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

Enables AI agents to manage VPN infrastructure through provisioning, lifecycle control, traffic routing, and health monitoring.

Enables an LLM to read and write NetBox data through its REST API, supporting listing endpoints, inspecting schemas, and creating, updating, or deleting objects.

An MCP server that gives LLM agents full API access to a VMware Cloud Foundation 9.1 estate, exposing 8,931 operations through eight tools with automatic authentication, async task tracking, and write safety.

Provides read-only access to UniFi Network consoles for sites, devices, clients, vouchers, networks, Wi-Fi, and firewall configuration, with optional opt-in tools for controlled write operations and legacy controller support.

Enables secure, governed interaction with DMTF Redfish-compliant BMCs (iDRAC, iLO, etc.) via MCP, with read-only default and write operations gated behind explicit write-mode elevation and dry-run confirmations.

A modular MCP server for analyzing PCAP files using protocol-specific analysis tools, enabling LLMs to read and analyze network packet captures from local paths or remote URLs.

Enables domain lookups using the RDAP protocol, returning structured registration data, nameservers, and contacts from over 50 supported TLDs.

MCP server for Malcolm (Zeek/Suricata/Arkime/OpenSearch/NetBox): full read surface plus opt-in, audited write tools.

Enables AI agents to securely interact with Tailscale tailnets for device inventory, ACL review, key hygiene, and more, with token-efficient output and write-gated mutations.

Read-only Modbus TCP monitoring server that exposes safe MCP tools for AI agents to read holding/input registers, coils, and device identity from industrial devices without write access.

Connects Claude Desktop to FortiGate firewalls via REST API for read-only config inspection and safe write operations with dry-run confirmation.

Enables querying and managing Apache APISIX gateway configurations (routes, services, upstreams, consumers, plugins) through natural language, with read-only mode and write operations requiring confirmation.

Provides a secure, job-oriented MCP connector for NetBox device lookup, enabling retrieval of device identity, status, site, role, and primary IP by name or ID without write access or bulk enumeration.

Enables AI assistants to analyze, filter, and capture network traffic using Wireshark/tshark, allowing natural language interaction with packet captures.

Provides tools to classify, test, and expand IPv4/IPv6 addresses using Node's built-in net module.

Gives AI assistants read (and optionally write) access to a NetBox instance, covering DCIM, IPAM, circuits, virtualization, tenancy, and more.

A comprehensive MCP server for web security reconnaissance, providing tools for passive and active information gathering, DNS analysis, network scanning, and web application analysis.

Adapter-driven MCP server for Cisco CBS220 switches, Catalyst Center/DNA Center, and Meraki Dashboard, enabling read-only device queries and dry-run write operations via shared Pydantic schemas.

A Model Context Protocol (MCP) server that provides comprehensive network scanning capabilities using nmap.

Enables querying UniFi network devices and data using natural language through MCP clients like Claude Desktop.