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Manage Docker (containers, images, Compose, Swarm, registries) via the Docker SDK and CLI.

Find AWS waste with your own read-only credentials. Runs locally. Nothing is sent unless you opt in.

Operate ohmyho.st hosting from your coding agent: deploy GitHub apps, Postgres, mail, domains.

Real-time infrastructure monitoring with metrics, logs, alerts, and ML-based anomaly detection.

Host files from coding agents; stage on a branch and attach to GitHub PRs.

Before an agent tags a release: does that version label already name different code in the git tags?

Deploy websites; manage apps, persistent app volumes, VMs, S3, NAT gateways and load balancers.

GitLab over MCP from your own account: issues, merge requests, reviews, the repository and CI.

Git content governance, 23 deterministic MCP tools. Hosted: docs.contentrain.io/developer/mcp-cloud

Build, preview, and deploy apps, databases, brokers, VPS, storage, and domains on KOOMPI Cloud.

Codebase understanding with exact evidence, qualified on every read and re-aligned on change.

Your Kubernetes clusters for AI agents through the KubeDrive desktop app, without a kubeconfig.

Open-source human-in-the-loop QA runner: an AI agent works the test sheet, a person signs off.

Evidence-based GSoC preparation: organizations, repositories, free beginner issues, proposals.

Contract-driven cross-host agent handoff, code review & verification harness via MCP & SQLite WAL

Local OKF tier check for Markdown folders: scan tiers, trust verdicts and git change reports.

Cited cloud best practices and a rules-based review of Terraform, CloudFormation, and Kubernetes.

Scores your code across 12 areas, with findings, fix prompts, and re-assessment in your AI agent

Atlassian Cloud for AI apps: Jira, Confluence, Bitbucket, Service Management, Admin and more.

Read, edit, and comment on the docs your team keeps in GitHub, live.

Rising GitHub repos per topic, ranked by star velocity, plus repos spotted early. Free, read-only.

MCP server connecting Claude Code to GitHub for an issue to branch to PR to close workflow.

Runs coding-agent workers on a codebase question; every claim in the answer carries evidence.

Checks a coding agent's handback against the pull request's GitHub record. No model decides.