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"Assistance with Java development" matching MCP servers:

  • 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

  • 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

  • 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
  • Log Analyzer with MCP by awslabs

    Log Analyzer with MCPofficial

    awslabs
    A
    license
    -
    quality
    D
    maintenance
    A Model Context Protocol server that provides AI assistants access to AWS CloudWatch Logs, enabling browsing, searching, summarizing, and correlating logs across multiple AWS services.
    167
    Apache 2.0

  • 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

  • dynatrace-mcp

    keadachik
    A
    license
    -
    quality
    D
    maintenance
    This remote MCP server allows interaction with the Dynatrace observability platform. Bring real-time observability data directly into your development workflow.
    MIT
  • DBOS MCP Server by dbos-inc

    DBOS MCP Serverofficial

    dbos-inc
    A
    license
    A
    quality
    A
    maintenance
    Enables LLMs to analyze and manage DBOS workflows, including introspection, workflow management, and authentication, to help debug applications in development or production.
    25
    11
    MIT

  • OpenSearch Logs MCP Server

    luis-dominguez-stori
    F
    license
    A
    quality
    D
    maintenance
    Enables querying OpenTelemetry logs stored in OpenSearch across development and production environments. Provides tools for searching logs by various criteria including free-text Lucene queries, trace IDs, service names, error levels, and specific fields.
    8

  • 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

  • Roblox Bridge Agent

    evonar543
    A
    license
    B
    quality
    B
    maintenance
    A local-first MCP bridge and script operations layer that connects coding agents to authorized Roblox Luau development clients via websocket, enabling live execution, file watching, diagnostics, permission-gated script capsules, crash detection, and a dashboard.
    79
    MIT
  • metoro-mcp-server by metoro-io

    metoro-mcp-serverofficial

    metoro-io
    A
    license
    -
    quality
    C
    maintenance
    Query and interact with kubernetes environments monitored by Metoro. Look at APM, metrics, traces, profiling information with LLMs.
    51
    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
  • VictoriaTraces MCP Server by VictoriaMetrics

    VictoriaTraces MCP Serverofficial

    VictoriaMetrics
    A
    license
    -
    quality
    D
    maintenance
    Provides access to your VictoriaTraces instance and seamless integration with VictoriaTraces APIs and documentation for querying traces, services, and operations.
    12
    Apache 2.0
  • Dynatrace MCP Server by dynatrace-oss

    Dynatrace MCP Serverofficial

    dynatrace-oss
    A
    license
    -
    quality
    A
    maintenance
    A remote MCP server that enables real-time interaction with the Dynatrace observability platform, bringing production-level monitoring data directly into development workflows.
    21,989
    134
    MIT

  • logicmonitor-mcp

    MSPbotsAI
    A
    license
    -
    quality
    C
    maintenance
    Exposes the LogicMonitor REST API as MCP tools with per-request LMv1 authentication, enabling querying of devices, alerts, reports, and more.
    Apache 2.0

  • Prometheus MCP Server

    bartest5
    A
    license
    -
    quality
    C
    maintenance
    MCP server that enables AI assistants to query and analyze Prometheus metrics through PromQL, with support for metric discovery and authentication.
    MIT