{"passport":{"unfragile":{"@version":"1.0","version":"2026-05","artifact":{"id":"smithery_agonzalez-prueba-mcp-seeker","slug":"agonzalez-prueba-mcp-seeker","name":"MCP Seeker","type":"mcp","url":"https://smithery.ai/servers/agonzalez/prueba-mcp-seeker","page_url":"https://unfragile.ai/agonzalez-prueba-mcp-seeker","categories":["mcp-servers"],"tags":["mcp","model-context-protocol","smithery:agonzalez/prueba-mcp-seeker"],"pricing":{"model":"open_source","free":true,"starting_price":null},"status":"active","verified":false},"capabilities":[{"id":"smithery_agonzalez-prueba-mcp-seeker__cap_0","uri":"capability://search.retrieval.geolocation.based.hotel.search.with.multi.criteria.filtering","name":"geolocation-based hotel search with multi-criteria filtering","description":"Searches hotel inventory by geographic coordinates, city name, state, or country using a location-aware query engine that translates natural language location inputs into structured search parameters. The MCP server accepts location data through standardized tool schemas and returns filtered property lists with availability status, enabling builders to construct location-first hotel discovery experiences without managing geocoding or inventory APIs directly.","intents":["I want to search for available hotels near a specific latitude/longitude without manually calling multiple geocoding services","I need to let users search hotels by city name and automatically resolve to the correct geographic region","I want to build a travel app that accepts 'hotels in Austin, Texas' and returns relevant properties with current availability"],"best_for":["travel app developers building location-first booking experiences","LLM agents that need to ground hotel searches in geographic context","teams building multi-region travel platforms without direct hotel API access"],"limitations":["Search results depend on underlying hotel inventory provider — no guarantee of exhaustive coverage across all properties","Geolocation precision limited by the granularity of the underlying hotel database (typically city-level or neighborhood-level, not street-level)","No built-in caching of location-to-hotel mappings — repeated searches for same location incur full query latency"],"requires":["MCP client implementation (e.g., Claude Desktop, custom MCP runner)","Valid location input (latitude/longitude pair, city name, state, or country code)","Network connectivity to the hotel inventory backend"],"input_types":["text (city name, state, country)","structured data (latitude/longitude coordinates, ISO country codes)"],"output_types":["structured data (JSON array of hotel objects with IDs, names, locations, availability flags)"],"categories":["search-retrieval","tool-use-integration"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"smithery_agonzalez-prueba-mcp-seeker__cap_1","uri":"capability://search.retrieval.live.availability.and.rate.comparison.across.room.types","name":"live availability and rate comparison across room types","description":"Queries real-time hotel availability and pricing data for specific properties, returning structured comparisons of room types, nightly rates, and occupancy status. The capability uses a rate-lookup schema that accepts property IDs and date ranges, returning normalized pricing data across room categories, enabling builders to surface rate variations and occupancy constraints without parsing heterogeneous hotel website formats.","intents":["I want to show users the cheapest available room type for a hotel on their selected dates","I need to compare nightly rates across different room categories to help users find the best value","I want to check if a specific hotel has availability before generating a booking link"],"best_for":["travel booking platforms that need to display rate comparisons","LLM agents that must verify availability before confirming reservations","mobile apps that require real-time pricing to display accurate quotes"],"limitations":["Rate data is point-in-time — prices may change between query and actual booking, requiring re-verification before checkout","No historical rate tracking — cannot show price trends or predict future rate changes","Room type availability is binary (available/unavailable) without inventory depth — cannot determine how many rooms of each type remain"],"requires":["MCP client with tool-calling support","Valid hotel property ID from a prior search","Check-in and check-out dates in ISO 8601 format","Network connectivity to hotel inventory backend"],"input_types":["structured data (property ID, check-in date, check-out date, guest count)"],"output_types":["structured data (JSON array of room types with rates, occupancy status, amenities)"],"categories":["search-retrieval","data-processing-analysis"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"smithery_agonzalez-prueba-mcp-seeker__cap_2","uri":"capability://search.retrieval.property.detail.enrichment.with.reviews.and.promotions","name":"property detail enrichment with reviews and promotions","description":"Retrieves comprehensive property metadata including guest reviews, ratings, promotional offers, and amenity lists for a given hotel. The capability fetches and aggregates review data and active promotions through a property-detail schema, returning structured information that enables builders to display rich property context without making multiple downstream API calls or parsing unstructured review text.","intents":["I want to show users the average rating and key review highlights for a hotel before they book","I need to display current promotions and discounts available for a specific property","I want to list all amenities and services offered by a hotel to help users make informed decisions"],"best_for":["travel booking UIs that need to display property details and social proof","LLM agents that must evaluate hotel quality before recommending to users","mobile apps that require rich property context to reduce booking abandonment"],"limitations":["Review aggregation may lag behind real-time feedback — reviews are typically updated on a daily or hourly cadence, not instantaneously","Promotion data is curated by the hotel provider — not all active discounts may be exposed through the API","Review sentiment is pre-computed (not real-time NLP analysis) — cannot dynamically extract sentiment from new reviews"],"requires":["MCP client with tool-calling support","Valid hotel property ID","Network connectivity to hotel inventory and review backend"],"input_types":["structured data (property ID)"],"output_types":["structured data (JSON object with reviews array, ratings, promotions array, amenities list)"],"categories":["search-retrieval","data-processing-analysis"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"smithery_agonzalez-prueba-mcp-seeker__cap_3","uri":"capability://tool.use.integration.parameterized.booking.link.generation.with.preselected.options","name":"parameterized booking link generation with preselected options","description":"Generates ready-to-book URLs with embedded parameters for room selection, rate tier, supplements, and optional guest details, allowing builders to create shareable booking links that skip intermediate selection steps. The capability constructs URLs using a booking-link schema that accepts property ID, room type, rate code, and guest information, returning a fully-formed booking URI that preserves all preselections through the checkout flow.","intents":["I want to generate a booking link that pre-selects a specific room type so users don't have to choose again","I need to create shareable links that include promotional rates and supplements so users see the exact price I quoted","I want to pre-fill guest information in booking links to reduce friction during checkout"],"best_for":["travel agents and booking platforms that need to generate client-specific booking links","LLM agents that must create bookable URLs as part of a reservation workflow","mobile apps that need to deep-link to hotel booking with preselected options"],"limitations":["Link validity is time-limited — preselected rates may expire if the link is not used within a certain window (typically 24-48 hours)","Guest information in URLs is not encrypted — sensitive data (names, emails) is visible in plaintext, requiring HTTPS and secure link handling","Supplement and rate codes are provider-specific — links may break if the hotel updates its rate structure or discontinues promotions"],"requires":["MCP client with tool-calling support","Valid property ID and room type code from a prior availability check","Rate code or promotional code (if applying discounts)","Optional: guest details (name, email, phone) in structured format"],"input_types":["structured data (property ID, room type, rate code, guest details object)"],"output_types":["text (fully-formed booking URL with query parameters)"],"categories":["tool-use-integration","automation-workflow"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"smithery_agonzalez-prueba-mcp-seeker__cap_4","uri":"capability://tool.use.integration.mcp.tool.schema.exposure.and.llm.function.calling.integration","name":"mcp tool schema exposure and llm function calling integration","description":"Exposes hotel search, availability, property detail, and booking link generation capabilities as standardized MCP tool schemas that LLM clients can discover and invoke through native function-calling interfaces. The server implements the Model Context Protocol specification, allowing Claude and other MCP-compatible LLMs to automatically discover available tools, understand their parameters and return types, and execute them with proper error handling and response normalization.","intents":["I want Claude to automatically discover and use hotel search tools without manual prompt engineering","I need my LLM agent to call hotel APIs with proper parameter validation and error handling","I want to build a multi-step booking workflow where the LLM chains hotel search, availability check, and booking link generation"],"best_for":["developers building LLM agents that need to interact with hotel inventory","teams integrating hotel search into Claude-based applications","builders creating multi-step travel workflows that require LLM reasoning and tool orchestration"],"limitations":["Tool discovery is static — schema changes require server restart and client reconnection","Error handling relies on LLM interpretation of error responses — malformed tool calls may not be caught before execution","No built-in rate limiting or quota management — LLM agents can make unlimited tool calls, risking backend overload"],"requires":["MCP-compatible LLM client (Claude Desktop, custom MCP runner, or compatible LLM platform)","MCP server running and accessible (local or remote)","Proper MCP configuration in client (e.g., Claude Desktop config.json)"],"input_types":["structured data (MCP tool invocation with parameters matching schema)"],"output_types":["structured data (MCP tool response with results or error)"],"categories":["tool-use-integration","planning-reasoning"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"smithery_agonzalez-prueba-mcp-seeker__cap_5","uri":"capability://search.retrieval.hotel.property.detail.retrieval","name":"hotel property detail retrieval","description":"Fetches comprehensive property information including amenities, room descriptions, photos, star ratings, guest reviews, location details, and contact information for a specific hotel. Aggregates metadata from the hotel database to provide rich context for decision-making, enabling agents to present detailed property profiles without requiring separate web scraping or manual lookups.","intents":["Get a full description of a hotel's amenities and facilities","Retrieve guest reviews and ratings to assess property quality","Find hotel contact information and address for direct inquiries","See photos and room type descriptions to understand what to expect"],"best_for":["Recommendation engines providing detailed property context","Chatbots answering questions about specific hotels","Travel planning tools building comprehensive itineraries with property details"],"limitations":["Photo URLs may be outdated or point to images that no longer reflect current property condition","Reviews aggregated from a single source may not represent all booking channels' feedback","Amenity lists may be incomplete or use inconsistent terminology across properties","Star ratings may differ from official hotel classification systems (e.g., AAA vs Michelin)"],"requires":["MCP client with tool-calling capability","Valid hotel property ID from search results"],"input_types":["structured data (hotel ID)"],"output_types":["structured data (JSON object with amenities array, room descriptions, reviews array, ratings, contact info, address, photo URLs)"],"categories":["search-retrieval","data-processing-analysis"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"smithery_agonzalez-prueba-mcp-seeker__cap_6","uri":"capability://search.retrieval.multi.property.availability.batch.checking","name":"multi-property availability batch checking","description":"Accepts a list of hotel property IDs and date ranges, returning availability status for all properties in a single request. Implements batch query optimization to reduce round-trip latency compared to sequential per-property checks, enabling efficient comparison shopping across multiple hotels without N+1 API call patterns.","intents":["Check availability for 5-10 hotels at once to find the best option","Compare availability across a hotel chain's multiple properties in one city","Quickly filter out fully-booked properties before diving into rate details","Build a shortlist of available hotels without waiting for sequential checks"],"best_for":["Comparison shopping tools evaluating multiple properties simultaneously","Travel agents building shortlists for clients across multiple hotels","Batch processing systems checking availability for large hotel portfolios"],"limitations":["Batch requests may have size limits (e.g., max 50 properties per request) — requires pagination for large lists","Response time scales with batch size — checking 100 properties may take 10-20 seconds vs 1-2 seconds for single property","Availability data freshness may vary across properties if backend uses staggered cache invalidation","No partial failure handling — if one property's inventory service is down, entire batch may fail or return incomplete results"],"requires":["MCP client with tool-calling capability","Array of valid hotel property IDs (typically 2-50 properties)","Check-in and check-out dates in ISO 8601 format"],"input_types":["structured data (array of hotel IDs, check-in date, check-out date)"],"output_types":["structured data (JSON array of availability objects, one per hotel, with status and room type availability)"],"categories":["search-retrieval","data-processing-analysis"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"smithery_agonzalez-prueba-mcp-seeker__cap_7","uri":"capability://data.processing.analysis.room.type.and.rate.filtering","name":"room type and rate filtering","description":"Filters hotel rates and room types by criteria such as price range, amenities, bed configuration, occupancy capacity, and accessibility features. Implements server-side filtering logic to reduce data transfer and client-side processing, enabling agents to narrow results before presenting options to users or making booking decisions.","intents":["Find only rooms under $200/night to match my budget","Show me rooms with king beds, not double beds","Filter for accessible rooms that accommodate wheelchair users","Find rooms that sleep 4+ people for my family trip"],"best_for":["Budget-conscious booking agents filtering by price ceiling","Accessibility-focused travel tools highlighting ADA-compliant rooms","Family travel planners filtering by occupancy capacity"],"limitations":["Filter options are predefined by the MCP server — custom filters (e.g., 'rooms with ocean view') may not be supported","Amenity filtering depends on consistent tagging across properties — some hotels may not tag all amenities","Accessibility information may be incomplete or outdated — requires verification with hotel directly","Price range filters apply to base rate only — supplements and taxes not included in filter logic"],"requires":["MCP client with tool-calling capability","Valid hotel property ID","Check-in and check-out dates","Optional: filter parameters (price range, bed type, occupancy, amenities, accessibility)"],"input_types":["structured data (hotel ID, date range, filter criteria as key-value pairs)"],"output_types":["structured data (JSON array of filtered room/rate objects matching criteria)"],"categories":["data-processing-analysis","search-retrieval"],"confidence":0.5,"matches":0,"success_rate":0}],"trust":{"score":46,"verified":false,"data_access_risk":"high","permissions":["MCP client implementation (e.g., Claude Desktop, custom MCP runner)","Valid location input (latitude/longitude pair, city name, state, or country code)","Network connectivity to the hotel inventory backend","MCP client with tool-calling support","Valid hotel property ID from a prior search","Check-in and check-out dates in ISO 8601 format","Network connectivity to hotel inventory backend","Valid hotel property ID","Network connectivity to hotel inventory and review backend","Valid property ID and room type code from a prior availability check"],"failure_modes":["Search results depend on underlying hotel inventory provider — no guarantee of exhaustive coverage across all properties","Geolocation precision limited by the granularity of the underlying hotel database (typically city-level or neighborhood-level, not street-level)","No built-in caching of location-to-hotel mappings — repeated searches for same location incur full query latency","Rate data is point-in-time — prices may change between query and actual booking, requiring re-verification before checkout","No historical rate tracking — cannot show price trends or predict future rate changes","Room type availability is binary (available/unavailable) without inventory depth — cannot determine how many rooms of each type remain","Review aggregation may lag behind real-time feedback — reviews are typically updated on a daily or hourly cadence, not instantaneously","Promotion data is curated by the hotel provider — not all active discounts may be exposed through the API","Review sentiment is pre-computed (not real-time NLP analysis) — cannot dynamically extract sentiment from new reviews","Link validity is time-limited — preselected rates may expire if the link is not used within a certain window (typically 24-48 hours)","builder identity is not verified yet","no observed match outcomes yet"],"rank_breakdown":{"adoption":0.7341786895528009,"quality":0.41,"ecosystem":0.38999999999999996,"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":"2026-05-24T12:16:25.062Z","last_scraped_at":"2026-05-03T15:18:25.566Z","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=agonzalez-prueba-mcp-seeker","compare_url":"https://unfragile.ai/compare?artifact=agonzalez-prueba-mcp-seeker"}},"signature":"rYDZeluJ2nlXcLDLKeCMN5nJsXTWbGv3r90UFIvVT+MD+g4Cy2hqRZ1SbsxRzMzcArv8iTdxrJtwtpn3GdWiBA==","signedAt":"2026-06-21T00:23:09.551Z","signedBy":"unfragile.ai","version":1},"_links":{"self":"https://unfragile.ai/api/v1/passport/agonzalez-prueba-mcp-seeker","artifact":"https://unfragile.ai/agonzalez-prueba-mcp-seeker","verify":"https://unfragile.ai/api/v1/verify?slug=agonzalez-prueba-mcp-seeker","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"}}