"Generating Metrics" matching MCP servers:

Enables LLM clients to ask natural-language questions about FABRIC Testbed infrastructure metrics, with responses grounded in fixed Grafana/PromQL queries for node, switch, and link metrics.

Exposes network-monitoring tools (query metrics, analyze windows, compare, logs, status, runbooks, speed tests) as an MCP server for agentic workflows. Designed with evaluation suites, cost-aware model routing, and semantic tool retrieval.

Enables AI agents to query Oracle WebLogic Server runtime state, health, and JVM metrics through the REST management API, and to start, shut down, or force-shut-down servers via Node Manager, all under a least-privilege account with allowlisting, read-only mode, and JSON audit logging for every call.

Provides structured access to Veeam product network port requirements. Enables querying ports, generating topology diagrams, and producing firewall rule import files through natural language.

MCP server for the Zabbix API that provides a daily_brief summary of active problems and category-specific metrics, along with tools to query problems, hosts, and item values.

Manage Caddy web servers from Claude Code, Cursor, and any MCP client with 18 tools + 4 resources covering every endpoint of Caddy's admin API — config, routes, reverse proxies, TLS, PKI, metrics, snapshots.

An MCP server that enables AI assistants to diagnose network and service problems by walking a structured funnel of cURL timing metrics, identifying which hop is at fault, and providing targeted recommendations.

Provides MCP tools to query, compare, and analyze network device configurations managed by Oxidized, such as listing devices, viewing backup status, and generating diffs between configuration versions.

Enables AI assistants to read sites, hosts, device inventories, WAN/ISP health metrics, and SD-WAN configuration/status from Ubiquiti UniFi's Cloud Site Manager API.

This MCP server helps debug legacy devices behind proxies in OT environments by analyzing web interfaces and generating custom rewrite rules to fix proxy-related issues.

Enables AI clients like Claude Desktop and Cursor to control Cisco Packet Tracer through natural language, including generating network topologies, running device configurations, and managing simulations.

Official MCP server for BlazingCDN - AI agents (Claude, Cursor, Windsurf) manage CDN resources, purge cache, query metrics, domains, Cloud Storage and Video CDN

Enables automation of Cisco Packet Tracer simulations by placing devices, connecting links, and generating IOS configurations via MCP, ideal for network coursework and demonstrations.

Enables AI clients to drive the full Remnawave panel API, exposing one tool per method+path operation (users, nodes, hosts, subscriptions, inbound, bulk actions) plus search, describe, status, audit and metrics helpers. Read-only/read-write gating, deny rules, confirm-preview and dry-run, response secret redaction and an audit journal keep mutations controlled.

Enables interaction with Open Traffic Generators (OTG) through a standardized API, allowing configuration, traffic control, and metrics collection via MCP.

Enables MCP clients to list SSH hosts, test reachability, retrieve Linux resource metrics, index and search project files, and run remote SSH commands when allowed, with local-first and safety-focused operations.

A read-only MCP server that gives Claude Code secure, non-invasive access to infrastructure logs, service status, metrics, Ansible facts, and Docker state via SSH, with a strict command allowlist and no write operations.

Read-only MCP server that surfaces UniFi network data from a UCG-Fiber console to Claude, enabling monitoring of hosts, sites, devices, clients, ISP metrics, and device stats via read-only API tools.