MCP Seeker

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.

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.

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.

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.

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.

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.

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.

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.