Milvus Python Packages

pymilvus

Python SDK for Milvus Vector Database

gptcache

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

embedflow

Zero downtime embedding upgrades

pymilvus-test

Python SDK for Milvus Vector Database

serviette

Universal RAG tool

mcp-server-milvus

Model Context Protocol Servers for Milvus

towhee

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

pymilvus-distributed

Python SDK for Milvus Vector Database

llm-magnet

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

vector-graph-rag

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

verity-rag

Production-grade, self-hosted document ingestion and retrieval service.

mfs-server

A context harness for AI agents: all your scattered context — code, memory, docs, databases, SaaS — in one searchable, browsable, file-like interface.

milvusql-django

PEP 249 DBAPI (sync + async) for Milvus, backed by sqlglot-milvus

milvusql

PEP 249 DBAPI (sync + async) for Milvus, backed by sqlglot-milvus

deepsearcher

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

milvusql-sqlalchemy

PEP 249 DBAPI (sync + async) for Milvus, backed by sqlglot-milvus

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.

towhee-models

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

python-milvus-server

Start milvus server in python

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

sqlglot-milvus

MilvusQL: a SQL dialect for Milvus, as a sqlglot plugin

adk-milvus

Milvus-backed memory and retrieval tools for Google Agent Development Kit (ADK).

milvusmodel-py

MilvusVDB Model interaction layer

yuxi-cli

可私有部署的多租户知识智能体平台：统一 RAG、知识图谱、多智能体、MCP/Skills、沙盒与权限管理。Yuxi = Cloud Agents + Knowledge RAG, Self-hosted knowledge agent platform for RAG, knowledge graphs and multi-agent workflows.