{"passport":{"unfragile":{"@version":"1.0","version":"2026-05","artifact":{"id":"smithery_anusha5191-aicollectivetest","slug":"anusha5191-aicollectivetest","name":"Zuplo Weather","type":"mcp","url":"https://smithery.ai/servers/anusha5191/aicollectivetest","page_url":"https://unfragile.ai/anusha5191-aicollectivetest","categories":["mcp-servers","observability"],"tags":["mcp","model-context-protocol","weather","smithery:anusha5191/aicollectivetest"],"pricing":{"model":"open_source","free":true,"starting_price":null},"status":"active","verified":false},"capabilities":[{"id":"smithery_anusha5191-aicollectivetest__cap_0","uri":"capability://search.retrieval.u.s.national.weather.service.alert.retrieval.by.geographic.zone","name":"u.s. national weather service alert retrieval by geographic zone","description":"Queries the NWS API to fetch active weather alerts filtered by geographic zone identifiers or coordinate-based zone lookup. Implements zone-to-alert mapping via NWS zone geometry endpoints, returning structured alert objects with severity, effective/expiration times, and hazard descriptions. Supports real-time alert monitoring for specific regions without polling overhead by leveraging NWS's zone-based alert feed architecture.","intents":["I need to get all active weather alerts for a specific U.S. county or forecast zone","I want to monitor severe weather warnings in real-time for a geographic region","I need to retrieve alert metadata including severity, type, and time windows for a location"],"best_for":["Weather app developers building location-aware alert systems","Emergency management teams monitoring regional hazards","LLM agents that need to provide contextual weather warnings to users"],"limitations":["Limited to U.S. National Weather Service coverage — no international weather data","Alert data reflects NWS update frequency (typically 5-15 minute latency from event onset)","Zone-based queries require valid NWS zone identifiers; coordinate-to-zone conversion adds ~100-200ms latency"],"requires":["MCP client implementation supporting tool calling","Network access to api.weather.gov endpoints","Valid U.S. geographic coordinates or NWS zone identifiers (e.g., 'AKZ001')"],"input_types":["geographic coordinates (latitude/longitude)","NWS zone identifiers (string)","county FIPS codes"],"output_types":["JSON alert objects with properties: id, type, severity, onset, expires, headline, description"],"categories":["search-retrieval","weather-data"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"smithery_anusha5191-aicollectivetest__cap_1","uri":"capability://search.retrieval.hourly.and.zone.based.weather.forecast.retrieval","name":"hourly and zone-based weather forecast retrieval","description":"Fetches detailed weather forecasts from NWS endpoints using either grid-point coordinates or zone identifiers. Returns structured forecast data including temperature, precipitation probability, wind speed/direction, and hazard information at hourly or 12-hour intervals. Implements caching of forecast grid metadata to reduce redundant API calls for repeated queries in the same geographic area.","intents":["I need hourly weather forecasts for a specific location to plan outdoor activities","I want zone-level forecast data (temperature, wind, precipitation) for a region","I need to retrieve extended forecasts with hazard outlooks for planning purposes"],"best_for":["Travel and logistics platforms requiring precise weather forecasts","Agricultural applications needing detailed precipitation and wind data","LLM agents providing weather-informed recommendations to users"],"limitations":["Forecast data is updated by NWS on a 3-6 hour cycle; real-time conditions may diverge from forecasts","Hourly forecasts typically available for 7 days; extended forecasts (8-14 days) use coarser 12-hour intervals","Grid-point forecasts require coordinate lookup; zone forecasts are less granular but faster to retrieve"],"requires":["MCP client with tool-calling support","Valid U.S. geographic coordinates (latitude/longitude) or NWS zone identifiers","Network connectivity to api.weather.gov forecast endpoints"],"input_types":["geographic coordinates (latitude/longitude with decimal precision)","NWS zone identifiers","forecast type selector (hourly vs. zone-based)"],"output_types":["JSON forecast arrays with properties: time, temperature, dewpoint, windSpeed, windDirection, precipitationProbability, hazards"],"categories":["search-retrieval","data-processing-analysis"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"smithery_anusha5191-aicollectivetest__cap_2","uri":"capability://search.retrieval.current.weather.observations.from.nws.stations","name":"current weather observations from nws stations","description":"Queries NWS observation stations to retrieve real-time or near-real-time weather data including temperature, humidity, wind, visibility, and pressure. Implements station lookup by proximity to coordinates or by explicit station identifier (METAR code). Returns structured observation objects with measurement timestamps and quality flags indicating data freshness and reliability.","intents":["I need current weather conditions at a specific location or nearest weather station","I want to validate forecast accuracy by comparing to recent observations","I need to retrieve METAR-style observation data for aviation or detailed analysis"],"best_for":["Real-time weather display applications requiring current conditions","Data validation pipelines comparing forecasts to observations","Aviation and marine applications needing METAR/SYNOP data"],"limitations":["Observation data is station-based; spatial coverage is sparse in rural areas","Data freshness varies by station (typically 5-60 minute reporting intervals)","Nearest-station lookup may return observations 10+ miles from requested coordinates in remote areas"],"requires":["MCP client with tool-calling capability","Valid U.S. geographic coordinates or NWS station identifier (METAR code)","Network access to api.weather.gov observations endpoint"],"input_types":["geographic coordinates (latitude/longitude)","NWS station identifiers (e.g., 'KJFK')","station proximity radius (optional)"],"output_types":["JSON observation objects with properties: temperature, dewpoint, humidity, windSpeed, windDirection, visibility, pressure, timestamp, qualityFlags"],"categories":["search-retrieval","data-processing-analysis"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"smithery_anusha5191-aicollectivetest__cap_3","uri":"capability://search.retrieval.weather.radar.imagery.and.product.retrieval","name":"weather radar imagery and product retrieval","description":"Fetches NWS radar products including reflectivity, velocity, and precipitation estimates via the NWS radar data API. Supports product type filtering (base reflectivity, storm-relative velocity, etc.) and geographic bounding box queries. Returns radar image URLs or raw data with associated metadata (timestamp, radar site, product type) enabling integration into mapping or visualization systems.","intents":["I need to display current radar imagery for a region in a weather application","I want to retrieve specific radar products (velocity, reflectivity) for analysis","I need radar data URLs to embed in maps or dashboards"],"best_for":["Weather visualization and mapping applications","Severe weather monitoring dashboards","LLM agents providing radar-based weather analysis"],"limitations":["Radar imagery is raster-based; no vector storm tracking data included","Product availability varies by radar site and time; some products update every 5 minutes, others every 10-15 minutes","Bounding box queries may span multiple radar sites, requiring aggregation logic"],"requires":["MCP client supporting tool calling","Geographic bounding box or radar site identifier","Image rendering capability (for URL-based products) or raster processing library (for raw data)"],"input_types":["geographic bounding box (min/max latitude/longitude)","radar product type selector (reflectivity, velocity, precipitation)","radar site identifier (optional)"],"output_types":["JSON metadata with image URLs, timestamps, product type, radar site location","Optional: raw raster data in standard formats (GeoTIFF, NetCDF)"],"categories":["search-retrieval","image-visual"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"smithery_anusha5191-aicollectivetest__cap_4","uri":"capability://search.retrieval.aviation.weather.data.taf.sigmet.retrieval","name":"aviation weather data (taf/sigmet) retrieval","description":"Queries NWS aviation weather products including Terminal Aerodrome Forecasts (TAF) and Significant Meteorological Information (SIGMET) by airport identifier or geographic region. Parses structured aviation weather text products and returns decoded forecast/alert data with flight category, visibility, wind, and hazard information. Implements TAF validity period tracking and SIGMET geographic coverage mapping.","intents":["I need TAF data for flight planning at a specific airport","I want to retrieve active SIGMETs for a region to assess aviation hazards","I need to decode and structure aviation weather text products for analysis"],"best_for":["Flight planning and dispatch systems","Aviation weather briefing applications","LLM agents providing aviation weather analysis"],"limitations":["TAF data is issued every 6 hours with 24-30 hour validity; real-time conditions may diverge significantly","SIGMET coverage is regional; some areas have sparse SIGMET issuance","Text product parsing requires domain knowledge; decoding errors may occur with non-standard formatting"],"requires":["MCP client with tool-calling support","Valid ICAO airport identifier (e.g., 'KJFK') or geographic region identifier","Network access to NWS aviation weather endpoints"],"input_types":["ICAO airport identifier","geographic region identifier","product type selector (TAF, SIGMET, or both)"],"output_types":["JSON decoded TAF objects with properties: airport, validFrom, validTo, flightCategory, visibility, windSpeed, windDirection, hazards","JSON SIGMET objects with properties: type, issuedTime, validTime, hazardType, affectedArea, flightLevel"],"categories":["search-retrieval","data-processing-analysis"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"smithery_anusha5191-aicollectivetest__cap_5","uri":"capability://search.retrieval.text.weather.product.retrieval.and.parsing","name":"text weather product retrieval and parsing","description":"Fetches NWS text weather products (public forecasts, discussions, outlooks, fire weather products) by product type and geographic zone. Implements product type filtering and zone-based retrieval with automatic text parsing to extract key forecast elements, confidence levels, and hazard information. Returns both raw text and structured key-value pairs for flexible consumption by LLM agents or downstream systems.","intents":["I need to retrieve NWS forecast discussions or public forecasts for a zone","I want to extract key forecast elements from text products programmatically","I need fire weather products or other specialized text forecasts for a region"],"best_for":["Weather briefing and summary generation systems","LLM agents that need to parse and synthesize NWS text products","Specialized weather analysis platforms (fire weather, marine, etc.)"],"limitations":["Text product parsing is heuristic-based; extraction accuracy varies by product type and NWS office formatting","Product availability and update frequency varies by type (some products issued 2-4 times daily, others weekly)","Raw text products may contain domain-specific jargon requiring specialized interpretation"],"requires":["MCP client with tool-calling support","Valid NWS zone identifier or product type selector","Network access to NWS text product endpoints"],"input_types":["NWS zone identifier","product type selector (forecast, discussion, outlook, fire weather, etc.)","optional: parsing mode (raw text vs. structured extraction)"],"output_types":["Raw text product (plain text)","Structured JSON with extracted elements: headline, key_points, hazards, confidence_levels, valid_period"],"categories":["search-retrieval","data-processing-analysis"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"smithery_anusha5191-aicollectivetest__cap_6","uri":"capability://search.retrieval.coordinate.to.zone.and.station.lookup","name":"coordinate-to-zone and station lookup","description":"Implements geographic coordinate resolution to NWS zones, forecast grids, and nearby observation stations. Uses NWS points API to map latitude/longitude to zone identifiers, grid point references, and station lists. Caches zone/grid metadata to reduce lookup latency for repeated queries in the same region. Returns structured location metadata enabling downstream queries without explicit zone/station identifiers.","intents":["I have coordinates but need to find the corresponding NWS zone or forecast grid","I want to find the nearest weather observation station to a location","I need to resolve a user's location to NWS geographic identifiers for weather queries"],"best_for":["Location-based weather applications requiring zone/grid resolution","LLM agents that need to convert user coordinates to NWS identifiers","Multi-step weather query workflows that start with coordinates"],"limitations":["Lookup adds ~100-200ms latency per unique coordinate; caching mitigates repeated queries","Resolution is limited to U.S. territory; international coordinates return errors","Nearest station lookup may return stations 10+ miles away in rural areas"],"requires":["MCP client with tool-calling support","Valid U.S. geographic coordinates (latitude/longitude)","Network access to NWS points API"],"input_types":["geographic coordinates (latitude/longitude with decimal precision)"],"output_types":["JSON location metadata with properties: zone, gridPoint, forecastUrl, observationStations (with identifiers and distances)"],"categories":["search-retrieval","data-processing-analysis"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"smithery_anusha5191-aicollectivetest__cap_7","uri":"capability://tool.use.integration.mcp.tool.calling.interface.for.weather.queries","name":"mcp tool-calling interface for weather queries","description":"Exposes all weather retrieval capabilities through a standardized MCP tool-calling schema with JSON request/response format. Implements tool definitions for each capability (alerts, forecasts, observations, radar, aviation, text products, location lookup) with parameter validation and error handling. Enables LLM agents to invoke weather queries via natural language intent mapping to tool calls.","intents":["I want to use an LLM agent to answer weather questions by calling weather tools","I need to integrate weather data retrieval into an agentic workflow","I want to expose weather capabilities to Claude or other LLM clients via MCP"],"best_for":["LLM agent developers building weather-aware applications","Teams integrating weather data into Claude-based workflows","MCP client implementations requiring standardized weather tool definitions"],"limitations":["Tool-calling latency adds ~50-100ms per invocation overhead vs. direct API calls","Parameter validation is schema-based; complex multi-step queries require agent orchestration","Error handling relies on MCP error propagation; detailed error context may be lost in translation"],"requires":["MCP client implementation (e.g., Claude with MCP support)","MCP server running Zuplo Weather","Network connectivity between client and MCP server"],"input_types":["MCP tool call requests with JSON parameters matching tool schema"],"output_types":["MCP tool result responses with JSON weather data or error messages"],"categories":["tool-use-integration","planning-reasoning"],"confidence":0.5,"matches":0,"success_rate":0}],"trust":{"score":45,"verified":false,"data_access_risk":"moderate","permissions":["MCP client implementation supporting tool calling","Network access to api.weather.gov endpoints","Valid U.S. geographic coordinates or NWS zone identifiers (e.g., 'AKZ001')","MCP client with tool-calling support","Valid U.S. geographic coordinates (latitude/longitude) or NWS zone identifiers","Network connectivity to api.weather.gov forecast endpoints","MCP client with tool-calling capability","Valid U.S. geographic coordinates or NWS station identifier (METAR code)","Network access to api.weather.gov observations endpoint","MCP client supporting tool calling"],"failure_modes":["Limited to U.S. National Weather Service coverage — no international weather data","Alert data reflects NWS update frequency (typically 5-15 minute latency from event onset)","Zone-based queries require valid NWS zone identifiers; coordinate-to-zone conversion adds ~100-200ms latency","Forecast data is updated by NWS on a 3-6 hour cycle; real-time conditions may diverge from forecasts","Hourly forecasts typically available for 7 days; extended forecasts (8-14 days) use coarser 12-hour intervals","Grid-point forecasts require coordinate lookup; zone forecasts are less granular but faster to retrieve","Observation data is station-based; spatial coverage is sparse in rural areas","Data freshness varies by station (typically 5-60 minute reporting intervals)","Nearest-station lookup may return observations 10+ miles from requested coordinates in remote areas","Radar imagery is raster-based; no vector storm tracking data included","builder identity is not verified yet","no observed match outcomes yet"],"rank_breakdown":{"adoption":0.527731560566605,"quality":0.51,"ecosystem":0.52,"match_graph":0.25,"freshness":0.5,"weights":{"adoption":0.25,"quality":0.25,"ecosystem":0.15,"match_graph":0.23,"freshness":0.12}},"observed_outcomes":{"matches":0,"success_rate":0,"avg_confidence":0,"top_intents":[],"last_matched_at":null},"maintenance":{"status":"active","updated_at":"2026-05-24T12:16:25.635Z","last_scraped_at":"2026-05-03T15:18:30.335Z","last_commit":null},"community":{"stars":null,"forks":null,"weekly_downloads":null,"model_downloads":null,"model_likes":null}},"distribution":{"claim_url":"https://unfragile.ai/submit?claim=anusha5191-aicollectivetest","compare_url":"https://unfragile.ai/compare?artifact=anusha5191-aicollectivetest"}},"signature":"J5hhiUfk4xwmbGOSfP8FhnOKvNgXLqcnP6KOXLy6eDCJNO37Qlt4qR8I7d36evhE/gw8uKuvI4KmqcSldseaCA==","signedAt":"2026-06-20T22:47:41.526Z","signedBy":"unfragile.ai","version":1},"_links":{"self":"https://unfragile.ai/api/v1/passport/anusha5191-aicollectivetest","artifact":"https://unfragile.ai/anusha5191-aicollectivetest","verify":"https://unfragile.ai/api/v1/verify?slug=anusha5191-aicollectivetest","publicKey":"https://unfragile.ai/api/v1/trust-passport-public-key","spec":"https://unfragile.ai/trust","schema":"https://unfragile.ai/schema.json","docs":"https://unfragile.ai/docs"}}