"Understanding Vector Search" matching MCP servers:

Search 8,000+ corporate event venues across 40+ cities. Tools for venue search by capacity/category, pricing guides, expert advice articles, and inquiry handoff. Read-only, PII-redacted, UTM-attributed.

An MCP server that lets users find nearby shops and POIs around a location and find targets such as gas stations or charging points within a given radius along a driving route, using the Amap (Gaode) Web Service API with built-in API key entry and validation.

Enables reading and analysis of vector spatial data through Claude Desktop, supporting formats like FileGDB, Shapefile, GeoJSON, and GeoPackage with tools for layer listing, schema inspection, field statistics, feature extraction, and interactive map rendering.

Enables users to find books by keyword, ISBN, or author and check which branches hold copies of them and whether those copies are currently available for loan or when they are due back. Currently covers Shanghai's interlinked public library network of 900+ locations, with a design open to additional cities.

Provides spatial context and geographic data access for LLMs through France's Géoplateforme services, including geocoding, altitude queries, administrative boundaries, cadastral data, and vector data exploration.

A Model Context Protocol server that provides a dynamic map interface with tools to add raster/vector layers, control map view, and modify paint properties.

Enables AI hosts to search Italian bus locations and one-way journeys across multiple coach operators through read-only MCP tools, returning normalized results with official booking links.

MCP server for the Geomelon geographic API, enabling AI clients to search cities, countries, regions, and languages.

A Python MCP server that provides unified access to satellite and geospatial data through natural language queries, with automatic place name geocoding and support for raster, vector, and Zarr formats.

A Model Context Protocol server that provides Google Maps API integration, allowing users to search locations, get place details, geocode addresses, calculate distances, obtain directions, and retrieve elevation data through LLM processing capabilities.

Provides real-time information about U.S. National Parks through the NPS API, enabling users to search parks, check details, alerts, visitor centers, campgrounds, and upcoming events.

A server that connects to Naver Maps and Search APIs, enabling geocoding and local search functionality for Korean locations.

Provides access to Google Maps API functionality including geocoding, place search, direction routing, and distance calculations through a structured MCP interface.

Enables live search, maps, reviews, and app store data from Google, Bing, Amazon, Apple, Yelp, and Tripadvisor, returned as structured JSON for use with any MCP client.

UK address (Royal Mail PAF), email, and phone (live HLR carrier) validation via the Postio API. Six tools: address search, postcode lookup, UDPRN, email validate, phone validate, and a health probe.

Search, query, and explore City of Phoenix open geospatial data (parcels, zoning, public works) via ArcGIS Feature Services.

Enables search and query of City of Seattle GIS open geospatial datasets such as parcels, zoning, and public works via ArcGIS Feature Services.

Enables intuitive property searches in San Francisco with an interactive split view of listing cards and a map, supporting local filtering, saving, and map navigation through view tools.

Enables web and local search capabilities using the Brave Search API, allowing users to perform general web searches and find local businesses with ratings, hours, and contact info.

Enables AI agents to search worldwide cities, landmarks, and regions; retrieve administrative divisions, coordinates, population, nearby places, timezone and sunrise/sunset data; and look up postal codes by place or code.

Search and query California State Parks open geospatial datasets (parks, trails, recreational layers) via ArcGIS Feature Services using natural language.

Enables querying saved BGC café records through a validated search tool that filters branches by Wi-Fi, customer power outlets, and required drinks, returning only supported matches with their sources and dates while keeping unknowns separate. It lets OpenCode or any MCP client discover and call the search directly instead of relying on an unsupported natural-language answer.

Enables users to search for geographic locations and visualize them on an interactive 3D globe powered by CesiumJS and OpenStreetMap. It provides tools for geocoding addresses and rendering maps with specific bounding boxes through the Model Context Protocol.

A situational local recommendation MCP server that classifies user mood, energy, time, and budget to generate three actionable choices with search keywords and disclosure policy.

Provides tools to search and query open geospatial datasets from the City of Roanoke, VA, including parcels, zoning, and public works, via ArcGIS Feature Services.

MCP server for Australian address search and validation powered by Addressr.

Enables MCP-capable assistants to search and verify licensed domestic-worker agencies in six Gulf states, find worker profiles and salary benchmarks, and search English and Arabic guides, all read-only.

Enables location-aware AI agents to search for nearby places, get detailed place information including hours and ratings, and calculate routes with turn-by-turn directions using Google Maps APIs.

Provides complete world location data (countries, states, cities) as an MCP server for AI assistants, enabling search and retrieval of geographic information through 11 tools and 5 resources.

An MCP server for nearby place searches with IP-based location detection.