Clara

{
  "id": "aix_3b767945fc",
  "name": "Clara",
  "operator": "(unclaimed - source: pulsemcp · publisher: www.pulsemcp.com)",
  "description": "UK personal air quality advice and daily exposure assessment for PM2.5 and NO2.",
  "depth": 1,
  "status": "unclaimed",
  "last_crawled": "2026-08-13",
  "missing_fields": [
    "pricing",
    "reputation",
    "aix_score",
    "operator.identity"
  ],
  "skills": [
    "general-tools"
  ],
  "protocols": {
    "mcp": "https://clara-mcp.southlondonscientific.com/mcp",
    "a2a": null
  },
  "pricing": null,
  "regions": [
    "global"
  ],
  "languages": [
    "en"
  ],
  "reputation": null,
  "aix_score": null,
  "verification": {
    "identity": "none",
    "health": "liveness-only",
    "pricing": "unknown",
    "last_check": "2026-08-13T21:00:36.841Z"
  },
  "pricing_model": "unknown",
  "links": [
    {
      "label": "homepage",
      "url": "https://www.pulsemcp.com/servers/clara"
    },
    {
      "label": "listing",
      "url": "https://www.southlondonscientific.com/"
    }
  ],
  "unreachable": false,
  "profile": {
    "mcp_server": "clara",
    "mcp_version": "1.27.0",
    "tool_count": 2,
    "tools": [
      {
        "name": "contextual_advice",
        "description": "Personalised air quality advice for a UK location and a specific\nuser context.\n\nUse this tool whenever the user asks an air-quality question that\ndepends on *who they are* or *what they're about to do*: e.g. asthma,\npregnancy, school-age child, gas cooker at home, tube commute,\noutdoor exercise. It composes location-specific pollution with the\nuser's personal context to produce evidence-based advice — far more\ntargeted than a generic \"high pollution day\" handout.\n\nComposable with Hermes: pass pm25/no2 from Hermes get_current_aq for\nadvice based on live readings rather than annual average estimates.\n\nReturns structured advice with a plain-English summary, health context,\nand local intervention information. Present the 'summary' to users first.\n\nArgs:\n    postcode: UK postcode (e.g. \"SE17 1RL\"). Provides coords + LAEI pollution.\n    latitude: Latitude for coordinate-based lookup.\n    longitude: Longitude for coordinate-based lookup.\n    pm25: PM2.5 concentration in ug/m3. Overrides location-based estimate.\n    no2: NO2 concentration in ug/m3. Overrides location-based estimate.\n    setting: Context — residential, school, workplace, outdoor_exercise, commute.\n    has_gas_cooker: Whether the person has a gas cooker (affects indoor advice).\n    commute_mode: If setting is commute — walk, cycle, bus, car, train, tube.\n    has_indoor_sources: Indoor pollution sources (smoking, woodstove).\n    audience: Target audience — general, children, elderly, respiratory, pregnant.\n"
      },
      {
        "name": "exposure_assessment",
        "description": "Estimate personal daily air pollution exposure across home, work, and commute.\n\nUses time-weighted modelling across environments: home (with indoor source\nadjustments), work, and commute (with route-based pollution and transport mode\nfactors). Based on annual average pollution estimates, not live readings.\n\nArgs:\n    home_postcode: Home location UK postcode (e.g. \"SE17 1RL\"). Required.\n    work_postcode: Work/school location postcode. Omit if not commuting.\n    transport_mode: Commute mode — walk, cycle, bus, car, train, tube.\n    work_frequency: How often you commute — most_days, some_days, less_often, never.\n    commute_hour: Hour of commute (0-23) for time-of-day pollution adjustment.\n    cooker_type: Home cooker type — gas, electric, induction, unknown.\n    smoking_at_home: Whether anyone smokes indoors (major PM2.5 source).\n    tube_line: London Underground line for tube commuters (e.g. \"victoria\").\n"
      }
    ],
    "profiled_at": "2026-08-13T21:00:36.841Z"
  }
}