warren

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Published: Jun 29, 2025 License: Apache-2.0 Imports: 3 Imported by: 0

README

warren

AI agent and Slack based security alert management tool

Concept

Warren is a security alert management platform that combines AI-powered analysis with collaborative incident response. It processes security alerts from various sources, evaluates them using policy-driven detection rules, and facilitates team collaboration through integrated Slack workflows and a modern web interface.

The platform addresses key challenges in security operations:

  • Alert Fatigue: Reduces noise by grouping similar alerts and using AI to prioritize based on context
  • Manual Triage: Automates initial analysis using external threat intelligence sources
  • Knowledge Silos: Centralizes alert investigation and maintains institutional knowledge
  • Response Coordination: Streamlines team communication through native Slack integration

Warren operates on a ticket-based workflow where security alerts are grouped into manageable tickets, analyzed using AI agents, and tracked through resolution.

How it works

Alert Processing Pipeline
  1. Alert Ingestion: Security alerts arrive via HTTP endpoints from sources like AWS GuardDuty, SIEM systems, or Pub/Sub messaging
  2. Policy Evaluation: Incoming data is processed through Rego policies that determine whether events qualify as security alerts
  3. Alert Grouping: Similar alerts are automatically clustered using semantic similarity to reduce duplicate work
  4. Ticket Creation: Alert groups are organized into tickets for structured investigation and tracking
AI-Powered Analysis

Warren integrates with Google Vertex AI (Gemini) to provide intelligent analysis capabilities:

  • Metadata Extraction: Automatically generates titles, descriptions, and key attributes from raw alert data
  • Threat Intelligence: Queries external services (OTX, VirusTotal, URLScan, Shodan, AbuseIPDB) for indicators of compromise
  • Security Analysis: Provides context-aware analysis and recommendations based on alert patterns and historical data
  • Interactive Chat: Enables conversational analysis where security analysts can ask questions about specific tickets
Collaborative Workflow
  • Slack Integration: Native bot integration for real-time notifications, interactive buttons, and team discussions
  • Web Dashboard: React-based interface for ticket management, alert browsing, and investigation tracking
  • GraphQL API: Flexible API for custom integrations and automation workflows
  • Policy Management: Version-controlled Rego policies for customizable alert detection rules
External Integrations

Warren connects to multiple security intelligence sources:

  • Threat Intelligence: AlienVault OTX, VirusTotal
  • URL Analysis: URLScan.io
  • IP Reputation: AbuseIPDB, Shodan
  • Malware Analysis: abuse.ch MalwareBazaar
  • Security Analytics: Google BigQuery for data analysis and pattern detection
Architecture

The system follows clean architecture principles with clear separation between:

  • Domain Layer: Core business logic for alerts, tickets, and policies
  • Service Layer: Application services coordinating business operations
  • Interface Layer: HTTP/GraphQL APIs and Slack integration
  • Infrastructure Layer: Database (Firestore), storage (Cloud Storage), and external service adapters

This design ensures maintainability, testability, and flexibility for different deployment environments.

Documentation

License

Apache 2.0 License

Documentation

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