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

  • Skill-to-MCP

    biocontext-ai
    A
    license
    A
    quality
    C
    maintenance
    Converts AI Skills (following Claude Skills format) into MCP server resources, enabling LLM applications to discover, access, and utilize self-contained skill directories through the Model Context Protocol. Provides tools to list available skills, retrieve skill details and content, and read supporting files with security protections.
    3
    27
    Apache 2.0

  • kubeaid-mcp

    1Shubham7
    A
    license
    A
    quality
    C
    maintenance
    Exposes a Kubernetes cluster to MCP-compatible AI clients, enabling read-only and optional write operations on cluster resources like pods, deployments, and namespaces through natural language.
    9
    1
    MIT

  • mcp-feedback-enhanced

    EarthChen
    F
    license
    A
    quality
    B
    maintenance
    MCP server that establishes feedback-oriented development workflows with dual Web UI and desktop application interfaces, enabling AI to confirm with users via prompts and real-time feedback to reduce speculative operations and improve efficiency.
    2

  • pathpilot-mcp-server

    Godofdeath1709
    F
    license
    A
    quality
    C
    maintenance
    A starter template for building calculator-focused MCP servers using NitroStack, including tools, resources, and prompts.
    6
    112

  • RunningHub MCP Server

    tolatolatop
    F
    license
    A
    quality
    D
    maintenance
    A FastMCP-based server providing a comprehensive toolset for the RunningHub AI application platform. It enables users to configure nodes, upload media, submit AI tasks, and manage task execution and results through persistent storage.
    8
    2

  • nodered-mcp

    ylt
    F
    license
    B
    quality
    D
    maintenance
    A Python MCP server that provides language models full read/write access to a Node-RED instance through its Admin HTTP API, enabling flow management with structured Pydantic responses and incremental patching.
    22

  • wasmagent-mcp-server

    WasmAgent
    A
    license
    A
    quality
    A
    maintenance
    Code-mode MCP server (docs_search + execute_code two-tool surface) backed by a unified capability manifest across three sandbox kernels (in-process node:vm, WASM via QuickJS / Pyodide / Wasmtime, and remote microVM via E2B / Cloudflare Sandbox). At N=30 tools the bootstrap-context cost drops to 13.6% of direct tool-use. Apache-2.0.
    2
    5
    Apache 2.0

  • filemaker-mcp

    nietsneuah
    A
    license
    A
    quality
    B
    maintenance
    Enables AI assistants to query, analyze, and discover FileMaker database schemas via OData v4, with pandas-powered analytics for efficient data summaries.
    13
    10
    GPL 3.0

  • incident-commander-mcp

    hashirR786
    F
    license
    A
    quality
    C
    maintenance
    AI-powered incident management MCP server that enables investigation, root cause analysis, and response actions for production incidents using mocked data for demo purposes.
    8

  • DateTime-LocalMCPServer

    VikasPrajapati1998
    A
    license
    A
    quality
    D
    maintenance
    A Model Context Protocol server built with FastMCP that provides tools for retrieving the current local date and time. It allows LLMs to access precise temporal information directly from the host environment.
    9
    MIT

  • colab-mcp

    kamalrana22
    A
    license
    A
    quality
    C
    maintenance
    Bridges a local AI agent to a Colab session in the browser, enabling code execution and file operations through the Model Context Protocol.
    9
    Apache 2.0

  • COS-MCP

    adithya-1010010
    F
    license
    A
    quality
    C
    maintenance
    COS-MCP is an MCP server that provides AI-powered organizational continuity planning. It maintains a knowledge graph of employees, systems, projects, and relationships, and exposes tools, resources, and prompts for knowledge graph visualization, risk analysis, employee transition planning, and organizational knowledge base queries.
    12

  • Talos MCP Server

    arshabmohan03-hash
    F
    license
    A
    quality
    C
    maintenance
    Enables AI assistants to perform defensive security tasks such as vulnerability detection, CVE lookup, phishing/link safety checks, and security report generation via MCP tools.
    23

  • Artha

    GVR2007
    F
    license
    A
    quality
    C
    maintenance
    Turns any MCP host into a finance & tax copilot for Indian taxpayers, using live keyless data and deterministic advisory.
    16