AGENT SKILL

aspireify

**WORKFLOW SKILL** - Wire Aspire AppHosts or repair TypeScript AppHost toolchains. Scans the repo, proposes a resource graph, edits C#, file-based C#, or TypeScript AppHosts, wires ServiceDefaults + OTel, validates with `aspire start`, then stops. USE FOR: wire/scaffold AppHost, add Postgres/Redis/Rabbit/Mongo, connect frontend to API, after `aspire init`, AddNextJsApp, AddViteApp, WithBrowserLogs, Interaction Service, command arguments, apphost.cs, apphost.mts, unified withEnvironment, .aspire/modules refusal, config/secrets, TS dependency restore, pnpm/yarn/bun, or Yarn Classic. DO NOT USE FOR: skeleton drop (aspire-init), lifecycle-only start/stop/wait/restart or `aspire update --migrate` (aspire-orchestration), publish/deploy/destroy (aspire-deployment), logs/traces (aspire-monitoring), terminal authoring or automation (aspire-terminals). INVOKES: aspire CLI, AppHost source edits, ServiceDefaults wiring. FOR SINGLE OPERATIONS: Run `aspire add PACKAGE` directly for a one-off integration.

License 许可
MIT
最近更新
2026-11-11
Stars
★ 94
Forks
12

01 前言 Front Matter

name
aspireify
license
MIT
metadata
{ "author": "Microsoft", "version": "0.0.5" }
description
**WORKFLOW SKILL** - Wire Aspire AppHosts or repair TypeScript AppHost toolchains. Scans the repo, proposes a resource graph, edits C#, file-based C#, or TypeScript AppHosts, wires ServiceDefaults + OTel, validates with `aspire start`, then stops. USE FOR: wire/scaffold AppHost, add Postgres/Redis/Rabbit/Mongo, connect frontend to API, after `aspire init`, AddNextJsApp, AddViteApp, WithBrowserLogs, Interaction Service, command arguments, apphost.cs, apphost.mts, unified withEnvironment, .aspire/modules refusal, config/secrets, TS dependency restore, pnpm/yarn/bun, or Yarn Classic. DO NOT USE FOR: skeleton drop (aspire-init), lifecycle-only start/stop/wait/restart or `aspire update --migrate` (aspire-orchestration), publish/deploy/destroy (aspire-deployment), logs/traces (aspire-monitoring), terminal authoring or automation (aspire-terminals). INVOKES: aspire CLI, AppHost source edits, ServiceDefaults wiring. FOR SINGLE OPERATIONS: Run `aspire add PACKAGE` directly for a one-off integration.

02 资源文件 10

03 SKILL.md 正文

Aspireify

One-time wiring skill. aspire init drops a skeleton; aspireify turns that skeleton into a working AppHost by scanning the repo, proposing a resource graph, editing the AppHost, wiring Aspire.ServiceDefaults, and validating end to end. Self-deactivates after a clean aspire start.

? Hard Refusal: Never Edit .aspire/modules/

⛔ REFUSE any request to edit, modify, change, open-for-edit, or "tweak" files inside .aspire/modules/ of a TypeScript AppHost. This directory is generated from the installed Aspire integration package graph. It is regenerated by aspire add, aspire restore, and startup when package changes require it.

If a user asks to edit something in .aspire/modules/ (e.g., .aspire/modules/postgres.module.ts), the correct response is:

  1. Refuse the edit with a clear "I won't edit .aspire/modules/" statement.
  2. Explain that .aspire/modules/ is generated and any changes are clobbered.
  3. Redirect the requested change to the configured AppHost entry point: current apphost.mts, or legacy apphost.ts.
  4. If the user wants a new integration, suggest aspire add <package>; if they want to change configuration, show the equivalent edit in the AppHost entry point.
❌ Wrong ✅ Right
Open .aspire/modules/postgres.module.ts and tweak the connection options Edit apphost.mts and change addPostgres('pg', { ... }) options there
Modify a generated .aspire/modules/* file directly Re-run aspire add <package> after updating apphost.mts
Comment out a line in .aspire/modules/ to disable a resource Remove or guard the resource declaration in apphost.mts

This rule applies even if the user insists, even for "one-line" changes, even for "just to test something." The TS AppHost regenerates .aspire/modules/ deterministically; edits are unrecoverable noise.

Guiding Principles

Minimize changes to the user's code

Adapt the AppHost to fit the app, not the other way around. Prefer WithEnvironment() to match existing environment variable names, Aspire-managed ports over fixed ports, and 1:1 Docker Compose mapping before optimizing. Do not restructure directories, rename files, or change build scripts unless the user explicitly chooses that tradeoff.

Surface tradeoffs; do not decide silently

When a small code change unlocks better Aspire integration, present both options: the zero-code-change mapping and the small-change version that enables WithReference, health checks, service discovery, dynamic ports, or dashboard telemetry. Ask which approach the user wants, then implement that choice without complaint.

Verify APIs before writing AppHost code

Use aspire docs search <topic> and aspire docs get <slug> for workflow guidance. Use aspire docs api search <query> --language csharp|typescript and aspire docs api get <id> for API shape. Use aspire integration list/search to find integrations before aspire add. Do not invent packages, methods, overloads, or command shapes; C# and TypeScript AppHost APIs differ.

Keep configuration visible in the AppHost

Scan .env, .env.local, .env.development, secrets.json.example, <UserSecretsId>, and setup scripts. Propose migrating values into AppHost parameters: connection strings become Aspire resources, API keys/tokens become secret parameters, and non-secret config becomes plain parameters or WithEnvironment() values. Never delete .env files or remove existing UserSecretsId entries without explicit user approval because non-Aspire workflows may still depend on them.

Local development first

This skill optimizes local development, not production deployment. Prefer persistent container lifetimes and data volumes for databases/caches, use HTTPS endpoints by default, pass endpoint references instead of hardcoded URLs, and model external SaaS URLs/API keys as parameters so they are visible in the dashboard.

Redis TLS edge case

Aspire can automatically provision TLS certificates for container resources. If Redis health checks fail with SSL/TLS handshake errors, do not fall back to AddContainer(). Use WithoutHttpsCertificate() on the Redis resource when the consuming app expects plain Redis.

Project-Local Override

If .agents/skills/aspireify/SKILL.md exists (installed by aspire init or aspire agent init --skills aspireify), warn the user that a project-local copy is present and defer to it. The plugin version is the fallback.

⚠️ Project-local .agents/skills/aspireify/SKILL.md detected — deferring to it.

Prerequisites

Requirement Install
.NET 10.0 SDK (C# AppHost) https://dotnet.microsoft.com/download
Node.js ^20.19.0, ^22.13.0, or >=24 (TS AppHost) https://nodejs.org
Aspire CLI npm install -g @microsoft/aspire-cli, install script, or dotnet tool install -g Aspire.Cli
Skeleton already dropped aspire init produced aspire.config.json + AppHost stub

Detection — When to Activate

Activate when ANY signal is present AND the AppHost is unwired (no resources declared beyond the stub):

Signal How to Detect Confidence
Skeleton just dropped aspire init just ran in this session ✅ Definitive
Empty AppHost stub apphost.cs / Program.cs / current apphost.mts (or legacy apphost.ts) only contains Build().Run() ✅ Definitive
aspire.config.json without resources Config present, AppHost has no AddProject/addProject High
User asks to "wire" / "scaffold resource graph" Verb match: wire, scaffold, integrate, hook up, add Postgres/Redis/etc. High
User asks "what next after aspire init" Direct handoff request ✅ Definitive
Existing repo with services + new AppHost Repo has .csproj/package.json projects but AppHost references none High

If the AppHost already has wired resources and the user wants to start/stop the app → aspire-orchestration. If the user wants to deploy → aspire-deployment.

Language Support

AppHost Style Detection Edit Target
C# SDK-style .csproj containing <Sdk Name="Aspire.AppHost.Sdk" /> Program.cs (top-level statements)
File-based C# apphost.cs with #:sdk Aspire.AppHost.Sdk and #:package directives apphost.cs itself
TypeScript Current apphost.mts or legacy apphost.ts with generated .aspire/modules/ Configured AppHost entry point only — never edit .aspire/modules/

See references/csharp-authoring.md and references/typescript-authoring.md.

aspire-orchestration owns the CLI-driven migration from legacy apphost.ts. After it updates packages and migration artifacts, return to aspireify only when the user still needs AppHost source wiring or authoring.

TypeScript AppHost package managers

Dependency and toolchain failures belong to this skill. Before recommending a command, inspect the AppHost directory and then its immediate eligible parent. Within each directory, the first recognized marker wins in this order:

  1. packageManager in package.json (npm, pnpm, yarn, or bun, optionally versioned)
  2. bun.lock
  3. bun.lockb
  4. pnpm-lock.yaml
  5. yarn.lock
  6. .yarnrc.yml
  7. package-lock.json

An AppHost-local marker takes precedence over every parent marker. If neither directory has a recognized marker, Aspire defaults to npm. Report the selected manager and marker.

Use the selected manager only to repair dependencies or diagnose the toolchain. The resolver commands are npm install, bun install, and yarn install; a generated brownfield pnpm AppHost uses pnpm install --ignore-workspace, while other pnpm dependency installs use pnpm install. Yarn Classic (yarn@1... or a v1 lockfile) is unsupported: stop and ask the user to upgrade to Yarn 4+ or explicitly migrate to npm, pnpm, or Bun.

Do not change packageManager or create, replace, or regenerate a lockfile merely to influence detection or switch managers. Preserve existing files until the user explicitly chooses an upgrade or migration. Start the AppHost with aspire start --non-interactive, not a raw package-manager launcher. See references/typescript-authoring.md for the full command matrix and resolver details.

Workflow Phases

1. SCAN     → discover projects, services, dependencies, integration candidates
2. PROPOSE  → resource graph + integration list, confirm with user
3. EDIT     → wire AppHost, add ServiceDefaults + OTel + health checks
4. VALIDATE → aspire start --non-interactive → aspire wait <each resource>
5. DEACTIVATE → confirm clean start, hand off to aspire-orchestration

For the detailed, upstream-parity workflow, load these references before editing:

  • apphost-wiring.md — full AppHost wiring workflow, API lookup, endpoint/parameter patterns, validation, solution updates, and cleanup.
  • docker-compose.md — docker-compose migration, profiles, image mapping, ports, volumes, and depends_on.
  • full-solution-apphosts.md — large solution triage, mixed SDK boundaries, solution membership, ServiceDefaults placement, and legacy host migration.
  • javascript-apps.md — JavaScript resource selection, workspace/monorepo package-manager handling, ports, scripts, and TS AppHost package config.
  • opentelemetry.md — optional Node.js, Python, and Go OpenTelemetry wiring for non-.NET services.

1. Scan

Walk the repo and inventory:

What How
.NET projects find . -name '*.csproj' -not -path '*/bin/*' -not -path '*/obj/*'
Node services find . -name 'package.json' -not -path '*/node_modules/*'
Python services find . -name 'pyproject.toml' -o -name 'requirements.txt'
Container deps in compose docker-compose.yml, compose.yaml (Postgres? Redis? Rabbit?)
Connection strings grep appsettings*.json, .env*, config/* for Postgres, Redis, Mongo, RabbitMQ, Cosmos, ServiceBus
Integration packages dotnet list package per project; package.json dependencies
Existing endpoints hardcoded ports in launchSettings.json, next.config.js, vite.config.ts

Full heuristics in references/scan-and-propose.md.

2. Propose

Present a resource graph before editing. Ask clarifying questions:

  • "I see Postgres in docker-compose.yml — should I model it as AddPostgres('db') or use Azure Database for PostgreSQL?"
  • "Your React app hardcodes http://localhost:5000 — replace with Aspire service discovery (endpoint.url)?"
  • "Your API has an /admin endpoint — exclude it from WithReference() so consumers don't see it?"

3. Edit

Apply the proposed graph. Use the right authoring style for the AppHost language.

4. Validate

aspire start --non-interactive --format Json
aspire wait <resource>          # repeat for each declared resource
aspire describe --format Json   # sanity check graph

Full validation flow + recovery in references/validation.md.

5. Self-Deactivate

After a clean aspire start, announce:

✅ AppHost wired and validated. Handing off to aspire-orchestration for
   day-to-day start/stop/wait. Aspireify is done.

Integration Discovery Catalog

Map detected services → Aspire integrations. See references/scan-and-propose.md for the full catalog.

Detected C# TS
Postgres in compose / Npgsql package AddPostgres("pg").AddDatabase("db") addPostgres('pg').addDatabase('db')
Redis in compose / StackExchange.Redis AddRedis("cache") addRedis('cache')
RabbitMQ AddRabbitMQ("mq") (v7 client w/ pub-sub tracing) addRabbitMQ('mq')
MongoDB AddMongoDB("mongo") addMongoDB('mongo')
Cosmos DB AddAzureCosmosDB("cosmos") addAzureCosmosDB('cosmos')
Azure Service Bus AddAzureServiceBus("sb") addAzureServiceBus('sb')
Azure Cache for Redis (Entra) AddAzureRedis("cache") (now GA) addAzureRedis('cache')
Next.js frontend AddNextJsApp("web", "./web") addNextJsApp('web', '../web')
Vite SPA AddViteApp("web", "./web") addViteApp('web', '../web')
Plain Node app AddNodeApp("api", "./api", "server.js") addNodeApp('api', './api', 'server.js')

Current Authoring Rules

Rule Why
Use unified withEnvironment(name, value) in TS — never the deprecated per-kind helpers (withEnvironmentEndpoint, withEnvironmentParameter, etc.) Single API handles all value kinds; per-kind helpers are deprecated
Use AddNextJsApp / AddViteApp over hand-rolled Dockerfiles for JS frontends First-class lifecycle + PublishAs* integration
Use PublishAsStaticWebsite / PublishAsNodeServer / PublishAsPackageScript for JS publish Replaces hand-rolled Dockerfiles; SPA → static, SSR Node → NodeServer, package-script SSR → PackageScript
Add WithBrowserLogs() to frontend resources for browser console + screenshots in dashboard Aspire.Hosting.Browsers surfaces browser telemetry in the dashboard
Bind every resource to a compute environment with WithComputeEnvironment(env) when multiple environments exist Multi-environment deploys require explicit binding
Never edit .aspire/modules/ in TS AppHosts Generated; edits get clobbered. Edit the configured apphost.mts (or legacy apphost.ts) only
Use WithEndpoint("name", e => ...) to update endpoints Endpoint callbacks update existing endpoints rather than throwing on duplicates
Mark admin endpoints with ExcludeReferenceEndpoint = true Prevents consumers from receiving admin URLs via WithReference()
Look up unfamiliar API: aspire docs api search <query> --language csharp|typescript Don't guess overloads or builder chains
Use context .Services / await ctx.services().getInteractionService() .ServiceProvider is obsolete, and ctx.services() alone returns a services accessor
Use AddConnectionString for external connection strings PublishAsConnectionString is obsolete
Check IInteractionService.IsAvailable before prompting CLI-invoked commands may be noninteractive; prefer command arguments for dashboard + CLI input
Route terminal authoring to aspire-terminals Owns WithTerminal, TerminalService, dock/dialog/headless lifetimes, terminal prompts, REPLs and tapes; nonterminal interactions remain here
Keep all Aspire SDK and Aspire.Hosting.* packages on the same release family Mixed release families can fail at startup
Migrate GitHub Models integrations to Azure AI Foundry Aspire.Hosting.GitHub.Models is deprecated and absent from integration discovery
Use WithModule(RedisModules.*) for Redis 8 modules Prefer typed JSON, Search, Bloom Filter, and TimeSeries constants over raw module paths
Use Foundry AsHostedAgent(...) for hosted executable/container agents Current Azure AI Foundry path replaces deprecated GitHub Models

C# vs TS Quick Reference

Concept C# TypeScript
Builder var builder = DistributedApplication.CreateBuilder(args); const builder = await createBuilder();
Add project builder.AddProject<Projects.Api>("api") (SDK) or AddProject("api", "../Api/Api.csproj") await builder.addProject('api', '../Api/Api.csproj')
Wire env var (any value type) .WithEnvironment("KEY", value) .withEnvironment('KEY', value) ← unified API
Wait for dependency .WaitFor(db) .waitFor(db)
Pass connection .WithReference(db) .withReference(db)
External HTTP .WithExternalHttpEndpoints() .withExternalHttpEndpoints()
Endpoint expression api.GetEndpoint("http") api.getEndpoint('http').url / .host / .port
Build + run builder.Build().Run(); await builder.build().run();

ServiceDefaults Wiring

Each project should call builder.AddServiceDefaults(); to opt into OpenTelemetry, health checks, and service discovery. Add the Aspire.ServiceDefaults project reference (or NuGet for non-monorepo). See references/service-defaults.md.

Endpoint & Reference Conventions

// Public-facing API. Mark "admin" endpoint as not-for-consumers.
var api = builder.AddProject<Projects.Api>("api")
    .WithExternalHttpEndpoints()
    .WithEndpoint("admin", e => e.ExcludeReferenceEndpoint = true);

// Frontend wires the API via service discovery.
builder.AddNextJsApp("web", "./web")
    .WithReference(api)        // injects services__api__http and __https
    .WaitFor(api)
    .WithBrowserLogs();        // browser console + screenshots

Validation & Recovery

Symptom Action
aspire start fails with build error Fix code, re-run aspire start
File-lock errors during edit Hand off to aspire-orchestration → aspire stop → retry
Resource missing from aspire describe Re-run aspire describe --include-hidden; aspire ps is AppHost-level
TS AppHost change ignored Confirm you edited the configured apphost.mts (or legacy apphost.ts), not .aspire/modules/
Mixed JSON output from aspire start Strip non-JSON lines before parsing (#15843)

Full flow in references/validation.md.

Handoff Rules

Scenario Route To
AppHost skeleton not yet dropped → aspire-init skill
Day-to-day start/stop/wait/restart → aspire-orchestration skill
Publish, deploy, destroy, pipeline steps → aspire-deployment skill
Logs, traces, metrics, dashboard, browser log inspection → aspire-monitoring skill
Deployed (Azure/AKS) app diagnostics → azure-diagnostics skill (azure-skills)

Key Rules

  • Never overwrite existing files — always augment or merge.
  • Ask before modifying service code, especially OpenTelemetry and ServiceDefaults injection.
  • Respect existing project structure — do not reorganize the repo.
  • If stuck, use aspire doctor to diagnose environment issues.
  • Never hardcode URLs in WithEnvironment / withEnvironment — pass endpoint references such as api.GetEndpoint("http") or api.getEndpoint('http') instead of string literals.
  • Never use WithUrlForEndpoint / withUrlForEndpoint to set dev.localhost URLs — that API is only for dashboard display labels; dev.localhost belongs in AppHost launch/profile configuration.

References

04 同仓库更多 Skills

microsoft
microsoft/aspire-skills

aspire-terminals

**WORKFLOW SKILL** - Author and automate Aspire terminals. USE FOR: WithTerminal, withTerminal, TerminalService, TerminalLaunchOptions, docked terminals, terminal prompts, PromptTerminalAsync, TerminalPlacement, AspireTerminalKey, WithRepl, withRepl, aspire terminal ps/attach/tape play, VHS tapes for Aspire, or terminal screen/input automation. DO NOT USE FOR: generic shell commands, ordinary AppHost resource wiring (aspireify), start/stop/wait (aspire-orchestration), logs/traces or browser telemetry (aspire-monitoring), deployment (aspire-deployment), or nonterminal Interaction Service prompts (aspireify). INVOKES: Aspire docs/API lookup, AppHost edits, Aspire terminal CLI; aspire-orchestration for lifecycle validation. FOR SINGLE OPERATIONS: Choose the terminal owner and lifetime first, then read the matching reference.

开发工程师Skill与智能体开发
★ 94
microsoft
microsoft/aspire-skills

aspire

**WORKFLOW SKILL** - Aspire router. Detects AppHosts, enforces guardrails, and selects the right sub-skill. USE FOR: Aspire AppHost, Aspire CLI, distributed app, cloud-native .NET, aspire start/stop/resource/deploy/destroy/publish/init/new/add/wait/describe/ps/logs/otel, aspire agent init, WithBrowserLogs, WithTerminal, TerminalService, terminal prompts, WithRepl, tapes, Interaction Service, apphost.mts, TS package managers, Yarn Classic, custom resource commands, .aspire/modules recovery, ProjectResource to DotnetProjectResource migration, or Playwright URL discovery. DO NOT USE FOR: non-Aspire projects or ordinary build/test tasks. INVOKES: aspire-init, aspireify, aspire-project-v2-migration, aspire-orchestration, aspire-deployment, aspire-monitoring, aspire-terminals. FOR SINGLE OPERATIONS: Route directly to the matching sub-skill.

测试与质量Skill与智能体开发
★ 94
microsoft
microsoft/aspire-skills

aspire-terminals

**WORKFLOW SKILL** - Author and automate Aspire terminals. USE FOR: WithTerminal, withTerminal, TerminalService, TerminalLaunchOptions, docked terminals, terminal prompts, PromptTerminalAsync, TerminalPlacement, AspireTerminalKey, WithRepl, withRepl, aspire terminal ps/attach/tape play, VHS tapes for Aspire, or terminal screen/input automation. DO NOT USE FOR: generic shell commands, ordinary AppHost resource wiring (aspireify), start/stop/wait (aspire-orchestration), logs/traces or browser telemetry (aspire-monitoring), deployment (aspire-deployment), or nonterminal Interaction Service prompts (aspireify). INVOKES: Aspire docs/API lookup, AppHost edits, Aspire terminal CLI; aspire-orchestration for lifecycle validation. FOR SINGLE OPERATIONS: Choose the terminal owner and lifetime first, then read the matching reference.

开发工程师Skill与智能体开发
★ 94
microsoft
microsoft/aspire-skills

aspire-project-v2-migration

**WORKFLOW SKILL** - Safely migrates eligible Aspire 13.6+ AppHosts from legacy ProjectResource APIs to experimental DotnetProjectResource APIs after a per-resource assessment and explicit approval of exact edits. USE FOR: assess or migrate existing AddProject, addProject, AddCSharpApp, addCSharpApp, or AddBlazorGateway resources to Project v2; migrate ProjectResource to DotnetProjectResource; clean up the resulting obsolete AppHost ProjectReference edges. DO NOT USE FOR: upgrading Aspire versions, creating/wiring a new AppHost, Azure Functions migration, generic source modernization, ordinary C# resource wiring or adding a new AddProject resource (use aspireify), publishing, or build/lifecycle diagnostics. INVOKES: Aspire docs/API lookup, aspire add/restore/start/wait, AppHost and package edits. FOR SINGLE OPERATIONS: Assess first; never edit from a generic migration request alone.

Skill与智能体开发
★ 94
microsoft
microsoft/aspire-skills

aspire-orchestration

**WORKFLOW SKILL** — Manage Aspire lifecycle in VS Code or the CLI. WHEN: "start or stop my Aspire app", "aspire_apphost_start", "aspire_apphost_stop", "notEditorOwned", "ambiguousSession", "aspire start", "aspire stop", "aspire wait", resource restart, file-lock errors (MSB3491 or CS2012), port conflicts, git worktrees, "--isolated", "aspire update --self", "aspire update --migrate", "aspire describe --include-hidden", "aspire stop --force", "aspire stop --force --volumes", integration discovery, default watch, or hot reload. INVOKES: VS Code lifecycle tools first when exposed; Aspire CLI for readiness, inspection, resource operations, isolated worktree starts, and allowed fallbacks. DO NOT USE FOR: deploy/publish/destroy (aspire-deployment), logs/traces/metrics (aspire-monitoring), terminal authoring/attach/tapes (aspire-terminals), or AppHost code and resource wiring (aspireify). FOR SINGLE OPERATIONS: Load the matching editor tool first; follow exact-target, worktree-isolation, and stop-result rules.

开发工程师Skill与智能体开发
★ 94
microsoft
microsoft/aspire-skills

aspire-monitoring

**ANALYSIS SKILL** - Observe Aspire apps: logs, traces, metrics, resource state, telemetry export, browser telemetry, and the standalone dashboard. Routes between local Aspire CLI, AKS workload diagnostics, and deployed Azure resource health. USE FOR: aspire logs, aspire otel logs, aspire otel traces, aspire otel spans, aspire describe, aspire ps, aspire export, aspire dashboard run, describe --include-hidden, browser logs in dashboard, DevTunnel URLs, WithBrowserLogs, App Insights query, AKS pod logs, container app logs. DO NOT USE FOR: start/stop/wait (use aspire-orchestration), deploy/publish/destroy (use aspire-deployment), AppHost code edits like WithBrowserLogs() (use aspireify), Azure provisioning (use azure-prepare), terminal authoring/input/tapes (use aspire-terminals). INVOKES: aspire CLI, azure-diagnostics (deployed Azure), kubectl + Container Insights. FOR SINGLE OPERATIONS: Run the aspire CLI command directly for quick log or describe lookups.

Skill与智能体开发
★ 94