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From ruflo-agentdb
RuVector embedding engine status and operations -- ONNX, HNSW, RaBitQ quantization
How this command is triggered — by the user, by Claude, or both
Slash command
/ruflo-agentdb:embeddingsThe summary Claude sees in its command listing — used to decide when to auto-load this command
Embedding engine commands: 1. Call `mcp__claude-flow__embeddings_status` to check the ONNX embedding engine. 2. Show: model (all-MiniLM-L6-v2), dimensions (384), HNSW index status, cache hit rate. 3. If not initialized, suggest calling `mcp__claude-flow__embeddings_init`. 4. For search, use `mcp__claude-flow__embeddings_search` with the user's query (namespace-filtered). 5. For large-corpus search with memory pressure, use the RaBitQ quantized path (32× memory reduction): - `mcp__claude-flow__embeddings_rabitq_build` (one-time, after corpus is loaded) - `mcp__claude-flow__embeddings_...
Embedding engine commands:
mcp__claude-flow__embeddings_status to check the ONNX embedding engine.mcp__claude-flow__embeddings_init.mcp__claude-flow__embeddings_search with the user's query (namespace-filtered).mcp__claude-flow__embeddings_rabitq_build (one-time, after corpus is loaded)mcp__claude-flow__embeddings_rabitq_search (Hamming-prefilter to top-N candidates)mcp__claude-flow__embeddings_rabitq_status for index healthmcp__claude-flow__embeddings_hyperbolic (Poincare ball model).mcp__claude-flow__embeddings_neural exists; in normal use it's covered by embeddings_init + embeddings_generate.npx claudepluginhub force416/ruflo --plugin ruflo-agentdb21plugins reuse this command
First indexed May 13, 2026
Showing the 6 earliest of 21 plugins