Model Context Protocol server offering retrieval-augmented generation with semantic document search, management, and vector similarity using Qdrant and Ollama or OpenAI embeddings.
Unlock the full potential of RagDocs MCP Server through LangDB's AI Gateway. Get enterprise-grade security, analytics, and seamless integration with zero configuration.
Free tier available • No credit card required
Choice of embedding provider ('ollama' or 'openai')
ollama
Model to use for embeddings (Ollama defaults to 'nomic-embed-text', OpenAI defaults to 'text-embedding-3-small')
Discover shared experiences
OpenAI API key (required if using OpenAI)
API key for Qdrant Cloud (required when using cloud instance)
URL of your Qdrant instance (for local: 'http://127.0.0.1:6333', for cloud: 'https://your-cluster-url.qdrant.tech')
http://127.0.0.1:6333
Security Notice
Your environment variables and credentials are securely stored and encrypted. LangDB never shares these configuration values with third parties.
Shared threads will appear here, showcasing real-world applications and insights from the community. Check back soon for updates!