Welcome! This repository contains the complete and final source code for the blog post, "Unlock Your LLM's Potential: Building an MCP Server with
Welcome! This repository contains the complete and final source code for the blog post, "Unlock Your LLM's Potential: Building an MCP Server with Elasticsearch for
Before you begin, ensure you have the following installed and running: * Python 3.10+ * Elasticsearch: An instance of Elasticsearch 8.x running locally at http://localhost:9200. * Claude Desktop: The MCP client we will use to interact with the server. * uv : For managing Python packages.
Compare MCP servers by category, or browse hosted MCP servers if you prefer an endpoint over a local process.
Before you begin, ensure you have the following installed and running: * Python 3.10+ * Elasticsearch: An instance of Elasticsearch 8.x running locally at http://localhost:9200. * Claude Desktop: The MCP client we will use to interact with the server. * uv : For managing Python packages.
| Variable | Description | Required |
|---|---|---|
| ES_API_KEY | Credential the server authenticates with. | Yes |
Inspect PostgreSQL schemas and run read-only queries with the archived MCP reference server. Review its maintenance status before choosing it.
Connect the Notion MCP server to search workspace content and work with pages and databases through Notion’s hosted OAuth service.
Generate realistic, FK-consistent synthetic test data for your databases from your AI assistant.
A comprehensive FastAPI microservice for health-related operations with JWT authentication, PostgreSQL database, and Alembic migrations.It is backed
Blocker-aware decision layer for AI coding agents, grounded in source-linked, time-sensitive facts
Nats Mysql Redis Stack Generator