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* initial commit; fixed anchor links on internal docs pages * add back in absolute paths for links in code comments * fix: update linkchecker include filter to match server port 1314 PR #1629 changed the Hugo server to port 1314 but forgot to update the --include filter, which still matched port 1313. This caused all links to be excluded, making the checker a no-op (0 checked, 82277 excluded). Co-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com> * Fix url rewrite regex so images are not impacted * Fix links from non-documentation pages * Fix broken links * more broken links * more broken links * broken link * Add srcset width descriptor to .lycheeignore * Ignore URLs that contain a % character * Anchor regex so it matches the entire URL --------- Co-authored-by: kanungle <neil.kanungo@gmail.com> Co-authored-by: Claude Opus 4.6 (1M context) <noreply@anthropic.com> Co-authored-by: Abdon Pijpelink <abdon.pijpelink@qdrant.com>
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title, weight, partition
| title | weight | partition |
|---|---|---|
| Build Prototypes | 1300 | ecosystem |
Build Prototypes
End-to-End Code Samples
The following guided samples help you get started with real-world projects using Qdrant and other ecosystem tools.
| Guided Sample | Description | Stack |
|---|---|---|
| Multitenancy with LlamaIndex | Handle data coming from multiple users in LlamaIndex. | Qdrant, Python, LlamaIndex |
| Implement custom connector for Cohere RAG | Bring data stored in Qdrant to Cohere RAG | Qdrant, Cohere, FastAPI |
| Chatbot for Interactive Learning | Build a Private RAG Chatbot for Interactive Learning | Qdrant, Haystack, OpenShift |
| Information Extraction Engine | Build a Private RAG Information Extraction Engine | Qdrant, Vultr, DSPy, Ollama |
| System for Employee Onboarding | Build a RAG System for Employee Onboarding | Qdrant, Cohere, LangChain |
| System for Contract Management | Build a Region-Specific RAG System for Contract Management | Qdrant, Aleph Alpha, STACKIT |
| Question-Answering System for Customer Support | Build a RAG System for AI Customer Support | Qdrant, Cohere, Airbyte, AWS |
| Hybrid Search on PDF Documents | Develop a Hybrid Search System for Product PDF Manuals | Qdrant, LlamaIndex, Jina AI |
| Blog-Reading RAG Chatbot | Develop a RAG-based Chatbot on Scaleway and with LangChain | Qdrant, LangChain, GPT-4o |
| Movie Recommendation System | Build a Movie Recommendation System with LlamaIndex and With JinaAI | Qdrant |
| GraphRAG Agent | Build a GraphRAG Agent with Neo4J and Qdrant | Qdrant, Neo4j |
| Building a Chain-of-Thought Medical Chatbot with Qdrant and DSPy | How to build a medical chatbot grounded in medical literature with Qdrant and DSPy. | Qdrant, DSPy |
Example Notebooks
Our Notebooks offer complex instructions that are supported with a thorough explanation. Follow along by trying out the code and get the most out of each example.
| Example | Description | Stack |
|---|---|---|
| Intro to Semantic Search and Recommendations Systems | Learn how to get started building semantic search and recommendation systems. | Qdrant |
| Search and Recommend Newspaper Articles | Work with text data to develop a semantic search and a recommendation engine for news articles. | Qdrant |
| Recommendation System for Songs | Use Qdrant to develop a music recommendation engine based on audio embeddings. | Qdrant |
| Image Comparison System for Skin Conditions | Use Qdrant to compare challenging images with labels representing different skin diseases. | Qdrant |
| Question and Answer System with LlamaIndex | Combine Qdrant and LlamaIndex to create a self-updating Q&A system. | Qdrant, LlamaIndex, Cohere |
| Extractive QA System | Extract answers directly from context to generate highly relevant answers. | Qdrant |
| Ecommerce Reverse Image Search | Accept images as search queries to receive semantically appropriate answers. | Qdrant |
| Basic RAG | Basic RAG pipeline with Qdrant and OpenAI SDKs. | OpenAI, Qdrant, FastEmbed |