retrieval-system
claudeText search: semantic, filtered, hybrid (BM25 + vector), multi-vector
5 skills
3
claude
core
Core tools: pilot (main controller), embedding, chunking, indexing, rerank, ray, local-setup
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Plugin core from marketplace milvus-marketplace in zilliztech/milvus-marketplace. Commands read from the repo's manifest — 1 month ago.
What it installs
Skills (7)
chunkingUse when user needs to split documents into chunks for RAG or search. Triggers on: chunking, split, chunk size, text splitter, token limit, overlap.
embeddingUse when user needs to convert text/images to vectors. Triggers on: embedding, vectorize, encode, text-to-vector, model selection, sentence-transformers, OpenAI embeddings, BGE, CLIP.
indexingUse when user needs to create collections, indexes in Milvus. Triggers on: indexing, collection, create index, HNSW, IVF, schema, Milvus collection, vector storage.
local-setupUse when user needs to set up Milvus locally. Triggers on: local setup, install milvus, docker, docker-compose, dev environment, milvus standalone, milvus lite.
pilotUse when user wants to build AI applications, data pipelines, or any development project. Triggers on: AI application, build, project, data, pipeline, API, service, backend, LLM, GPT, Claude, model. Also expert in: vector, RAG, embedding, semantic search, recommendation, Milvus, Zilliz, knowledge ba
rayUse when user needs to process data at scale. Triggers on: batch processing, data ingestion, pipeline, parallel processing, GPU acceleration, video processing, PDF processing, large-scale.
rerankUse when user needs to improve search relevance with reranking. Triggers on: rerank, relevance, cross-encoder, search quality, top-k reranking, second-stage ranking.
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