Spec Driven Development
MCP Server that facilitates spec-driven development workflows, not just Vibe Coding.
作者提供的说明(英文原文)
A free local cloud environment for AI agents to build, test, and debug Google Cloud applications.
这三项永远不会合并成一个分数:意见、测量和人气是不同的东西。
我们还没有为它写通俗的介绍。下面是我们从注册中心读取到的事实。
选择你使用的 AI 应用,然后复制设置。
你用的是哪个应用?
在上方选择你的应用。我们会记住它,下次按钮会显示“安装到 …”。
链接指向作者自己的文件;我们不托管也不重新打包它。打开文件后,Claude Desktop 会进行安装。
在终端中运行这条命令
浏览器会先询问是否打开应用,然后应用会显示设置并请你确认。密钥的值会留空,由你自己填写。
浏览器会先询问是否打开应用,然后应用会显示设置并请你确认。密钥的值会留空,由你自己填写。
这个服务器在你的电脑上运行,而 ChatGPT 只能连接互联网上的服务器。请选择其他应用。
你的选择通过 Cookie 保存在这台设备上,无需账户。
这些设置是根据作者在注册中心的条目生成的。如果 README 的写法不同,请以 README 为准。
它在你的电脑上运行;安装后,工具列表会显示在你的 AI 应用中。
我们检查的是任何人都能看到的信息;我们没有阅读代码。不适用的检查项不计入总数。 · 检查于 2026年11月6日
注册名称已通过域名 local.cloud 验证(注册中心会核实域名所有权)
我们还没有从 GitHub 读取这个仓库
我们还没有从 GitHub 读取这个仓库
它在你的电脑上运行,没有互联网端点
在你的电脑上运行,改用本地设置
它在你的电脑上运行;我们只能读取互联网端点的工具列表
与注册中心里这个分类中所有活跃的服务器比较。只有当发布者拥有该仓库时,星标数才计入。
它在 1 项适用的基础检查中通过了 1 项。我们没有阅读代码。在添加密钥或令牌之前,请先看看这个服务器要求哪些权限,并使用只具备所需权限的密钥。
注册中心没有列出必需的密钥,不过有些服务器会在首次使用时要求你登录。
它在你的电脑上运行。你的 AI 应用会在需要时启动它,数据不会经过作者的服务器(除非它自己调用在线服务)。
GitHub 仓库最后更新于–,最新版本(0.1.12)于21天前进入注册中心。
支持 MCP 的应用,例如 Claude Desktop、Claude Code、Cursor 和 VS Code。你的电脑上还需要有 MCPB。
同一分类中有:Spec Driven Development, Remote Desktop Commander, Apify MCP Server
同一分类中其他作者的服务器,按星标数排序。
如何看卡片:★ GitHub 星标i三大支柱:评价 · 检查 · 使用情况i更新 = 最新版本发布到注册中心的时间i
MCP Server that facilitates spec-driven development workflows, not just Vibe Coding.
Remote Desktop Commander: use files, terminal and processes on your own computers from any AI app.
Extract data from any website with thousands of scrapers, crawlers, and automations on Apify Store ⚡
按原文从作者的仓库复制。PopNx MCP 没有审查或背书其内容。HTML、图片和脚本已被移除。链接会离开本站。
A free local cloud environment for developers and AI coding agents.
Build, test, and debug Google Cloud applications from your terminal or coding agent. MCP connects your agent to local services, SDK configuration, test data, readiness, and diagnostics.
Run local service workflows without Google Cloud service charges, start with one command, and create local projects for your experiments and test suites within your machine's capacity.
Website · MCP guide · Claude & Codex marketplace setup
Install · Quickstart · How it works · Services · Commands · AI agents & MCP · Troubleshooting
localcloud (aliased lc) is the official host CLI for LocalCloud. It manages the container runtime lifecycle, multi-project context, SDK environment variables, persistent Docker volumes, and the Model Context Protocol bridge — so your application code keeps calling the same Google Cloud client libraries it already uses, just pointed at loopback.
$ lc doctor
╭── LocalCloud v0.1.14 ───────────────────────────────────────────────────────────────────────╮ │ │ Top commands │ │ Checking LocalCloud setup │ localcloud (or lc) status | start | stop | restart │ │ │ eval $(lc env) Exports env vars that redirect cloud se…│ │ ╭────╮ │────────────────────────────────────────────────────────────────│ │ ╭──╯ ╰──╮ │ Context │ │ ╭─╯ ╰─╮ │ Data Volume: localcloud-data Project: local-gcp-project│ │ ╭╯ ╰╮ │ User: local-developer │ │ ╰──────────────╯ │ Config: built-in defaults (overridable by ./localcloud.yaml) │ │ │ │ ├────────────────────────────┴────────────────────────────────────────────────────────────────┤ │ Supported Services (● 22 enabled · ○ 5 disabled) │ │ ● Storage ● Pub/Sub ○ Firestore ● Bigtable ● Spanner ● BigQuery │ │ ● Cloud SQL ● AlloyDB ● Memorystore ● Dataproc ● Tasks ● Scheduler │ │ ● Functions ○ Cloud Run ○ Compute ○ GKE ● Workflows ○ Vertex AI │ │ ● Sheets ● KMS ● Secrets ● IAM ● Logging ● Monitoring │ │ ● Resource Mgr ● Service Usage ● Billing │ ╰─────────────────────────────────────────────────────────────────────────────────────────────╯ Tip: Run localcloud guide for AI agent workflows, or lc for the fast alias.
Docker 29.8.1 (/opt/homebrew/bin/docker) · Colima 0.10.1 (VZ, Rosetta on) Image agentcloud/localcloud:lite (ID: 66d2113a69fb) Ports 5380-5406 (in use by localcloud) [OK] LocalCloud is ready to start 0.5s
eval "$(lc env)" exports the emulator variables the official Google client libraries already look for. Same calls, same objects, loopback endpoints.--verbose. --dry-run previews mutations; --debug prints the equivalent docker run.googleapis.com address. There is no silent fallback to production.| LocalCloud | gcloud beta emulators | Testcontainers | Real GCP dev project | |
|---|---|---|---|---|
| Services | 27 | ~5 (Bigtable, Datastore/Firestore, Pub/Sub, Spanner) | Wraps the same emulators | All |
| Setup | One CLI command | One process per service | Written in test code | Project, billing, IAM |
| SDK wiring | eval "$(lc env)" | Per-emulator, manual | Per-container, in code | ADC + real credentials |
| Web console | Built in | — | — | Yes |
| Terraform / OpenTofu | lc env --format terraform | — | — | Yes |
| Agent control (MCP) | Built in | — | — | — |
| Data persistence | Docker volume, survives restarts | Process lifetime | Test lifetime | Durable |
| Cost / credentials | None | None | None | Billed, real keys |
Breadth is service availability — a callable, service-level integration. Operation-level parity is
service-specific and recorded per service in the LocalCloud compatibility matrix.
Docker Desktop, Colima, OrbStack, Rancher Desktop, or Docker Engine, installed and running. LocalCloud needs at least 4 GiB of memory available to the container for stable operation.
No Docker yet? On macOS with Homebrew, lc doctor --fix (or lc start in a terminal) offers to install Colima, a free, lightweight Docker engine, and starts it with 4 CPUs and 8 GiB of memory.
On Apple Silicon, run the Docker VM on VZ with Rosetta rather than QEMU: it is faster, and QEMU has known issues with LocalCloud (the BigQuery emulator can fail under it). lc doctor reports the Docker app, its VM type and Rosetta, and lc doctor --fix offers to switch Colima or Rancher Desktop.
curl -fsSL https://local.cloud/install.sh | sh
The installer adds localcloud and the shorter lc alias when available.
brew install LocalGCloud/tap/localcloud
brew upgrade localcloud # upgrade brew uninstall localcloud # remove
Update the CLI to the latest release:
lc update
lc update detects how LocalCloud was installed (script installer or Homebrew) and upgrades the CLI in place. For Homebrew, brew upgrade localcloud also works.
Signed release archives with Sigstore verification bundles are published for:
| Platform | Architectures | Minimum |
|---|---|---|
| macOS | Apple Silicon | macOS 13+ |
| Linux | x86_64, aarch64 | glibc 2.35+ (Ubuntu 22.04+) |
Intel Macs are not supported: 0.1.11 was the last release with an Intel macOS archive.
Windows users can run the container directly — see the Docker setup instructions.
$ lc --version
localcloud 0.1.14 (commit c2bed60e4464, released 2026-11-03)
Release builds embed their exact source commit and release date, so a binary can always be traced back.
Five minutes from nothing to a working Cloud Storage bucket.
lc doctor
Confirms Docker connectivity, reports the Docker app and its VM setup, and shows the resolved LocalCloud context. Continue when the last line starts with [OK]. It creates no LocalCloud state, so it is always safe to run first. If it lists Setup findings, lc doctor --fix offers to fix them, asking before each change.
lc start
Config built-in defaults (overridable by ./localcloud.yaml)
Data volume localcloud-data Origin managed Project local-gcp-project User local-developer Image agentcloud/localcloud:lite Image status Available locally URL http://127.0.0.1:5380 Ports 5380-5406 Services alloydb, bigquery, bigtable, cloudbilling, cloudfunctions, cloudiam, cloudresourcemanager, cloudscheduler, cloudsql, cloudtasks, dataproc, gcs, kms, logging, memorystore, monitoring, pubsub, secretmanager, serviceusage, sheets, spanner, workflows [OK] LocalCloud is ready 8.4s
start checks the registry for a newer image by default (--no-pull to skip), publishes the canonical ports on all host interfaces, waits for service readiness, and tails logs for five seconds. A service that reports a permanent failure doesn't fail the start. The command succeeds and warns that the service is not available, giving the runtime's reason. Use lc start --local-only to bind published ports to 127.0.0.1 instead. Pass --local-only on subsequent start, restart, and reset commands to keep that binding. Running start again on a live runtime is safe.
eval "$(lc env)"
This exports the variables the official Google client libraries already read:
export STORAGE_EMULATOR_HOST="http://127.0.0.1:5382"
export BIGQUERY_EMULATOR_HOST="http://127.0.0.1:5388" export SPANNER_EMULATOR_HOST="127.0.0.1:5386" export BIGTABLE_EMULATOR_HOST="127.0.0.1:5385" export GOOGLE_CLOUD_PROJECT="local-gcp-project" export CLOUDSDK_CORE_PROJECT="local-gcp-project" export CLOUDSDK_API_ENDPOINT_OVERRIDES_STORAGE="http://127.0.0.1:5382/"
No LocalCloud-specific client. No endpoint arguments. The environment does the work.
Python
from google.cloud import storage
client = storage.Client() bucket = client.create_bucket("my-bucket") bucket.blob("hello.txt").upload_from_string( "Hello from LocalCloud!" )
Node.js / TypeScript
import { Storage } from "@google-cloud/storage";
const storage = new Storage(); const [bucket] = await storage.createBucket("my-bucket"); await bucket.file("hello.txt") .save("Hello from LocalCloud!");
Go
ctx := context.Background()
client, _ := storage.NewClient(ctx) defer client.Close()
bucket := client.Bucket("my-bucket") _ = bucket.Create(ctx, "local-gcp-project", nil)
gcloud CLI
gcloud storage buckets create gs://my-bucket
gcloud storage ls
lc console # open the web console for the selected project
lc status # runtime health, endpoints, and ownership lc logs # recent runtime logs lc restart # recreate runtime with current local image (--pull to check registry) lc stop # stop the container; the data volume is untouched
Your data survives stop and restart. lc start brings it back exactly as it was.
Tip for AI coding agents: Skip manual shell setup! Head to [AI agents & MCP](#ai-agents
只显示了开头部分;其余内容请在仓库中阅读