preview
MUST use when opening the Windmill dev page / visual preview of a flow, script, or app. Triggers on words like preview, open, navigate to, visualize, see the flow/app/script, and after writing a flow/script/app for visual verification.
What this skill does
# Windmill Preview Workflow
Use this skill any time the user wants to **see**, **open**, **navigate to**, **visualize**, or **preview** a flow, script, or app — and any time you've just finished writing one and want to offer visual verification.
The Windmill dev page renders the flow graph / script editor, lets the user step through steps, and live-reloads on every save. It runs locally via `wmill dev` and is reached on a localhost port.
## Two independent decisions
### 1. Mode: proxy or direct?
`wmill dev` runs in two modes; pick by asking what kind of URL whatever will display the preview needs.
- **Proxy** (`--proxy-port <port>`) — exposes the dev page on `http://localhost:<port>/`. Use it when the embedder you'll hand the URL to **only accepts localhost URLs** (most in-IDE / in-chat preview embedders do, because they sandbox cross-origin loads).
- **Direct** (default) — the user's browser loads the dev page from the remote workspace's HTTPS URL; the local `wmill dev` only runs the WebSocket back-channel for live reload. Use it when the URL will be opened in a regular browser tab.
Default to **direct** unless you have a specific embedder that needs localhost.
### 2. Who starts the server?
- **You start it** in the background. Spawn `wmill dev …` (or `wmill app dev …`) yourself, capture the URL it prints, do whatever's next (open a tab, hand the URL to an embedder).
- **The runtime starts it from `.claude/launch.json`.** Some runtimes (currently the Claude Desktop / Claude Code MCP preview integration — tools prefixed with `mcp__Claude_Preview__`) can read a `launch.json` configuration and launch the dev server on demand when you invoke their preview tool. **Only take this path if you actually have such a tool** — otherwise nothing reads the file and `wmill dev` never starts.
The two decisions compose. The common cases:
| Embedder | Needs localhost? | launch.json runtime? | What to do |
|---|---|---|---|
| Regular browser tab | No | n/a | Direct mode, you start it, give URL to user |
| IDE / chat preview pane that takes any URL | No | No | Direct mode, you start it, point the embedder at the printed URL |
| IDE / chat preview pane that only accepts localhost | Yes | No | Proxy mode, you start it, point the embedder at `http://localhost:<port>/` |
| Claude Desktop / Code MCP preview | Yes | Yes | Proxy mode, write a `launch.json` entry, invoke the MCP tool |
Never start the proxy "just in case" — it adds the localhost hop for no benefit when no embedder needs it.
## Starting the server yourself
Use this when no `launch.json`-aware runtime is available, regardless of mode.
For flows / scripts:
```bash
# Direct mode — gives you the remote dev-page URL
wmill dev --path <wmill_path> --no-open
# Proxy mode — gives you a localhost URL that 302s to the remote dev page
wmill dev --proxy-port 4000 --path <wmill_path> --no-open
```
For apps:
```bash
cd <app_path>__raw_app && wmill app dev --no-open --port 4000
```
Each command prints the URL on stdout. Line shapes differ:
- `wmill dev --no-open` (direct) prints `Go to <url>` with the full remote URL (workspace, token, path baked in).
- `wmill dev --proxy-port` prints `Dev proxy listening on http://localhost:<port>` — the URL to hand to an embedder is `http://localhost:<port>/`.
- `wmill app dev --no-open` prints `🚀 Dev server running at <url>` — the local app server.
Capture the URL with a loose match (the first `https?://…` token after startup) and either hand it to your embedder or relay it to the user: *"Preview is running — open `<url>` in your browser."* Don't construct the URL yourself; you don't have the workspace ID or auth token.
These commands are long-running — start them in the background, don't block waiting.
## Letting `launch.json` start the server (Claude Desktop / Code MCP only)
Take this path when **and only when** an `mcp__Claude_Preview__*` MCP tool is exposed in your tool list. Skip it otherwise — without an MCP tool reading the file, `wmill dev` never starts.
**Each flow / script / app gets its own named entry** in the user's `.claude/launch.json` so multiple previews coexist without colliding — each entry pins a different port + path. Never reuse a generic "windmill" entry for different targets.
### Step 1 — Reuse or add a per-target entry in `.claude/launch.json`
Convention: name the entry `windmill: <wmill_path>` (e.g. `windmill: f/test/my_flow`).
- **Entry already exists** → reuse it; note its `port` for the next step.
- **Not there** → add one. Pick a port not already taken by another entry (start at 4000 and bump). Shape:
For flows / scripts:
```json
{
"name": "windmill: f/test/my_flow",
"runtimeExecutable": "bash",
"runtimeArgs": ["-c", "wmill dev --proxy-port ${PORT:-4000} --path f/test/my_flow --no-open"],
"port": 4000,
"autoPort": true
}
```
For apps (`*__raw_app/`), `wmill app dev` is the equivalent — runs from the app folder, no `--path`:
```json
{
"name": "windmill: f/test/my_app",
"runtimeExecutable": "bash",
"runtimeArgs": ["-c", "cd f/test/my_app__raw_app && wmill app dev --no-open --port ${PORT:-4001}"],
"port": 4001,
"autoPort": true
}
```
If `.claude/launch.json` doesn't exist yet, create it with the standard shell `{ "version": "0.0.1", "configurations": [...] }`.
### Step 2 — Invoke the MCP preview tool
Point it at the entry you just added/found. Use `http://localhost:<port>/` as the URL — the proxy's redirect at `/` is what appends the workspace ID, the auth token, and the path. Do **NOT** construct a `/dev?...` URL yourself.
The MCP tool launches the configuration on demand, so you don't need to start the `wmill dev` process manually.
## Non-visual alternative
If the user wants a programmatic test rather than a visual one:
- Flow: `wmill flow preview <path> -d '<args>'`
- Script: `wmill script preview <path> -d '<args>'`
Both print the job result, are safe to run yourself, and don't deploy.
## Anti-patterns to avoid
- ❌ Writing a `.claude/launch.json` entry when no `mcp__Claude_Preview__*` tool is in your tool list. Nothing will read the file; the server never starts. Spawn `wmill dev` yourself instead.
- ❌ Starting the proxy when no embedder needs a localhost URL. Direct mode is the right choice — the proxy is overhead with no purpose.
- ❌ Reusing a single generic `launch.json` entry for every preview target. Each flow/script/app gets its own named entry on its own port — that's how multiple sessions coexist without one preview clobbering another.
- ❌ Mutating an existing entry's `--path` to retarget it. Add a new entry instead.
- ❌ Constructing `http://localhost:<port>/dev?path=<X>` yourself. The proxy's `/` redirect is what appends the workspace ID and auth token; bypassing it gives a broken page. Always use `http://localhost:<port>/`.
- ❌ Starting `wmill dev` in the foreground (you'll hang). Always background.
- ❌ Listing both "open in IDE pane" and "open in browser" as a menu — pick one based on context.
Related in Writing & Docs
jax-development
IncludedUse this skill when the user is writing, debugging, profiling, refactoring, reviewing, benchmarking, parallelising, exporting, or explaining JAX code, or when they mention JAX, jax.numpy, jit, grad, value_and_grad, vmap, scan, lax, random keys, pytrees, jax.Array, sharding, Mesh, PartitionSpec, NamedSharding, pmap, shard_map, Pallas, XLA, StableHLO, checkify, profiler, or the JAX repo. It helps turn NumPy or PyTorch-style code into pure functional JAX, fix tracer/control-flow/shape/PRNG bugs, remove recompiles and host-device syncs, choose transforms and sharding strategies, inspect jaxpr/lowering/IR, and benchmark compiled code correctly.
nature-article-writer
IncludedDrafts, rewrites, diagnostically critiques, and style-calibrates primary research manuscripts for Nature and Nature Portfolio journals. Use when the user wants a Nature-style title, summary paragraph or abstract, introduction, results, discussion, methods, figure legends, presubmission enquiry, cover letter, reviewer response, or when a scientific draft sounds generic, jargon-heavy, structurally weak, or AI-ish and needs precise, broad-reader-friendly prose without inventing data, analyses, or references. Best for primary research articles and letters rather than reviews or press releases unless explicitly adapting one.
deckrd
IncludedDocument-driven framework that derives requirements, specifications, implementation plans, and executable tasks from goals through structured AI dialogue. Use when user says "write requirements", "create spec", "plan implementation", "derive tasks", "structure this feature", "break down into tasks", or "document this module". Also use for reverse engineering existing code into docs (/deckrd rev). Do NOT use for direct code writing — use /deckrd-coder after tasks are generated. Do NOT use when the user only wants to run or fix existing code without planning.
clinical-decision-support
IncludedGenerate professional clinical decision support (CDS) documents for pharmaceutical and clinical research settings, including patient cohort analyses (biomarker-stratified with outcomes) and treatment recommendation reports (evidence-based guidelines with decision algorithms). Supports GRADE evidence grading, statistical analysis (hazard ratios, survival curves, waterfall plots), biomarker integration, and regulatory compliance. Outputs publication-ready LaTeX/PDF format optimized for drug development, clinical research, and evidence synthesis.
handling-sf-data
IncludedSalesforce data operations with 130-point scoring. Use this skill to create, update, delete, bulk import/export, generate test data, and clean up org records using sf CLI and anonymous Apex. TRIGGER when: user creates test data, performs bulk import/export, uses sf data CLI commands, needs data factory patterns for Apex tests, or needs to seed/clean records in a Salesforce org. DO NOT TRIGGER when: SOQL query writing only (use querying-soql), Apex test execution (use running-apex-tests), or metadata deployment (use deploying-metadata).
accelint-ac-to-playwright
IncludedConvert and validate acceptance criteria for Playwright test automation. Use when user asks to (1) review/evaluate/check if AC are ready for automation, (2) assess if AC can be converted as-is, (3) validate AC quality for Playwright, (4) turn AC into tests, (5) generate tests from acceptance criteria, (6) convert .md bullets or .feature Gherkin files to Playwright specs, (7) create test automation from requirements. Handles both bullet-style markdown and Gherkin syntax with JSON test plan generation and validation.