SATARK
SATARK is an open-source security analytics framework for building explainable detection pipelines across security domains.
What SATARK is
SATARK is an open-source security analytics framework for building explainable detection pipelines across security domains. Its process collects and normalizes data, detects activity, scores risk, and explains findings, using a domain-agnostic core with separate plugins. The project lists plugins for insider threats, malware, phishing, web, email, cloud, and identity, but only the insider plugin is implemented for behavioral spikes; the others are heuristic stubs. The insider plugin can identify anomalous USB and file activity volumes per actor and map findings to MITRE ATT&CK techniques when available. Scores are intended to include evidence, contributing factors, confidence, reasoning, and knowledge references. AI may assist with summaries, while detections are intended to remain reproducible without an LLM. Created by Kaushal Bhavsar, the project traces its introduction to 2011 as Project Satark. It is now an early alpha rebuild with evolving APIs, packaging, and plugin coverage. Installation requires Python 3.13 or later and uses uv to synchronize dependencies.
Good
- Open-source framework with an MIT license.
- Insider plugin detects behavioral spikes in USB and file activity.
- Scores are designed to explain evidence and reasoning.
- Detection is intended to remain reproducible without an LLM.
Watch out
- The project is an early alpha rebuild.
- Most listed domain plugins are heuristic stubs.
- Installation requires Python 3.13 or later.
- Documentation cautions against production use without independent evaluation.
Who it suits
SATARK may suit security researchers prototyping detections, engineers building reusable analytics plugins, and teams that need transparent risk scores. Its documentation cautions against production use without independent evaluation.
Verdict
SATARK offers a plugin-based approach to explainable security analytics, with insider-threat detection as its implemented plugin. Its alpha status and limited plugin maturity make independent evaluation important before relying on it in production.
The facts
Each one read from SATARK's own pages, with the date it was checked.
What it does
- AI
- AI assistants are optional and are not the source of truth for detections.checked 8 Oct 2026
- Architecture
- SATARK uses a plugin-first pipeline of collect, normalize, detect, score, and explain, with domain plugins separated from the core.checked 8 Oct 2026
- Creator
- The site identifies Kaushal Bhavsar as SATARK's creator.checked 8 Oct 2026
- Creator and origin
- The site says SATARK was created by Kaushal Bhavsar and traces its introduction to 2011 as Project Satark.checked 4 Oct 2026
- Current maturity
- SATARK is an early open-source rebuild in alpha, and its APIs, packaging, and plugin coverage are evolving.checked 8 Oct 2026
- Detection domains
- The documented plugin domains are insider threats, malware, phishing, web, email, cloud, and identity.checked 8 Oct 2026
- Explainability
- SATARK describes risk scores with contributing factors, evidence, confidence, reasoning, and knowledge references.checked 4 Oct 2026
- Insider threat feature
- The implemented insider plugin detects anomalous USB and file activity volumes per actor and produces explainable scores.checked 8 Oct 2026
- Installation
- The repository installation instructions require Python 3.13 or later and use uv to synchronize dependencies.checked 4 Oct 2026
- Intended users
- The project identifies security researchers prototyping detections, engineers building reusable analytics plugins, teams needing transparent risk scores, and contributors extending domain coverage as its audience.checked 8 Oct 2026
- License
- The GitHub repository identifies the project license as MIT.checked 4 Oct 2026
- Plugin maturity
- The insider plugin has implemented behavioral spike detection, while malware, phishing, web, email, cloud, and identity are listed as heuristic stubs.checked 8 Oct 2026
- Plugin status
- The insider plugin is implemented for behavioral spikes, while the malware, phishing, web, email, cloud, and identity plugins are described as heuristic stubs.checked 4 Oct 2026
- Product
- SATARK is an open-source security analytics framework for building explainable detection pipelines across multiple security domains.checked 8 Oct 2026
- Purpose
- It provides shared, reusable capabilities for ingesting, normalizing, scoring, explaining, and mapping security findings to knowledge bases.checked 8 Oct 2026
- Scoring
- Scores are intended to include contributing factors, evidence, confidence, reasoning, and relevant knowledge references.checked 8 Oct 2026
- Security reporting
- The community page directs people to report security vulnerabilities privately through the process in SECURITY.md.checked 8 Oct 2026
- Status and limits
- SATARK is an early open-source alpha rebuild; APIs, packaging, and plugin coverage are evolving, and the documentation says not to treat it as production-ready without independent evaluation.checked 4 Oct 2026
- Support and community
- The community page directs bug reports to GitHub issues with reproduction steps, expected and actual behavior, and environment details.checked 4 Oct 2026
- Support and contributions
- The project invites contributions and directs bug reports to GitHub issues with reproduction steps, expected and actual behavior, and environment details.checked 8 Oct 2026
The company
- Founded
- 2011checked 28 Sep 2026
Where it runs
- Threat mapping
- The insider plugin maps findings to MITRE ATT&CK techniques such as T1091 and T1020 when available.checked 8 Oct 2026
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