Orkestrasi aplikasi terdistribusi polyglot menggunakan toolchain code-first untuk manajemen container dan resource cloud.
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Apa fungsi skill aspire?
aspire adalah agent skill. Orkestrasi aplikasi terdistribusi polyglot menggunakan toolchain code-first untuk manajemen container dan resource cloud.
Ringkasan dibuat dari SKILL.md skill ini.
Tentang skill aspire
Orkestrasi aplikasi terdistribusi polyglot menggunakan toolchain code-first adalah apa yang bisa Anda capai dengan Aspire. Skill ini memungkinkan sebuah agent untuk mengelola container, executable, dan cloud resource melalui satu proyek AppHost. Aspire mendukung berbagai bahasa termasuk C#, Python, JavaScript, Go, Java, Rust, dan banyak lagi, menjadikannya ideal bagi tim yang membangun sistem kompleks dan observable yang membutuhkan service discovery serta telemetry terintegrasi.
Seorang agent harus memuat skill ini saat pengguna perlu membuat, menjalankan, melakukan debug, mengonfigurasi, deploy, atau melakukan troubleshooting pada workload terdistribusi. Skill ini memberikan akses ke Aspire CLI untuk mengelola lifecycle aplikasi dan dapat berinteraksi dengan MCP server untuk mencari dokumentasi atau menemukan integrasi. Aspire menghasilkan deployment manifest untuk target seperti Kubernetes atau Azure Container Apps serta menyediakan observability real-time melalui dashboard yang menampilkan logs, traces, dan metrics. Anda dapat mengandalkan tool spesifik seperti list_docs, search_docs, dan get_doc saat menggunakan versi CLI 13.2+ untuk menavigasi referensi teknis.
Apa yang bisa dilakukan agent dengannya
- 1Inisialisasi proyek terdistribusi baruBuat aplikasi starter baru menggunakan template bahasa spesifik seperti FastAPI atau React.
- 2Cari dokumentasi teknisLakukan pencarian leksikal di seluruh dokumentasi yang terindeks untuk menemukan detail implementasi tertentu.
- 3Deploy ke lingkungan cloudGenerate deployment manifest dan push aplikasi ke Kubernetes atau layanan Azure.
Ditulis dari SKILL.md milik skill tersebut. Setiap use case diverifikasi dengan kutipan darinya.
Cara install skill aspire
Setiap perintah menyalin folder skill ke direktori skills client. Restart client atau mulai sesi baru untuk memuatnya.Install skill aspire di Claude Code
~/.claude/skills/aspire/SKILL.md
$ npx degit github/awesome-copilot/skills/aspire ~/.claude/skills/aspireInstall skill aspire di Claude Code (project)
.claude/skills/aspire/SKILL.md
$ npx degit github/awesome-copilot/skills/aspire .claude/skills/aspireInstall skill aspire di Codex
~/.agents/skills/aspire/SKILL.md
$ npx degit github/awesome-copilot/skills/aspire ~/.agents/skills/aspireInstall skill aspire di Gemini CLI
~/.gemini/skills/aspire/SKILL.md
$ npx degit github/awesome-copilot/skills/aspire ~/.gemini/skills/aspireInstall skill aspire di Claude.ai
npx degit github/awesome-copilot/skills/aspire aspire && zip -r aspire.zip aspire # claude.ai → Customize → Skills → + → Create skill → Upload a skill → aspire.zip
Pengecekan otomatis
Berjalan 13 Nov 2026Laporan lengkap →Lolos cek otomatis kami. Ini bukan audit keamanan: baca skripnya sebelum membiarkan agent menjalankannya. Cara kerja checks
- Source repository terhubung dan dapat dijangkaugithub/awesome-copilot/skills/aspire is public and reachablegithub.com/github/awesome-copilot/tree/HEAD/skills/aspire ↗Lolos
- Lisensi open source (OSI)MITspdx.org/licenses/MIT.html ↗Lolos
- Ada commit atau release dalam satu tahun terakhirLast commit 2026-11-11github.com/github/awesome-copilot/commits ↗Lolos
- Skrip tanpa unduh-lalu-jalankan atau pencurian kredensialNo scripts in the skill folderLolos
- Tidak ada instruksi tersembunyi di SKILL.mdNo override phrases, safeguard switches, credential requests or hidden charactersgithub.com/github/awesome-copilot/blob/HEAD/skills/aspire/SK ↗Lolos
- Tool yang diizinkan otomatis dibatasiNo pre-approved tools; the agent asks before using onegithub.com/github/awesome-copilot/blob/HEAD/skills/aspire/SK ↗Lolos
SKILL.md
Lihat di GitHubAspire — Polyglot Distributed-App Orchestration
Aspire is a code-first, polyglot toolchain for building observable, production-ready distributed applications. It orchestrates containers, executables, and cloud resources from a single AppHost project — regardless of whether the workloads are C#, Python, JavaScript/TypeScript, Go, Java, Rust, Bun, Deno, or PowerShell.
Mental model: The AppHost is a conductor — it doesn't play the instruments, it tells every service when to start, how to find each other, and watches for problems.
Detailed reference material lives in the references/ folder — load on demand.
References
| Reference | When to load |
|---|---|
| CLI Reference | Command flags, options, or detailed usage |
| MCP Server | Setting up MCP for AI assistants, available tools |
| Integrations Catalog | Discovering integrations via MCP tools, wiring patterns |
| Polyglot APIs | Method signatures, chaining options, language-specific patterns |
| Architecture | DCP internals, resource model, service discovery, networking, telemetry |
| Dashboard | Dashboard features, standalone mode, GenAI Visualizer |
| Deployment | Docker, Kubernetes, Azure Container Apps, App Service |
| Testing | Integration tests against the AppHost |
| Troubleshooting | Diagnostic codes, common errors, and fixes |
1. Researching Aspire Documentation
The Aspire team ships an MCP server that provides documentation tools directly inside your AI assistant. See MCP Server for setup details.
Aspire CLI 13.2+ (recommended — has built-in docs search)
If running Aspire CLI 13.2 or later (aspire --version), the MCP server includes docs search tools:
| Tool | Description |
|---|---|
list_docs |
Lists all available documentation from aspire.dev |
search_docs |
Performs weighted lexical search across indexed documentation |
get_doc |
Retrieves a specific document by its slug |
These tools were added in PR #14028. To update: aspire update --self --channel daily.
For more on this approach, see David Pine's post: https://davidpine.dev/posts/aspire-docs-mcp-tools/
Aspire CLI 13.1 (integration tools only)
On 13.1, the MCP server provides integration lookup but not docs search:
| Tool | Description |
|---|---|
list_integrations |
Lists available Aspire hosting integrations |
get_integration_docs |
Gets documentation for a specific integration package |
For general docs queries on 13.1, use Context7 as your primary source (see below).
Fallback: Context7
Use Context7 (mcp_context7) when the Aspire MCP docs tools are unavailable (13.1) or the MCP server isn't running:
Step 1 — Resolve the library ID (one-time per session):
Call mcp_context7_resolve-library-id with libraryName: ".NET Aspire".
| Rank | Library ID | Use when |
|---|---|---|
| 1 | /microsoft/aspire.dev |
Primary source. Guides, integrations, CLI reference, deployment. |
| 2 | /dotnet/aspire |
API internals, source-level implementation details. |
| 3 | /communitytoolkit/aspire |
Non-Microsoft polyglot integrations (Go, Java, Node.js, Ollama). |
Step 2 — Query docs:
libraryId: "/microsoft/aspire.dev", query: "Python integration AddPythonApp service discovery"
libraryId: "/communitytoolkit/aspire", query: "Golang Java Node.js community integrations"
Fallback: GitHub search (when Context7 is also unavailable)
Search the official docs repo on GitHub:
- Docs repo:
microsoft/aspire.dev— path:src/frontend/src/content/docs/ - Source repo:
dotnet/aspire - Samples repo:
dotnet/aspire-samples - Community integrations:
CommunityToolkit/Aspire
2. Prerequisites & Install
| Requirement | Details |
|---|---|
| .NET SDK | 10.0+ (required even for non-.NET workloads — the AppHost is .NET) |
| Container runtime | Docker Desktop, Podman, or Rancher Desktop |
| IDE (optional) | VS Code + C# Dev Kit, Visual Studio 2022, JetBrains Rider |
# Linux / macOS
curl -sSL https://aspire.dev/install.sh | bash
# Windows PowerShell
irm https://aspire.dev/install.ps1 | iex
# Verify
aspire --version
# Install templates
dotnet new install Aspire.ProjectTemplates
3. Project Templates
| Template | Command | Description |
|---|---|---|
| aspire-starter | aspire new aspire-starter |
ASP.NET Core/Blazor starter + AppHost + tests |
| aspire-ts-cs-starter | aspire new aspire-ts-cs-starter |
ASP.NET Core/React starter + AppHost |
| aspire-py-starter | aspire new aspire-py-starter |
FastAPI/React starter + AppHost |
| aspire-apphost-singlefile | aspire new aspire-apphost-singlefile |
Empty single-file AppHost |
4. AppHost Quick Start (Polyglot)
The AppHost orchestrates all services. Non-.NET workloads run as containers or executables.
var builder = DistributedApplication.CreateBuilder(args);
// Infrastructure
var redis = builder.AddRedis("cache");
var postgres = builder.AddPostgres("pg").AddDatabase("catalog");
// .NET API
var api = builder.AddProject<Projects.CatalogApi>("api")
.WithReference(postgres).WithReference(redis);
// Python ML service
var ml = builder.AddPythonApp("ml-service", "../ml-service", "main.py")
.WithHttpEndpoint(targetPort: 8000).WithReference(redis);
// React frontend (Vite)
var web = builder.AddViteApp("web", "../frontend")
.WithHttpEndpoint(targetPort: 5173).WithReference(api);
// Go worker
var worker = builder.AddGolangApp("worker", "../go-worker")
.WithReference(redis);
builder.Build().Run();
For complete API signatures, see Polyglot APIs.
5. Core Concepts (Summary)
| Concept | Key point |
|---|---|
| Run vs Publish | aspire run = local dev (DCP engine). aspire publish = generate deployment manifests. |
| Service discovery | Automatic via env vars: ConnectionStrings__<name>, services__<name>__http__0 |
| Resource lifecycle | DAG ordering — dependencies start first. .WaitFor() gates on health checks. |
| Resource types | ProjectResource, ContainerResource, ExecutableResource, ParameterResource |
| Integrations | 144+ across 13 categories. Hosting package (AppHost) + Client package (service). |
| Dashboard | Real-time logs, traces, metrics, GenAI visualizer. Runs automatically with aspire run. |
| MCP Server | AI assistants can query running apps and search docs via CLI (STDIO). |
| Testing | Aspire.Hosting.Testing — spin up full AppHost in xUnit/MSTest/NUnit. |
| Deployment | Docker, Kubernetes, Azure Container Apps, Azure App Service. |
6. CLI Quick Reference
Valid commands in Aspire CLI 13.1:
| Command | Description | Status |
|---|---|---|
aspire new <template> |
Create from template | Stable |
aspire init |
Initialize in existing project | Stable |
aspire run |
Start all resources locally | Stable |
aspire add <integration> |
Add an integration | Stable |
aspire publish |
Generate deployment manifests | Preview |
aspire config |
Manage configuration settings | Stable |
aspire cache |
Manage disk cache | Stable |
aspire deploy |
Deploy to defined targets | Preview |
aspire do <step> |
Execute a pipeline step | Preview |
aspire update |
Update integrations (or --self for CLI) |
Preview |
aspire mcp init |
Configure MCP for AI assistants | Stable |
aspire mcp start |
Start the MCP server | Stable |
Full command reference with flags: CLI Reference.
7. Common Patterns
Adding a new service
- Create your service directory (any language)
- Add to AppHost:
Add*App()orAddProject<T>() - Wire dependencies:
.WithReference() - Gate on health:
.WaitFor()if needed - Run:
aspire run
Migrating from Docker Compose
aspire new aspire-apphost-singlefile(empty AppHost)- Replace each
docker-composeservice with an Aspire resource depends_on→.WithReference()+.WaitFor()ports→.WithHttpEndpoint()environment→.WithEnvironment()or.WithReference()
8. Key URLs
| Resource | URL |
|---|---|
| Documentation | https://aspire.dev |
| Runtime repo | https://github.com/dotnet/aspire |
| Docs repo | https://github.com/microsoft/aspire.dev |
| Samples | https://github.com/dotnet/aspire-samples |
| Community Toolkit | https://github.com/CommunityToolkit/Aspire |
| Dashboard image | mcr.microsoft.com/dotnet/aspire-dashboard |
| Discord | https://aka.ms/aspire/discord |
| https://www.reddit.com/r/aspiredotdev/ |
Berkas dalam skill ini
10Pertanyaan seputar skill aspire
Bagaimana cara install skill aspire di Claude Code?
Jalankan npx degit github/awesome-copilot/skills/aspire ~/.claude/skills/aspire. Claude Code memuat skill dari ~/.claude/skills (semua proyek) atau .claude/skills (satu proyek) dan menggunakan skill saat deskripsinya cocok dengan tugas.
Client mana saja yang bisa menggunakan skill aspire?
Client apa pun yang membaca format Agent Skills: Claude Code, Codex, Gemini CLI, dan claude.ai (unggah sebagai ZIP). Script dalam skill hanya berjalan di client yang mengizinkan eksekusi kode.
Bahasa apa saja yang didukung oleh Aspire?
Aspire bersifat polyglot dan mendukung C#, Python, JavaScript/TypeScript, Go, Java, Rust, Bun, Deno, dan PowerShell.
Bagaimana cara menggunakan Aspire dengan AI assistant?
Anda dapat menggunakan Aspire MCP server untuk menyediakan tool dokumentasi dan pencarian integrasi langsung di dalam AI assistant Anda.
Apa prasyarat untuk menginstal Aspire?
Anda memerlukan .NET SDK 10.0 atau versi terbaru dan container runtime seperti Docker Desktop, Podman, atau Rancher Desktop.
Bagaimana cara menjalankan aplikasi Aspire saya secara lokal?
Gunakan command 'aspire run' untuk menjalankan semua resource secara lokal menggunakan engine DCP.