addedInput schema / examples
        Added value: +[
        +  {
        +    "window": "7d"
        +  }
        +]
    • Changedpolymarket_arbitrage1 field changed
      • addedInput schema / examples
        Added value: +[
        +  {
        +    "topic": "Fed rate decision"
        +  }
        +]
    • Changedpolymarket_edge_tracker1 field changed
      • addedInput schema / examples
        Added value: +[
        +  {
        +    "days": 14,
        +    "window": "1wk"
        +  }
        +]
    • Changedpolymarket_edges1 field changed
      • addedInput schema / examples
        Added value: +[
        +  {
        +    "limit": 5,
        +    "window": "1wk"
        +  }
        +]
    • Changedpolymarket_fill_risk1 field changed
      • addedInput schema / examples
        Added value: +[
        +  {
        +    "market": "will-the-fed-increase-interest-rates-by-25-bps-after-the-december-2026-meeting-20260729232808636",
        +    "side": "buy_yes",
        +    "size_usd": 1000
        +  }
        +]
    • Changedrecall4 fields changed
      • addedInput schema / properties / k
        Added value: +{
        +  "description": "Alias for key.",
        +  "type": "string"
        +}
      • changedInput schema / properties / key / description
        Previous value: -"Memory key to retrieve (omit to list all keys)"New value: +"Memory key to retrieve (omit to list all keys). Accepts name, k, label as aliases."
      • addedInput schema / properties / label
        Added value: +{
        +  "description": "Alias for key.",
        +  "type": "string"
        +}
      • addedInput schema / properties / name
        Added value: +{
        +  "description": "Alias for key.",
        +  "type": "string"
        +}
    • Changedrecent_changes1 field changed
      • addedInput schema / examples
        Added value: +[
        +  {
        +    "since": "30d",
        +    "type": "company",
        +    "value": "AAPL"
        +  }
        +]
    • Changedremember10 fields changed
      • addedInput schema / examples
        Added value: +[
        +  {
        +    "key": "target_ticker",
        +    "value": "AAPL"
        +  }
        +]
      • addedInput schema / properties / content
        Added value: +{
        +  "description": "Alias for value.",
        +  "type": "string"
        +}
      • addedInput schema / properties / data
        Added value: +{
        +  "description": "Alias for value.",
        +  "type": "string"
        +}
      • addedInput schema / properties / k
        Added value: +{
        +  "description": "Alias for key.",
        +  "type": "string"
        +}
      • changedInput schema / properties / key / description
        Previous value: -"Memory key (e.g., \"subject_property\", \"target_ticker\", \"user_preference\")"New value: +"Memory key (e.g., \"subject_property\", \"target_ticker\", \"user_preference\"). Accepts name, k, label as aliases."
      • addedInput schema / properties / label
        Added value: +{
        +  "description": "Alias for key.",
        +  "type": "string"
        +}
      • addedInput schema / properties / name
        Added value: +{
        +  "description": "Alias for key.",
        +  "type": "string"
        +}
      • addedInput schema / properties / text
        Added value: +{
        +  "description": "Alias for value.",
        +  "type": "string"
        +}
      • addedInput schema / properties / v
        Added value: +{
        +  "description": "Alias for value.",
        +  "type": "string"
        +}
      • changedInput schema / properties / value / description
        Previous value: -"Value to store (any text — findings, addresses, preferences, notes)"New value: +"Value to store (any text — findings, addresses, preferences, notes). Accepts content, text, data, v as aliases; a non-string value is stored as JSON."
    • Changedresolve_entity1 field changed
      • addedInput schema / examples
        Added value: +[
        +  {
        +    "type": "company",
        +    "value": "AAPL"
        +  }
        +]
    • Changedscan_competitor_ai_presence1 field changed
      • addedInput schema / examples
        Added value: +[
        +  {
        +    "entities": [
        +      "Pipeworx",
        +      "Zapier"
        +    ]
        +  }
        +]
    • Changedscan_dependency1 field changed
      • addedInput schema / examples
        Added value: +[
        +  {
        +    "package": "left-pad"
        +  }
        +]
    • Changedsearch_within1 field changed
      • addedInput schema / examples
        Added value: +[
        +  {
        +    "query": "supply-chain risk",
        +    "text": "Apple Inc. reported fiscal 2023 revenue of $383.285 billion, driven by strong iPhone and Services growth. Net income was $96.995 billion. The company faced supply-chain risk in China during the quarter."
        +  }
        +]
    • Changedsuggest_questions1 field changed
      • addedInput schema / examples
        Added value: +[
        +  {
        +    "topic": "finance"
        +  }
        +]
    • Changedvalidate_claim1 field changed
      • addedInput schema / examples
        Added value: +[
        +  {
        +    "claim": "Apple's fiscal 2023 revenue was $383 billion"
        +  }
        +]
  3. 2 tool updates
    • Changedcompany_facts3 fields changed
      • addedInput schema / properties / as_of
        Added value: +{
        +  "description": "Past ISO timestamp with timezone. Replay the latest answer actually recorded by that instant; no invented history or live fallback.",
        +  "type": "string"
        +}
      • addedInput schema / properties / freshness
        Added value: +{
        +  "description": "cached (default) permits an eligible stored answer; fresh requires an upstream refresh and never silently falls back to stale data.",
        +  "enum": [
        +    "cached",
        +    "fresh"
        +  ],
        +  "type": "string"
        +}
      • addedInput schema / properties / max_age
        Added value: +{
        +  "description": "Maximum age in seconds of the upstream publication, not our fetch. Older or undated facts are withheld.",
        +  "maximum": 3155760000,
        +  "minimum": 0,
        +  "type": "number"
        +}
    • Changedpolymarket_edges2 fields changed
      • changedInput schema / properties / min_edge_pp / description
        Previous value: -"Minimum |edge| in percentage points to include (default 0.5). Edge is evaluated NET of slippage."New value: +"Minimum |edge| in percentage points to include (default 0.5). Edge is evaluated NET of slippage and Polymarket's own taker fee."
      • changedInput schema / properties / slippage_pp / description
        Previous value: -"Assumed execution slippage in percentage points per leg (default 0.3). Subtracted from raw |edge| before ranking and Kelly sizing. Polymarket has zero trading fees as of 2024 but bid/ask + thin depth typically eats 20-50bp per trade. Bump for very thin partitions; drop to 0 if you have a smarter fill model."New value: +"Assumed execution slippage in percentage points per leg (default 0.3), for bid/ask + thin depth cost that a last-trade price does not show. Subtracted from raw |edge| before ranking and Kelly sizing, ON TOP OF Polymarket's own taker fee — which is NOT zero (rate 0.04-0.07 depending on category, read off each market's own published fee schedule; see fees_pp_applied on every row and fees.ts for the full schedule). Bump slippage for very thin partitions; drop to 0 if you have a smarter fill model — the fee still applies regardless."
  4. 5 tool updates
    • Addedcompany_facts
    • Addedkalshi_weather_edge
    • Addedrelease_calendar_markets
    • Addedresolution_audit
    • Addedresolution_diff
  5. 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."
  6. 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."
  7. 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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