Deploy and monitoring
Deploy, servers, edge networks, uptime monitoring and cloud cost models. 6 resources; API, key, license and embedding quoted from each site's own pages, checked Oct 24, 2026.
CtrlOps
You stop juggling SSH tabs, IPs and one-off scripts across a fleet of VPSes, and nothing has to be installed on the servers or sent to a vendor cloud.
Free tierCommercial OK
Progress Observability Platform (Progress Agent Engineering)
When an agent gives a plausible answer through a broken chain of steps, the trace shows which call, tool or prompt went wrong and what it cost.
Free tierCommercial OK
Deplo
You get a Vercel- or Heroku-style push-to-deploy workflow on a server you already pay for, with no per-seat or usage bill for the platform itself.
APIDownloadOpen sourceFree tierCommercial OK
openstatus
You learn that an endpoint is down from multi-region checks before customers write in, and the public status update and postmortem draft come from the same place instead of three separate tools.
APIOpen sourceFree tierCommercial OK
Cloud World Model
You can test 'what happens to cost and p95 if the database dies at peak traffic' on a model before touching a real account, and train autoscaling agents in step/reset RL environments.
APIDownloadFree tierCommercial: conditions
Tencent EdgeOne
One account covers caching, attack protection and serverless code at the edge, including delivery into mainland China, and an MCP server lets a coding agent deploy a page and get a public link.
APIFree tierCommercial OK
Side by side
| Resource | API | Key | Data download | Commercial use | Embed |
|---|---|---|---|---|---|
| CtrlOps A desktop app for macOS, Windows and Linux that manages your Linux servers over plain SSH from one window: an AI terminal that turns plain English into commands you approve, a file manager, live CPU/memory/disk charts, log search, S3 backups, SSH access audits and one-click Node/React/Next.js deploys with PM2, Nginx and SSL. |
No official API | — | — | Commercial use OK | Embedding unclear |
| Progress Observability Platform (Progress Agent Engineering) A hosted tracing and evaluation service for LLM apps and agents: SDKs for Python, TypeScript/JavaScript and .NET send OpenTelemetry traces of prompts, model calls, tool calls, tokens and cost to a dashboard, where you can score outputs with LLM-as-a-judge and run dataset experiments. |
API unclear | — | — | Commercial use OK | Embedding unclear |
| Deplo Open-source deployment software you install on your own Linux server: it builds Git repos, Docker images or Compose files into containers behind a reverse proxy with automatic HTTPS, with push-to-deploy, pull-request previews, rollbacks, managed databases, backups and role-based team access. |
Official API · Free | Yes | Yes | Commercial use OK | Embedding unclear |
| openstatus An open-source (AGPL-3.0) uptime monitor, status page and incident tool that checks your URLs from 28 regions, alerts Slack, PagerDuty and others, and lets you manage monitors, status reports and incidents from a dashboard, a typed JSON API, a CLI, Terraform or an MCP server. |
Official API · Free tier | Yes | — | Commercial use OK | Can be embedded |
| Cloud World Model A simulator of AWS, GCP, Azure, OCI and DigitalOcean setups that an agent or developer drives through REST or MCP: build a virtual resource graph, push traffic, inject failures or scaling actions, and get back modeled cost, latency, errors and resilience without creating real cloud resources. |
Official API · Free tier | Yes | Yes (json) | Commercial use with conditions | Embedding unclear |
| Tencent EdgeOne Tencent Cloud's edge platform: CDN caching, DNS, DDoS and web-application firewall, edge functions with KV storage, and Pages/Makers hosting for static and full-stack sites, all scriptable through the Tencent Cloud API. |
Official API · Free tier | Yes | — | Commercial use OK | Embedding unclear |