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Ship & operate

32,677 rows from 2,694 repositories

Getting a change to production and keeping it alive there.

What Ship & operate skills agree on

1,245 skill files read, by 1,077 of the 1,713 authors on this shelf whose files we hold, 2026-09-06

The middle one of the 129 measured here is ~1.2k tokens long, counted with cl100k_base

Counted by distinct author, so one author publishing three of these counts once. Where a claim sits in fewer files than authors, that is said: a claim held by forty authors across three files is one file people copied, not forty people who agreed. Near-identical wordings are grouped and the other wordings are shown, so the grouping is yours to check.

What they tell the agent to do

  1. Create GitHub release44 of 1077 in 43 filesalso worded as Create the GitHub release; Create a GitHub release
  2. Run the test suite30 of 1077 in 25 filesalso worded as Run test suite with pytest; Run the full test suite
  3. Create and push git tag27 of 1077 in 26 filesalso worded as Create git tag; Create and push the tag
  4. Push commits and tags27 of 1077also worded as Push commit and tag to origin; Commit, tag, and push
  5. Create annotated tag25 of 1077 in 22 filesalso worded as Create an annotated tag; Create an annotated git tag for the release
  6. Ensure working tree is clean24 of 1077also worded as Ensure the working tree is clean; Verify the working tree is clean
  7. Check for product marketing context first23 of 1077 in 6 filesalso worded as Check for marketing context first; Read product marketing context first
  8. Commit version bump changes22 of 1077 in 21 filesalso worded as Commit version bump; Commit the version bump
  9. Update CHANGELOG.md21 of 1077 in 20 filesalso worded as Update CHANGELOG.md with new entry; Always update CHANGELOG.md during a release
  10. Structure launch marketing across three channel types20 of 1077 in 5 filesalso worded as Structure your launch marketing across three channel types; Structure launch marketing across three channels
  11. Commit and tag the release20 of 1077 in 18 filesalso worded as Create release commit and tag; Tag the release commit
  12. Update the CHANGELOG for new releases19 of 1077also worded as Update changelog and version; Update changelog and version files
  13. Determine version bump18 of 1077 in 17 filesalso worded as Determine version bump level; Bump version
  14. Run the release script16 of 1077also worded as Run release script with version; Run the release-prep script
  15. Commit release changes15 of 1077 in 14 filesalso worded as Commit version changes; Commit the release changes

What they tell it not to do

  1. Never force-push37 of 1077 in 35 filesalso worded as Never force push; Do not force push
  2. Never use git add -A29 of 1077 in 28 filesalso worded as Never use git add -A or git add .; Do not use git add -A
  3. Do not deploy without a rollback plan22 of 1077 in 19 filesalso worded as Avoid production rollouts without approvals and rollback plans.; Do not deploy without running next build
  4. Do not skip steps20 of 1077also worded as Do not skip release steps; Never skip tests
  5. Do not create or push a tag13 of 1077also worded as Do not push the tag before pushing main; Never push the git tag.
  6. Do not deploy without explicit authorization13 of 1077also worded as Never deploy to production without explicit confirmation; Never deploy without a name
  7. Do not work from stale memory12 of 1077 in 3 filesalso worded as Do not answer current questions from stale memory
  8. Never skip validation11 of 1077 in 8 filesalso worded as Never force-push or skip validation; Use skip-validate to bypass validation failure
  9. Never amend commits11 of 1077 in 10 filesalso worded as Never amend a failed commit; NEVER amend a previous commit to include fixes
  10. Never commit secrets10 of 1077also worded as Don't commit provider secrets; Never commit production secrets

What they expect to be installed

  1. git470 of 1077
  2. gh295 of 1077
  3. npm114 of 1077
  4. curl84 of 1077
  5. grep73 of 1077
  6. python369 of 1077
  7. node66 of 1077
  8. jq64 of 1077
  9. bash61 of 1077 in 59 files
  10. docker48 of 1077

What they ask it to produce

  1. GitHub release128 of 1077also worded as GitHub Releases; GitHub release notes
  2. Git tag125 of 1077 in 120 filesalso worded as GitHub tag; Git release tag
  3. CHANGELOG.md97 of 1077 in 86 filesalso worded as changelog; CHANGELOG.md entry
  4. Pull request75 of 1077 in 73 filesalso worded as GitHub pull request; pull requests
  5. Git commit51 of 1077 in 48 filesalso worded as commit; git commits
  6. Release notes46 of 1077 in 44 filesalso worded as release notes file; Releases
  7. Changelog entry28 of 1077also worded as changelog update; changelog file
  8. Release commit24 of 1077

When Ship & operate authors say to reach for one

The situations these authors wrote into their own files, counted out of the same 1,077 authors, with the skills that name each one

How Ship & operate skills are built

28,335 skill directories by 2,270 authors, read from their repositories’ own file trees 2026-08-05

The middle bundle among those shipping files is 3 files, 15.7 KB beside SKILL.md

Counted by distinct author, same as above, so one author publishing forty template copies counts once. SKILL.md itself is not counted as a file, so a single-file skill is one where that file is the whole skill.

The shape

  1. SKILL.md is the whole skill818 of 2,270 authors, 18,695 of 28,335 skills
  2. files ship beside it1,452 of 2,270 authors, 9,640 of 28,335 skills
  3. executable scripts ship inside602 of 2,270 authors, 2,548 of 28,335 skills

The folders they converge on

  1. references/933 of 2,270 authors, 5,254 of 28,335 skills
  2. scripts/490 of 2,270 authors, 2,159 of 28,335 skills
  3. agents/277 of 2,270 authors, 856 of 28,335 skills
  4. assets/227 of 2,270 authors, 821 of 28,335 skills
  5. evals/145 of 2,270 authors, 499 of 28,335 skills
  6. templates/129 of 2,270 authors, 358 of 28,335 skills

  • Agent browser

    shanraisshan/claude-code-best-practice/.claude/skills/agent-browser Skill

    64,157★ repo

    from vibe coding to agentic engineering - practice makes claude perfect

  • Release skills

    JimLiu/baoyu-skills/.claude/skills/release-skills Skill

    24,756★ repo

  • Ego browser

    citrolabs/ego-lite/skills/ego-browser Skill

    9,516★ repo

    The fastest browser for AI agents to run web automation, built for sharing your logged-in browser state with your AI agents, like Codex or Claude Code, without disturbing you. Zero cost, zero config.

  • Skill

    refly-ai/refly/packages/cli/skill Skill

    no license7,484★ repo

    The first open-source agent skills builder. Define skills by vibe workflow, run on Claude Code, Cursor, Codex & more. Build Clawdbot 🦞· APIs for Lovable · Bots for Slack & Lark/Feishu · Skills are infrastructure, not prompts.

  • Agentic actions auditor

    trailofbits/skills/plugins/agentic-actions-auditor/skills/agentic-actions-auditor Skill

    6,559★ repo

    Trail of Bits Claude Code skills for security research, vulnerability detection, and audit workflows

  • Browser act skill forge

    browser-act/skills/browser-act-skill-forge Skill

    5,304★ repo

    Browser automation CLI built for AI agents. Break through anti-bot walls, hand off to humans across platforms when stuck. Parallel multi-task execution, independent multi-session operation, isolated multi-account browsing.

  • Authoring github workflows

    dotnet/skills/.agents/skills/authoring-github-workflows Skill

    5,132★ repo

    Repository for skills to assist AI coding agents with .NET and C#

  • Sn da excel workflow

    OpenSenseNova/SenseNova-Skills/skills/sn-da-excel-workflow Skill

    4,914★ repo

    Modular SenseNova skills for building AI-powered office assistants and productivity workflows

  • Azure MCP Server

    microsoft/mcp/com.microsoft/azure MCP server

    3,553★ repo

    All Azure MCP tools to create a seamless connection between AI agents and Azure services.

  • Release skills

    JimLiu/baoyu-design/.claude/skills/release-skills Skill

    3,441★ repo

    Run Claude Design locally as an Agent Skill — Cursor, Claude Code & more. Produce polished UI mockups, prototypes, decks & wireframes as self-contained HTML, without claude.ai/design. Best with Opus 4.8.

  • Mcp grafana

    grafana/mcp-grafana/io.github.grafana/mcp-grafana MCP server

    3,358★ repo

    An MCP server giving access to Grafana dashboards, data and more.

  • Playwright skill

    lackeyjb/playwright-skill/skills/playwright-skill Skill

    3,026★ repo

    Claude Code Skill for browser automation with Playwright. Model-invoked - Claude autonomously writes and executes custom automation for testing and validation.

  • Azure ai agents persistent dotnet

    microsoft/skills/.github/plugins/azure-sdk-dotnet/skills/azure-ai-agents-persistent-dotnet Skill

    2,884★ repo

    Skills, MCP servers, Custom Agents, Agents.md for SDKs to ground Coding Agents

  • Thesvg

    glincker/thesvg/skills/thesvg Skill

    2,560★ repo

    6,400+ brand SVG icons for developers. Tree-shakeable, typed, open source. npm i thesvg

  • Arcgis to portaljs

    datopian/portaljs/skills/arcgis-to-portaljs Skill

    2,341★ repo

    🌀 AI-native framework for building data portals. Scaffold a full portal from a brief and load datasets in minutes with agentic skills — any backend (CKAN, GitHub, Frictionless).

  • Terraform skill

    antonbabenko/terraform-skill/skills/terraform-skill Skill

    no license2,265★ repo

    Terraform & OpenTofu Skill for AI Agents - testing, modules, CI/CD, and production patterns

  • Release helper

    Sahir619/fable-method/eval/scenarios/s14-trapped-skill/.claude/skills/release-helper Skill

    2,216★ repo

    The Fable Workflow: how Claude Fable 5 worked, distilled into skills any model can run, with the eval that keeps it honest. Think / act / prove.

  • Kubernetes mcp server

    containers/kubernetes-mcp-server/io.github.containers/kubernetes-mcp-server MCP server

    1,968★ repo

    A Model Context Protocol (MCP) server for Kubernetes and OpenShift

  • Azure DevOps (ADO)

    microsoft/azure-devops-mcp/io.github.PremierInc/azure-devops MCP server

    1,949★ repo

    The MCP server for Azure DevOps, bringing the power of Azure DevOps directly to your agents.

  • Terraform

    hashicorp/terraform-mcp-server/io.github.hashicorp/terraform-mcp-server MCP server

    1,501★ repo

    Generate more accurate Terraform and automate workflows for HCP Terraform and Terraform Enterprise

  • Airunway aks setup

    microsoft/azure-skills/.github/plugins/azure-skills/skills/airunway-aks-setup Skill

    1,370★ repo

    Official agent plugin providing skills and MCP server configurations for Azure scenarios.

  • Cloudflare api

    jezweb/claude-skills/plugins/cloudflare/skills/cloudflare-api Skill

    966★ repo

    Skills for Claude Code CLI such as full stack dev Cloudflare, React, Tailwind v4, and AI integrations.

  • Agent browser

    countbot-ai/CountBot/workspace/skills/agent-browser Skill

    762★ repo

    更适配中文用户的轻量开源AI Agent | 国产大模型Coding plan支持 | 兼容OpenClaw Skills生态| 已接入微信ClawBot/微博龙虾/飞书/钉钉/QQ/小智AI/Telegram/deepseek-v4。

  • Azure active directory b2c

    MicrosoftDocs/Agent-Skills/skills/azure-active-directory-b2c Skill

    707★ repo

    Curated Agent Skills for Microsoft & Azure – giving AI coding assistants structured, real-time expertise from Microsoft Learn docs.

  • Drawio aws

    sparklabx/drawio-ai-kit/skills/drawio-aws Skill

    626★ repo

    Teach your AI to draw correct, beautiful draw.io diagrams — declarative layout engine, ground-truth stencils, structural validator, vision self-check. AWS · Azure · GCP · Databricks · BPMN. Zero dependencies.

  • Prometheus MCP Server

    pab1it0/prometheus-mcp-server/io.github.pab1it0/prometheus-mcp-server MCP server

    512★ repo

    MCP server providing Prometheus metrics access and PromQL query execution for AI assistants

  • Aws wechat article assets

    aiworkskills/wechat-article-skills/skills/aws-wechat-article-assets Skill

    493★ repo

    微信公众号 AI 运营助手 | 选题、写稿、审稿、排版、配图、发布全流程 Skill，支持 OpenClaw / Claude Code / Cursor / Codex

  • Agent browser

    mxyhi/ok-skills/agent-browser Skill

    472★ repo

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  • Business ops

    notque/vexjoy-agent/skills/business/business-ops Skill

    415★ repo

    VexJoy AI Agent with Intelligent Routing - /do routes plain-English requests to the right specialist agent and gates the work with reviews, tests, and a learning loop.

  • Apple container

    sanjay3290/ai-skills/skills/apple-container Skill

    397★ repo

    24 cross-platform agent skills for Claude Code, Cursor, Codex & Gemini CLI — databases, messaging, research, TTS, DevOps, and Google Workspace

  • Kubernetes skill

    LukasNiessen/kubernetes-skill Skill

    366★

    Kubernetes Skill for Claude Code and Codex. LLMs hallucinate a lot with K8s - KubeShark fixes this. It eliminates hallucinations and grounds your Kubernetes, Helm etc official best practices.

  • Git release

    wesammustafa/opencode-primer/.opencode/skills/git-release Skill

    364★ repo

    Master OpenCode, the open-source AI coding agent — setup, agents, skills, plugins, MCP, Zen & headless CI.

  • Aws agentic ai

    zxkane/aws-skills/plugins/aws-agentic-ai/skills/aws-agentic-ai Skill

    347★ repo

    Claude Code plugins and agent skills for AWS development — IaC(CDK/SST), serverless, cost ops, and Bedrock AgentCore

  • Docker ros2 development

    arpitg1304/robotics-agent-skills/skills/docker-ros2-development Skill

    334★ repo

    Agent skills that make AI coding assistants write production-grade robotics software. ROS1, ROS2, design patterns, SOLID principles, and testing — for Claude Code, Cursor, Copilot, and any SKILL.md-compatible agent.

  • Container

    aerovato/container/skills/container Skill

    332★ repo

    Safely run OpenCode, Codex, Claude Code with full permissions.

  • Clickhouse system queries

    FrankChen021/datastoria/resources/skills/clickhouse-system-queries Skill

    no license325★ repo

    AI-native ClickHouse console for your cluster diagnostics and query generation, optimization and data visualization.

  • Daily brief

    leiting-eric/DailyBrief/.claude/skills/daily-brief Skill

    320★ repo

    AI 每日新闻简报 · GitHub 热门 + X 热门文章 + 行情技术分析 · 23 个数据源聚合 + LLM 中文摘要 · 本地或 GitHub Actions 部署

  • 01 recon osint

    Masriyan/Claude-Code-CyberSecurity-Skill/skills/01-recon-osint Skill

    303★ repo

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  • Add new skills to workflow

    nicepkg/ai-workflow/.claude/skills/add-new-skills-to-workflow Skill

    277★ repo

    🚀 170+ pre-built skills for Claude Code, Cursor, Codex & 14+ AI tools. Stop re-teaching your AI the same things. One command → instant domain expertise. Marketing, SEO, Trading, Video, PM workflows included.

  • Assets

    Zaloog/kanban-tui/src/kanban_tui/assets Skill

    269★ repo

    Task Manager with a TUI written in Python and usable by agents

  • Qdrant advisor

    qdrant/skills/meta/qdrant-advisor Skill

    220★ repo

    Agent skills for Qdrant vector search: scaling, performance optimization, search quality, monitoring, deployment, model migration, version upgrades, and SDK usage across Python, TypeScript, Rust, Go, .NET, Java

  • Ai observability

    rrezartprebreza/spring-boot-skills/skills/spring-boot-3/ai-observability Skill

    202★ repo

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  • Han release

    testdouble/han/.claude/skills/han-release Skill

    195★ repo

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  • Embedded ai deployment

    matlab/agent-skills-playground/demos/embedded-ai-deployment/skills/embedded-ai-deployment Skill

    no license162★ repo

    A sandbox for prototyping and demonstrating Agent Skills for MATLAB and Simulink work.

  • Automate whatsapp

    gokapso/agent-skills/skills/automate-whatsapp Skill

    no license147★ repo

    Kapso agent skills for WhatsApp.

  • Deploy

    popmechanic/VibesOS/plugins/julian/skills/deploy Skill

    134★ repo

    A GUI for Claude Code that makes it easy to vibe code simple, un-hackable apps

  • Analytics tracking automation

    jtrackingai/analytics-tracking-automation Skill

    133★

    AI-powered GA4 + GTM event tracking — automates site analysis, event schema, GTM sync, preview verification, and publishing. Works with Cursor, Codex, and any AI agent.

  • Migrate to teamcity

    JetBrains/teamcity-cli/skills/migrate-to-teamcity Skill

    120★ repo

    TeamCity from your terminal – or your AI's. Builds, logs, agents, agent terminals, queues.

  • Dt alerting

    Dynatrace/dynatrace-for-ai/skills/dt-alerting Skill

    120★ repo

    Skills, prompts, and instructions for building AI agents on top of Dynatrace production context

  • Agent browser

    avibebuilder/claude-prime/.claude/skills/agent-browser Skill

    116★ repo

    You've heard Claude Code can do amazing things. Skills, hooks, agents, memory systems — but who has time to figure all that out? Claude Prime sets it up for you in one command.

  • Minecraft ci release

    Jahrome907/minecraft-agent-skills/.agents/skills/minecraft-ci-release Skill

    109★ repo

    Minecraft AI agent skills and dual-target plugin bundle for Codex and Claude Code.

  • Pi en progressive

    share-skills/pi/claude-code/pi-en-progressive Skill

    107★ repo

    PI（π）—— When The Art of War Meets Cognitive Science for Ai

  • App release

    luochang212/skill-zoo/skills/app-release Skill

    102★ repo

    All-in-One Desktop Agent Skills Utility. Welcome to the Skill Zoo, where all your skills live!

  • Flow nexus

    ruvnet/flow-nexus/io.github.ruvnet/flow-nexus MCP server

    no license100★ repo

    Cloud-powered AI platform with multi-agent swarms, sandboxes, and workflow automation

  • Otel browser

    ollygarden/opentelemetry-agent-skills/skills/otel-browser Skill

    89★ repo

    Vendor-neutral OpenTelemetry skills for AI coding agents, grounded in upstream sources

  • Ai operations

    harness/harness-skills/skills/ai-operations Skill

    83★ repo

    A collection of structured AI agent skills that enable Claude Code, Cursor, GitHub Copilot, and other AI coding assistants to create, operate, debug, and govern Harness CI/CD workflows through natural language.

  • Cybrix deploy

    cybrixcc/cybrix-skills/plugins/cybrix-deploy/skills/cybrix-deploy Skill

    79★ repo

    Claude Code skills for Cybrix — install via "claude plugin marketplace add cybrixcc/cybrix-skills". Open-source skills paired with the Cybrix hosted backend.

  • Prometheus MCP Server

    tjhop/prometheus-mcp-server/io.github.tjhop/prometheus-mcp-server MCP server

    79★ repo

    An API-complete MCP server to manage Prometheus-compatible backends.

  • Craft cloud

    michtio/craftcms-claude-skills/skills/craft-cloud Skill

    70★ repo

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  • Cloud native readiness

    labring/sealos-skills/skills/cloud-native-readiness Skill

    no license70★ repo

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All 32,677 in the catalog