rayfin-getting-started
Use when starting or creating a NEW Rayfin app, or when a Rayfin task comes up and you are not yet inside a Rayfin project. Gets you into a project with the Rayfin CLI, then hands off to the authoritative, version-locked in-project rayfin skill/docs that own all in-project work. Triggers: build a Rayfin app, start a Rayfin project, create a new Rayfin app, create-rayfin, npm create @microsoft/rayfin, rayfin init, scaffold rayfin, rayfin CLI, rayfin template, universal app, awesome-rayfin gallery, get started with Rayfin
- License 许可
- MIT
- 所属仓库
- microsoft/rayfin
- 最近更新
- 2026-11-12
- Stars
- ★ 659
- Forks
- 75
01 前言 Front Matter
- name
- rayfin-getting-started
- metadata
- { "author": "microsoft", "version": "0.4.2" }
- description
- Use when starting or creating a NEW Rayfin app, or when a Rayfin task comes up and you are not yet inside a Rayfin project. Gets you into a project with the Rayfin CLI, then hands off to the authoritative, version-locked in-project rayfin skill/docs that own all in-project work. Triggers: build a Rayfin app, start a Rayfin project, create a new Rayfin app, create-rayfin, npm create @microsoft/rayfin, rayfin init, scaffold rayfin, rayfin CLI, rayfin template, universal app, awesome-rayfin gallery, get started with Rayfin
03 SKILL.md 正文
Rayfin (Getting Started)
Rayfin is a Backend-as-a-Service: define your data model with TypeScript decorators and Rayfin provides auth, a typed data API, storage, and Fabric hosting.
This skill only handles getting started: getting you from zero into a working Rayfin
project, then handing off. The moment you're in a project, the authoritative, version-locked
skill at .agents/skills/rayfin/SKILL.md, alongside the package docs in node_modules and
the rayfin docs CLI, owns everything else: schema, auth, storage, querying, deployment.
Load it and stop using this one.
Route, don't improvise
Rayfin's specifics are version-locked per project — schema/decorator syntax, the typed data
API and client queries, auth, storage, and deployment all live in the project's own skill and
rayfin docs. Never answer them from memory; remembered Rayfin APIs are routinely
wrong against the installed version. Get into a project, read .agents/skills/rayfin/SKILL.md,
then follow it for version-matched signatures. The in-project skill file and the
rayfin docs CLI are available the moment a project exists — including right after you
scaffold one, in the same session.
Being blocked does not unlock memory. Only treat yourself as blocked if you can reach none
of the version-matched sources — you can't read .agents/skills/rayfin/SKILL.md and can't
run rayfin docs (e.g. tool permissions denied). When genuinely blocked, say you need those
sources to answer accurately and stop there. Don't offer a "general approach" or example code
"in the meantime"; that stopgap is exactly the fabrication this skill exists to prevent.
Already in a Rayfin project?
Check this first — before scaffolding anything, even when the user says "build" or "set up a
new app". A directory is a Rayfin project if it has rayfin/rayfin.yml or a package.json
depending on @microsoft/rayfin-*. Environment signals alone are enough: if the workspace
context shows either — even when you can't open the files yet — treat it as an existing
project and continue in place. Never stand up a nested or sibling project.
- Already in one → load
.agents/skills/rayfin/SKILL.mdand userayfin docs. Stop using this skill. - Existing non-Rayfin app here → add Rayfin in place with
npx -y -p @microsoft/rayfin-cli@latest rayfin init --project-name <app-name>(don't scaffold a separate project), then load the in-project skill. - Empty directory → scaffold (below), then load the in-project skill from the project root.
Scaffold a new project
npm create @microsoft/rayfin@latest is a thin wrapper around rayfin init. As an agent you
run non-interactively (stdin isn't a TTY), so use the npx -y form — npm create can
mishandle piped stdin and strip flags, and --project-name is required non-interactively.
# Use the CLI's bundled default app template. Keep this command on one line
# so it also works in PowerShell.
npx -y @microsoft/create-rayfin@latest --project-name <app-name> --template blankapp
# Or add Rayfin into an existing directory.
npx -y -p @microsoft/rayfin-cli@latest rayfin init --project-name <app-name> [directory]
Always use the bundled blankapp template. Don't browse the gallery or pick a
domain-specific template.
Mind the project root before loading the in-project skill: create-rayfin creates a child
project directory (named from --project-name, slugified), so cd into it; an in-place
rayfin init scaffolds in the current directory, so you're already there. Once at the project
root, read AGENTS.md first when the template ships a capability router, then load
.agents/skills/rayfin/SKILL.md for every version-locked Rayfin specific.
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schema-discovery
Explore Power BI semantic model schemas using DAX INFO functions. Progressive metadata discovery strategy, scope estimation, and narrowing techniques for tables, columns, measures, and relationships.
query-design
Separates DAX data-fetching from TypeScript presentation. Guides when to use DAX vs. TypeScript vs. Vega-Lite for aggregation, total rows, FORMAT(), SELECTCOLUMNS, BLANK handling, filtering, multi-grain queries, cross-filtering and cross-highlight subset/overlay queries, and format strings.
functions-capability
Apply and build the Universal App functions capability. Use for trusted server-side logic, secrets, external APIs, custom model endpoints, published Fabric data agents, webhooks, or privileged operations.
fabric-sdk
How to query Fabric data from a running app through the Rayfin connectors client. Use getRayfinClient().connectors.<name>.executeQuery to run DAX against a semantic model, and toQueryResult to normalize the response.
fabric-data-agent
Call a published Fabric data agent from a Universal App through a Rayfin function using application auth and MCP streamable HTTP. Use when the request names a Fabric data agent, data-agent MCP endpoint, or asks to chat with governed Fabric data through an app.