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Model Management Python Packages

Python packages with the GitHub topic model-management. Sorted by monthly downloads, with stars and forks.
mlflow
mlflow-skinny

The open source AI engineering platform for agents, LLMs, and ML models. MLflow enables teams of all sizes to debug, evaluate, monitor, and optimize production-quality AI applications while controlling costs and managing access to models and data.

25.2M 28K 6K
mlflow
mlflow

The open source AI engineering platform for agents, LLMs, and ML models. MLflow enables teams of all sizes to debug, evaluate, monitor, and optimize production-quality AI applications while controlling costs and managing access to models and data.

19.8M 28K 6K
mlflow
mlflow-tracing

The open source AI engineering platform for agents, LLMs, and ML models. MLflow enables teams of all sizes to debug, evaluate, monitor, and optimize production-quality AI applications while controlling costs and managing access to models and data.

14.9M 28K 6K
Netflix
metaflow

Build, Manage and Deploy AI/ML Systems

465K 10K 1K
Netflix
metaflow-stubs

Build, Manage and Deploy AI/ML Systems

65K 10K 1K
polyaxon
polyaxon-client

Polyaxon Clients & Langange SDKS

5K 15 15
radlab-dev-group
radlab-llm-router

LLM Router is a service that can be deployed on‑premises or in the cloud. It adds a layer between any application and the LLM provider. In real time it controls traffic, distributes a load among providers of a specific LLM, and enables analysis of outgoing requests from a security perspective (masking, anonymization, prohibited content).

4K 15 4
NimbleBoxAI
nbox

The official python package for NimbleBox. Exposes all APIs as CLIs and contains modules to make ML 🌸

3K 87 12
TheRacetrack
racetrack-client

An opinionated framework for deploying, managing, and serving application workloads

2K 33 7
mlflow
mlflow-pri

The open source AI engineering platform for agents, LLMs, and ML models. MLflow enables teams of all sizes to debug, evaluate, monitor, and optimize production-quality AI applications while controlling costs and managing access to models and data.

1K 28K 6K
mlflow
mlflow-by-johnsnowlabs

The open source AI engineering platform for agents, LLMs, and ML models. MLflow enables teams of all sizes to debug, evaluate, monitor, and optimize production-quality AI applications while controlling costs and managing access to models and data.

1K 28K 6K
mlflow
mlflow-by-ckl

The open source AI engineering platform for agents, LLMs, and ML models. MLflow enables teams of all sizes to debug, evaluate, monitor, and optimize production-quality AI applications while controlling costs and managing access to models and data.

628 28K 6K
setheerwagen
mcp-ollama-vllm

Two Model Context Protocol (MCP) servers for self-hosted, local AI: manage and train Ollama/vLLM models, and route questions and tasks to local LLMs through Claude, ChatGPT or local models. Use the compute of your existing hardware, and let the models tap data on your machines when you wire them in.

618 0 0
tungsten-ai
tungstenkit

ML container made simple

600 28 2
setheerwagen
mcp-modelmanager

Two Model Context Protocol (MCP) servers for self-hosted, local AI: manage and train Ollama/vLLM models, and route questions and tasks to local LLMs through Claude, ChatGPT or local models. Use the compute of your existing hardware, and let the models tap data on your machines when you wire them in.

544 0 0
mlflow
mlflow-tmp

The open source AI engineering platform for agents, LLMs, and ML models. MLflow enables teams of all sizes to debug, evaluate, monitor, and optimize production-quality AI applications while controlling costs and managing access to models and data.

380 28K 6K
Chepko932
comfy-vault-mcp

MCP server exposing comfy-vault's ComfyUI model tools to Claude and Codex.

310 1 0
openabstractions
abstraction-model

Resolve model weights and snapshots across stores with different naming conventions.

303 0 0
arian24b
ollama-tool-cli

CLI to list, update, back up and restore Ollama models. Backups are plain zip files (manifest plus blobs) that can be copied to another machine; supports parallel jobs and background runs.

263 0 0
hfg-gmuend
zoomaker

Zoomaker - Friendly house keeping for your AI model zoo and related resources

249 41 3
NimbleBoxAI
dainik

The official python package for NimbleBox. Exposes all APIs as CLIs and contains modules to make ML 🌸

230 87 12
mlflow
mlflow-devlibx

The open source AI engineering platform for agents, LLMs, and ML models. MLflow enables teams of all sizes to debug, evaluate, monitor, and optimize production-quality AI applications while controlling costs and managing access to models and data.

185 28K 6K
mlflow
mlflow-by-johnsnowlabs-v2

The open source AI engineering platform for agents, LLMs, and ML models. MLflow enables teams of all sizes to debug, evaluate, monitor, and optimize production-quality AI applications while controlling costs and managing access to models and data.

157 28K 6K
beringresearch
lab-ml

A lightweight command line interface for the management of arbitrary machine learning tasks

156 19 2
    • Original data from PyPI, GitHub, and OSV; downloads served through ClickHouse
    • Sources & methodology