"Understanding Document Embeddings, Knowledge Graphs, and Vector Representations" matching MCP servers:

MCP server that parses 3GPP .docx specifications into structured sections with full-text search, letting LLMs browse, search, and follow cross-references without a vector database.

Enables diagnosing web hosting and server issues by running live HTTP, SSL, DNS, and security-header checks alongside a searchable troubleshooting knowledge base.

Control your UniFi network via AI with a lightweight 2-tool MCP server that supports both cloud and local UniFi controllers.

A hosted MCP server that enables AI agents to interact with the Starlink Enterprise API using service accounts, with transparent OAuth token management and 55 auto-generated tools.

A complete MCP server for the Internet.bs domain registrar API, providing 47 tools for domain management, DNS, transfers, and more.

A read-only MCP server for the Cisco Meraki Dashboard API that exposes 50 GET endpoints for understanding network topology from organization down to individual devices and ports.

Control every redirect from your AI assistant. Create, update, test, and monitor URL redirects through a standardized protocol — compatible with Claude, Cursor, and any MCP client. RedirHub is redirect infrastructure. This MCP server gives your AI agents direct access to that infrastructure: manage redirects and short links, update domains, invite team members — all without opening a dashboard.

Enables AI agents to query cluster-wide network traffic, investigate API calls, and perform root cause analysis using natural language, with access to decrypted TLS traffic and Kubernetes context.

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.

Enables AI assistants to manage dSIPRouter operations such as endpoint groups, carrier groups, inbound mappings, and call data retrieval through natural language.

Buy and manage domain names with USDC via API. Search availability, register .com/.ai/.io domains, and manage DNS records. Designed for autonomous AI agents. 15% referral commissions.

Enables LLMs to interact with network devices via Cisco RADKit, supporting inventory discovery, device attribute inspection, CLI command execution, and SNMP queries.

Domain Name MCS server from OSIR, an ICANN-accredited registrar: 105 tools and 11 prompts to search, register, renew, transfer, and manage domains, DNS, VPS, email, and websites from Claude, ChatGPT, Cursor, or any MCP client

Enables AI agents to query, and when writes are enabled operate, an ISP management platform in natural language, including subscriber lookup, internet profiles, work orders, technicians, and network status. It runs locally against the platform’s public API with an API key, defaults to read-only, and redacts personal contact and document fields from agent-visible responses.

MCP server for VyOS routers via VyManager, enabling AI agents to read and manage router configurations with RBAC, audit, and commit-confirm safety.

Enables AI agents to perform pay-per-call DNS record lookups (A, AAAA, MX, TXT, CNAME, NS, SOA, SRV) via Cloudflare DNS-over-HTTPS, with x402 micropayments and no API key or signup.

Enables AI assistants to interact with Cisco Modeling Labs (CML) using natural language, allowing creation, management, and automation of network labs.

Enables LLMs to create, onboard, and diagnose Cisco SD-WAN branch edges using MCP tools that interact with a FastAPI automation backend, with guardrails for safe operations.

Provides AI agents with AV/IT device integration knowledge (control protocols, ports, field-tested notes) via a pay-per-lookup API using the x402 protocol and USDC micropayments.

Enables monitoring and management of Ruckus Unleashed WiFi controllers, including APs, clients, WLANs, and system events.