MCP-Ragdocs

Server Configuration

Describes the environment variables required to run the server.

NameRequiredDescriptionDefault
OLLAMA_URLNoURL of your Ollama instance, defaults to http://localhost:11434.http://localhost:11434
QDRANT_URLYesURL of your Qdrant instance. For local use: http://localhost:6333. For Qdrant Cloud: https://your-cluster-url.qdrant.tech
OPENAI_API_KEYNoYour OpenAI API key, required if using OpenAI as the embedding provider.
QDRANT_API_KEYNoYour Qdrant Cloud API key, required if using Qdrant Cloud.
EMBEDDING_MODELNoOptional embedding model. Defaults to 'nomic-embed-text' for Ollama and 'text-embedding-3-small' for OpenAI.
EMBEDDING_PROVIDERNoChoose between 'ollama' (default) or 'openai' for the embedding provider.ollama

Schema

Prompts

Interactive templates invoked by user choice

NameDescription

No prompts

Resources

Contextual data attached and managed by the client

NameDescription

No resources

Tools

Functions exposed to the LLM to take actions

NameDescription

No tools