Milvus Python Packages

pymilvus

Python SDK for Milvus Vector Database

gptcache

Semantic cache for LLMs. Fully integrated with LangChain and llama_index.

pymilvus-test

Python SDK for Milvus Vector Database

towhee

Towhee is a framework that is dedicated to making neural data processing pipelines simple and fast.

towhee-models

Towhee is a framework that is dedicated to making neural data processing pipelines simple and fast.

pymilvus-distributed

Python Sdk for Milvus-Distributed

vector-graph-rag

Graph RAG with pure vector search, achieving SOTA performance in multi-hop reasoning scenarios.

evret

Evals framework for Information Retrieval Systems

llm-magnet

the small distributed language model toolkit; fine-tune state-of-the-art LLMs anywhere, rapidly

milvusmodel-py

SQLModel-like library for Milvus

deepsearcher

Open Source Deep Research Alternative to Reason and Search on Private Data. Written in Python.

crossvector

Production-ready Python vector database library with unified API for PgVector, ChromaDB, Milvus, AstraDB. Built for RAG, semantic search, and AI applications. Switch backends without code changes.

mcp-server-milvus

MCP server for Milvus

mfs-cli

Agent-native file search CLI for large local workspaces, ideal for managing memory, skill, codebase and knowledgebase.

deeprecall

Recursive reasoning engine for vector databases, powered by RLM.

zh-langchain

Langchain-Chatchat（原Langchain-ChatGLM）基于 Langchain 与 ChatGLM, Qwen 与 Llama 等语言模型的 RAG 与 Agent 应用 | Langchain-Chatchat (formerly langchain-ChatGLM), local knowledge based LLM (like ChatGLM, Qwen and Llama) RAG and Agent app with langchain

lc0-vic

Tiered filesystem retrieval (L0/L1/L2) with vic CLI, embeddings, optional skillware & HTTP bridge, Python reference stack.

markdown-fastrag-mcp

Fast markdown RAG with multi-provider embeddings (Vertex AI, Gemini, OpenAI, Voyage), incremental indexing with mtime/size fast-path, stale vector pruning, Milvus vector store.

federpy

Visualize hnsw, faiss and other anns index

smallevals

smallevals — CPU-fast, GPU-blazing fast offline retrieval evaluation for RAG systems with tiny QA models.

radient

Turn unstructured data into vectors

python-milvus-server

Python Milvus Server

milvus-test

Python SDK for Milvus Vector Database

milvus-kernel

A milvus kernel for Jupyter.