Trending MLOps Tools
Tools with the biggest quality score improvements over the last 6 days.
| # | Tool | Change | Score | Tier |
|---|---|---|---|---|
| 1 |
openlit/openlit
Open source platform for AI Engineering: OpenTelemetry-native LLM... |
+10 | 93 | Verified |
| 2 |
claimed-framework/claimed
The goal of CLAIMED is to enable low-code/no-code rapid prototyping style... |
+10 | 64 | Established |
| 3 |
great-expectations/great_expectations
Always know what to expect from your data. |
+10 | 94 | Verified |
| 4 |
systemd/mkosi
๐ฝ Build Bespoke OS Images |
+9 | 68 | Established |
| 5 |
fnauman/ts-agents
CLI toolkit for time-series analysis with pluggable sandboxes, reusable... |
+9 | 33 | Emerging |
| 6 |
opensolon/solon
๐ฅ Java enterprise application development framework for full scenario:... |
+9 | 71 | Verified |
| 7 |
statmike/vertex-ai-mlops
Google Cloud Platform Vertex AI end-to-end workflows for machine learning operations |
+9 | 76 | Verified |
| 8 |
prassanna-ravishankar/modalkit
A powerful Python framework for deploying ML models on Modal with... |
+9 | 33 | Emerging |
| 9 |
mosecorg/mosec
A high-performance ML model serving framework, offers dynamic batching and... |
+8 | 78 | Verified |
| 10 |
bentoml/BentoML
The easiest way to serve AI apps and models - Build Model Inference APIs,... |
+8 | 89 | Verified |
| 11 |
mozilla/bugbug
Platform for Machine Learning projects on Software Engineering |
+7 | 76 | Verified |
| 12 |
RunLLM/aqueduct
Aqueduct is no longer being maintained. Aqueduct allows you to run LLM and... |
+7 | 37 | Emerging |
| 13 |
WeBankFinTech/Prophecis
Prophecis is a one-stop cloud native machine learning platform. |
+7 | 51 | Established |
| 14 |
Azure/mlops-v2
Azure MLOps (v2) solution accelerators. Enterprise ready templates to deploy... |
+7 | 57 | Established |
| 15 |
artefactory/streamlit_prophet
Streamlit app to train, evaluate and optimize a Prophet forecasting model. |
+7 | 51 | Established |
| 16 |
aporia-ai/mlplatform-workshop
๐ซ Example code for a basic ML Platform based on Pulumi, FastAPI, DVC, MLFlow and more |
+7 | 47 | Emerging |
| 17 |
kleveross/ormb
Docker for Your ML/DL Models Based on OCI Artifacts |
+7 | 45 | Emerging |
| 18 |
nebius/soperator
Run Slurm in Kubernetes |
+7 | 58 | Established |
| 19 |
deployKF/deployKF
deployKF builds machine learning platforms on Kubernetes. We combine the... |
+7 | 47 | Emerging |
| 20 |
fuzzylabs/awesome-open-mlops
The Fuzzy Labs guide to the universe of open source MLOps |
+7 | 45 | Emerging |
| 21 |
thoughtworks/mlops-platforms
Compare MLOps Platforms. Breakdowns of SageMaker, VertexAI, AzureML,... |
+7 | 41 | Emerging |
| 22 |
nogibjj/rust-mlops-template
A work in progress to build out solutions in Rust for MLOPs |
+7 | 51 | Established |
| 23 |
greppo-io/greppo
Build & deploy geospatial applications quick and easy. |
+7 | 55 | Established |
| 24 |
flyteorg/flytekit
Extensible Python SDK for developing Flyte tasks and workflows. Simple to... |
+7 | 83 | Verified |
| 25 |
netdata/netdata
The fastest path to AI-powered full stack observability, even for lean teams. |
+7 | 70 | Verified |
| 26 |
apache/airflow
Apache Airflow - A platform to programmatically author, schedule, and... |
+7 | 98 | Verified |
| 27 |
Avaiga/taipy
Turns Data and AI algorithms into production-ready web applications in no time. |
+7 | 81 | Verified |
| 28 |
argoproj/argo-workflows
Workflow Engine for Kubernetes |
+7 | 76 | Verified |
| 29 |
k8sgpt-ai/k8sgpt
Giving Kubernetes Superpowers to everyone |
+7 | 63 | Established |
| 30 |
flyteorg/flyte
Dynamic, resilient AI orchestration. Coordinate data, models, and compute as... |
+7 | 67 | Established |
| 31 |
clearml/clearml
ClearML - Auto-Magical CI/CD to streamline your AI workload. Experiment... |
+7 | 94 | Verified |
| 32 |
volcano-sh/volcano
A Cloud Native Batch System (Project under CNCF) |
+7 | 74 | Verified |
| 33 |
tencentmusic/cube-studio
cube... |
+7 | 60 | Established |
| 34 |
SeldonIO/seldon-core
An MLOps framework to package, deploy, monitor and manage thousands of... |
+7 | 63 | Established |
| 35 |
deepflowio/deepflow
eBPF Observability - Distributed Tracing and Profiling |
+7 | 72 | Verified |
| 36 |
Netflix/maestro
Maestro: Netflixโs Workflow Orchestrator |
+7 | 61 | Established |
| 37 |
polyaxon/polyaxon
MLOps Tools For Managing & Orchestrating The Machine Learning LifeCycle |
+7 | 61 | Established |
| 38 |
ml-tooling/opyrator
๐ช Turns your machine learning code into microservices with web API,... |
+7 | 71 | Verified |
| 39 |
maximhq/bifrost
Fastest enterprise AI gateway (50x faster than LiteLLM) with adaptive load... |
+7 | 71 | Verified |
| 40 |
datachain-ai/datachain
Analytics, Versioning and ETL for multimodal data: video, audio, PDFs, images |
+7 | 86 | Verified |
| 41 |
akuity/awesome-argo
A curated list of awesome projects and resources related to Argo (a CNCF... |
+7 | 55 | Established |
| 42 |
dstackai/dstack
dstack is an open-source control plane for running development, training,... |
+7 | 90 | Verified |
| 43 |
katanaml/katana-skipper
Simple and flexible ML workflow engine |
+7 | 48 | Emerging |
| 44 |
ML-TANGO/TANGO
public repo for TANGO (Target Aware No-code neural network Generation and... |
+7 | 60 | Established |
| 45 |
Labelbox/labelbox-python
The data factory for next gen AI |
+7 | 81 | Verified |
| 46 |
tensorchord/envd
๐๏ธ Reproducible development environment for humans and agents |
+7 | 61 | Established |
| 47 |
RamiKrispin/ai-dev-2024-ml-workshop
Materials for the AI Dev 2024 conference workshop "Deploy and Monitor ML... |
+7 | 48 | Emerging |
| 48 |
gchq/Bailo
Managing the lifecycle of machine learning to support scalability, impact,... |
+7 | 57 | Established |
| 49 |
RamiKrispin/useR2024-pipeline-workshop
Materials for the useR!2024 conference workshop "Deploy and Monitor ML... |
+7 | 38 | Emerging |
| 50 |
kitops-ml/kitops
An open source DevOps tool from the CNCF for packaging and versioning AI/ML... |
+7 | 70 | Verified |
| 51 |
CerebriumAI/examples
Examples for Cerebrium Serverless GPUs |
+7 | 54 | Established |
| 52 |
controlplaneio-fluxcd/flux-operator
GitOps on Autopilot Mode |
+7 | 66 | Established |
| 53 |
getindata/kedro-vertexai
Kedro Plugin to support running workflows on GCP Vertex AI Pipelines |
+7 | 70 | Verified |
| 54 |
feast-dev/feast
The Open Source Feature Store for AI/ML |
+7 | 97 | Verified |
| 55 |
awslabs/awsome-distributed-training
Collection of best practices, reference architectures, model training... |
+7 | 64 | Established |
| 56 |
SeldonIO/MLServer
An inference server for your machine learning models, including support for... |
+7 | 64 | Established |
| 57 |
aws-samples/mlops-e2e
MLOps End-to-End Example using Amazon SageMaker Pipeline, AWS CodePipeline... |
+7 | 63 | Established |
| 58 |
DagsHub/client
DagsHub client libraries |
+7 | 58 | Established |
| 59 |
ray-project/ray
Ray is an AI compute engine. Ray consists of a core distributed runtime and... |
+7 | 99 | Verified |
| 60 |
Eventual-Inc/Daft
High-performance data engine for AI and multimodal workloads. Process... |
+7 | 90 | Verified |
| 61 |
bentoml/Yatai
Model Deployment at Scale on Kubernetes ๐ฆ๏ธ |
+7 | 44 | Emerging |
| 62 |
decodingai-magazine/llm-twin-course
๐ค ๐๐ฒ๐ฎ๐ฟ๐ป for ๐ณ๐ฟ๐ฒ๐ฒ how to ๐ฏ๐๐ถ๐น๐ฑ an end-to-end ๐ฝ๐ฟ๐ผ๐ฑ๐๐ฐ๐๐ถ๐ผ๐ป-๐ฟ๐ฒ๐ฎ๐ฑ๐ ๐๐๐ & ๐ฅ๐๐... |
+7 | 51 | Established |
| 63 |
kubesphere/kubesphere
The container platform tailored for Kubernetes multi-cloud, datacenter, and... |
+7 | 55 | Established |
| 64 |
jina-ai/serve
โ๏ธ Build multimodal AI applications with cloud-native stack |
+7 | 46 | Emerging |
| 65 |
DataTalksClub/mlops-zoomcamp
Free MLOps course from DataTalks.Club |
+7 | 49 | Emerging |
| 66 |
SeldonIO/seldon-server
Machine Learning Platform and Recommendation Engine built on Kubernetes |
+7 | 51 | Established |
| 67 |
logicalclocks/hopsworks
Hopsworks - Data-Intensive AI platform with a Feature Store |
+7 | 67 | Established |
| 68 |
whylabs/whylogs
An open-source data logging library for machine learning models and data... |
+7 | 43 | Emerging |
| 69 |
couler-proj/couler
Unified Interface for Constructing and Managing Workflows on different... |
+7 | 44 | Emerging |
| 70 |
kubeflow/katib
Automated Machine Learning on Kubernetes |
+7 | 67 | Established |
| 71 |
mlrun/mlrun
MLRun is an open source MLOps platform for quickly building and managing... |
+7 | 95 | Verified |
| 72 |
combust/mleap
MLeap: Deploy ML Pipelines to Production |
+7 | 90 | Verified |
| 73 |
fmind/mlops-python-package
A comprehensive Python package template to kickstart and standardize your... |
+7 | 58 | Established |
| 74 |
argoproj-labs/hera
Hera makes Python code easy to orchestrate on Argo Workflows through native... |
+7 | 86 | Verified |
| 75 |
kedro-org/kedro-viz
Visualise your Kedro data and machine-learning pipelines and track your experiments. |
+7 | 87 | Verified |
| 76 |
polyaxon/traceml
Engine for ML/Data tracking, visualization, explainability, drift detection,... |
+7 | 78 | Verified |
| 77 |
kubeai-project/kubeai
AI Inference Operator for Kubernetes. The easiest way to serve ML models in... |
+7 | 59 | Established |
| 78 |
RiccardoBiosas/awesome-MLSecOps
A curated list of MLSecOps tools, articles and other resources on security... |
+7 | 49 | Emerging |
| 79 |
txn2/kubefwd
Bulk port forwarding Kubernetes services for local development. |
+7 | 67 | Established |
| 80 |
Kiln-AI/Kiln
Build, Evaluate, and Optimize AI Systems. Includes evals, RAG, agents,... |
+7 | 70 | Verified |
| 81 |
evidentlyai/evidently
Evidently is โโan open-source ML and LLM observability framework. Evaluate,... |
+7 | 84 | Verified |
| 82 |
kserve/kserve
Standardized Distributed Generative and Predictive AI Inference Platform for... |
+7 | 76 | Verified |
| 83 |
cortexlabs/cortex
Production infrastructure for machine learning at scale |
+7 | 45 | Emerging |
| 84 |
ramitsurana/awesome-kubernetes
A curated list for awesome kubernetes sources :ship::tada: |
+7 | 58 | Established |
| 85 |
kubeflow/trainer
Distributed AI Model Training and LLM Fine-Tuning on Kubernetes |
+7 | 74 | Verified |
| 86 |
kubeflow/kale
Kubeflowโs superfood for Data Scientists |
+7 | 74 | Verified |
| 87 |
beam-cloud/beta9
Ultrafast serverless GPU inference, sandboxes, and background jobs |
+7 | 65 | Established |
| 88 |
nndeploy/nndeploy
ไธๆฌพ็ฎๅๆ็จๅ้ซๆง่ฝ็AI้จ็ฝฒๆกๆถ | An Easy-to-Use and High-Performance AI Deployment Framework |
+7 | 82 | Verified |
| 89 |
ray-project/kuberay
A toolkit to run Ray applications on Kubernetes |
+7 | 74 | Verified |
| 90 |
kubeshop/testkube
โธ๏ธ Testkube is a Test Orchestration Platform for Cloud Native Applications |
+7 | 71 | Verified |
| 91 |
weibaohui/k8m
ไธๆฌพ่ฝป้็บงใ่ทจๅนณๅฐ็ Mini Kubernetes AI... |
+7 | 70 | Verified |
| 92 |
AgnostiqHQ/covalent
Pythonic tool for orchestrating machine-learning/high... |
+7 | 76 | Verified |
| 93 |
PaddlePaddle/Serving
A flexible, high-performance carrier for machine learning models๏ผใ้ฃๆกจใๆๅกๅ้จ็ฝฒๆกๆถ๏ผ |
+7 | 61 | Established |
| 94 |
run-ai/genv
GPU environment and cluster management with LLM support |
+7 | 55 | Established |
| 95 |
middlewarehq/middleware
โจ Open-source DORA metrics platform for engineering teams โจ |
+7 | 56 | Established |
| 96 |
sematic-ai/sematic
An open-source ML pipeline development platform |
+7 | 41 | Emerging |
| 97 |
loglabs/mltrace
Coarse-grained lineage and tracing for machine learning pipelines. |
+7 | 53 | Established |
| 98 |
ploomber/ploomber
The fastest โก๏ธ way to build data pipelines. Develop iteratively, deploy anywhere. โ๏ธ |
+7 | 44 | Emerging |
| 99 |
myelintek/primehub
open-source MLOps platform |
+7 | 52 | Established |
| 100 |
george0st/qgate-model
ML/AI meta-model, used in MLRun/Iguazio/Nuclio, see qgate-sln- |
+7 | 40 | Emerging |