RagDocs MCP Server
Server Configuration
Describes the environment variables required to run the server.
| Name | Required | Description | Default |
|---|---|---|---|
| QDRANT_URL | Yes | 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 |
| OPENAI_API_KEY | No | OpenAI API key (required if using OpenAI) | |
| QDRANT_API_KEY | No | API key for Qdrant Cloud (required when using cloud instance) | |
| EMBEDDING_MODEL | No | Model to use for embeddings (Ollama defaults to 'nomic-embed-text', OpenAI defaults to 'text-embedding-3-small') | |
| EMBEDDING_PROVIDER | No | Choice of embedding provider ('ollama' or 'openai') | ollama |
Schema
Prompts
Interactive templates invoked by user choice
| Name | Description |
|---|---|
No prompts | |
Resources
Contextual data attached and managed by the client
| Name | Description |
|---|---|
No resources | |
Tools
Functions exposed to the LLM to take actions
| Name | Description |
|---|---|
No tools | |