Source profileQuality 90/100Review permissions

anthropics/claude-plugins-official/plugins/mcp-server-dev/skills/build-mcp-app/SKILL.md

build-mcp-app

This skill should be used when the user wants to build an "MCP app", add "interactive UI" or "widgets" to an MCP server, "render components in chat", build "MCP UI resources", make a tool that shows a "form", "picker", "dashboard" or "confirmation dialog" inline in the conversation, or mentions "apps SDK" in the context of MCP. Use AFTER the build-mcp-server skill has settled the deployment model, or when the user already knows they want UI widgets.

Source repository stars
33,026
Declared platforms
0
Static risk flags
3
Last source update
2026-08-04
Source checked
2026-08-04

Decision brief

What it does—and where it fits

An MCP app is a standard MCP server that also serves UI resources — interactive components rendered inline in the chat surface. Build once, runs in Claude and ChatGPT and any other host that implements the apps surface.

Best for

    Not for

    • Tasks that require unconfirmed production actions or broad system permissions.
    • Environments where the pinned source and install steps cannot be inspected.

    Compatibility matrix

    Platform support, with evidence labels

    PlatformStatusEvidenceWhat to check
    CodexNot declaredNo explicit evidencePortability before use
    Claude CodeNot declaredNo explicit evidencePortability before use
    CursorNot declaredNo explicit evidencePortability before use
    Gemini CLINot declaredNo explicit evidencePortability before use
    Open the compatibility checker

    Installation

    Inspect first. Install second.

    The source command is displayed only when detected. A safe inspection prompt is always available so your agent can explain every action before execution.

    Source-detected install commandSource
    npx skills add https://github.com/anthropics/claude-plugins-official --skill "plugins/mcp-server-dev/skills/build-mcp-app"
    Safe inspection promptEditorial

    Inspect the Agent Skill "build-mcp-app" from https://github.com/anthropics/claude-plugins-official/blob/2836081e91e492efdd9fc17acbd2e857f754bc73/plugins/mcp-server-dev/skills/build-mcp-app/SKILL.md at commit 2836081e91e492efdd9fc17acbd2e857f754bc73. List every install step, command, network request, credential, file read/write, external action, and rollback step. Explain whether it fits my task. Do not install or execute anything until I approve.

    Workflow

    What the source asks the agent to do

    1. 01

      Claude host specifics

      hostContext.safeAreaInsets: {top, right, bottom, left} (px) — honor these for notches and the composer overlay.

      hostContext.safeAreaInsets: {top, right, bottom, left} (px) — honor these for notches and the composer overlay.Directory submission requires OAuth or authless (none) — static bearer is private-deploy only and blocks listing — plus tool annotations and 3–5 PNG screenshots; see references/directory-checklist.md.- hostContext.safeAreaInsets: {top, right, bottom, left} (px) — honor these for notches and the composer overlay. - Directory submission requires OAuth or authless (none) — static bearer is private-deploy only and block…
    2. 02

      When a widget beats plain text

      Don't add UI for its own sake — most tools are fine returning text or JSON. Add a widget when one of these is true:

      Don't add UI for its own sake — most tools are fine returning text or JSON. Add a widget when one of these is true:If none apply, skip the widget. Text is faster to build and faster for the user.
    3. 03

      Widgets vs Elicitation — route correctly

      Before building a widget, check if elicitation covers it. Elicitation is spec-native, zero UI code, works in any compliant host.

      Before building a widget, check if elicitation covers it. Elicitation is spec-native, zero UI code, works in any compliant host.If elicitation covers it, use it. See ../build-mcp-server/references/elicitation.md.
    4. 04

      Architecture: two deployment shapes

      Hosted streamable-HTTP server. Widget templates are served as resources; tool results reference them. The host fetches the resource, renders it in an iframe sandbox, and brokers messages between the widget and Claude.

      Hosted streamable-HTTP server. Widget templates are served as resources; tool results reference them. The host fetches the resource, renders it in an iframe sandbox, and brokers messages between the widget and Claude.Same widget mechanism, but the server runs locally inside an MCPB bundle. Use this when the widget needs to drive a local application — e.g., a file picker that browses the actual local disk, a dialog that controls a de…For MCPB packaging mechanics, defer to the build-mcpb skill. Everything below applies to both shapes.
    5. 05

      Remote MCP app (most common)

      Hosted streamable-HTTP server. Widget templates are served as resources; tool results reference them. The host fetches the resource, renders it in an iframe sandbox, and brokers messages between the widget and Claude.

      Hosted streamable-HTTP server. Widget templates are served as resources; tool results reference them. The host fetches the resource, renders it in an iframe sandbox, and brokers messages between the widget and Claude.

    Permission review

    Static risk signals and limitations

    Runs scripts

    medium · line 198

    The documentation asks the agent to run terminal commands or scripts.

    npm install @modelcontextprotocol/sdk @modelcontextprotocol/ext-apps zod express

    Reads files

    low · line 209

    The documentation asks the agent to read local files, directories, or repositories.

    import { readFileSync } from "node:fs";

    Reads files

    low · line 218

    The documentation asks the agent to read local files, directories, or repositories.

    const bundle = readFileSync(

    Network access

    medium · line 333

    The documentation includes network, browsing, or remote request actions.

    "args": ["-y", "mcp-remote", "http://localhost:3000/mcp",

    Network access

    medium · line 351

    The documentation includes network, browsing, or remote request actions.

    (cat test.jsonl; sleep 10) | npx mcp-remote http://localhost:3000/mcp --allow-http

    Evidence record

    Why each signal appears

    EvidenceSourceComputedTestedEditorial
    SignalValueEvidence typeMeaning
    Quality score90/100ComputedDocumentation, specificity, maintenance, and trust rules
    Repository stars33,026SourceRepository attention, not individual Skill quality
    Compatibility0 platformsSourceDeclared in the catalog source record
    Usage guideautomated source guideEditorialGenerated or reviewed according to the visible evidence level

    Pinned source

    Provenance and original SKILL.md

    Repository
    anthropics/claude-plugins-official
    Skill path
    plugins/mcp-server-dev/skills/build-mcp-app/SKILL.md
    Commit
    2836081e91e492efdd9fc17acbd2e857f754bc73
    License
    Apache-2.0
    Collected
    2026-08-04
    Default branch
    main
    View the original SKILL.md

    Build an MCP App (Interactive UI Widgets)

    An MCP app is a standard MCP server that also serves UI resources — interactive components rendered inline in the chat surface. Build once, runs in Claude and ChatGPT and any other host that implements the apps surface.

    The UI layer is additive. Under the hood it's still tools, resources, and the same wire protocol. If you haven't built a plain MCP server before, the build-mcp-server skill covers the base layer. This skill adds widgets on top.

    Testing in Claude: Add the server as a custom connector in claude.ai (via a Cloudflare tunnel for local dev) — this exercises the real iframe sandbox and hostContext. See https://claude.com/docs/connectors/building/testing.

    Claude host specifics

    _meta.ui.* keyWhereEffect
    resourceUritoolWhich ui:// resource the host renders for this tool's results.
    visibility: ["app"]toolHide a widget-only helper tool (e.g. geometry/image fetcher called via callServerTool) from Claude's tool list.
    prefersBorder: falseresourceDrop the host's outer card border (mobile).
    csp.{connectDomains, resourceDomains, baseUriDomains}resourceDeclare external origins; default is block-all. frameDomains is currently restricted in Claude.
    • hostContext.safeAreaInsets: {top, right, bottom, left} (px) — honor these for notches and the composer overlay.
    • Directory submission requires OAuth or authless (none) — static bearer is private-deploy only and blocks listing — plus tool annotations and 3–5 PNG screenshots; see references/directory-checklist.md.

    When a widget beats plain text

    Don't add UI for its own sake — most tools are fine returning text or JSON. Add a widget when one of these is true:

    SignalWidget type
    Tool needs structured input Claude can't reliably inferForm
    User must pick from a list Claude can't rank (files, contacts, records)Picker / table
    Destructive or billable action needs explicit confirmationConfirm dialog
    Output is spatial or visual (charts, maps, diffs, previews)Display widget
    Long-running job the user wants to watchProgress / live status

    If none apply, skip the widget. Text is faster to build and faster for the user.


    Widgets vs Elicitation — route correctly

    Before building a widget, check if elicitation covers it. Elicitation is spec-native, zero UI code, works in any compliant host.

    NeedElicitationWidget
    Confirm yes/nooverkill
    Pick from short enumoverkill
    Fill a flat form (name, email, date)overkill
    Pick from a large/searchable list❌ (no scroll/search)
    Visual preview before choosing
    Chart / map / diff view
    Live-updating progress

    If elicitation covers it, use it. See ../build-mcp-server/references/elicitation.md.


    Architecture: two deployment shapes

    Remote MCP app (most common)

    Hosted streamable-HTTP server. Widget templates are served as resources; tool results reference them. The host fetches the resource, renders it in an iframe sandbox, and brokers messages between the widget and Claude.

    ┌──────────┐  tools/call   ┌────────────┐
    │  Claude  │─────────────> │ MCP server │
    │   host   │<── result ────│  (remote)  │
    │          │  + widget ref │            │
    │          │               │            │
    │          │ resources/read│            │
    │          │─────────────> │  widget    │
    │ ┌──────┐ │<── template ──│  HTML/JS   │
    │ │iframe│ │               └────────────┘
    │ │widget│ │
    │ └──────┘ │
    └──────────┘
    

    MCPB-packaged MCP app (local + UI)

    Same widget mechanism, but the server runs locally inside an MCPB bundle. Use this when the widget needs to drive a local application — e.g., a file picker that browses the actual local disk, a dialog that controls a desktop app.

    For MCPB packaging mechanics, defer to the build-mcpb skill. Everything below applies to both shapes.


    How widgets attach to tools

    A widget-enabled tool has two separate registrations:

    1. The tool declares a UI resource via _meta.ui.resourceUri. Its handler returns plain text/JSON — NOT the HTML.
    2. The resource is registered separately and serves the HTML.

    When Claude calls the tool, the host sees _meta.ui.resourceUri, fetches that resource, renders it in an iframe, and pipes the tool's return value into the iframe via the ontoolresult event.

    import { McpServer } from "@modelcontextprotocol/sdk/server/mcp.js";
    import { registerAppTool, registerAppResource, RESOURCE_MIME_TYPE }
      from "@modelcontextprotocol/ext-apps/server";
    import { z } from "zod";
    
    const server = new McpServer({ name: "contacts", version: "1.0.0" });
    
    // 1. The tool — returns DATA, declares which UI to show
    registerAppTool(server, "pick_contact", {
      description: "Open an interactive contact picker",
      annotations: { title: "Pick Contact", readOnlyHint: true },
      inputSchema: { filter: z.string().optional() },
      _meta: { ui: { resourceUri: "ui://widgets/contact-picker.html" } },
    }, async ({ filter }) => {
      const contacts = await db.contacts.search(filter);
      // Plain JSON — the widget receives this via ontoolresult
      return { content: [{ type: "text", text: JSON.stringify(contacts) }] };
    });
    
    // 2. The resource — serves the HTML
    registerAppResource(
      server,
      "Contact Picker",
      "ui://widgets/contact-picker.html",
      {},
      async () => ({
        contents: [{
          uri: "ui://widgets/contact-picker.html",
          mimeType: RESOURCE_MIME_TYPE,
          text: pickerHtml,  // your HTML string
        }],
      }),
    );
    

    The URI scheme ui:// is convention. The mime type MUST be RESOURCE_MIME_TYPE ("text/html;profile=mcp-app") — this is how the host knows to render it as an interactive iframe, not just display the source.


    Widget runtime — the App class

    Inside the iframe, your script talks to the host via the App class from @modelcontextprotocol/ext-apps. This is a persistent bidirectional connection — the widget stays alive as long as the conversation is active, receiving new tool results and sending user actions.

    <script type="module">
      /* ext-apps bundle inlined at build time → globalThis.ExtApps */
      /*__EXT_APPS_BUNDLE__*/
      const { App } = globalThis.ExtApps;
    
      const app = new App({ name: "ContactPicker", version: "1.0.0" }, {});
    
      // Set handlers BEFORE connecting
      app.ontoolresult = ({ content }) => {
        const contacts = JSON.parse(content[0].text);
        render(contacts);
      };
    
      await app.connect();
    
      // Later, when the user clicks something:
      function onPick(contact) {
        app.sendMessage({
          role: "user",
          content: [{ type: "text", text: `Selected contact: ${contact.id}` }],
        });
      }
    </script>
    

    The /*__EXT_APPS_BUNDLE__*/ placeholder gets replaced by the server at startup with the contents of @modelcontextprotocol/ext-apps/app-with-deps — see references/iframe-sandbox.md for why this is necessary and the rewrite snippet. Do not import { App } from "https://esm.sh/..."; the iframe's CSP blocks the transitive dependency fetches and the widget renders blank.

    MethodDirectionUse for
    app.ontoolresult = fnHost → widgetReceive the tool's return value
    app.ontoolinput = fnHost → widgetReceive the tool's input args (what Claude passed)
    app.sendMessage({...})Widget → hostInject a message into the conversation
    app.updateModelContext({...})Widget → hostUpdate context silently (no visible message)
    app.callServerTool({name, arguments})Widget → serverCall another tool on your server
    app.openLink({url})Widget → hostOpen a URL in a new tab (sandbox blocks window.open)
    app.getHostContext() / app.onhostcontextchangedHost → widgetTheme, host CSS vars, containerDimensions, displayMode, deviceCapabilities
    app.requestDisplayMode({mode})Widget → hostAsk for inline / pip / fullscreen
    app.downloadFile({name, mimeType, content})Widget → hostHost-mediated download (base64 content)
    new App(info, caps, {autoResize: true})Iframe height tracks rendered content

    sendMessage is the typical "user picked something, tell Claude" path. updateModelContext is for state that Claude should know about but shouldn't clutter the chat. openLink is required for any outbound navigation — window.open and <a target="_blank"> are blocked by the sandbox attribute.

    What widgets cannot do:

    • Access the host page's DOM, cookies, or storage
    • Make network calls to arbitrary origins (CSP-restricted — route through callServerTool)
    • Open popups or navigate directly — use app.openLink({url})
    • Load remote images reliably — inline as data: URLs server-side

    Keep widgets small and single-purpose. A picker picks. A chart displays. Don't build a whole sub-app inside the iframe — split it into multiple tools with focused widgets.


    Scaffold: minimal picker widget

    Install:

    npm install @modelcontextprotocol/sdk @modelcontextprotocol/ext-apps zod express
    

    Server (src/server.ts):

    import { McpServer } from "@modelcontextprotocol/sdk/server/mcp.js";
    import { StreamableHTTPServerTransport } from "@modelcontextprotocol/sdk/server/streamableHttp.js";
    import { registerAppTool, registerAppResource, RESOURCE_MIME_TYPE }
      from "@modelcontextprotocol/ext-apps/server";
    import express from "express";
    import { readFileSync } from "node:fs";
    import { createRequire } from "node:module";
    import { z } from "zod";
    
    const require = createRequire(import.meta.url);
    const server = new McpServer({ name: "contact-picker", version: "1.0.0" });
    
    // Inline the ext-apps browser bundle into the widget HTML.
    // The iframe CSP blocks CDN script fetches — bundling is mandatory.
    const bundle = readFileSync(
      require.resolve("@modelcontextprotocol/ext-apps/app-with-deps"), "utf8",
    ).replace(/export\{([^}]+)\};?\s*$/, (_, body) =>
      "globalThis.ExtApps={" +
      body.split(",").map((p) => {
        const [local, exported] = p.split(" as ").map((s) => s.trim());
        return `${exported ?? local}:${local}`;
      }).join(",") + "};",
    );
    const pickerHtml = readFileSync("./widgets/picker.html", "utf8")
      .replace("/*__EXT_APPS_BUNDLE__*/", () => bundle);
    
    registerAppTool(server, "pick_contact", {
      description: "Open an interactive contact picker. User selects one contact.",
      annotations: { title: "Pick Contact", readOnlyHint: true },
      inputSchema: { filter: z.string().optional().describe("Name/email prefix filter") },
      _meta: { ui: { resourceUri: "ui://widgets/picker.html" } },
    }, async ({ filter }) => {
      const contacts = await db.contacts.search(filter ?? "");
      return { content: [{ type: "text", text: JSON.stringify(contacts) }] };
    });
    
    registerAppResource(server, "Contact Picker", "ui://widgets/picker.html", {},
      async () => ({
        contents: [{ uri: "ui://widgets/picker.html", mimeType: RESOURCE_MIME_TYPE, text: pickerHtml }],
      }),
    );
    
    const app = express();
    app.use(express.json());
    app.post("/mcp", async (req, res) => {
      const transport = new StreamableHTTPServerTransport({ sessionIdGenerator: undefined });
      res.on("close", () => transport.close());
      await server.connect(transport);
      await transport.handleRequest(req, res, req.body);
    });
    app.listen(process.env.PORT ?? 3000);
    

    For local-only widget apps (driving a desktop app, reading local files), swap the transport to StdioServerTransport and package via the build-mcpb skill.

    Widget (widgets/picker.html):

    <!doctype html>
    <meta charset="utf-8" />
    <style>
      body { font: 14px system-ui; margin: 0; }
      ul { list-style: none; padding: 0; margin: 0; max-height: 300px; overflow-y: auto; }
      li { padding: 10px 14px; cursor: pointer; border-bottom: 1px solid #eee; }
      li:hover { background: #f5f5f5; }
      .sub { color: #666; font-size: 12px; }
    </style>
    <ul id="list"></ul>
    <script type="module">
    /*__EXT_APPS_BUNDLE__*/
    const { App } = globalThis.ExtApps;
    (async () => {
      const app = new App({ name: "ContactPicker", version: "1.0.0" }, {});
      const ul = document.getElementById("list");
    
      app.ontoolresult = ({ content }) => {
        const contacts = JSON.parse(content[0].text);
        ul.innerHTML = "";
        for (const c of contacts) {
          const li = document.createElement("li");
          li.innerHTML = `<div>${c.name}</div><div class="sub">${c.email}</div>`;
          li.addEventListener("click", () => {
            app.sendMessage({
              role: "user",
              content: [{ type: "text", text: `Selected contact: ${c.id} (${c.name})` }],
            });
          });
          ul.append(li);
        }
      };
    
      await app.connect();
    })();
    </script>
    

    See references/widget-templates.md for more widget shapes.


    Design notes that save you a rewrite

    One widget per tool. Resist the urge to build one mega-widget that does everything. One tool → one focused widget → one clear result shape. Claude reasons about these far better.

    Tool description must mention the widget. Claude only sees the tool description when deciding what to call. "Opens an interactive picker" in the description is what makes Claude reach for it instead of guessing an ID.

    Widgets are optional at runtime. Hosts that don't support the apps surface simply ignore _meta.ui and render the tool's text content normally. Since your tool handler already returns meaningful text/JSON (the widget's data), degradation is automatic — Claude sees the data directly instead of via the widget.

    Don't block on widget results for read-only tools. A widget that just displays data (chart, preview) shouldn't require a user action to complete. Return the display widget and a text summary in the same result so Claude can continue reasoning without waiting.

    Layout-fork by item count, not by tool count. If one use case is "show one result in detail" and another is "show many results side-by-side", don't make two tools — make one tool that accepts items[], and let the widget pick a layout: items.length === 1 → detail view, > 1 → carousel. Keeps the server schema simple and lets Claude decide count naturally.

    Put Claude's reasoning in the payload. A short note field on each item (why Claude picked it) rendered as a callout on the card gives users the reasoning inline with the choice. Mention this field in the tool description so Claude populates it.

    Normalize image shapes server-side. If your data source returns images with wildly varying aspect ratios, rewrite to a predictable variant (e.g. square-bounded) before fetching for the data-URL inline. Then give the widget's image container a fixed aspect-ratio + object-fit: contain so everything sits centered.

    Follow host theme. app.getHostContext()?.theme (after connect()) plus app.onhostcontextchanged for live updates. Toggle a .dark class on <html>, keep colors in CSS custom props with a :root.dark {} override block, set color-scheme. Disable mix-blend-mode: multiply in dark — it makes images vanish.


    Testing

    Claude Desktop — current builds still require the command/args config shape (no native "type": "http"). Wrap with mcp-remote and force http-only transport so the SSE probe doesn't swallow widget-capability negotiation:

    {
      "mcpServers": {
        "my-server": {
          "command": "npx",
          "args": ["-y", "mcp-remote", "http://localhost:3000/mcp",
                   "--allow-http", "--transport", "http-only"]
        }
      }
    }
    

    Desktop caches UI resources aggressively. After editing widget HTML, fully quit (⌘Q / Alt+F4, not window-close) and relaunch to force a cold resource re-fetch.

    Headless JSON-RPC loop — fast iteration without clicking through Desktop:

    # test.jsonl — one JSON-RPC message per line
    {"jsonrpc":"2.0","id":1,"method":"initialize","params":{"protocolVersion":"2025-06-18","capabilities":{},"clientInfo":{"name":"t","version":"0"}}}
    {"jsonrpc":"2.0","method":"notifications/initialized"}
    {"jsonrpc":"2.0","id":2,"method":"tools/list"}
    {"jsonrpc":"2.0","id":3,"method":"tools/call","params":{"name":"your_tool","arguments":{...}}}
    
    (cat test.jsonl; sleep 10) | npx mcp-remote http://localhost:3000/mcp --allow-http
    

    The sleep keeps stdin open long enough to collect all responses. Parse the jsonl output with jq or a Python one-liner.

    Widget dev loop — avoid the ⌘Q-relaunch cycle entirely by serving the inlined widget HTML at a plain GET route with a fake ExtApps shim that fires ontoolresult from a query param:

    app.get("/widget-preview", (_req, res) => {
      const shim = `globalThis.ExtApps={applyHostStyleVariables:()=>{},App:class{
        constructor(){this.h={}} ontoolresult;onhostcontextchanged;
        async connect(){const p=new URLSearchParams(location.search).get("payload");
          if(p)this.ontoolresult?.({content:[{type:"text",text:p}]});}
        getHostContext(){return{theme:"light"}}
        sendMessage(m){console.log("sendMessage",m)} updateModelContext(){}
        callServerTool(){return Promise.resolve({content:[]})} openLink(){} downloadFile(){}
      }};`;
      res.type("html").send(widgetHtml.replace("/*__EXT_APPS_BUNDLE__*/", shim));
    });
    

    Open http://localhost:3000/widget-preview?payload={"rows":[...]} in a normal browser tab and iterate with ordinary devtools.

    Host fallback — use a host without the apps surface (or MCP Inspector) and confirm the tool's text content degrades gracefully.

    CSP debugging — open the iframe's own devtools console. CSP violations are the #1 reason widgets silently fail (blank rectangle, no error in the main console). See references/iframe-sandbox.md.


    Reference files

    • references/iframe-sandbox.md — CSP/sandbox constraints, the bundle-inlining pattern, image handling, host theming
    • references/widget-templates.md — reusable HTML scaffolds for picker / confirm / progress / display
    • references/apps-sdk-messages.md — the App class API: widget ↔ host ↔ server messaging, lifecycle & supersession
    • references/payload-budgeting.md — host tool-result size caps, prune-then-truncate, heavy assets via callServerTool
    • references/abuse-protection.md — Anthropic egress CIDRs, tiered rate limiting, trust proxy, response caching
    • references/directory-checklist.md — pre-flight for connector-directory submission

    Alternatives

    Compare before choosing

    Computed 921,835

    wondelai/skills

    improve-code-quality

    Guided journey from a working-but-untested vibe-coded prototype to a production-ready product with tests, clean structure, a business-rules boundary, and resilience at scale. Orchestrates nine skills phase by phase - working-with-legacy-code, clean-code, refactoring-patterns, software-design-philosophy, clean-architecture, pragmatic-programmer, release-it, system-design, ddia-systems - asking the user questions at every decision point and recording results in the project docs/ folder (TESTING.md

    Computed 921,835

    wondelai/skills

    remove-technical-debt

    Guided journey from a large aged codebase everyone fears to touch to one that is safe to change, legible, bounded, and resilient - paid down in place without a rewrite. Orchestrates eight skills phase by phase - working-with-legacy-code, refactoring-patterns, clean-code, software-design-philosophy, clean-architecture, pragmatic-programmer, release-it, domain-driven-design - asking the user questions at every decision point and recording results in the project docs/ folder (TESTING.md, TECH-DEBT.

    Computed 90423

    jabrena/plinth

    802-regulations-dora

    Use when reviewing, designing, or modifying Java enterprise systems that may support financial entities, critical ICT services, third-party ICT provider integrations, or operational resilience obligations under DORA. This should trigger for requests such as Review a Java platform for DORA ICT risk controls; Design operational resilience evidence for a financial service; Add incident, continuity, backup, recovery, or third-party ICT controls; Assess resilience testing and monitoring before produc

    Computed 896

    mgiovani/cc-arsenal

    ci-generate

    Generate a production-ready CI/CD pipeline config (GitHub Actions, GitLab CI, CircleCI, or Jenkins) by discovering the project's actual stack, test/build commands, and dependencies. Use when setting up CI for a new project, adding a missing workflow file, or asked to create/generate a pipeline, workflow, or `.gitlab-ci.yml`/`Jenkinsfile`. Not for writing a Dockerfile itself (see docker-init), this only wires CI stages around one. Not for running existing CI checks locally (use ci-local), this sk