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"How to write a Java application, especially using Spring" matching MCP servers:

  • langfuse-mcp-java

    Log-LogN
    A
    license
    B
    quality
    C
    maintenance
    Query Langfuse traces, schema and datasets, scores and metrics, debug exceptions, analyze sessions, and manage prompts. Full observability toolkit for LLM applications.
    55
    3
    MIT

  • AWS Application Signals MCP

    mxiamxia
    A
    license
    -
    quality
    D
    maintenance
    Enables AI assistants to monitor and troubleshoot AWS Application Signals services by tracking service health, analyzing SLO compliance, querying CloudWatch metrics, and investigating issues using distributed tracing with AWS X-Ray.
    MIT

  • runmeter

    Aptica-Solutions
    A
    license
    A
    quality
    B
    maintenance
    An MCP server that provides cost and reliability observability for LLM and agent workflows. It records model calls and allows querying and aggregating telemetry data through MCP tools.
    6
    MIT

  • MCP Enterprise Gateway

    aakarsh1227
    F
    license
    -
    quality
    C
    maintenance
    A secure MCP proxy server with JWT authentication, SQL guardrails, rate limiting, and Kafka audit logging, enabling enterprise-grade access control for MCP clients like Cursor and Claude Desktop.

  • Scouter MCP Server

    miningyu
    A
    license
    A
    quality
    A
    maintenance
    An MCP server that connects AI agents to Scouter APM, enabling natural-language queries against real-time application performance data.
    25
    11
    3
    Apache 2.0

  • New Relic MCP Server

    xelber
    F
    license
    A
    quality
    D
    maintenance
    Enables AI agents to access New Relic logs and APM data through the NerdGraph API. It allows users to execute NRQL queries, retrieve application performance metrics, and analyze transaction traces using natural language.
    6
    1

  • sumo-mcp-readonly

    CraigWetzelberger
    A
    license
    A
    quality
    B
    maintenance
    A read-only MCP server for querying Sumo Logic logs, enabling AI assistants to search and investigate application logs with opinionated tools and secure credential handling.
    5
    415
    MIT

  • arthas-mcp

    HeavenC
    A
    license
    A
    quality
    C
    maintenance
    A Model Context Protocol server that connects AI agents to live Java processes via Alibaba Arthas, enabling real-time diagnostics, debugging, and performance analysis without code changes.
    25
    MIT
  • Sentry MCP Server by getsentry

    Sentry MCP Serverofficial

    getsentry
    F
    license
    B
    quality
    F
    maintenance
    A Model Context Protocol server that lets AI assistants interact with the Sentry API to retrieve and analyze error data, manage projects, and monitor application performance.
    11
    11

  • jdwp-mcp

    dronsv
    A
    license
    B
    quality
    C
    maintenance
    Сonnects to live JVMs via JDWP protocol, enabling LLM agents to autonomously debug Java applications — attach to a running process, pause threads, set breakpoints (including conditional), inspect stacks with auto-resolved object fields, evaluate methods, set variable values, and diagnose issues like deadlocks and hung queries.
    28
    1
    MIT

  • JVM MCP Server

    xzq-xu
    A
    license
    B
    quality
    F
    maintenance
    A JVM monitoring and control platform server based on Arthas that provides a Python interface for monitoring and analyzing Java processes with capabilities for thread analysis, memory monitoring, and performance diagnostics.
    16
    89
    MIT

  • mcp-mat

    codelipenghui
    A
    license
    B
    quality
    C
    maintenance
    Headless MCP server for Eclipse MAT that enables analyzing Java heap dumps using built-in commands, OQL queries, and predefined reports.
    6
    43
    24
    Apache 2.0

  • clockwork-mcp

    fridzema
    A
    license
    B
    quality
    C
    maintenance
    A Claude Code MCP server that connects to Laravel Clockwork to provide insights into application performance, database queries, errors, and request flow.
    38
    9
    4
    MIT
  • Shipbook MCP by ShipBook

    Shipbook MCPofficial

    ShipBook
    A
    license
    -
    quality
    D
    maintenance
    Connects AI coding assistants to Shipbook for investigating issues using real application logs with error classification, log search, and session tracing.
    2
    MIT

  • WinLog-mcp

    XD3an
    A
    license
    -
    quality
    D
    maintenance
    Provides programmatic access to ingest and query Windows event logs (especially Sysmon logs), enabling security monitoring, incident response, and log analysis automation.
    5
    MIT

  • postgres-mcp-server

    irsyadjpp
    A
    license
    -
    quality
    A
    maintenance
    A Model Context Protocol server that provides secure database access to PostgreSQL through Kysely ORM, enabling natural language interaction with PostgreSQL databases. It offers 40+ MCP tools for querying, schema inspection, diagnostics, and Java backend monitoring.
    ISC