An AI on-call agent that drops read-only probes into running production code, capturing live variable snapshots and stack context without a redeploy or a restart.
DevOps
Running and shipping software: infrastructure, pipelines, releases and the operations around them.
6 apps, 5 skills and 23 MCP servers tagged DevOps.
Apps
Real-time mobile observability with unsampled on-device logs, session replay and AI agents that triage and investigate app issues autonomously.
A shared DevOps workspace where AI agents investigate incidents and operate AWS, GCP and Kubernetes under IAM scoping, approval gates and a full audit trail.
Kube-DC.cloud is a fixed-price Kubernetes cloud for developers - with VMs, containers, managed databases, observability, backups, and unlimited traffic included.
An agentic terminal and development environment where you drive coding and DevOps tasks in natural language.
GitLab Duo brings AI to the DevSecOps platform.
Skills
Google's official skill for driving the gcloud CLI safely from an agent: validate every command against its own help text, cap the output, and refuse the operations that should never run unattended.
Official AWS skill for authoring, deploying and debugging CDK stacks — construct patterns, bootstrap, drift, resource import and the CloudFormation errors that trap people.
PlanetScale's approval contract for agents: five operation classes that decide what a database agent may do freely, what needs a named approval, and what it must never do alone.

Skill: Packer AWS AMI Builder
by HashiCorp
HashiCorp's official Packer skill for building Amazon Machine Images with the amazon-ebs builder, covering template structure, plugin pinning and the cost and timing caveats.
Skill: Terraform Style Guide
by HashiCorp
HashiCorp's official skill for writing Terraform that matches the published style guide — file layout, naming, variable validation and secure-by-default resources.
MCP servers
Nutanix's official open-source MCP server: 1,000+ Prism Central V4 API operations across 19 namespaces, read-only by default and audit-logged.
Google's official MCP server for driving the gcloud CLI from natural language, with allowlist and denylist controls over which commands an agent may run.
Microsoft's official MCP server for Azure DevOps - work items, repos, pipelines, wikis, test plans and iterations, reachable from any MCP client in plain language.
GitLab's own MCP server — issues, merge requests, CI/CD pipelines, job logs, wikis and semantic code search over an OAuth-authorised HTTP endpoint.
Fly.io's MCP server, built into flyctl — provision and inspect Fly apps from an agent, with subcommands that also deploy and proxy other MCP servers onto Fly machines.
Doppler's official MCP server — let an agent list projects, read and write secrets, manage configs and review activity logs, scoped by the token you give it.
SmartBear's official MCP server, putting BugSnag error monitoring, Reflect and QMetry test management, Zephyr, PactFlow contract testing and the Swagger API Hub behind one agent connection.
Timescale's official MCP server, bundled with the Tiger CLI — manage Tiger Cloud Postgres services, inspect schemas and hypertables, and search the docs from an AI assistant.
Railway's official MCP server, bundled with the Railway CLI — 40+ tools for projects, services, deployments, variables, domains and observability, with destructive actions gated behind explicit confirmation.
MCP: HashiCorp Vault MCP Server
by HashiCorp
HashiCorp's official MCP server for Vault: manage secret engine mounts, read and write KV secrets, and drive the PKI engine — issuers, roles and certificates — from an agent.
MCP: Argo CD MCP Server
by argoproj-labs
Argo CD's MCP server from argoproj-labs — list and sync applications, walk the resource tree and read workload logs in natural language.
MCP: Buildkite MCP Server
by Buildkite
Buildkite's official MCP server: query pipelines, builds, jobs, logs, test runs and flaky-test data from an agent, over a hosted OAuth endpoint or a self-run binary.
MCP: Pulumi MCP Server
by Pulumi
Pulumi's official MCP server: search your Pulumi Cloud resources, read the provider registry while generating infrastructure code, and delegate work to the Pulumi Neo agent.
MCP: PagerDuty MCP
by PagerDuty
PagerDuty's official MCP server with 80+ tools for incidents, schedules, services and escalation policies — read-only by default, with write actions behind an explicit flag.

MCP: CircleCI MCP Server
by CircleCI
CircleCI's official MCP server: pull build failure logs, hunt flaky tests, validate config, trigger and rerun pipelines, and roll back - in natural language from your IDE.
MCP: LaunchDarkly MCP Server
by LaunchDarkly
Local MCP server for LaunchDarkly — manage feature flags, AI Configs, environments, audit logs and code references from an agent.
MCP: Docker MCP Gateway
by Docker
Docker's official CLI plugin that runs MCP servers in isolated containers behind one gateway — secrets management, OAuth flows and a single config every client shares.
MCP: Docker Hub MCP Server
by Docker
Docker's official MCP server for Docker Hub — let an agent search images, read tags and metadata, and manage your repositories in natural language.
MCP: Terraform
by HashiCorp
HashiCorp's official MCP server for the Terraform Registry, HCP Terraform and Terraform Enterprise — providers, modules, policies and workspace operations.
MCP: Heroku
by Heroku
Heroku's official MCP server — manage apps, dynos, add-ons, config, and logs from an AI client.
MCP: AWS Labs MCP
by AWS Labs
AWS Labs' core MCP server — the entry point to AWS's official collection of service-specific MCP servers.

MCP: Kubernetes MCP Server
by containers (Red Hat)
Native Go MCP server for Kubernetes and OpenShift — talks to the API server directly, no kubectl required.
MCP: Vercel
by Vercel
Vercel's official remote MCP server — search docs, manage projects and deployments, read build logs, and query Web Analytics.
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