Server Configuration
Describes the environment variables required to run the server.
| Name | Required | Description | Default |
|---|---|---|---|
| QDRANT_URL | No | The URL of the Qdrant server | http://localhost:6333 |
| OLLAMA_MODEL | No | The Ollama model to use for embeddings | nomic-embed-text |
| OPENAI_API_KEY | No | Your OpenAI API key for using OpenAI embedding models | |
| QDRANT_API_KEY | No | Your Qdrant API key if authentication is needed | |
| OLLAMA_ENDPOINT | No | The Ollama API endpoint for local embedding models | http://localhost:11434 |
| OPENAI_ENDPOINT | No | The OpenAI API endpoint | https://api.openai.com/v1 |
| OPENROUTER_API_KEY | No | Your OpenRouter API key for using OpenRouter embedding models | |
| OPENROUTER_ENDPOINT | No | The OpenRouter API endpoint | https://api.openrouter.com/v1 |
| DEFAULT_EMBEDDING_SERVICE | No | The default embedding service to use (openai, openrouter, ollama, or fastembed) |
Tools
Functions exposed to the LLM to take actions
| Name | Description |
|---|---|
| list_collections | List all available Qdrant collections |
| add_documents | Add documents to a Qdrant collection with specified embedding service |
| search | Search for similar documents in a collection |
| delete_collection | Delete a Qdrant collection |
Prompts
Interactive templates invoked by user choice
| Name | Description |
|---|---|
No prompts | |
Resources
Contextual data attached and managed by the client
| Name | Description |
|---|---|
No resources | |