io.github.digvijaysingh-ai/spain-open-data-mcp

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Méthode : MCP Hub analyse la description de chaque outil (couche 1) et, pour le verdict fort, exécute le serveur dans une micro-VM isolée avec leurres et réseau bloqué (couche 2). On publie des noms et des compteurs, jamais le contenu brut renvoyé par un outil.

Les 13 outils

• businesses≈ 2400 tokens

  Count businesses of a kind in a place in Spain, per 10,000 residents and per km², from OpenStreetMap. Use it to size competition and supply: how many gyms, cafés or dentists an area has, how that compares with the province, region and Spain, which brands dominate, and which districts or tracts are over- or under-served (rank sub-areas by per_10k_residents). Counts are lower bounds because OpenStreetMap is mapped by volunteers; where INE's company directory covers the same activity, the result says how complete the map looks in that region. Returns counts and brands only, never lists of individual premises.

  Paramètres, retour & exemple (4)

  Paramètres

  • place · string · requis
    Place name or INE code: municipality ('Valladolid' or '47186'), province ('41'; a bare name like 'Sevilla' means the city), autonomous community ('Cataluña' or 'CA09'), district ('4718603') or census tract ('4718603012'). 'Name, Province' picks between same-named towns.
  • rank_by · string · optionnel · count | per_10k_residents | per_km2
    How to rank sub-areas: 'count', 'per_10k_residents' or 'per_km2'.
  • category · ? · optionnel
    What to count. A category: restaurant, fast_food, cafe, bar, ice_cream, nightclub, supermarket, convenience, bakery, butcher, greengrocer, drinks_tobacco, clothes, pharmacy, optician, beauty_shop, jewellery, florist, pet_shop, electronics, home, books_leisure, variety_store, hairdresser, beauty_salon, laundry, dentist, doctor, physiotherapy, hospital, veterinary, gym, sports_centre, dance_studio, cinema_theatre, private_school, childcare, school, hotel, guest_house, camp_site, estate_agent, lawyer, accountant, insurance, travel_agency, coworking, bank, fuel, car_repair, car_dealer, car_wash. Plain words work too ('gyms', 'peluquerías'). Or a sector: food_drink, food_retail, retail, personal_services, health, leisure, education, accommodation, professional, finance, motoring. Or OpenStreetMap tags: 'shop=bakery' or 'amenity=bar,amenity=pub'. Leave empty for all businesses, broken down by category.
  • sub_areas · string · optionnel · none | district | tract
    For a municipality, also count by 'district' or census 'tract'. Default 'none'.

  Exemple d'appel

  {"name": "businesses", "arguments": {"place": "texte"}}

  Exemple de retour

  {"content": [{"type": "text", "text": "…"}], "structuredContent": {"data": "texte", "checks": [], "sources": [], "confidence": "high"}}

• catchment≈ 2248 tokens

  Profile the area within a radius (or a walking time) of an address: residents, households, income, age, and the businesses mapped there. With a category, also the yearly market in euros, competing businesses and an opportunity score against the region. Use for "who lives within 800 m of this shop" or "is there room for a bakery near Calle X". Addresses are checked against the municipality they name; ambiguous ones are refused with suggestions.

  Paramètres, retour & exemple (4)

  Paramètres

  • near · string · requis
    Address as 'street number, municipality' (e.g. 'Calle Sierpes 40, Sevilla'), or coordinates as 'lat, lon'. Floor and door are ignored and never stored.
  • category · ? · optionnel
    Optional business category, to add market size and opportunity score.
  • radius_m · integer · optionnel
    Radius in metres (e.g. 500, 800, 1500).
  • walk_minutes · ? · optionnel
    Use the area reachable on foot in this many minutes instead of a circle.

  Exemple d'appel

  {"name": "catchment", "arguments": {"near": "texte"}}

  Exemple de retour

  {"content": [{"type": "text", "text": "…"}], "structuredContent": {"data": "texte", "checks": [], "sources": [], "confidence": "high"}}

• chart≈ 908 tokens

  Draw a chart (PNG) of a tool result: an opportunity ranking with ranges, income by district, an age pyramid or a population trend. Returns the image, the same text and sources as the underlying tool, and a source line on the image. If drawing fails the text still comes back.

  Paramètres, retour & exemple (4)

  Paramètres

  • kind · string · requis · opportunity | income | age_pyramid | population_trend
    'opportunity' (needs category; ranks areas within the place), 'income' (by district or tract), 'age_pyramid' or 'population_trend'.
  • place · string · requis
    Place name or INE code: municipality ('Valladolid' or '47186'), province ('41'; a bare name like 'Sevilla' means the city), autonomous community ('Cataluña' or 'CA09'), district ('4718603') or census tract ('4718603012'). 'Name, Province' picks between same-named towns.
  • category · ? · optionnel
    Business category, for kind 'opportunity'.
  • sub_areas · string · optionnel · district | tract
    For 'income': districts or tracts.

  Exemple d'appel

  {"name": "chart", "arguments": {"kind": "opportunity", "place": "texte"}}

  Exemple de retour

  {"content": [{"type": "text", "text": "…"}], "structuredContent": {"data": "texte", "checks": [], "sources": [], "confidence": "high"}}

• compare_areas≈ 2313 tokens

  Rank areas by market per competing business for a category (the opportunity score). Each area gets a yearly market in euros, estimated competing businesses and an opportunity score against its region, all with ranges. Areas are ranked by the cautious (low) end of the score; areas too small for the category are left out and counted. Use for "where in Valladolid should I open a gym" or "which towns in Málaga province lack pharmacies".

  Paramètres, retour & exemple (4)

  Paramètres

  • level · string · optionnel · auto | municipality | district | tract
    'district' or 'tract' within a municipality; 'municipality' within a province or region.
  • limit · integer · optionnel
    How many areas to return, best first.
  • within · string · requis
    A municipality (compares its districts or tracts) or a province or region (compares its municipalities).
  • category · string · requis
    Business category: restaurant, cafe, bar, fast_food, bakery, butcher, greengrocer, supermarket, pharmacy, optician, dentist, physiotherapy, hairdresser, beauty_salon, veterinary, gym, childcare, private_school, clothes, home. Plain words work too ('gyms', 'peluquerías').

  Exemple d'appel

  {"name": "compare_areas", "arguments": {"within": "texte", "category": "texte"}}

  Exemple de retour

  {"content": [{"type": "text", "text": "…"}], "structuredContent": {"data": "texte", "checks": [], "sources": [], "confidence": "high"}}

• crime≈ 1925 tokens

  Recorded crime in a place from the Interior ministry: offences by type (theft, burglary, robbery, assault, drugs, cybercrime and more) for the latest full year, per 1,000 residents, the change on the year before, the latest year-to-date figures, and province, region and Spain for comparison. Published for municipalities over 20,000 residents, provinces and regions; smaller places get the province's figures, and the result says so.

  Paramètres, retour & exemple (1)

  Paramètres

  • place · string · requis
    Place name or INE code: municipality ('Valladolid' or '47186'), province ('41'; a bare name like 'Sevilla' means the city), autonomous community ('Cataluña' or 'CA09'), district ('4718603') or census tract ('4718603012'). 'Name, Province' picks between same-named towns.

  Exemple d'appel

  {"name": "crime", "arguments": {"place": "texte"}}

  Exemple de retour

  {"content": [{"type": "text", "text": "…"}], "structuredContent": {"data": "texte", "checks": [], "sources": [], "confidence": "high"}}

• demographics≈ 2599 tokens

  Population, sex, five-year age bands, 5-year trend, and household profile for a place in Spain. Municipality, province and CCAA: census population by age band (latest 1 January), cross-checked against the official Padrón figure. District and tract: census age bands and sex from INE's file by census tract. Municipality, district and tract: household size, single-person households, mean age, share under 18 and 65+ from INE's income atlas. Use sub_areas to compare a city's districts or tracts, e.g. to find where young families or older residents concentrate.

  Paramètres, retour & exemple (2)

  Paramètres

  • place · string · requis
    Place name or INE code: municipality ('Valladolid' or '47186'), province ('41'; a bare name like 'Sevilla' means the city), autonomous community ('Cataluña' or 'CA09'), district ('4718603') or census tract ('4718603012'). 'Name, Province' picks between same-named towns.
  • sub_areas · string · optionnel · none | district | tract
    For a municipality, also list its 'district's or census 'tract's. Default 'none'.

  Exemple d'appel

  {"name": "demographics", "arguments": {"place": "texte"}}

  Exemple de retour

  {"content": [{"type": "text", "text": "…"}], "structuredContent": {"data": "texte", "checks": [], "sources": [], "confidence": "high"}}

• find_datasets≈ 1147 tokens

  Search Spain's national open-data catalogue (datos.gob.es) for datasets on a topic. Returns each dataset's title, publisher, licence, file formats, update frequency and last change, and an id to pass to read_dataset. Use when a question needs data this server does not hold directly (parking, licences, local events, tourist offices, transport).

  Paramètres, retour & exemple (3)

  Paramètres

  • limit · integer · optionnel
    How many datasets to return.
  • place · ? · optionnel
    Optional place; datasets about it are preferred.
  • query · string · requis
    Topic; Spanish works best, e.g. 'turismo', 'aparcamiento', 'licencias'.

  Exemple d'appel

  {"name": "find_datasets", "arguments": {"query": "texte"}}

  Exemple de retour

  {"content": [{"type": "text", "text": "…"}], "structuredContent": {"data": "texte", "checks": [], "sources": [], "confidence": "high"}}

• income≈ 2552 tokens

  Household income for a place in Spain from INE's income atlas, down to census tract. Returns net and gross income per person and per household, mean and median per consumption unit, inequality (Gini, P80/P20), income sources (wages, pensions, benefits), a trend, and benchmarks against the province, region and Spain. Use it for purchasing power, price positioning and choosing between districts. Figures are euros of the data year; the atlas runs about two years behind.

  Paramètres, retour & exemple (4)

  Paramètres

  • place · string · requis
    Place name or INE code: municipality ('Valladolid' or '47186'), province ('41'; a bare name like 'Sevilla' means the city), autonomous community ('Cataluña' or 'CA09'), district ('4718603') or census tract ('4718603012'). 'Name, Province' picks between same-named towns.
  • years · integer · optionnel
    Years of history for the trend (max 9).
  • rank_by · string · optionnel · net_income_per_person | net_income_per_household | median_income_per_consumption_unit
    Metric used to rank sub-areas.
  • sub_areas · string · optionnel · none | district | tract
    For a municipality, rank its 'district's or census 'tract's. Default 'none'.

  Exemple d'appel

  {"name": "income", "arguments": {"place": "texte"}}

  Exemple de retour

  {"content": [{"type": "text", "text": "…"}], "structuredContent": {"data": "texte", "checks": [], "sources": [], "confidence": "high"}}

• market_size≈ 1983 tokens

  Size the yearly market for a business category in a place in Spain, in euros, with a range. Market = households × INE household spending on the category × an income adjustment. Supply = competing businesses, calibrated against INE's company directory. Returns market per business and an opportunity score: market per business against the region (1.0 = same as the region), not a forecast of openings. Every assumption is listed. Assumptions can be overridden to test scenarios. Use for "how big is the market for X in Y" and "is Y under-served for X".

  Paramètres, retour & exemple (5)

  Paramètres

  • place · string · requis
    Place name or INE code: municipality ('Valladolid' or '47186'), province ('41'; a bare name like 'Sevilla' means the city), autonomous community ('Cataluña' or 'CA09'), district ('4718603') or census tract ('4718603012'). 'Name, Province' picks between same-named towns.
  • category · string · requis
    Business category: restaurant, cafe, bar, fast_food, bakery, butcher, greengrocer, supermarket, pharmacy, optician, dentist, physiotherapy, hairdresser, beauty_salon, veterinary, gym, childcare, private_school, clothes, home. Plain words work too ('gyms', 'peluquerías').
  • competitors · ? · optionnel
    Override the estimated number of competing businesses.
  • capture_share · ? · optionnel
    Share of the market one business could win (0-1), to estimate obtainable revenue.
  • spend_per_household · ? · optionnel
    Override INE's yearly spend per household on the category, in euros.

  Exemple d'appel

  {"name": "market_size", "arguments": {"place": "texte", "category": "texte"}}

  Exemple de retour

  {"content": [{"type": "text", "text": "…"}], "structuredContent": {"data": "texte", "checks": [], "sources": [], "confidence": "high"}}

• price_band≈ 1988 tokens

  Suggest a price range for a place from local purchasing power and inflation. Public data has no competitor prices, so this adjusts a price you know (from elsewhere or an earlier date) to this place today: CPI for the category's group since that month, then local median income per consumption unit against the reference place. Returns a range from no local adjustment to full adjustment, labelled as an estimate.

  Paramètres, retour & exemple (5)

  Paramètres

  • place · string · requis
    Place name or INE code: municipality ('Valladolid' or '47186'), province ('41'; a bare name like 'Sevilla' means the city), autonomous community ('Cataluña' or 'CA09'), district ('4718603') or census tract ('4718603012'). 'Name, Province' picks between same-named towns.
  • category · ? · optionnel
    Market category, to uprate with its own CPI group (e.g. 'gym', 'restaurant').
  • price_month · ? · optionnel
    Month the reference price applied, YYYY-MM, to uprate it to today.
  • reference_place · string · optionnel
    Where the reference price applies: 'ES' (Spain, default) or a place.
  • reference_price · number · requis
    Price elsewhere, in euros, e.g. 39.9 for a monthly gym fee.

  Exemple d'appel

  {"name": "price_band", "arguments": {"place": "texte", "reference_price": 1}}

  Exemple de retour

  {"content": [{"type": "text", "text": "…"}], "structuredContent": {"data": "texte", "checks": [], "sources": [], "confidence": "high"}}

• read_dataset≈ 1224 tokens

  Read a datos.gob.es dataset: its columns and up to 20 sample rows, with its licence. Reads CSV and JSON files listed in the catalogue (the first 5 MB). Columns that look like personal data (names, ID numbers, emails, phones) are withheld. Values are shown as the publisher published them.

  Paramètres, retour & exemple (2)

  Paramètres

  • dataset_id · string · requis
    An id from find_datasets.
  • file_index · ? · optionnel
    Which file of the dataset (from 0); default: the first CSV or JSON.

  Exemple d'appel

  {"name": "read_dataset", "arguments": {"dataset_id": "texte"}}

  Exemple de retour

  {"content": [{"type": "text", "text": "…"}], "structuredContent": {"data": "texte", "checks": [], "sources": [], "confidence": "high"}}

• rents≈ 1682 tokens

  How housing rents have changed in a place: INE's rent index (IPVA, 2015 = 100) with the change over the last year, five years and since 2015, against province, region and Spain. Covers municipalities over 10,000 residents, districts of provincial capitals, provinces and regions (not the Basque Country or Navarra). Gives changes, not rents in euros.

  Paramètres, retour & exemple (1)

  Paramètres

  • place · string · requis
    Place name or INE code: municipality ('Valladolid' or '47186'), province ('41'; a bare name like 'Sevilla' means the city), autonomous community ('Cataluña' or 'CA09'), district ('4718603') or census tract ('4718603012'). 'Name, Province' picks between same-named towns.

  Exemple d'appel

  {"name": "rents", "arguments": {"place": "texte"}}

  Exemple de retour

  {"content": [{"type": "text", "text": "…"}], "structuredContent": {"data": "texte", "checks": [], "sources": [], "confidence": "high"}}

• resolve_place≈ 1388 tokens

  Find the INE code and level (CCAA, province, municipality, district, tract) for a place in Spain. Use this first when a question names a place. Returns the best match first, with alternatives (e.g. 'Valencia' is both a city and a province). Handles accents, Basque, Catalan and Galician names, and common English names (Seville, Catalonia). Districts and tracts are shown with the OpenStreetMap neighbourhood names inside them ('Valladolid distrito 10 (Parquesol, Girón, La Victoria)'), and a neighbourhood name ('Parquesol, Valladolid', 'Gràcia, Barcelona') returns the INE district that contains it.

  Paramètres, retour & exemple (1)

  Paramètres

  • query · string · requis
    Place name or INE code, e.g. 'A Coruña', 'Mérida, Badajoz', '08'.

  Exemple d'appel

  {"name": "resolve_place", "arguments": {"query": "texte"}}

  Exemple de retour

  {"content": [{"type": "text", "text": "…"}], "structuredContent": {"data": [], "checks": [], "sources": [], "confidence": "high"}}

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Source

https://spain-open-data-mcp-165703905656.europe-west1.run.app/mcp