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Unhealthy
Uptime
29.1% over 58 days
Last Tested
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Streamable HTTP
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Repository
pipeworx-io/mcp-datos-gob-es
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datos-gob-es

TDQS

A3.9/5.0

Scored across 40 tools

Disambiguation3/5

The router family (ask_pipeworx, ask_pipeworx_beta, ask_pipeworx_grounded, deep_research) is explicitly tiered and the descriptions go to unusual lengths to say when to use which, which genuinely helps. However, the Polymarket cluster (polymarket_edges, polymarket_arbitrage, bet_research, polymarket_fill_risk, polymarket_kalshi_spread, release_calendar_markets, kalshi_weather_edge) has real overlap — several tools scan for mispricings and a caller must read long prose to pick correctly. entity_profile vs company_facts vs recent_changes vs compare_entities vs resolve_entity are defensibly distinct but densely documented, raising misselection risk.

Naming Consistency4/5

Predominantly consistent snake_case verb_noun or noun_phrase (ask_pipeworx, entity_profile, compare_entities, resolve_entity, recent_changes, list_subscriptions, subscribe, unsubscribe). Minor deviations: the datos.gob.es tools are bare nouns (dataset, datasets, themes, publishers) with an unexplained singular/plural pair, and pipeworx_feedback/pipeworx_trending prefix the namespace while others do not. No camelCase/snake_case mixing.

Tool Count3/5

40 tools is heavy for a single MCP surface and several are internal variants or niche scanners (ask_pipeworx_beta, pipeworx_trending, scan_competitor_ai_presence, kalshi_weather_edge, generate_llms_txt) that many deployments will never call. The breadth is partly justified by the broad gateway purpose, but the count sits at the heavy end of the range.

Completeness5/5

Unusually complete lifecycle coverage for the stated domains: discovery (discover_tools, suggest_questions), routing and grounded answers, entity resolution, typed facts, comparisons, memory CRUD (remember/recall/forget), subscriptions CRUD (subscribe/unsubscribe/list_subscriptions/recent_alerts), and feedback. Obvious adjacent gaps (e.g. no update-subscription operation, PatentsView sunset) are acknowledged in-description rather than hidden.

Tool Schema Changelog

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

  1. 1 tool update
    • 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"
        +}
  2. 33 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."
    • Addedcompany_facts
    • Changedcompare_entities1 field changed
      • addedInput schema / examples
        Added value: +[
        +  {
        +    "type": "company",
        +    "values": [
        +      "AAPL",
        +      "MSFT"
        +    ]
        +  }
        +]
    • Changeddataset11 fields changed
      • removedOutput schema / properties / description
        Removed value: -{
        -  "description": "Dataset description",
        -  "type": "string"
        -}
      • removedOutput schema / properties / distributions
        Removed value: -{
        -  "description": "Available data distributions",
        -  "items": {
        -    "properties": {
        -      "accessUrl": {
        -        "description": "URL to access the distribution",
        -        "type": "string"
        -      },
        -      "format": {
        -        "description": "Data format (CSV, JSON, etc.)",
        -        "type": "string"
        -      },
        -      "id": {
        -        "description": "Distribution identifier",
        -        "type": "string"
        -      },
        -      "title": {
        -        "description": "Distribution title",
        -        "type": "string"
        -      }
        -    },
        -    "type": "object"
        -  },
        -  "type": "array"
        -}
      • addedOutput schema / properties / format
        Added value: +{
        +  "type": "string"
        +}
      • removedOutput schema / properties / id
        Removed value: -{
        -  "description": "Dataset identifier",
        -  "type": "string"
        -}
      • removedOutput schema / properties / issued
        Removed value: -{
        -  "description": "Publication date",
        -  "type": "string"
        -}
      • removedOutput schema / properties / modified
        Removed value: -{
        -  "description": "Last modification date",
        -  "type": "string"
        -}
      • removedOutput schema / properties / publisher
        Removed value: -{
        -  "description": "Publisher name",
        -  "type": "string"
        -}
      • addedOutput schema / properties / result
        Added value: +{
        +  "properties": {
        +    "_about": {
        +      "type": "string"
        +    },
        +    "definition": {
        +      "type": "string"
        +    },
        +    "extendedMetadataVersion": {
        +      "type": "string"
        +    },
        +    "first": {
        +      "type": "string"
        +    },
        +    "hasPart": {
        +      "type": "string"
        +    },
        +    "isPartOf": {
        +      "type": "string"
        +    },
        +    "items": {
        +      "items": {},
        +      "type": "array"
        +    },
        +    "itemsPerPage": {
        +      "type": "number"
        +    },
        +    "page": {
        +      "type": "number"
        +    },
        +    "startIndex": {
        +      "type": "number"
        +    },
        +    "type": {
        +      "items": {
        +        "type": "string"
        +      },
        +      "type": "array"
        +    }
        +  },
        +  "type": "object"
        +}
      • removedOutput schema / properties / theme
        Removed value: -{
        -  "description": "Dataset theme category",
        -  "type": "string"
        -}
      • removedOutput schema / properties / title
        Removed value: -{
        -  "description": "Dataset title",
        -  "type": "string"
        -}
      • addedOutput schema / properties / version
        Added value: +{
        +  "type": "string"
        +}
    • Changeddatasets6 fields changed
      • addedOutput schema / properties / format
        Added value: +{
        +  "type": "string"
        +}
      • removedOutput schema / properties / page
        Removed value: -{
        -  "description": "Current page number",
        -  "type": "number"
        -}
      • removedOutput schema / properties / pageSize
        Removed value: -{
        -  "description": "Results per page",
        -  "type": "number"
        -}
      • addedOutput schema / properties / result
        Added value: +{
        +  "properties": {
        +    "_about": {
        +      "type": "string"
        +    },
        +    "definition": {
        +      "type": "string"
        +    },
        +    "extendedMetadataVersion": {
        +      "type": "string"
        +    },
        +    "first": {
        +      "type": "string"
        +    },
        +    "isPartOf": {
        +      "properties": {
        +        "_about": {
        +          "type": "string"
        +        },
        +        "definition": {
        +          "type": "string"
        +        },
        +        "hasPart": {
        +          "type": "string"
        +        },
        +        "type": {
        +          "type": "string"
        +        }
        +      },
        +      "type": "object"
        +    },
        +    "items": {
        +      "items": {},
        +      "type": "array"
        +    },
        +    "itemsPerPage": {
        +      "type": "number"
        +    },
        +    "page": {
        +      "type": "number"
        +    },
        +    "prev": {
        +      "type": "string"
        +    },
        +    "startIndex": {
        +      "type": "number"
        +    },
        +    "type": {
        +      "type": "string"
        +    }
        +  },
        +  "type": "object"
        +}
      • removedOutput schema / properties / results
        Removed value: -{
        -  "description": "Array of dataset results",
        -  "items": {
        -    "properties": {
        -      "description": {
        -        "description": "Dataset description",
        -        "type": "string"
        -      },
        -      "id": {
        -        "description": "Dataset identifier",
        -        "type": "string"
        -      },
        -      "issued": {
        -        "description": "Publication date",
        -        "type": "string"
        -      },
        -      "modified": {
        -        "description": "Last modification date",
        -        "type": "string"
        -      },
        -      "publisher": {
        -        "description": "Publisher name",
        -        "type": "string"
        -      },
        -      "theme": {
        -        "description": "Dataset theme category",
        -        "type": "string"
        -      },
        -      "title": {
        -        "description": "Dataset title",
        -        "type": "string"
        -      }
        -    },
        -    "type": "object"
        -  },
        -  "type": "array"
        -}
      • addedOutput schema / properties / version
        Added value: +{
        +  "type": "string"
        +}
    • 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"
        +  }
        +]
    • Addedkalshi_weather_edge
    • 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_edges3 fields changed
      • addedInput schema / examples
        Added value: +[
        +  {
        +    "limit": 5,
        +    "window": "1wk"
        +  }
        +]
      • 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."
    • 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
        +  }
        +]
    • Changedpublishers4 fields changed
      • addedOutput schema / properties / format
        Added value: +{
        +  "type": "string"
        +}
      • addedOutput schema / properties / result
        Added value: +{
        +  "properties": {
        +    "_about": {
        +      "type": "string"
        +    },
        +    "definition": {
        +      "type": "string"
        +    },
        +    "extendedMetadataVersion": {
        +      "type": "string"
        +    },
        +    "first": {
        +      "type": "string"
        +    },
        +    "isPartOf": {
        +      "properties": {
        +        "_about": {
        +          "type": "string"
        +        },
        +        "definition": {
        +          "type": "string"
        +        },
        +        "hasPart": {
        +          "type": "string"
        +        },
        +        "type": {
        +          "type": "string"
        +        }
        +      },
        +      "type": "object"
        +    },
        +    "items": {
        +      "items": {
        +        "type": "string"
        +      },
        +      "type": "array"
        +    },
        +    "itemsPerPage": {
        +      "type": "number"
        +    },
        +    "next": {
        +      "type": "string"
        +    },
        +    "page": {
        +      "type": "number"
        +    },
        +    "startIndex": {
        +      "type": "number"
        +    },
        +    "type": {
        +      "type": "string"
        +    }
        +  },
        +  "type": "object"
        +}
      • removedOutput schema / properties / results
        Removed value: -{
        -  "description": "Array of publisher objects",
        -  "items": {
        -    "properties": {
        -      "description": {
        -        "description": "Publisher description",
        -        "type": "string"
        -      },
        -      "id": {
        -        "description": "Publisher identifier",
        -        "type": "string"
        -      },
        -      "name": {
        -        "description": "Publisher name",
        -        "type": "string"
        -      }
        -    },
        -    "type": "object"
        -  },
        -  "type": "array"
        -}
      • addedOutput schema / properties / version
        Added value: +{
        +  "type": "string"
        +}
    • 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"
        +  }
        +]
    • Addedrelease_calendar_markets
    • 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."
    • Addedresolution_audit
    • Addedresolution_diff
    • 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"
        +  }
        +]
    • Changedthemes4 fields changed
      • addedOutput schema / properties / format
        Added value: +{
        +  "type": "string"
        +}
      • addedOutput schema / properties / result
        Added value: +{
        +  "properties": {
        +    "_about": {
        +      "type": "string"
        +    },
        +    "definition": {
        +      "type": "string"
        +    },
        +    "extendedMetadataVersion": {
        +      "type": "string"
        +    },
        +    "first": {
        +      "type": "string"
        +    },
        +    "isPartOf": {
        +      "properties": {
        +        "_about": {
        +          "type": "string"
        +        },
        +        "definition": {
        +          "type": "string"
        +        },
        +        "hasPart": {
        +          "type": "string"
        +        },
        +        "type": {
        +          "type": "string"
        +        }
        +      },
        +      "type": "object"
        +    },
        +    "items": {
        +      "items": {
        +        "properties": {
        +          "_about": {
        +            "type": "string"
        +          },
        +          "prefLabel": {
        +            "type": "string"
        +          }
        +        },
        +        "type": [
        +          "string",
        +          "object"
        +        ]
        +      },
        +      "type": "array"
        +    },
        +    "itemsPerPage": {
        +      "type": "number"
        +    },
        +    "next": {
        +      "type": "string"
        +    },
        +    "page": {
        +      "type": "number"
        +    },
        +    "startIndex": {
        +      "type": "number"
        +    },
        +    "type": {
        +      "type": "string"
        +    }
        +  },
        +  "type": "object"
        +}
      • removedOutput schema / properties / results
        Removed value: -{
        -  "description": "Array of theme objects",
        -  "items": {
        -    "properties": {
        -      "description": {
        -        "description": "Theme description",
        -        "type": "string"
        -      },
        -      "id": {
        -        "description": "Theme identifier",
        -        "type": "string"
        -      },
        -      "title": {
        -        "description": "Theme title",
        -        "type": "string"
        -      }
        -    },
        -    "type": "object"
        -  },
        -  "type": "array"
        -}
      • addedOutput schema / properties / version
        Added value: +{
        +  "type": "string"
        +}
    • Changedvalidate_claim1 field changed
      • addedInput schema / examples
        Added value: +[
        +  {
        +    "claim": "Apple's fiscal 2023 revenue was $383 billion"
        +  }
        +]
  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": "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 (\"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 (\"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_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."

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