"Vector Database" matching MCP servers:

Enables querying GeoIP2, GeoLite2, and custom MMDB databases through the Model Context Protocol for IP lookups, filtered network queries, resumable pages, and MaxMind database downloads.

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.

An MCP server that finds great espresso cafes using a curated database of specialty coffee shops and a transparent scoring algorithm, with a strong bias against flavored syrups and mass-market chains.

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.

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.

Enables exploration of geographical data including countries, cities, states/provinces, and regions through a SQLite database. Supports searches by name, location coordinates, currency, and regional groupings with comprehensive statistical queries.

Detects Chinese mobile phone number carriers (China Mobile, China Unicom, China Telecom, etc.) and their geographical location (province and city) using a database of 492,088 records. Supports both single and batch number detection (up to 100 numbers).

A server application that provides PostGIS database connection using Model Context Protocol (MCP), enabling spatial database functionality through natural language interactions.

Enables clients to create, query and edit QGIS projects and vector data in an isolated, new headless PyQGIS process, exporting GeoJSON/GeoPackage, saving and reopening editable QGZ bundles, and rendering PNG maps through typed MCP tools. All operations are workspace-relative with strict path and geometry validation, and never attach to or modify a running QGIS desktop session.

An MCP server providing geospatial analysis tools for raster and vector data, integrated with a reflection system that requires AI agents to justify their methodological decisions. It enables accurate mapping and spatial operations by ensuring reasoned choices for coordinate systems, resampling, and data transformations.

A Model Context Protocol server for retrieving land cover, soil type, and temporal land use data for any geographical coordinates using the National Land Cover Database and FAO soil classifications.

Converts raster and vector geospatial data into H3-indexed Parquet files and serves them via a local MCP server with DuckDB SQL querying.

Enables AI agents to inspect geospatial vector and raster metadata and run bounded analysis on administrator-registered datasets, including planar buffering, clipping, spatial joins, and PNG map rendering delivered as checksummed artifacts. All data access is read-only and controlled through a curated dataset catalog.

Enables users to discover Iekei-style ramen shops across Japan through three interactive UI modes: filtering by prefecture, flavor profile, and keyword; finding the five nearest shops from a location or place name; and browsing nationwide shops plotted on a map of Japan. Shop data comes from OpenStreetMap and the server runs on Cloudflare Workers with no external database or API keys.

Enables AI assistants to perform geospatial analysis, spatial data processing, vector and raster operations, coordinate transformations, spatial statistics, mapping, and access to climate, satellite, and other geospatial data through MCP-compatible clients.

Enables AI agents to search a pinball database, read game details and news, find places to play, and manage a user's library by logging plays, ownership, wishlists, fun scores, and reviews.

Provides access to the OpenCellID cell tower geolocation database for querying location data from cell towers.

Enables programmatic queries against the OpenStreetMap database using the Overpass API.

Provides access to the geoBoundaries open database of political administrative boundaries, enabling querying and retrieval of boundary data through natural language via the Pipeworx gateway.

Enables calculation of Four Pillars of Destiny (BaZi) charts using true solar time and a global geographic database, providing pillars, Da Yun, and branch interactions for any location and time.

Enables natural language and geospatial queries on PostGIS databases, with 32 tools for spatial analysis, geometry operations, and database management.

Enables AI clients to read and describe ArcGIS geodatabase, shapefile, and raster data, run vector geoprocessing, editing, statistics, cartography, and format-conversion tools through a local ArcPy worker, and trace the lineage of derived datasets and background jobs. It supports both Streamable HTTP and stdio transports, with copy-before-edit, staged publishing, and workspace locking for data protection on a trusted local machine.

Exposes ArcGIS Pro geoprocessing capabilities to LLMs via the arcpy library, enabling automated spatial analysis and data management. It provides a comprehensive suite of tools for vector geoprocessing, terrain analysis, and raster operations designed for GIS workflows.

Enables Claude to work with QGIS 4.x headlessly by loading vector and raster layers, running Processing algorithms and field calculations, styling layers, and exporting maps or PDF layouts without opening QGIS Desktop.

Provides access to Yelp's business database for searching local businesses, retrieving detailed ratings and reviews, and performing market research through business counts. It enables users to look up businesses by location, category, or phone number using the Yelp Fusion API.

Enables interactive GSI map viewing with layer switching, location search, and tile info retrieval within chat.

Local MCP server that exposes fleet telemetry queries as tools for language models, enabling natural language questions about vehicle positions, trips, and alerts. Runs on the operator's machine and returns aggregated results from a SQLite database.

An MCP server providing timezone conversions and time-related operations via RESTful API endpoints, featuring comprehensive error handling and timezone database integration.

Enables management of Google Maps saved places through a SQLite database. Allows users to store, query, and organize their Google Maps places data locally.