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Add up to 10,000 DOIs or GitHub URLs at a time, bringing them and their related entities into the graph. Build portfolios and run queries across them.

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w3-mcp-server-qdrant

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https://github.com/famtong8-dev/w3-mcp-server-qdrant

Python MCP server for vector search using Qdrant vector database and Ollama embeddings, with advanced query techniques like query expansion, HyDE, and reranking.