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STAMM

C
C tier on Machine Learning Model Monitoring SoftwareScore 5.5 · #16 of 20
Android app
Not listed
Free plan
No
Runs on
api, Linux, Mac, self-hosted, Web, Windows
stamm.inrae.fr
The STAMM homepage
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Summary

STAMM is ranked #16 of 20 in machine learning model monitoring software on Everything Xiaomi. It runs on API, Linux, macOS, Self-hosted, Web, Windows.

Compared on machine learning model monitoring software

Drift monitoring
Yesstamm.inrae.fr
Model performance metrics
Yesstamm.inrae.fr
Deployment options
self-hostedstamm.inrae.fr

Facts

Purpose
STAMM is an open-source MLOps framework for deploying, monitoring, and maintaining machine-learning soft sensors in industrial processes.stamm.inrae.fr · 4 Oct 2026
Real-time monitoring
It monitors live process data and detects concept drift and changes in operating regimes.stamm.inrae.fr · 4 Oct 2026
Model registry
The registry tracks model versions, configuration, artifacts, validation results, and metadata.stamm.inrae.fr · 4 Oct 2026
Language support
The maker describes support for Python and R soft sensors, served through REST inference.stamm.inrae.fr · 4 Oct 2026
Dashboard
The dashboard displays process measurements, soft-sensor outputs, drift signals, historical context, and supports human-in-the-loop labelling.stamm.inrae.fr · 4 Oct 2026
Data storage
The reference time-series store is InfluxDB; a PostgreSQL adapter is described as in progress.stamm.inrae.fr · 4 Oct 2026
Workflow
The event-driven orchestrator calls the model registry over REST and links predictions to the data snapshot that produced them.stamm.inrae.fr · 4 Oct 2026
Drift detectors
The drift detector package provides 10 detectors through a common interface and can be used inside or outside STAMM.stamm.inrae.fr · 4 Oct 2026
Integrations
The documented workflow accepts data through equipment REST hooks, MQTT applications, or frameworks such as LEAF; the demo uses a Node-RED emulator.github.com · 4 Oct 2026
Deployment requirements
The documented Docker Compose installation supports Linux, macOS, or Windows with Docker 24 or later; 8 GB RAM or more is recommended.github.com · 4 Oct 2026
License
STAMM is released under the Apache License 2.0.github.com · 4 Oct 2026
Audience
The maker identifies process modelers, ML engineers, operators, and project or production managers as intended users.stamm.inrae.fr · 4 Oct 2026

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Where it ranks on Everything Xiaomi

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Sources