mrkutin/mcp-server-qdrant
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Support multiple collections (#26)

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* Allow passing the collection name in each request to override the default

* Allow getting the collection names in QdrantConnector

* get vector size from model description

* ruff format

* add isort

* apply pre-commit hooks

---------

Co-authored-by: generall <andrey@vasnetsov.com>
This commit is contained in:
Kacper Łukawski
2025-04-07 11:16:45 +02:00
committed by GitHub
parent 13cf930f8e
commit 7aad8ebb3c
8 changed files with 178 additions and 37 deletions
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README.md
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@@ -3,7 +3,7 @@
[![smithery badge](https://smithery.ai/badge/mcp-server-qdrant)](https://smithery.ai/protocol/mcp-server-qdrant)
> The [Model Context Protocol (MCP)](https://modelcontextprotocol.io/introduction) is an open protocol that enables
> seamless integration between LLM applications and external data sources and tools. Whether you’re building an
> seamless integration between LLM applications and external data sources and tools. Whether you're building an
> AI-powered IDE, enhancing a chat interface, or creating custom AI workflows, MCP provides a standardized way to
> connect LLMs with the context they need.
@@ -25,11 +25,15 @@ It acts as a semantic memory layer on top of the Qdrant database.
- Input:
- `information` (string): Information to store
- `metadata` (JSON): Optional metadata to store
- `collection_name` (string): Name of the collection to store the information in, optional. If not provided,
the default collection name will be used.
- Returns: Confirmation message
2. `qdrant-find`
- Retrieve relevant information from the Qdrant database
- Input:
- `query` (string): Query to use for searching
- `collection_name` (string): Name of the collection to store the information in, optional. If not provided,
the default collection name will be used.
- Returns: Information stored in the Qdrant database as separate messages
## Environment Variables
@@ -40,7 +44,7 @@ The configuration of the server is done using environment variables:
|--------------------------|---------------------------------------------------------------------|-------------------------------------------------------------------|
| `QDRANT_URL` | URL of the Qdrant server | None |
| `QDRANT_API_KEY` | API key for the Qdrant server | None |
| `COLLECTION_NAME` | Name of the collection to use | *Required* |
| `COLLECTION_NAME` | Name of the default collection to use. | *Required* |
| `QDRANT_LOCAL_PATH` | Path to the local Qdrant database (alternative to `QDRANT_URL`) | None |
| `EMBEDDING_PROVIDER` | Embedding provider to use (currently only "fastembed" is supported) | `fastembed` |
| `EMBEDDING_MODEL` | Name of the embedding model to use | `sentence-transformers/all-MiniLM-L6-v2` |