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Tech riderRev. 20 Sept 2026

OpenUBA

Ch 146.2of 19 User and Entity Behavior Analytics Software
  1. 1Runs onAPI, self-hosted, Web
  2. 2CostsNot stated by the maker
  3. 3Deploymenton-premises
  4. 4Entity coverageusers; entities
  5. 5Anomaly methodshybrid
4 lines stated Written from the maker's own pages: github.com
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Overview

OpenUBA is ranked #14 of 19 in user and entity behavior analytics software on Specifiction. It runs on API, Self-hosted, Web.

Compared on user and entity behavior analytics software

Deployment
on-premisesgithub.com
Entity coverage
users; entitiesgithub.com
Anomaly methods
hybridgithub.com

Facts

Product
OpenUBA is an open source framework for user and entity behavior analytics used for security analytics.github.com · 4 Oct 2026
Approach
It uses inspectable, auditable models and says model transparency supports compliance, investigations, and decision making.github.com · 4 Oct 2026
Model lifecycle
Users can install, train, and run models, track versions and artifacts, and use feedback and shadow modes.github.com · 4 Oct 2026
Model frameworks
The framework lists support for scikit-learn, PyTorch, TensorFlow, Keras, NetworkX, and Spark MLlib.github.com · 4 Oct 2026
Detection rules
A visual flow-based rule builder composes model outputs and logical conditions, with triggered alerts linked to anomalies and cases.github.com · 4 Oct 2026
Data sources
Listed data loaders include local CSV, Elasticsearch, Spark, and aggregated multi-source loading.github.com · 4 Oct 2026
API and SDK
It provides REST endpoints, a GraphQL API, and a Python SDK for model registration, job submission, and visualization.github.com · 4 Oct 2026
Access control
The README lists JWT authentication, four roles, configurable per-page read/write permissions, and audit logging.github.com · 4 Oct 2026
Execution isolation
Model training and inference run in isolated Docker containers or ephemeral Kubernetes Jobs, with resource limits described as a way to contain misbehaving models.github.com · 4 Oct 2026
LLM providers
The built-in assistant supports local Ollama and cloud APIs from OpenAI, Claude, and Gemini.github.com · 4 Oct 2026
Intended users
The project describes its open-model approach as designed for security analysts curious about how models work under the hood.github.com · 4 Oct 2026
Current maturity
The repository README labels the project beta and identifies the release as v0.0.2.github.com · 4 Oct 2026

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Where it ranks on Specifiction

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