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LLM SysCore

LLM Systems Manager Software
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LLM Systems Manager

Observability & control for self-hosted LLM inference fleets

Python Flask InfluxDB SQLite systemd


LLM Systems Manager is a self-hosted control plane for the machines that run your models. It watches every inference host in real time, raises alarms before small problems become outages, and gives operators a single dashboard to start, stop, upgrade, and tune the stack — without SSH-ing into a fleet of boxes.

What it does

  • Live observability — per-host metrics (CPU, memory, GPU, throughput, inference state) streamed to a real-time dashboard over SSE.
  • Alarm engine — threshold, rate-of-change, z-score, moving-average and percentile rules with auto-resolve, quiet hours, and multi-channel notifications.
  • Fleet control — manage inference backends (llama.cpp, LM Studio) and system services from one place: status, restarts, model loads, and guided upgrades.
  • Agent-based — a lightweight agent on each host reports telemetry and executes authorized control actions; the manager keeps the source of truth.
  • History that lasts — metrics persist to InfluxDB with tiered downsampling, so a 30-day chart is as fast as the last hour.

Architecture

Component Role
Manager Flask backend + dashboard. Auth, fleet state, control actions, live streams.
Alarm Engine Independent service that evaluates rules against the metric stream and dispatches notifications.
Agent Runs on each inference host. Collects metrics, reports state, performs authorized control.

Metrics flow Agent → Manager → InfluxDB; rules run in the Alarm Engine; operators drive everything from the dashboard.

Repositories

  • llm-systems-manager — manager, alarm engine, and agent for the full observability & control stack.

Built for operators who run their own models. · llmsyscore

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  1. llm-systems-manager llm-systems-manager Public

    LLM Systems Manager — real-time observability and control for LLM systems

    Python 1

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