Best Fleet AI Skills & MCP Servers

Datadog MCP server - 165 tools for metrics, monitors, logs, APM, RUM, incidents, CI/CD, status pages, fleet automation, and more

Fleet discovery for the cyanheads MCP ecosystem — semantic search + install snippets.

MCP server for per-agent cost attribution, budget management, and spend analytics across AI agent fleets

Unified MCP server for controlling fleets of remote machines through AI agents (Claude, opencode)

Model Context Protocol server for FerrFleet — agents, runs, skills

Multi-agent observability: cascade failure detection, heartbeats, and forensic replay

Carrier MCP — natural-language control of MVNO/eSIM fleets via eSIMVault OCS. Stdio mode for direct integration with Claude Desktop, Cursor, Windsurf, and MCP-compatible clients. Ships the `carrier` CLI (plugin install + white-label eSIM storefront scaffo

MCP server for Apple App Store Connect — edit listings (keywords, descriptions, titles, screenshots), track analytics (downloads, proceeds, subscriptions, retention), run a fleet-wide ASO audit, preview changes with dry-run, and reach the full API. Works

Local-first persistent memory for AI agents over MCP. Ground truths, negative learning (recorded failures block repeats), decision causality, hybrid recall, live memory streams, run-attributed fleet memory — a structured SQLite memory on your machine, no

UniFi semantic analysis MCP server — fleet health, anomaly detection, cross-site analytics on top of Cloud API

Charge schedule for a fleet of telepresence robots — predicts when each needs docking.

Carrier MCP — natural language control of your MVNO/eSIM fleet. 52 tools (43 OCS API wrappers + 8 AI intelligence + 1 OCS event history), 5 prompts, OAuth 2.1 + PKCE. Streamable HTTP on Cloudflare Workers.