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flinkAgentMonitoring

JiXiner

Flink-Agent is a Django-based real-time server cluster monitoring and intelligent operations platform that uses WebSocket and DeepSeek AI to deliver intervention alerts, fault analysis, and optimization suggestions for big data infrastructure.

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Last updated

2026-07-15

AI repository intelligence
FR-AI / ANALYSIS

Why it is worth attention

It combines real-time performance metrics collection with an AI-powered assistant (Jix) that provides proactive alerts, local fallback diagnosis, and automated inspection reports, covering not only OS-level metrics but also big-data components like Kafka, Redis, and Flink.

Who it is for

  • Big data infrastructure operators
  • DevOps engineers managing multi-node clusters
  • System administrators responsible for Linux server fleets
  • Developers integrating AI-assisted operations into monitoring tools

Use cases

  • Real-time monitoring of CPU, memory, disk, and network on local and remote Linux servers
  • Intelligent fault diagnosis and proactive alerts via @Jix assistant
  • Scheduled automatic inspection every 12 hours with persistent AI reports
  • Unified dashboard for cluster health of Kafka, Redis, MySQL, Flink, HDFS, YARN, ZooKeeper, and Elasticsearch

Strengths

  • Sub-second metrics collection with independent background threads and WebSocket push for low-latency updates
  • DeepSeek AI integration with local fallback when API is unavailable, ensuring basic functionality
  • Support for both local psutil collection and remote SSH-based monitoring with encrypted credential storage
  • Performance-conscious design: bounded history queue, throttled process scanning, incremental ECharts updates

Considerations

  • AI capabilities degrade to rule-based local analysis when DeepSeek API key is not configured
  • Default SQLite database may not scale for high-volume or production deployments without migration
  • Remote monitoring only supports Linux servers; SSH host key auto-acceptance in dev mode requires hardening for production

README quick start

快速开始

Description

构建Flink Agent智能体 协助你Flink编程

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