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Mage Ai: Build, run, and manage data pipelines for integrating and transforming data. It is listed under Data & Analytics on AI Registry as a free tool.
The tools below are approved listings in the same category, ordered by how closely their tags match Mage Ai. This is an automatic list. We have not written a researched verdict for Mage Ai yet, so treat it as a shortlist and check each vendor's pricing page before switching.
Built from each tool's listing. Vendors can update their own listing after claiming it.
Prefect is a workflow orchestration framework for building resilient data pipelines in Python.
Prefect is a workflow orchestration platform for data pipelines, machine learning and AI agents. Developers annotate ordinary Python functions with flow and task decorators and gain state tracking, logging, scheduling and automatic retries without adopting a new framework. A single interface shows every run and flags w...
A system for agentic LLM-powered data processing and ETL
DocETL is an open source toolkit for building LLM powered pipelines that extract, transform and link knowledge from unstructured documents. It is built by the EPIC Data Lab at UC Berkeley and presents itself as a document ETL platform that turns raw text into structured data. The project is grounded in published resea...
Interpretable ML package for concise, transparent, and accurate predictive modeling (sklearn-compatible).
imodels is an open source Python package for concise, transparent and accurate predictive modeling. It gives data scientists a scikit learn compatible interface to interpretable models, so a classifier or regressor can be imported, fitted and used with the familiar fit and predict methods. The aim is to replace black b...
AI Infra / AI Orchestration / AI Control Plane
Polyaxon is an open source control plane for running machine learning and AI workloads on Kubernetes. It schedules, tracks and governs training jobs, services, notebooks, agent sessions and sandboxes on the customer's own clusters, so data, models, logs and artifacts stay inside infrastructure the customer controls. I...
Multi-class confusion matrix library in Python
PyCM is a multi class confusion matrix library written in Python. It is used to evaluate classification models after training, accepting either input data vectors or a ready made matrix and then computing a broad set of per class and overall statistics from it. The project describes itself as the swiss army knife of co...
Add a real-time analytics node to your operational database.
Spice.ai OSS is an open source SQL query, search and large language model inference engine written in Rust, built for data driven applications and AI agents. It ships as a single portable binary of roughly 140 MB that is deployed alongside an application rather than as a separate hosted service. The runtime exposes fo...