Ship & operate
32,677 rows, by stacks then stars
1,245 of these skill files have been read, by 1,077 distinct authors, and what they tell an agent counted. What Ship & operate authors agree on, and what they forbid
CSOAI-ORG/docker-helper-ai-mcp/io.github.CSOAI-ORG/docker-helper-ai-mcp MCP server
0★ repoDocker Helper Ai MCP Server by MEOK AI Labs
CSOAI-ORG/dockerfile-generator-ai-mcp/io.github.CSOAI-ORG/dockerfile-generator-ai-mcp MCP server
0★ repoDockerfile Generator Ai MCP Server by MEOK AI Labs
CSOAI-ORG/email-automation-mcp/io.github.CSOAI-ORG/email-automation-mcp MCP server
0★ repoemail-automation-mcp MCP server by MEOK AI Labs
CSOAI-ORG/health-check-ai-mcp/io.github.CSOAI-ORG/health-check-ai-mcp MCP server
0★ repohealth-check-ai-mcp MCP server by MEOK AI Labs
DrBaher/contract-ops-mcp/io.github.DrBaher/contract-ops-mcp MCP server
0★ repoOne MCP server for the contract-ops suite: all nine local-first CLIs as agent tools.
GT-dinuo/mysql-ops-mcp/io.github.GT-dinuo/mysql-ops-mcp MCP server
0★ repoMySQL MCP server: browse schema, query, CRUD. Delete/drop gated by user approval.
GT-dinuo/server-ops-mcp/io.github.GT-dinuo/server-ops-mcp MCP server
0★ repoServer ops MCP: logs, monitoring, code edit, Nginx & certs. Local + SSH, confirmations & redaction.
GlobKurier-pl/mcp-server/io.github.GlobKurier-pl/mcp-server MCP server
no license0★ repoTrack shipments and search shipping products (DPD, InPost, DHL, FedEx, UPS, GLS) via GlobKurier API.
IdoAzaCalls/cron-explainer/io.github.IdoAzaCalls/cron-explainer MCP server
0★ repoCron expression parser: explains any cron + returns next N fire times. Timezone-aware.
Kubedoll-Heavy-Industries/helm-mcp/io.github.Kubedoll-Heavy-Industries/helm-mcp MCP server
0★ repoGive your AI assistant access to real Helm chart data. No more hallucinated values.yaml files.
NtrpyDev/proton-workflow-connector/io.github.NtrpyDev/proton-workflow-connector MCP server
0★ repoUnofficial self-hosted MCP connector for Proton Mail Bridge and SimpleLogin.
RajeevSirohi/mcp-server-terraform/io.github.RajeevSirohi/mcp-server-terraform MCP server
0★ repoSafety-first Terraform: confirmation-gated apply/destroy, risk & cost analysis, drift detection
globalion/cron-mcp/io.github.Shreyas-Profile/cron-mcp MCP server
0★ repoCron-as-a-service MCP. Schedule prompts; when the cron fires we POST to your callback URL.
Synlake — Cloud Infrastructure for AI Agents
Synlake-ai/Synlake/io.github.Synlake-ai/mcp-server MCP server
0★ repoCompare, estimate, and deploy cloud infrastructure across AWS, GCP, and Azure for AI agents.
Second Eyes Agent Workflow Services
This-Is-Hellgate/second-eyes-ai/io.github.This-Is-Hellgate/secondeye-mcp-unblock MCP server
no license0★ repoWorkflow diagnostics, capability routing, and x402 settlement for MCP-compatible agents.
UnbearableDev/docker-compose-audit/io.github.UnbearableDev/docker-compose-audit MCP server
no license0★ repoSecurity audit for docker-compose.yml — 25 checks: secrets, privileges, network, volumes, images.
UnbearableDev/github-actions-audit/io.github.UnbearableDev/github-actions-audit MCP server
no license0★ repoGitHub Actions workflow security audit - 21 checks: pinning, permissions, secrets, injection.
UnbearableDev/dockerfile-audit/io.github.UnbearableDev/dockerfile-audit MCP server
no license0★ repoHadolint-grade Dockerfile audit — 19 checks: secrets, privileges, supply chain, hygiene.
UnbearableDev/k8s-manifest-audit/io.github.UnbearableDev/k8s-manifest-audit MCP server
no license0★ repokube-linter audit for Kubernetes manifests — 63 checks: security, availability, RBAC, network.
UnbearableDev/iac-audit-pack/io.github.UnbearableDev/iac-audit-pack MCP server
no license0★ repoFour IaC audits in one call: Compose, Dockerfile, GitHub Actions, Kubernetes. 131 checks.
FastMCP server that pages on-call via 100+ notification channels (Apprise wrappe
adelaidasofia/paging-mcp/io.github.adelaidasofia/paging-mcp MCP server
0★ repoFastMCP server that pages on-call via 100+ notification channels (Apprise wrapper)
addiplus/vercel-deployment-mcp/io.github.addiplus/vercel-deployment-mcp MCP server
0★ repoReference MCP stdio server for observing Vercel projects and deployments.
ai-4-devops/devops-practices/io.github.ai-4-devops/devops-practices MCP server
0★ repoProductivity framework for DevOps engineers using AI assistance (Claude Code) while working on PoCs
asklokesh/azure-mcp-server/io.github.asklokesh/azure-mcp-server MCP server
no license0★ repoMCP server for Azure API integration
askuma/workflow-generator/io.github.askuma/workflow-generator MCP server
0★ repoArchitecture diagram with concurrency capacity and bottleneck estimates from any codebase.
broisnischal/azure-mcp/io.github.broisnischal/azure-mcp MCP server
no license0★ repoAzure DevOps Boards work items over MCP (stdio). Requires Bun, org, project, and PAT.
cloudforgetech6-ctrl/mcp_server/io.github.cloudforgetech6-ctrl/cloudforge MCP server
0★ repoVisualise diagrams, generate Terraform HCL, and manage Azure/AWS/GCP infrastructure with AI.
colossal1598/ship-MCP/io.github.colossal1598/ship-mcp MCP server
0★ repoClean TypeScript starter for MCP servers: zod-validated tools, tests, one-command dev loop.
crunchtools/mcp-cloudflare/io.github.crunchtools/cloudflare MCP server
0★ repoSecure MCP server for Cloudflare DNS, Transform Rules, and Page Rules
Mcp docker release information
dockersamples/mcp-docker-release-information/io.github.dockersamples/mcp-docker-release-information MCP server
0★ repoMCP server providing Docker Desktop release notes and security information.
helbertparanhos/vercel-mcp-pro/io.github.helbertparanhos/vercel-mcp-pro MCP server
0★ repoComplete Vercel MCP: deploys, logs, projects, env, domains, DNS, certs via the full REST API
inhuman/mcp-k8s-ephemeral-job/io.github.inhuman/mcp-k8s-ephemeral-job MCP server
0★ repoRuns a command in a throwaway Kubernetes pod and returns exit code, output and artifacts.
itunified-io/mcp-cloudflare/io.github.itunified-io/cloudflare MCP server
0★ repoCloudflare MCP Server — 84 tools for DNS, Tunnels, WAF, Zero Trust, R2, KV & Workers
jaimenbell/vllm-ops-mcp/io.github.jaimenbell/vllm-ops-mcp MCP server
0★ repoRead-only ops/health MCP server for a local vLLM instance: health tiers, GPU/VRAM, service status.
jasonwilbur/mcp-server-cloud-regions/io.github.jasonwilbur/cloud-regions MCP server
0★ repoCloud region data for AWS, Azure, GCP, OCI & more. Query by location, compliance, GPU.
daemoon-dev/daemoon/io.github.jaylee7777/daemoon MCP server
0★ repoOne PAT, any MCP agent: Vercel, GitHub, Cloudflare, Supabase, GCP — unified dev infra gateway.
jeanlopezxyz/mcp-prometheus/io.github.jeanlopezxyz/mcp-prometheus MCP server
0★ repoA Model Context Protocol (MCP) server for Prometheus monitoring
RobotActions — AI-Driven Mobile + Web Test Automation
krishtoautomate/robotactions/io.github.krishtoautomate/robotactions MCP server
no license0★ repoDrive real Android & iOS devices and web browsers from natural language for mobile + web QA.
lazymac2x/agent-workflow-engine-api/io.github.lazymac2x/agent-workflow-engine MCP server
no license0★ repoCloudflare Workers MCP server: agent-workflow-engine
lazymac2x/cron-collision-detector-api/io.github.lazymac2x/cron-collision-detector MCP server
no license0★ repoCloudflare Workers MCP server: cron-collision-detector
lazymac2x/cron-monitor-api/io.github.lazymac2x/cron-monitor MCP server
no license0★ repoCloudflare Workers MCP server: cron-monitor
lazymac2x/cron-parser-api/io.github.lazymac2x/cron-parser MCP server
no license0★ repoCloudflare Workers MCP server: cron-parser
levelsofself/mcp-ops-server/io.github.levelsofself/ai-ops MCP server
0★ repoAI operations management: 12 specialized agents, task dispatch, and team coordination.
llmops-pro/nostr-ops-mcp/io.github.llmops-pro/nostr-ops-mcp MCP server
0★ repoNostr publishing, queries, and DMs for AI agents, with allowlists, rate limits, and an audit log.
maryadawson-code/integritypulse/io.github.maryadawson-code/integritypulse MCP server
no license0★ repoVerified cloud cost forecasting for AI agents. AWS, GCP, Azure pricing matrix.
maryadawson-code/openclaw-finops/io.github.maryadawson-code/openclaw-finops MCP server
no license0★ repoVerified cloud cost forecasting for AI agents. AWS, GCP, Azure pricing matrix.
mdfifty50-boop/agent-observability-mcp/io.github.mdfifty50-boop/agentic-observability MCP server
no license0★ repoAgent tracing, cost tracking, anomaly detection for LLM agents
mshegolev/prometheus-mcp/io.github.mshegolev/prometheus-mcp MCP server
0★ repoPrometheus MCP — query metrics, inspect alerts, and explore scrape targets (read-only).
musaddiq-dev/aws-cli-mcp-server/io.github.musaddiq-dev/aws-cli-mcp-server MCP server
0★ repoPython MCP server for AWS CLI inspection and operations
nagarjunr/iot-mcp-servers/io.github.nagarjunr/aws-iot-core MCP server
0★ repoMCP server for AWS IoT Core: device registry, shadows, jobs, rules, messaging.
nimish14/practical-llm-apps/io.github.nimish14/freelance-ops-mcp MCP server
0★ repoFreelance invoice ops MCP — overdue status, tone suggestion, and reminder drafts
oijusti/k8s-port-forward-mcp/io.github.oijusti/k8s-port-forward-mcp MCP server
0★ repoKubernetes Port Forward — MCP Server: port-forward Kubernetes services with terminal integration
pipeworx-io/mcp-cloudflare-radar/io.github.pipeworx-io/cloudflare-radar MCP server
0★ repoCloudflare Radar MCP — internet observatory (traffic, attacks, BGP, quality)
pipeworx-io/mcp-epo-ops/io.github.pipeworx-io/epo-ops MCP server
0★ repoEPO Open Patent Services MCP
pipeworx-io/mcp-n8n/io.github.pipeworx-io/n8n MCP server
0★ repon8n MCP — query your own n8n instance (BYO).
pipeworx-io/mcp-press-release/io.github.pipeworx-io/press-release MCP server
0★ repopress-release MCP — wraps StupidAPIs (requires X-API-Key)
pipeworx-io/mcp-ship-on-friday/io.github.pipeworx-io/ship-on-friday MCP server
0★ repoship-on-friday MCP — wraps StupidAPIs (requires X-API-Key)
pipeworx-io/mcp-semver/io.github.pipeworx-io/semver MCP server
0★ repoSemantic Versioning (semver) MCP.
rabdulsal/appstore-release-mcp/io.github.rabdulsal/appstore-release-mcp MCP server
0★ repoApp Store release pilot — version bump, TestFlight upload, metadata, review submission
raviteja-pegata/Azure-FinOps-MCP-Server/io.github.raviteja-pegata/azure-finops-mcp MCP server
0★ repoAzure FinOps MCP: cost, budgets, forecasting and optimization for Claude, VS Code and Cursor.