Qdrant MCP Server

# Basic Usage Example This example demonstrates the fundamental operations of the Qdrant MCP Server. ## What You'll Learn - Creating a collection - Adding documents with metadata - Performing semantic search - Cleaning up resources ## Prerequisites - Qdrant MCP Server running - OpenAI API key configured - Claude Code or another MCP client ## Example Workflow ### 1. Create a Collection ``` Create a collection named "basic-example" ``` This creates a new vector collection with default settings (Cosine distance, 1536 dimensions for OpenAI embeddings). ### 2. Add Documents ``` Add these documents to basic-example: - id: 1, text: "The quick brown fox jumps over the lazy dog" - id: 2, text: "Machine learning is a subset of artificial intelligence" - id: 3, text: "Python is a popular programming language" ``` Documents are automatically embedded using OpenAI's embedding model. ### 3. Search for Similar Documents ``` Search basic-example for "AI and computer programs" ``` Expected results: - Document 2 (ML/AI) should rank highest - Document 3 (Python/programming) may appear with lower score ### 4. Get Collection Information ``` Get info about "basic-example" collection ``` Returns: - Vector dimensions - Number of documents - Distance metric used ### 5. View All Collections ``` List all collections ``` Shows all available collections in your Qdrant instance. ### 6. Delete Documents (Optional) ``` Delete documents [1, 3] from basic-example ``` Removes specific documents by ID. ### 7. Clean Up ``` Delete collection "basic-example" ``` Removes the collection and all its data. ## Try It Yourself Copy these commands into Claude Code: ``` Create a collection named "my-first-collection" Add these documents to my-first-collection: - id: "doc1", text: "Coffee is a popular morning beverage" - id: "doc2", text: "Tea comes in many varieties like green, black, and oolong" - id: "doc3", text: "Orange juice is rich in vitamin C" Search my-first-collection for "healthy drinks" Get info about "my-first-collection" collection Delete collection "my-first-collection" ``` ## Next Steps - [Knowledge Base Example](../knowledge-base/) - Learn about metadata and organization - [Advanced Filtering](../filters/) - Discover powerful search filtering