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Elasticsearch MCP Server

@sunilemanjee

代码仓库

关于 Elasticsearch MCP Server

暂无概览

基本信息

分类

数据库

运行时

python

传输方式

stdio

发布者

sunilemanjee

配置

使用下面的配置,将此服务器添加到你的 MCP 客户端。

{
  "mcpServers": {
    "Elastic-Python-MCP-Server": {
      "command": "python3",
      "args": [
        "-m",
        "venv",
        "venv"
      ]
    }
  }
}

工具

未检测到工具

工具是从 README 中自动提取的。维护者可以在 ## Tools 标题下列出工具,即可填充这部分内容。

概览

What is Elasticsearch MCP Server?

Elasticsearch MCP Server is a Python‑based MCP (Model Context Protocol) server that provides an interface for searching and analyzing property data using Elasticsearch. It was converted from a Jupyter notebook and connects to Elasticsearch Serverless, using ELSER for semantic search and Google Maps API for geocoding.

How to use Elasticsearch MCP Server?

  1. Clone the repository and copy env_config.template.sh to env_config.sh.
  2. Set environment variables (ES_URL, ES_API_KEY, GOOGLE_MAPS_API_KEY, etc.) in env_config.sh.
  3. Create a Python virtual environment, install dependencies from requirements.txt, and source the config file.
  4. Run ./run_server.sh; the server starts on port 8001 by default.

Key features of Elasticsearch MCP Server

  • Property search by location, price, bedrooms, bathrooms, square footage, features, tax, and maintenance.
  • Geocoding integration using Google Maps API.
  • Connects to Elasticsearch Serverless with ELSER semantic search.
  • Supports custom search templates.
  • Provides three MCP tools: get_properties_template_params, geocode_location, search_template.

Use cases of Elasticsearch MCP Server

  • Searching a property database with natural language queries.
  • Converting location strings into geographic coordinates for proximity searches.
  • Enabling LLMs to retrieve structured property data via MCP.
  • Real‑estate analysis and portfolio management.

FAQ from Elasticsearch MCP Server

What are the prerequisites?

Python 3.x, an Elasticsearch Serverless instance, a Google Maps API key (with Geocoding and Maps JavaScript APIs enabled), and the required Python packages.

How do I configure environment variables?

Copy env_config.template.sh to env_config.sh and set ES_URL, ES_API_KEY, GOOGLE_MAPS_API_KEY, and optionally PROPERTIES_SEARCH_TEMPLATE, ELSER_INFERENCE_ID, ES_INDEX, and MCP_PORT.

How do I run the server?

Source the environment variables (source env_config.sh) and execute ./run_server.sh. Verify with curl -v http://localhost:8001/sse.

Can I restrict the Elasticsearch API key to read‑only?

Yes. After ingestion, create or edit an API key with privileges limited to monitor cluster and read/view_index_metadata on properties and properties_raw indices.

What MCP endpoints are available?

Three tools: get_properties_template_params (returns search template parameters), geocode_location (converts location to coordinates), and search_template (performs property searches).

评论

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