MCP server category
Cloud platforms MCP servers: comparison and full list
The Cloud platforms category lists 116 open-source MCP servers, checked on GitHub. The best scored on our grid are MCP server cloudflare, Awslabs MCP, and Terraform. 82% received a commit in the last three months.
What Cloud platforms MCP servers are for
Cloud platform MCP servers give an AI agent access to infrastructure resources and operational tools within granted permissions. They can help inspect development environments, examine Kubernetes traffic, or work with supported cloud services. This category serves developers and teams responsible for technical environments. Coder supports managing workspaces, templates, and cloud development environments. Kubeshark provides visibility into Kubernetes network traffic and API analysis. You might ask: “Inspect traffic for this test application and identify exchanges that need further investigation.” What the agent can inspect or change depends on the server’s exposed tools, your account permissions, and the environment selected for the task.
Example uses:
- Inspect network exchanges from a Kubernetes application to prepare an investigation into unexpected API behavior.
- Review Coder templates and workspaces before preparing a development environment for a specific engineering task.
- Work with supported Cloudflare services to complete a defined task using credentials with limited permissions.
- Follow pod logs and port forwarding activity during an authorized Kubernetes troubleshooting session with your team.
The category in figures
Of the 116 servers in the category (4% of the directory), 27 are official vendor implementations, 93% declare a licence, 26 offer a remote server and 21 need at least one API key or token according to the MCP registry. The median repository has 51 stars.
All Cloud platforms MCP servers
Click a header to sort. Score out of 100: adoption, maintenance and framework (licence, registry, official status); risk: system access, secrets, licence, abandonment.
| Server | Stars | Last commit | Licence | Risk | Score |
|---|---|---|---|---|---|
| Coder Manage Coder workspaces, templates, and cloud development environments | 17,163 | Oct 24, 2026 | AGPL-3.0 | low | 85 |
| Kubeshark Real-time Kubernetes network traffic visibility and API analysis for HTTP, gRPC, Redis, Kafka, DNS. | 12,109 | Oct 21, 2026 | Apache-2.0 | low | 85 |
| Awslabs MCP ◆ Suite of servers for integrating with AWS services and resources. | 9,826 | Oct 23, 2026 | Apache-2.0 | low | 95 |
| MCP server cloudflare ◆ Integration with Cloudflare services including Workers, KV, R2 and D1. | 4,411 | Oct 22, 2026 | Apache-2.0 | low | 96 |
| Kubefwd Kubernetes bulk port forwarding with service discovery, /etc/hosts management, traffic monitoring and pod log streaming. | 4,177 | Oct 24, 2026 | Apache-2.0 | low | 86 |
| Socraticode MCP server for enterprise local codebase indexing, semantic search, and code dependency graphs. | 3,354 | Oct 23, 2026 | AGPL-3.0 | moderate | 80 |
| Kubernetes MCP server A Model Context Protocol (MCP) server for Kubernetes and OpenShift | 2,180 | Oct 23, 2026 | Apache-2.0 | low | 78 |
| Azure DevOps (ADO) The MCP server for Azure DevOps, bringing the power of Azure DevOps directly to your agents. | 2,067 | Oct 23, 2026 | MIT | low | 78 |
| Testkube MCP server for Testkube - Manage test workflows, executions, and artifacts via AI assistants | 1,673 | Oct 24, 2026 | — | high | 67 |
| MCP server kubernetes Kubernetes cluster operations for pods, deployments and services. | 1,607 | Oct 21, 2026 | MIT | low | 77 |
| Terraform ◆ Terraform ecosystem integration: provider discovery, module analysis and Terraform Registry API access for infrastructure-as-code workflows. | 1,553 | Oct 23, 2026 | MPL-2.0 | low | 92 |
| CRW Web Scraper Open-source web scraper for AI agents with scrape, crawl, and map tools | 1,174 | Oct 21, 2026 | AGPL-3.0 | low | 76 |
| CloudBase Backend services for WeChat Mini Programs and full-stack apps: serverless cloud functions, databases and one-click deployment. | 1,148 | Oct 24, 2026 | MIT | low | 81 |
| Kubectl MCP server Interact with Kubernetes clusters through natural language. | 964 | Oct 22, 2026 | MIT | low | 75 |
| K8m Multi-cluster Kubernetes management and operations with a management UI and logging, covering common DevOps tasks for standard and CRD resou | 890 | Oct 17, 2026 | MIT | low | 74 |
| Kody Your agents' cloud for individuals and teams. Search, execute, packages, jobs, and credentials. | 851 | Oct 24, 2026 | — | moderate | 64 |
| Codeman Start, prompt and read AI coding agent sessions (Claude Code, Codex, Gemini CLI and more) in Codeman | 813 | Oct 24, 2026 | MIT | moderate | 74 |
| Kronos Stock price forecasting for China A-shares — Kronos K-line time-series model | 570 | Oct 14, 2026 | Apache-2.0 | moderate | 73 |
| Seo monster Local-first SEO MCP: track AI citations, Search Console, GA4, PageSpeed, Cloudflare, IndexNow, CrUX. | 553 | Oct 18, 2026 | MIT | moderate | 72 |
| Claude ops Telegram personal-account MCP (MTProto user-auth). Read DMs, send messages, search across chats. | 545 | Oct 24, 2026 | MIT | moderate | 72 |
| Maintenant Docker monitoring for AI agents: logs, history, alerts. Can ack alerts; never touches containers. | 531 | Oct 24, 2026 | Apache-2.0 | low | 72 |
| Classifier.dev Sort up to 1,000 texts into your own labels with a calibrated confidence per answer. No API key. | 429 | Oct 19, 2026 | MIT | low | 77 |
| MCP k8s go Kubernetes cluster operations. | 382 | Dec 22, 2025 | MIT | low | 51 |
| Tfmcp Manage Terraform environments: read configurations, analyze plans, apply configurations and manage state. | 372 | Oct 22, 2026 | MIT | low | 71 |
| Fojin — Buddhist Canon Tools Buddhist canon tools: search, passages, cross-canon parallels, dictionaries — all URN-cited. | 352 | Oct 24, 2026 | Apache-2.0 | low | 76 |
| HQBase Connect AI agents to your self-hosted HQBase shared email workspace. | 350 | Oct 12, 2026 | AGPL-3.0 | low | 70 |
| Dot ai AI-powered development platform for Kubernetes deployments and intelligent automation | 338 | Oct 23, 2026 | MIT | low | 70 |
| Portainer MCP Interact with Portainer instances: container management, deployment operations and infrastructure monitoring. | 239 | Oct 23, 2026 | MIT | low | 69 |
| HomeLab Monitor Self-hosted homelab dashboard with a built-in read-only MCP server (hosts, Docker, GPU, services). | 225 | Oct 24, 2026 | MIT | low | 69 |
| Synaplan Self-hosted AI workspace: semantic RAG document search, long-term memory, and AI chat via MCP. | 222 | Oct 24, 2026 | Apache-2.0 | low | 68 |
| K8s MCP server Interact with Kubernetes clusters: API resource discovery, resource management, pod logs, metrics and events. | 187 | Oct 21, 2026 | MIT | low | 68 |
| MoneyMatter Personal finance tracker: accounts, transactions, budgets, investments and analytics over OAuth. | 186 | Oct 23, 2026 | AGPL-3.0 | low | 68 |
| Vnsh Portable workspaces for AI agents: one encrypted link any agent can read and write | 158 | Sep 6, 2026 | MIT | low | 62 |
| MCP ts core Agent-native TypeScript framework for building MCP servers. | 152 | Oct 24, 2026 | Apache-2.0 | low | 67 |
| MCP k8s Manage any Kubernetes resource, including native resources and CRDs, through natural language. | 152 | Oct 20, 2026 | Apache-2.0 | low | 67 |
| Kom Multi-cluster Kubernetes management and operations, embeddable as an SDK, covering common DevOps tasks for standard and CRD resources. | 151 | Sep 29, 2026 | MIT | low | 67 |
| Unraid RMCP Rust MCP server and CLI for Unraid GraphQL operations across NAS, Docker, VM, and storage workflows. | 143 | Oct 23, 2026 | MIT | moderate | 73 |
| Alibaba cloud ops MCP server ◆ Operate Alibaba Cloud resources, including ECS, Cloud Monitor, OOS and other widely used cloud products. | 133 | Oct 21, 2026 | Apache-2.0 | low | 76 |
| Moira Agent Workflow Engine — multi-step MCP workflows with per-step directives and validation. | 128 | Oct 23, 2026 | Apache-2.0 | low | 66 |
| Pracht dev MCP Inspect, verify, diff, and scaffold a pracht app's routes, API, and capabilities from its app graph. | 103 | Oct 20, 2026 | MIT | low | 65 |
| Dynoxide A DynamoDB emulator with an MCP server exposing 35 DynamoDB tools to coding agents. | 102 | Oct 23, 2026 | Apache-2.0 | low | 65 |
| Nibomo Flashcards Read, write, and conversationally review open-source flashcards through split read/write MCP tools. | 100 | Oct 24, 2026 | MIT | low | 71 |
| Strimzi kafka cli Manage Apache Kafka on Kubernetes via Strimzi. Clusters, topics, users, connectors, MM2. | 91 | Aug 13, 2026 | Apache-2.0 | low | 60 |
| Lumen Self-hostable agentic-AI LMS: catalog, RAG tutor, FSRS reviews, AI authoring, ingest. | 90 | Jun 7, 2026 | GPL-3.0 | low | 53 |
| Podman MCP server A Model Context Protocol (MCP) server for container runtimes (Podman and Docker) | 85 | Aug 21, 2026 | Apache-2.0 | low | 59 |
| Arr MCP One server, 39 tools, the whole media stack: the *arrs, Jellyfin, Plex, Seerr and download clients | 84 | Oct 24, 2026 | MIT | low | 64 |
| MikroMCP Manage MikroTik RouterOS devices: interfaces, firewall, DHCP, DNS, routes, WireGuard, WiFi, BGP/OSPF and VLANs, with dry-run previews, RBAC | 79 | Oct 24, 2026 | MIT | low | 69 |
| Arcmira: YouTube Transcript Search Search YouTube transcripts for timestamps, speaker appearances, sponsors and recommendations. | 75 | Oct 23, 2026 | — | moderate | 54 |
| Gemini cloud assist MCP MCP Server for understanding, managing & troubleshooting your GCP environment. | 70 | Oct 17, 2026 | Apache-2.0 | low | 63 |
| WHOIS Query WHOIS/RDAP information for domains, IP addresses, CIDR prefixes and ASNs. Self-hostable. | 66 | Oct 24, 2026 | MIT | low | 63 |
| Cloud FinOps Skill & MCP Read-only FinOps reference library for agents: six tools that list, filter by FinOps Framework facet, and fetch guides on cloud billing mech | 65 | Oct 24, 2026 | CC-BY-SA-4.0 | low | 68 |
| Wraps Search the Wraps docs and estimate AWS SES costs. Public, read-only, no authentication. | 64 | Oct 24, 2026 | — | moderate | 59 |
| Esxi MCP server VMware ESXi and vCenter virtual machine management via a REST API. | 64 | Jul 1, 2025 | MIT | moderate | 35 |
| Portview See what's on your ports, the processes behind them, and diagnose conflicts and leaks. | 61 | Oct 13, 2026 | MIT | low | 63 |
| Ckan MCP server MCP server for interacting with CKAN open data portals | 59 | Oct 24, 2026 | MIT | low | 63 |
| Mkp Interact with Kubernetes clusters: list and apply Kubernetes resources. | 59 | Oct 23, 2026 | Apache-2.0 | low | 63 |
| Proximo — the Proxmox MCP you can hand the keys Manage Proxmox VE, Backup Server, Mail Gateway and Datacenter Manager with dry-run plans, snapshots and a tamper-evident audit log; read-onl | 58 | Oct 22, 2026 | Apache-2.0 | low | 68 |
| Komodo MCP Server MCP server for Komodo - manage Docker containers, servers, stacks, and deployments via AI | 51 | Oct 21, 2026 | GPL-3.0 | moderate | 62 |
| Odoo claude MCP Self-hosted server suite for Odoo ERP 15-19, plus GitHub, Portainer, OCA and Teams, with a browser terminal, Qdrant/Ollama memory and Bulgar | 51 | Oct 22, 2026 | AGPL-3.0 | low | 62 |
| Backblaze B2 MCP Server ◆ Manage Backblaze B2 buckets, files, keys, Object Lock and S3-compatible storage. | 45 | Oct 24, 2026 | MIT | moderate | 77 |
| MCP redis cloud Manage Redis Cloud resources in natural language: create databases, monitor subscriptions and configure cloud deployments. | 43 | May 5, 2025 | MIT | moderate | 33 |
| Qiniu MCP server Access Qiniu Cloud products such as Cloud Storage and media processing services. | 38 | Nov 27, 2025 | MIT | low | 41 |
| Porkbun (official) ◆ Official Porkbun server: domain availability and pricing, registration and renewals, DNS records, nameservers, DNSSEC, URL forwarding, DNS r | 33 | Oct 18, 2026 | MIT | moderate | 75 |
| Cloudwright Cloud architecture design for AWS, GCP, Azure and Databricks: cost estimates, compliance checks, Terraform/CloudFormation export and blast-r | 33 | Aug 24, 2026 | MIT | low | 60 |
| MCP cyclops ◆ Manage Kubernetes resources through the Cyclops abstraction. | 30 | Jun 25, 2025 | — | high | 32 |
| Localstack MCP server ◆ Manage LocalStack local AWS environments: lifecycle operations, infrastructure deployments, log analysis, fault injection and state manageme | 29 | Oct 21, 2026 | Apache-2.0 | moderate | 75 |
| MCP k8s eye Kubernetes management plus cluster and application health analysis. | 29 | May 16, 2025 | Apache-2.0 | moderate | 32 |
| Marzban MCP Manage the Marzban proxy/VPN panel: users, subscriptions, nodes, hosts, config and system stats, with confirmation for destructive calls. | 26 | Oct 21, 2026 | MIT | moderate | 64 |
| Cert manager MCP server Manage and troubleshoot cert-manager. | 23 | Aug 25, 2025 | Apache-2.0 | moderate | 31 |
| Infrawise Cloud infrastructure analysis: detect IaC drift, missing indexes, security gaps and performance anti-patterns across AWS services and databa | 22 | Oct 23, 2026 | MIT | low | 63 |
| MCP ipfs Upload to and manipulate IPFS storage. | 21 | Apr 10, 2025 | MIT | moderate | 30 |
| Aws pricing MCP Get up-to-date EC2 prices in one call from a pre-parsed AWS price catalogue. | 21 | Jul 24, 2025 | MIT | moderate | 30 |
| Liveblocks MCP server ◆ Create, modify and delete Liveblocks rooms, threads, comments, notifications and more, with read access to Storage and Yjs. | 19 | May 11, 2026 | Apache-2.0 | low | 56 |
| Python openstackmcp server OpenStack cloud infrastructure management based on openstacksdk. | 19 | Apr 3, 2026 | Apache-2.0 | low | 38 |
| Esp rainmaker MCP ◆ Manage and control ESP RainMaker devices. | 18 | Jul 15, 2025 | Apache-2.0 | moderate | 40 |
| Azure resource graph MCP server Query, analyze and monitor Azure resources at scale using Azure Resource Graph. | 18 | May 6, 2025 | MIT | moderate | 30 |
| MCP proxmox Manage Proxmox VE clusters: VMs, containers, snapshots, templates, cloud-init, firewall and migrations, with two-step confirmation for destr | 17 | Sep 21, 2026 | MIT | low | 57 |
| Pythonanywhere MCP server Integration with the PythonAnywhere cloud platform. | 17 | Sep 30, 2026 | MIT | low | 57 |
| MCP server aws sso AWS SSO integration: log in, list accounts and roles, and run AWS CLI commands with temporary credentials. | 15 | Mar 6, 2026 | — | moderate | 27 |
| Domain MCP Manage Dynadot domains, DNS, WHOIS, nameservers, transfers and aftermarket listings. | 13 | Sep 6, 2026 | MIT | low | 51 |
| Spaceship MCP Manage domains, DNS records, contacts and marketplace listings via the Spaceship API. | 13 | Oct 13, 2026 | MIT | low | 56 |
| Ocireg MCP Interact with OCI registries: retrieve container image information, list tags and more. | 13 | Oct 14, 2026 | Apache-2.0 | low | 56 |
| MCP nutanix Interface with Nutanix Prism Central resources. | 13 | Jan 29, 2026 | MIT | low | 36 |
| Rancher MCP server Rancher ecosystem tools: multi-cluster Kubernetes operations, Harvester HCI management (VMs, storage, networks) and Fleet GitOps. | 12 | Oct 13, 2026 | Apache-2.0 | low | 56 |
| Lumino MCP Server SRE observability for Kubernetes and OpenShift: Tekton pipeline debugging, log analysis, root cause analysis and predictive monitoring. | 11 | Sep 4, 2026 | Apache-2.0 | low | 55 |
| Docker MCP Server Manage local or remote Docker daemons: containers, images, Compose, Swarm, Buildx, Scout and OCI registries, with read-only hosts for safe m | 9 | Oct 24, 2026 | MIT | low | 60 |
| IONOS CLOUD MCP Server Inspect and manage IONOS Cloud infrastructure. | 9 | Oct 22, 2026 | Apache-2.0 | moderate | 60 |
| Sevalla Manage Sevalla cloud infrastructure. | 9 | Oct 22, 2026 | MIT | low | 60 |
| Infomaniak MCP agent Unofficial Infomaniak integration: web hosting, mail, kDrive, domains, DNS, FTP/SSH users and more, with two-phase commits and undo for dest | 8 | Oct 22, 2026 | MIT | moderate | 59 |
| Anythink all in one backend: data, auth, files, workflows, payments, APIs Build and run a backend on the Anythink platform: relational data with row-level security, search, RBAC, workflows, growth and retention too | 6 | Oct 17, 2026 | MIT | low | 64 |
| ShipStatic Deploy and manage static sites: upload files, get a URL and connect custom domains. | 6 | Oct 23, 2026 | MIT | low | 64 |
| Portkey admin MCP Portkey Admin API control plane: prompts, configs, keys, analytics, guardrails, integrations and deployments. | 6 | Oct 24, 2026 | MIT | moderate | 58 |
| MCP pfsense Manage pfSense firewalls: rules, DHCP leases, DNS overrides, gateway monitoring, ARP table and services, with two-step confirmation for dest | 6 | Sep 21, 2026 | MIT | low | 53 |
| Munim Multi-client MCP proxy: read across every client's accounts, write only to the named one, via providers' own MCP tools (Cloudflare, Vercel, | 6 | Oct 1, 2026 | MIT | low | 58 |
| Adls MCP server Azure Data Lake Storage: manage containers and file metadata, and read, write, upload and download files. | 6 | May 31, 2025 | MIT | moderate | 25 |
| Books MCP server Query book information. | 6 | Apr 9, 2025 | — | high | 15 |
| Spinnaker MCP Manage Spinnaker applications, pipelines, executions and cloud infrastructure via the Gate API. | 5 | Oct 21, 2026 | GPL-3.0 | moderate | 57 |
| OCI Pricing Oracle Cloud Infrastructure price data with cost calculators and cross-provider comparisons. | 5 | Jun 3, 2026 | Apache-2.0 | low | 45 |
| NetLicensing MCP ◆ Manage the software licensing lifecycle in Labs64 NetLicensing through natural language. | 5 | Oct 17, 2026 | Apache-2.0 | low | 62 |
| Infrastructure MCP Safe, auditable, inventory-driven access to Linux, Docker, Kubernetes, Proxmox, Grafana and Cisco infrastructure through named read-only-by- | 5 | Oct 15, 2026 | MIT | low | 52 |
| Lizard MCP ◆ Deploy services on Lizard with managed Postgres, Redis and S3, logs and metrics, secrets, scaling and custom domains. | 3 | Oct 23, 2026 | MIT | low | 65 |
| Relayer MCP ◆ Install and manage a self-hosted XNS Relayer, S3-compatible object storage on a decentralized provider network: setup, health, configuration | 3 | Oct 8, 2026 | Apache-2.0 | low | 60 |
| Agentmetal MCP ◆ Provision, SSH into, run commands on and manage Linux VPSes, paying with USDC over x402 or by card. | 2 | Oct 12, 2026 | MIT | low | 63 |
| BlazingCDN MCP ◆ Manage BlazingCDN zones, cache purge and warm-up, traffic metrics, custom domains, cloud storage and Video CDN; read-only by default. | 2 | Sep 14, 2026 | MIT | moderate | 58 |
| 4everland hosting MCP ◆ Deploy AI-generated code to decentralized storage networks such as Greenfield, IPFS and Arweave via 4EVERLAND Hosting. | 2 | Jun 19, 2025 | — | high | 20 |
| Hatchable MCP ◆ Build and host full-stack web apps and sites on Hatchable, with per-project database, auth, storage, domains and cron. | 1 | Sep 24, 2026 | MIT | low | 50 |
| Gagarin Cloud ◆ Deploy and run apps on gagarin.cloud from your agent: services, Postgres, Qdrant, Valkey and S3 buckets, domains, logs, alerts, rollback and | 0 | Oct 22, 2026 | MIT | low | 60 |
| Krova node ◆ Provision and manage Krova Cloud Cubes (Firecracker microVMs with root access), plus custom domains, TCP port mappings and snapshots. | 0 | Oct 12, 2026 | MIT | moderate | 60 |
| Stacktree ◆ Publish agent-made HTML to private, unguessable URLs with passcode or email-domain gating, expiry, burn-after-read and in-place updates. | 0 | Oct 13, 2026 | MIT | low | 60 |
| AppCrane ◆ Self-hosted, MCP-native deployment platform (AppCrane): AI agents deploy apps, manage secrets, read logs, and roll back on your own server. | 0 | Oct 21, 2026 | MIT | moderate | 60 |
| Hostsmith MCP ◆ Agentic hosting service for static sites and files. Publish sites, PDFs, images, video, or ZIP archives to a public URL directly from Cursor | 0 | Oct 22, 2026 | MIT | low | 60 |
| Impreza Host ◆ Privacy-first, no-KYC offshore hosting an AI agent can run end to end: self-onboard an anonymous account (no e-mail), fund it in Bitcoin/Mon | 0 | Oct 21, 2026 | MIT | moderate | 60 |
| Luno cms MCP ◆ LUNO hosted backend platform: CMS, forms, auth and storage. Unrelated to the Luno cryptocurrency exchange. | 0 | Sep 22, 2026 | MIT | moderate | 55 |
| Openpouch ◆ App hosting for agents: deploy to a live URL, verify, view logs, inspect, roll back and delete, with human approval for production. | 0 | Jul 18, 2026 | Apache-2.0 | low | 48 |
| Amplerun MCP ◆ Find, quote, rent and stop GPUs on AmpleRun, paid from a USDC or USDT balance on Base. Read-only unless you allow spending; every rental has | 0 | Sep 30, 2026 | MIT | low | 55 |
| Publee dev MCP ◆ Publish AI-generated HTML or static files to a shareable URL, with optional permanent hosting, in-place updates and password or members-only | 0 | Oct 22, 2026 | MIT | low | 55 |
Official servers
Published by the service's own vendor (per the awesome-mcp-servers list): they usually track the API closely and are better maintained.
- Awslabs MCP 9.8K ★
- MCP server cloudflare 4.4K ★
- Terraform 1.6K ★
- Alibaba cloud ops MCP server 133 ★
- Backblaze B2 MCP Server 45 ★
- Porkbun (official) 33 ★
- MCP cyclops 30 ★
- Localstack MCP server 29 ★
- Liveblocks MCP server 19 ★
- Esp rainmaker MCP 18 ★
- NetLicensing MCP 5 ★
- Lizard MCP 3 ★
- Relayer MCP 3 ★
- Agentmetal MCP 2 ★
- BlazingCDN MCP 2 ★
Choosing and securing
Check service coverage, available operations, and authentication methods supported by your organization. Establish whether the server is official or community maintained, then assess its actual maintenance and documentation. Review permissions, environment restrictions, and audit logging. Compare local and remote deployment requirements and examine the license. For Kubernetes tools, check cluster access requirements and any changes they make to local networking or host configuration during use.
Cloud access can expose credentials, application logs, and information moving between services. Some operations may change infrastructure or incur charges. Use dedicated identities and keep test and production environments separate. Prefer read-only access for investigations. Logs may contain instructions injected through external requests, so treat them as untrusted data. Require approval for changes and retain an activity record that identifies the operations performed by the agent.
Before connecting a server to an agent with access to your data, run the AI agent security check.
Most recent
- Arcmira: YouTube Transcript Search created October 12, 2026
- Amplerun MCP created September 30, 2026
- Gagarin Cloud created September 17, 2026
- Munim created September 3, 2026
- Lizard MCP created August 20, 2026
Other categories
Learn more
Frequently asked questions
What is the best Cloud platforms MCP server?
On our grid (adoption, maintenance, framework), MCP server cloudflare (96/100), Awslabs MCP (95/100), and Terraform (92/100) come first. The right choice mostly depends on the service you need and the rights you are willing to grant.
Are these servers free?
93% declare an open-source licence and are free to use. 21 need an API key: the connected service may be paid.
Can I restrict the agent to a test environment?
You can when the provider’s access controls and the server support that separation. Create a dedicated identity limited to test resources. Also verify client and server defaults, including account and cluster selection. A separate configuration helps prevent an otherwise valid operation from targeting an unintended environment.
Can using a cloud MCP server generate charges?
It depends on the operations and resources involved. A tool call may start processing, change a service, or use infrastructure billed by your provider. Review the exposed tools alongside your service terms. Require confirmation when an operation’s financial consequences have not been established before the agent executes it.
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