Milvus Python Packages

pymilvus

Python SDK for Milvus Vector Database

gptcache

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

towhee

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

mfs-server

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

pymilvus-test

Python SDK for Milvus Vector Database

towhee-models

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

llm-magnet

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

milvusmodel-py

MilvusVDB Model interaction layer

pymilvus-distributed

Python Sdk for Milvus-Distributed

vector-graph-rag

A Graph RAG implementation using pure vector search with Milvus

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.

evret

Evals framework for Information Retrieval Systems

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.

mcp-server-milvus

Model Context Protocol Servers for Milvus

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

deeprecall

Recursive reasoning engine for AI agents and vector databases. Powered by MIT's RLM.

deepsearcher

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

smallevals

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

federpy

Visualize hnsw, faiss and other anns index

python-milvus-server

Start milvus server in python

mfs-cli

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

radient

Radient turns many data types (not just text) into vectors for similarity search, RAG, regression analysis, and more.

lc0-vic

LC-0 VIC: Logical Controller Zero / Virtual Intelligent Controller — tiered storage-local retrieval (L0/L1/L2) with bridge-ready APIs.

milvus-kernel

A milvus kernel for Jupyter.