KAIROS

Operations intelligence platform for monitoring, alert triage, remote telemetry collection, and operator-facing incident workflows.

KAIROS is a practical NOC/SOC-style operations platform built to reduce alert noise, centralize host telemetry, and improve operator awareness. It combines a local monitor, a remote agent, a web command center, and service/deployment utilities into one cohesive toolchain.

It is designed for real infrastructure environments where mixed Windows/Linux support, human review, and operator usability matter more than flashy dashboards or AI hype.

What KAIROS does

Local monitoring

KAIROS Monitor runs checks against system and service conditions, including:

• CPU, memory, disk, and load
• process and service presence
• TCP port connectivity
• HTTP endpoint checks
• ICMP/ping checks
• SNMP metrics and interface status
• log pattern monitoring
• command-based checks

Remote telemetry collection

KAIROS Agent runs on remote Windows or Linux hosts and sends telemetry back to the server, including:

• CPU, memory, and disk usage
• network I/O
• uptime and host metadata
• top process snapshots
• threshold-based alerts

Alert ingestion and operator awareness

KAIROS centralizes monitoring signals so operators can:

• review active conditions in one place
• correlate alerts with remote host telemetry
• see warning and critical states clearly
• support handoff and situational awareness during watch

Multiple operator interfaces

KAIROS includes several access patterns:

• web UI command center
• CLI workflows
• terminal console / TUI support
• service-oriented deployment

Windows-aware deployment

KAIROS includes Windows packaging and service guidance so it can live in enterprise environments that are not Linux-only.

Why this repo matters

This project demonstrates:

• practical monitoring and alerting design
• remote agent architecture
• operator-centered interface design
• mixed Windows/Linux deployment awareness
• systems thinking grounded in operations reality

In other words: this is a real ops platform, not a toy demo.

Architecture

flowchart LR
    A[Local Checks
kairos_monitor.py] --> D[KAIROS Core
Web/API Layer]
    B[Remote Hosts
kairos_agent.py] --> D
    C[Structured Alerts / Inputs
kairos_collector.py] --> D
    D --> E[Web Command Center
kairos_ai/webapp.py]
    D --> F[CLI / Console / TUI]
    D --> G[Audit / Persistence / Routing]

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Repository layout

kairos/
├── README.md
├── LICENSE
├── CHANGELOG.md
├── .gitignore
├── requirements.txt
├── README_MONITOR.md
├── README_AGENT.md
├── README_WINDOWS.md
├── build_windows.bat
├── build_agent_windows.bat
├── kairos_monitor.py
├── kairos_agent.py
├── kairos_collector.py
├── kairos_console.py
├── kairos_launcher.py
├── kairos_service.py
├── docs/
│   ├── architecture.md
│   └── operational-use-cases.md
├── assets/
│   └── screenshots.md
└── kairos_ai/
    ├── cli.py
    ├── kairos_config.py
    ├── system.py
    ├── tui.py
    ├── tui_client.py
    ├── webapp.py
    ├── api/
    ├── data/
    ├── intelligence/
    ├── operations/
    └── utils/

Core entry points

kairos_monitor.py

Local monitoring agent for check execution, thresholds, and alert generation.

kairos_agent.py

Remote telemetry agent for Windows and Linux hosts.

kairos_collector.py

Alert and data collection entry point for external or structured inputs.

kairos_launcher.py

Cross-platform launcher for web and daemon flows.

kairos_console.py

Terminal-oriented console / TUI experience for operators.

kairos_service.py

Windows service wrapper for long-running deployment.

Quick start

1. Install dependencies

pip install -r requirements.txt

2. Run the web interface

python kairos_launcher.py web --workspace ./workspace --no-browser

Then open http://127.0.0.1:8080.

3. Run the local monitor

python kairos_monitor.py --generate-config > monitor.yaml
python kairos_monitor.py -c monitor.yaml

4. Run the remote agent

python kairos_agent.py --server http://127.0.0.1:8080 --once

Documentation

• README_MONITOR.md — monitor checks and configuration
• README_AGENT.md — remote agent usage and deployment
• README_WINDOWS.md — Windows installation and service guidance
• docs/architecture.md — component relationships and deployment view
• docs/operational-use-cases.md — practical scenarios for KAIROS in NOC/SOC-style environments

Suggested screenshots to add

To make this repo hit even harder on GitHub, add:

1. the web command center homepage
2. a terminal or TUI screenshot showing live ops usage
3. a sample monitor config and resulting alert flow

A placeholder file is included under assets/screenshots.md.

Roadmap

Potential next improvements:

• alert grouping and deduplication
• better handoff report generation
• richer API documentation
• local LLM-assisted triage summaries
• plugin-based collectors and inputs
• stronger test coverage and packaging cleanup

Status

KAIROS is a working operations platform and portfolio project. It is best understood as an evolving operations intelligence system rather than a finished commercial product.