ZM

zilliztech/milvus-skill

Productivity workflow
43 stars Качество 70 Тренд 70

Agent skill that teaches LLMs to operate Milvus vector database using pymilvus — connection, collections, vector CRUD, search, hybrid search, full-text search, indexing, RBAC, and common patterns...

Обзор

An agent skill that teaches LLMs how to use pymilvus to operate Milvus vector database. - — Main skill definition with connection, collection management, vector operations, and index management - — Detailed reference docs for each feature area: - collection.md — Data types, schema fields, collection operations - vector.md — Insert, search, hybrid search, full-text search, iterators, filters - index.md — Index types, metric types, create/manage indexes - partition.md — Partition CRUD - database.md — Database management - user-role.md — RBAC: users, roles, privileges - patterns.md — Common patterns (RAG, semantic search, hybrid search, full-text search) - Connect to Milvus Lite, Standalone, Cluster, or Zilliz Cloud - Create collections with quick or custom schemas - Insert, upsert, search, query, get, delete vectors - Hybrid search with RRF/Weighted reranking - Full-text search with BM25 - Paginated iteration over large result sets - Index management (AUTOINDEX, HNSW, IVF_FLAT, etc.

README

milvus-skill

An agent skill that teaches LLMs how to use pymilvus to operate Milvus vector database.

What’s Included

  • SKILL.md — Main skill definition with connection, collection management, vector operations, and index management
  • references/ — Detailed reference docs for each feature area:
    • collection.md — Data types, schema fields, collection operations
    • vector.md — Insert, search, hybrid search, full-text search, iterators, filters
    • index.md — Index types, metric types, create/manage indexes
    • partition.md — Partition CRUD
    • database.md — Database management
    • user-role.md — RBAC: users, roles, privileges
    • patterns.md — Common patterns (RAG, semantic search, hybrid search, full-text search)

Install as Claude Code Skill

claude skill add --url https://github.com/zilliztech/milvus-skill

Capabilities

  • Connect to Milvus Lite, Standalone, Cluster, or Zilliz Cloud
  • Create collections with quick or custom schemas
  • Insert, upsert, search, query, get, delete vectors
  • Hybrid search with RRF/Weighted reranking
  • Full-text search with BM25
  • Paginated iteration over large result sets
  • Index management (AUTOINDEX, HNSW, IVF_FLAT, etc.)
  • Partition, database, and RBAC management

Requirements

  • Python 3.8+
  • pymilvus (pip install pymilvus)
View this README on GitHub

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Установка

npx skillfish add zilliztech/milvus-skill