data-api-builder vs mcp-server-qdrant

Side-by-side comparison to help you pick between these two MCP servers.

	data-api-builder by Azure	mcp-server-qdrant by qdrant
Stars	★ 1,410	★ 1,397
30d uses	—	—
Score	53	55
Official	—	—
Categories	DatabaseDeveloper ToolsCloud Storage	DatabaseAI / LLM ToolsDeveloper Tools
Language	C#	Python
Last commit	this month	1 mo ago

data-api-builder · Summary

Azure's Data API Builder provides REST and GraphQL endpoints for Azure databases with upcoming MCP tools support.

mcp-server-qdrant · Summary

Official Qdrant MCP server for semantic memory storage and retrieval using vector embeddings.

data-api-builder · Use cases

Create REST and GraphQL APIs for Azure databases
Build secure data access layers for applications
Generate API endpoints for on-premises databases in any cloud

mcp-server-qdrant · Use cases

Building AI applications with long-term memory capabilities
Code search and retrieval for development environments
Enhancing LLM applications with vector-based semantic search

data-api-builder · Install

Install .NET 8 or later runtime: https://get.dot.net
Install the DAB command line tool:

``sh dotnet tool install microsoft.dataapibuilder -g ``

Initialize and configure DAB with:

``sh dab init --database-type mssql --connection-string "@env('my-connection-string')" --host-mode development ``

Add your database entities and start the server:

``sh dab add Todo --source "dbo.Todo" --permissions "anonymous:*" dab start ``

mcp-server-qdrant · Install

Installation Options

Using uvx

QDRANT_URL="http://localhost:6333" \
COLLECTION_NAME="my-collection" \
EMBEDDING_MODEL="sentence-transformers/all-MiniLM-L6-v2" \
uvx mcp-server-qdrant

Using Docker

docker build -t mcp-server-qdrant .
docker run -p 8000:8000 \
  -e FASTMCP_SERVER_HOST="0.0.0.0" \
  -e QDRANT_URL="http://your-qdrant-server:6333" \
  -e QDRANT_API_KEY="your-api-key" \
  -e COLLECTION_NAME="your-collection" \
  mcp-server-qdrant

Claude Desktop Configuration

Add to claude_desktop_config.json:

{
  "qdrant": {
    "command": "uvx",
    "args": ["mcp-server-qdrant"],
    "env": {
      "QDRANT_URL": "https://xyz-example.eu-central.aws.cloud.qdrant.io:6333",
      "QDRANT_API_KEY": "your_api_key",
      "COLLECTION_NAME": "your-collection-name",
      "EMBEDDING_MODEL": "sentence-transformers/all-MiniLM-L6-v2"
    }
  }
}

Comparison generated from public README + GitHub signals. Last updated automatically.