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France Economy & Finance Open Data (data.economie.gouv.fr) — OpenDataSoft MCP.

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Unhealthy
Uptime
27.7% over 64 days
Last Tested
Transport
Streamable HTTP
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Repository
pipeworx-io/mcp-data-economie-fr
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0
Server Listing
data-economie-fr

TDQS

A4.1/5.0

Scored across 43 tools

Disambiguation4/5

The set contains genuine near-duplicates: ask_pipeworx, ask_pipeworx_beta (explicitly identical to stable), and ask_pipeworx_grounded all route the same questions, and the prediction-market cluster (polymarket_edges, polymarket_arbitrage, polymarket_edge_tracker, polymarket_fill_risk, release_calendar_markets, bet_research) requires careful reading to separate. However, the remaining tools cross-reference each other with explicit 'PREFER OVER X' / 'use Y instead' guidance, so most boundaries (entity_profile vs company_facts vs compare_entities vs recent_changes) are clear once read.

Naming Consistency4/5

Almost everything is consistent snake_case with a verb_noun or clear noun_verb shape (archive_compare, entity_profile, research_row, polymarket_fill_risk). Minor deviations are bare verbs (query, recall, remember, forget, subscribe) mixed with prefixed names, but no camelCase/snake_case mixing and no chaotic patterns.

Tool Count2/5

43 tools is well past the 25+ threshold and the surface reads as several bundled products (prediction-market trading, AI-visibility marketing, France Open Data, entity research, subscriptions, memory) rather than one coherent server. A meaningful fraction is redundant (beta router, four overlapping polymarket scanners), which inflates the count without adding distinct capability.

Completeness4/5

Coverage is unusually thorough: entity resolution, multi-source profiles, typed financials, change feeds, claim verification, grounded answers with citations, memory, and subscription lifecycle (subscribe/list/unsubscribe/recent_alerts) plus dataset search/info/query. Gaps are minor — the France Open Data leg is read-only and the archive tools cover evidence/compare but nothing like bulk or scheduled capture, while predictive market tooling lacks position management.

Tool Schema Changelog

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

  1. 2 tool updates
    • 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"
        +}
  2. 1 tool update
    • 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). 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. Unknown keys in form_d/news_keyword/job_post/tool_diff params are rejected at subscribe time."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",
        -  "form_d",
        -  "news_keyword",
        -  "job_post",
        -  "tool_diff"
        -]New value: +[
        +  "sec_8k",
        +  "polymarket_edge",
        +  "fred_series",
        +  "patent_grant",
        +  "clinical_trial",
        +  "form_d",
        +  "news_keyword",
        +  "job_post",
        +  "tool_diff",
        +  "new_entity"
        +]
  3. 13 tool updates
    • Addedarchive_compare
    • Addedarchive_evidence
    • 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_beta3 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_grounded3 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 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."
    • Addedclassify_row
    • Changeddeep_research8 fields changed
      • 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"
        +}
    • 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"
        +}
    • 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"
        +}
    • 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"
        +}
    • Changedremember9 fields changed
      • 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."
    • 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. Unknown keys in form_d/news_keyword/job_post/tool_diff 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"
        +]
  4. 22 tool updates
    • Changedai_visibility_check1 field changed
      • addedInput schema / examples
        Added value: +[
        +  {
        +    "entity": "Tesla"
        +  }
        +]
    • Changedask_pipeworx_beta1 field changed
      • addedInput schema / examples
        Added value: +[
        +  {
        +    "question": "What is the current US unemployment rate?"
        +  }
        +]
    • Changedask_pipeworx_grounded1 field changed
      • addedInput schema / examples
        Added value: +[
        +  {
        +    "question": "What was Apple's fiscal 2023 revenue?"
        +  }
        +]
    • Addedcompany_facts
    • Changedcompare_entities1 field changed
      • addedInput schema / examples
        Added value: +[
        +  {
        +    "type": "company",
        +    "values": [
        +      "AAPL",
        +      "MSFT"
        +    ]
        +  }
        +]
    • Changeddeep_research1 field 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?"
        +  }
        +]
    • Changedentity_profile1 field changed
      • addedInput schema / examples
        Added value: +[
        +  {
        +    "type": "company",
        +    "value": "AAPL"
        +  }
        +]
    • 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_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
        +  }
        +]
    • Changedrecent_changes1 field changed
      • addedInput schema / examples
        Added value: +[
        +  {
        +    "since": "30d",
        +    "type": "company",
        +    "value": "AAPL"
        +  }
        +]
    • Changedremember1 field changed
      • addedInput schema / examples
        Added value: +[
        +  {
        +    "key": "target_ticker",
        +    "value": "AAPL"
        +  }
        +]
    • 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"
        +  }
        +]
  5. 4 tool updates
    • Addedkalshi_weather_edge
    • Addedrelease_calendar_markets
    • Addedresolution_audit
    • Addedresolution_diff
  6. 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."
  7. 1 tool update
    • 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"
        +  }
        +]
  8. 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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