vector-hybrid-search
byknuckles-team· 21 skills
Retrieve knowledge from a vector-store collection via the vector-mcp MCP server's vector_search tool — semantic (ANN) search, lexical BM25 search, or a hybrid of the two fused with Reciprocal Rank Fusion. Use when the agent must answer a question from an indexed corpus, pull top-k relevant chunks for RAG context, or tune the semantic-vs-lexical balance of retrieval. Do NOT use for creating collections or ingesting documents (use vector-collection-management) or for backend connection setup (vector-backend-operations).
How to install vector-hybrid-search?
knuckles-team/vector-mcp/vector-hybrid-search
$npx -y skills add knuckles-team/vector-mcp --skill vector-hybrid-searchInstalls into the current project.
›Prefer a prompt? Paste this to your agent
Run `npx skills use "https://github.com/knuckles-team/vector-mcp" --skill "knuckles-team/vector-mcp/vector-hybrid-search"` and follow the generated skill instructions now. Read its complete output, redirecting it to a temporary file first if necessary. Resolve relative paths from the supporting-files directory it provides.
Use the skills in "https://github.com/knuckles-team/vector-mcp" that are relevant to the current task. Run `npx skills add "https://github.com/knuckles-team/vector-mcp"` and select the relevant skills, then follow their instructions.
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