Related MCP Server Resources

Explore more AI models, providers, and integration options:

  • Explore AI Models
  • Explore AI Providers
  • Explore MCP Servers
  • LangDB Pricing
  • Documentation
  • AI Industry Blog
  • sanderkooger-mcp-server-ragdocs
  • MCP Server for ArangoDB
  • PPTX MCP Server
  • Xano MCP Server for Smithery
  • Xano MCP Server
Back to MCP Servers
Better Qdrant MCP Server

Better Qdrant MCP Server

Public
wrediam/better-qdrant-mcp-server

Model Context Protocol server enhancing Qdrant vector database management with features for listing collections, adding documents using multiple embedding services, performing semantic searches, and deleting collections.

typescript
0 tools
May 29, 2025
Updated Jun 4, 2025

Supercharge Your AI with Better Qdrant MCP Server

MCP Server

Unlock the full potential of Better Qdrant MCP Server through LangDB's AI Gateway. Get enterprise-grade security, analytics, and seamless integration with zero configuration.

Unified API Access
Complete Tracing
Instant Setup
Get Started Now

Free tier available • No credit card required

Instant Setup
99.9% Uptime
10,000+Monthly Requests
Configuration Requirements
API Key
Configure authentication and required variables to access this MCP server
Required Environment Variables
DEFAULT_EMBEDDING_SERVICE
Optional
string

Default embedding service to use (ollama, openai, openrouter, fastembed)

OLLAMA_MODEL
Optional
string

Ollama model to use for embeddings

Default: nomic-embed-text
OPENAI_API_KEY
Optional
string

Your OpenAI API key for embedding generation

OPENAI_ENDPOINT
Optional
string

OpenAI API endpoint

Default: https://api.openai.com/v1
OPENROUTER_API_KEY
Optional
string

Your OpenRouter API key for embedding generation

OLLAMA_ENDPOINT
Optional
string

Ollama server endpoint for local embedding models

Default: http://localhost:11434
OPENROUTER_ENDPOINT
Optional
string

OpenRouter API endpoint

Default: https://api.openrouter.com/v1
QDRANT_API_KEY
Optional
string

API key for your Qdrant server if authentication is enabled

QDRANT_URL
Optional
string

URL of your Qdrant server

Default: http://localhost:6333

Security Notice

Your environment variables and credentials are securely stored and encrypted. LangDB never shares these configuration values with third parties.

Publicly Shared Threads0

Discover shared experiences

Shared threads will appear here, showcasing real-world applications and insights from the community. Check back soon for updates!

Share your threads to help others
Related MCPs5
  • sanderkooger-mcp-server-ragdocs
    sanderkooger-mcp-server-ragdocs

    Provides vector-based semantic search and real-time context augmentation for AI assistants by retrie...

    Added May 30, 2025
  • MCP Server for ArangoDB
    MCP Server for ArangoDB

    Model Context Protocol server enabling seamless interaction with ArangoDB through core database oper...

    7 tools
    Added May 30, 2025
  • PPTX MCP Server
    PPTX MCP Server

    FastMCP-powered Model Context Protocol server enabling programmatic creation, editing, and rendering...

    Added May 30, 2025
  • Xano MCP Server for Smithery
    Xano MCP Server for Smithery

    Model Context Protocol server enabling seamless integration between Claude AI and Xano databases wit...

    Added May 30, 2025
  • Xano MCP Server
    Xano MCP Server

    Python-based Model Context Protocol server enabling AI assistants to securely interact with Xano ins...

    Added May 30, 2025