"Using Qdrant vector database for code indexing" matching MCP servers:

A standalone MCP server for querying a PropertyRadar flip-tracking Supabase database. It offers read-only tools for searching properties, retrieving flip history, summarizing metrics, and running SQL queries.

A read-only hospitality-focused MCP server that enables users to retrieve reservation details, listing briefs, and guest conversation contexts from Hostaway. It simplifies hospitality workflows by providing specialized tools for searching threads and viewing reservation data through natural language interfaces.

Enables AI agents to search, compare, and interact with Apartments.com rental listings, including scheduling tours and contacting property managers.

Provides AI agents with real-time access to French real estate transaction data, price per square meter, and property estimates using official open DVF data, with no API key required.

MCP server for AppFolio property management data, providing six catalog-backed tools to discover, describe, and run reports (Reporting API) and call endpoints (Database API) for reading and writing property management records.

Provides 12 tools to query South Korean building register data, including title sheets, floor details, and official house prices via the data.go.kr API. It enables users to perform smart building lookups and region code searches using natural language.

Enables users to search UK property prices by postcode, street, or city using the HM Land Registry's SPARQL endpoint. It also provides tools for resolving postcodes and finding nearby locations through Ordnance Survey data.

Enables searching realestate.com.au for for-sale, rental, and sold listings with full property details, using a real Chrome browser to bypass Kasada bot protection.

Enables searching Swedish property listings, sold prices, areas, and market statistics via the Booli API using natural language.

An MCP server for querying land use plans and exporting cadastral maps as DXF files using VWorld Open API from the Korean Ministry of Land, Infrastructure and Transport.

Enables AI agents to automate property maintenance workflows by managing tickets, sending WhatsApp notifications via Twilio, and triggering n8n automation webhooks. It allows users to query maintenance statuses, notify tenants, and escalate issues to vendors using natural language.

Enables AI agents to query and analyze Korean apartment real estate transaction prices (sales and rentals) using natural language, providing tools for price trends, regional comparisons, and rent ratios.

Built an MCP server that connects Claude Desktop, Cursor, or any MCP client to Northeast Deal Intel's CRE database. 8 tools: • search_deals — filter 14K+ active listings by state, type, score, cap rate • search_comps — 100K+ closed transactions for comp benchmarking • score_deal — submit any property for AI scoring against real comp data • find_1031_candidates — exchange-ready deal filter (price

Connects AI assistants to the Lanten property management API, allowing them to manage tenants, units, and work orders using natural language.

Enables AI assistants to provide information about Bequall's services for real estate, construction, and modular development, including company overview, use cases, and fit assessment.

Enables Polish-speaking users to connect EstiCRM with MCP clients like Codex, Claude Code, and Claude Desktop, providing read-only operations by default with optional write tools, data masking, argument validation, and safe request handling.

Provides South Korean real estate transaction price lookup (sales and rent) for apartments, row houses, single-family homes, and officetels via MCP tools using public data from data.go.kr.

Connects Claude-compatible clients to the Elephant data graph, enabling discovery of data groups, classes, and property schemas. Supports semantic code search for verified script examples via OpenAI or AWS Bedrock embeddings.

MCP server for Claude Code that automates condominium expense splitting, schema visualization, and payment history management through natural language.

An MCP server for rental apartment aggregation, enabling geographic polygon search, semantic vector search, and LLM-powered analysis. Integrates with AI agents like Claude Desktop to manage apartment hunting workflows.