{"categories":[{"label":"Artificial Intelligence","url":"https://skillfed.io/packages/category/scientific-engineering-artificial-intelligence/4"}],"enrichment":{"capability":"Connects LangChain applications to Qdrant vector database for semantic search and retrieval-augmented generation workflows.","skillfed_tags":["vector-database","rag","langchain-integration"],"use_cases":["Build RAG systems that retrieve relevant documents from Qdrant to augment LLM responses","Implement semantic search over a corpus of documents stored in Qdrant","Create chatbots with long-term memory by storing conversation embeddings in Qdrant","Filter and rerank search results using Qdrant's metadata and payload capabilities within LangChain workflows","Prototype vector search applications without managing Qdrant client code directly"],"what_it_does":"langchain-qdrant is a bridge between LangChain and Qdrant, a vector database designed for semantic search. It lets you store document embeddings in Qdrant and retrieve them through LangChain's standard vector store interface, enabling retrieval-augmented generation (RAG) and semantic search workflows. The package wraps Qdrant's Python client and integrates with LangChain's embedding and document abstractions.\n\nTypically used to build applications that combine large language models with external knowledge: you embed documents, store them in Qdrant via this package, then query them semantically to augment LLM prompts. It depends on langchain-core for the vector store contract, pydantic for data validation, and qdrant-client to communicate with the Qdrant service.","worth_installing":"Yes, if you are building a LangChain application that needs vector search. Low install friction, active maintenance, no security issues, and permissive MIT license make it a straightforward choice. The only prerequisite is Python 3.10+ and access to a Qdrant instance."},"id":"langchain-qdrant","links":{"html":"https://skillfed.io/packages/langchain-qdrant","md":"https://skillfed.io/packages/langchain-qdrant.md","pypi":"https://pypi.org/project/langchain-qdrant/"},"maintenance":{"status":"active"},"meta":{"latest_release":"2025-10-22","license_spdx":null,"license_treatment":"permissive","name":"langchain-qdrant","python_support":"supports_current","summary":"An integration package connecting Qdrant and LangChain"},"popularity":{"monthly_downloads":848403,"position":4911,"tier":"top_5000"},"security":{"n_vulnerabilities":0},"version":"1.1.0"}