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"Understanding Document Embeddings, Knowledge Graphs, and Vector Representations" matching MCP servers:

  • swath-mcp

    vibecodebeast
    A
    license
    A
    quality
    C
    maintenance
    Radar-verified storm intelligence for the continental US — NOAA MRMS hail and wind swaths, per-address storm history, affected-property reports, area monitors with webhook + email alerts, and swath map images. Boots keyless; free API key (100 credits) at swathapi.com.
    Last updated
    2
    9
    MIT

  • AppFolio MCP Server

    NightSquawk
    A
    license
    A
    quality
    B
    maintenance
    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.
    Last updated
    6
    18
    AGPL 3.0

  • Bequall MCP Server

    Bequall
    F
    license
    A
    quality
    C
    maintenance
    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.
    Last updated
    5

  • REP Helper

    rephelper-ai
    A
    license
    A
    quality
    D
    maintenance
    Track and document rental hours for IRS Real Estate Professional Status (REPS) and Short-Term Rental (STR) material participation all through your favorite MPC compatible agent. Your hours, your proof, on tax savings! at rephelper.ai.
    Last updated
    10
    25
    MIT

  • Apartment Hunter MCP Server

    ai-engineers-guild
    A
    license
    A
    quality
    B
    maintenance
    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.
    Last updated
    15
    2
    MIT

  • Realty In Ca1 MCP Server

    BACH-AI-Tools
    A
    license
    B
    quality
    D
    maintenance
    Enables users to access the Realty In Ca1 API to search for residential and commercial property listings, view detailed property information, and retrieve neighborhood demographics or statistics. It supports filtering by geographic location, price range, building type, and other real estate characteristics.
    Last updated
    MIT
  • Repliers MCP Server by Repliers-io

    Repliers MCP Serverofficial

    Repliers-io
    A
    license
    -
    quality
    C
    maintenance
    Provides AI assistants access to real-time MLS data via the Repliers API, enabling natural language property search, market statistics, and listing details.
    Last updated
    305
    17
    MIT
  • @sedis/mcp by sedis-ab

    @sedis/mcpofficial

    sedis-ab
    A
    license
    -
    quality
    A
    maintenance
    An MCP server that provides read-only access to Sedis Bolagsanalys and Fastighetsbenchmark data via natural language, enabling AI assistants to query Swedish listed-company financials and real-estate comparables.
    Last updated
    43
    MIT
  • Rentalot MCP Server by Rentalot-ai

    Rentalot MCP Serverofficial

    Rentalot-ai
    A
    license
    -
    quality
    C
    maintenance
    MCP server for the Rentalot API. Manage rental properties, contacts, showings, conversations, and more from any AI assistant.
    Last updated
    28
    1
    MIT

  • doorvault-mcp

    cavasotti
    A
    license
    -
    quality
    D
    maintenance
    Enables AI assistants to analyze rental property deals using DoorVault IDEAL Scoring v2.0, including Section 8 FMR lookup, tax deduction checklists, and rental metrics calculations.
    Last updated
    MIT

  • rtms-mcp

    dongwook-chan
    A
    license
    -
    quality
    D
    maintenance
    Queries Korean apartment sale transaction data (RTMS) by region code and contract date. Optimized for token efficiency with compressed JSON and Korean field names.
    Last updated
    16
    MIT

  • Hostex MCP Server

    keithah
    A
    license
    -
    quality
    C
    maintenance
    Enables management of vacation rental properties through the Hostex API, including reservations, guest communications, availability calendars, reviews, and channel listings.
    Last updated
    1
    MIT

  • @marocain/mcp-server

    Hei33enberg
    A
    license
    -
    quality
    B
    maintenance
    MCP server for Marocain Investments that enables discovering, scoring, and analyzing Moroccan luxury real estate, along with submitting enquiries through the platform.
    Last updated
    84
    1
    MIT

  • Scout MCP

    Flikah
    A
    license
    -
    quality
    D
    maintenance
    Enables AI assistants to look up real estate agents, search MLS listings, submit buyer/seller leads, and access proprietary seller-intent signals in SC and GA.
    Last updated
    MIT

  • Property Valuation Server

    creis-ai
    A
    license
    -
    quality
    D
    maintenance
    Provides professional property assessment capabilities including community ratings, community valuations, and individual property appraisals for real estate transactions, investment due diligence, and risk management in China.
    Last updated
    125
    5
    MIT