用本地前端插件连云端后端做端到端测试 / test the local VS Code extension against the deployed cloud backend.

Custom licenceAuto-check passedDevOps & Cloud

Install Cloud Test

skills CLI
$ npx skills add FreakStudioCN/mpy-hardware-extension --skill cloud-test -a claude-code

Project install by default; add -g for ~/.claude/skills/.

GitHub CLI
$ gh skill install FreakStudioCN/mpy-hardware-extension cloud-test --agent claude-code

Project scope by default; add --scope user for a personal install. Needs GitHub CLI 2.90.0 or later (public preview).

Manual copy
$ git clone --depth 1 https://github.com/FreakStudioCN/mpy-hardware-extension.git skills-src && mkdir -p .claude/skills && cp -r skills-src/.agents/skills/cloud-test .claude/skills/cloud-test && rm -rf skills-src

Use ~/.claude/skills/ instead of .claude/skills for a personal install. The folder must contain SKILL.md.

Claude Code skills documentation · loads skills from .claude/skills/

Facts

Skill name
cloud-test
GitHub stars
132
Token cost
~1.7k tokens
SKILL.md length
423 words
Files
1
Skills in repo
8
Repo updated
First seen
Licence
Custom licence

At a glance

用本地前端插件连云端后端做端到端测试 / test the local VS Code extension against the deployed cloud backend.

  • Works in 6 steps: 预检(很轻,没有 Docker/Python) → 把前端指向云端 → 探活云端后端(关键,挡掉本会话两个坑) → …
  • Tasks that involve Containers
  • SKILL.md covers 解析参数(默认 f5), Phase 0 — 预检(很轻,没有…, Phase 1 — 把前端指向云端 and Phase 2 — 探活云端后端(关键,挡掉本会话两个坑), plus 4 more sections
  • Calls npm and node; reaches blockless.upypi.net; needs MPYHW_JWT_SECRET

What it does

Cloud Test is an agent skill from FreakStudioCN/mpy-hardware-extension. 用本地前端插件连云端后端做端到端测试 / test the local VS Code extension against the deployed cloud backend. 云端 https://blockless.upypi.net 本就是扩展默认后端,所以"测云端"=确保没有本地 MPYHWAPIBASE 覆盖(清掉 launch.json 里那行 env),探活云端 /v1/health 与 /v1/tools(顺带挡掉本会话踩过的 "Cannot reach the auth API" 与 "protocolversionmismatch" 两个坑),再按模式加载扩展。参数 f5(默认) 或 reinstall;restore 一键切回本地。不需要 Docker/Postgres/本地 DeepSeek key。

Its SKILL.md is about 1.7k tokens, which your agent loads only when the skill is triggered. It is a single SKILL.md file with no bundled scripts.

It sits in DevOps & Cloud, covering Containers. It works with Visual Studio Code, Docker, DeepSeek and PostgreSQL.

When your agent uses it

  • Tasks that involve Containers

Example prompts

  • “Cannot reach the auth API”
  • “protocolversionmismatch”
  • “/cloud-test”

Requirements

  • Node.js
  • Docker
  • A credential in MPYHW_JWT_SECRET

Workflow steps

6 steps, taken from the step headings in SKILL.md.

  1. 预检(很轻,没有 Docker/Python)
  2. 把前端指向云端
  3. 探活云端后端(关键,挡掉本会话两个坑)
  4. 加载扩展(同 dev-up,但后端是云端)
  5. 真跑一遍云端
  6. 汇报 + 怎么切回本地

What it can do on your machine

Read from SKILL.md and the folder at commit b661df6. It shows what the files ask for, not the result of running them.

  • Tool permissions

    Pre-approves nothing: there is no allowed-tools line, so your agent's usual permission prompts apply.

    From allowed-tools in the SKILL.md frontmatter.

  • Runs code

    Shell commands in SKILL.md call:

    • npm
    • node

    From the folder's file list and the shell code blocks in SKILL.md.

  • Network

    Hosts in commands or code, which the agent is likely to contact:

    • blockless.upypi.net

    From URLs in SKILL.md, links to its own repository left out.

  • Credentials

    Names these keys or tokens, usually read from environment variables:

    • MPYHW_JWT_SECRET

    From names ending in _API_KEY, _TOKEN, _SECRET, _KEY or _PASSWORD in SKILL.md.

Context cost

Cloud Test loads about 1.7k tokens when it runs. Until then it costs about 97 tokens; SKILL.md has 423 words of instructions outside code blocks.

Always · name and description, kept in context so the agent knows when to use it
~97
When it runs · the whole SKILL.md, loaded when a task matches
~1.7k

Estimates: characters ÷ 4, the usual rule of thumb; real counts depend on the model's tokenizer. Scripts and assets cost tokens only if the agent reads them.

Safety

Auto-check passed

The automated check found no risky patterns in SKILL.md.

Automated static check — not a guarantee. Review scripts before installing. It scans the text of SKILL.md for risky patterns (piping downloads into a shell, reading credential files, hidden Unicode, destructive commands); files beside SKILL.md are not scanned.

SKILL.md

Its licence (Custom licence) doesn't allow us to republish the file, so here is its outline and opening line. It has 423 words (~1,684 tokens).

“跟 dev-up 相反:不起任何本地后端(不碰 Docker / Postgres / uvicorn / 本地 DeepSeek key),只把本地的 VS Code 扩展指到已经部署在云端的后端 https://blockless.upypi.net(这也是扩展的默认地址),然后真用 UI 跑一遍,验证云端这条线端到端通。”

— opening of SKILL.md by FreakStudioCN, Custom licence
name
cloud-test
argument-hint
[f5|reinstall|restore]

Read the full SKILL.md on GitHub

Files

Just SKILL.md in .agents/skills/cloud-test of FreakStudioCN/mpy-hardware-extension.

Open the folder on GitHubat commit b661df6

Compare with similar skills

Cloud Test next to the 5 skills that share the most tags, products or categories with it. Stars are the repository's; “used in” counts other GitHub owners with a copy.

Cloud Test compared with similar skills
SkillStarsUsed inTokensAuto-checkLicenceRepo updated
Cloud Test this skillFreakStudioCN/mpy-hardware-extension132—~1.7kAutomated safety check: PassCustom licence
Deepseek Harness Dockerrunzhliu/deepseek-harness-docker110—~2.7kAutomated safety check: NotesMIT
Devsydevsy-org/devsy110—~1.7kAutomated safety check: PassMPL-2.0
Cb Build TestBlkLeg/CircuitBreaker201—~1.9kAutomated safety check: PassMIT
Monstermq Broker Configvogler75/monster-mq143—~2.2kAutomated safety check: PassGPL-3.0
Devcontainerjwynia/agent-skills166—~1.2kAutomated safety check: NotesMIT

Similar skills

  • Deepseek Harness Docker

    runzhliu/deepseek-harness-docker

    Deploy, configure, verify, upgrade, and troubleshoot DeepSeek Harness with the community Docker, Docker Compose, rootless Podman, and Helm runtime, including the built-in Chromium/noVNC browser…

    110 GitHub stars~2.7k tokensUpdated 2 days ago
    DevOps & CloudAuto-check: notes
  • Devsy

    devsy-org/devsy

    Operate Devsy workspaces and providers for end users. An agent skill from devsy-org/devsy.

    110 GitHub stars~1.7k tokensUpdated today
    DevOps & CloudAuto-check passed
  • Cb Build Test

    BlkLeg/CircuitBreaker

    How Circuit Breaker is built, tested, packaged, and kept secret-safe — the make dev/verify/test targets, the PostgreSQL integration test database and its fixtures, the mono Docker image and native…

    201 GitHub stars~1.9k tokensUpdated 2 days ago
    DevOps & CloudAuto-check passed
  • Monstermq Broker Config

    vogler75/monster-mq

    Guide for configuring, deploying, and operating the MonsterMQ broker.

    143 GitHub stars~2.2k tokensUpdated yesterday
    DevOps & CloudAuto-check passed
  • Devcontainer

    jwynia/agent-skills

    Diagnose devcontainer configuration problems and guide development environment setup.

    166 GitHub stars~1.2k tokensUpdated 7 mo ago
    DevOps & CloudAuto-check: notes
  • Cloudbase

    TencentCloudBase/CloudBase-AI-Toolkit

    A skill your agent uses when you develop, design, build, deploy, debug, migrate, or troubleshoot CloudBase (腾讯云开发, 云开发, TCB, 微信云开发) projects — Web, 微信小程序, 小程序, uni-app, mobile (iOS, Android…

    1.1k GitHub starsUsed in 1 repo~4.7k tokens
    Backend & APIsAuto-check passed

More from FreakStudioCN/mpy-hardware-extension

All 8 skills in this repo
  • Blockless Extension E2E

    FreakStudioCN/mpy-hardware-extension

    Run and debug the Blockless VS Code extension release gate: CI-equivalent API and extension tests, V0 protocol smoke, live DeepSeek full-stack e2e, VSIX packaging, local reinstall, direct…

    132 GitHub stars~1.2k tokensUpdated 10 days ago
    Auto-check: notes
  • Diagnose Cloud Session

    FreakStudioCN/mpy-hardware-extension

    用户报告 Blockless 扩展在云端实测时出问题(卡死/灰屏/跳步/构建失败),但本地复现不了、日志不在本地文件里时,用这个从云端托管数据库拉真实 session 定位症状与根因 / Use when a user reports an in-product Blockless bug from live cloud-backend testing and the real session…

    132 GitHub stars~809 tokensUpdated 10 days ago
    Auto-check: notes
  • Review PR

    FreakStudioCN/mpy-hardware-extension

    A skill your agent uses when reviewing the open pull requests in this repo (mpy-hardware-extension / blockless extension) — "review the PRs", "review PRs with codex", triaging open PRs, gating PRs…

    132 GitHub stars~869 tokensUpdated 10 days ago
    Auto-check passed
  • Dev Up

    FreakStudioCN/mpy-hardware-extension

    启动 Blockless 本地开发栈 / bring up the local dev stack. An agent skill from FreakStudioCN/mpy-hardware-extension.

    132 GitHub stars~1.3k tokensUpdated 10 days ago
    Auto-check: notes
  • Publish Extension

    FreakStudioCN/mpy-hardware-extension

    发布 Blockless VS Code 扩展到 Visual Studio Marketplace(含发布前测试)/ ship the Blockless extension to the VS Code Marketplace.

    132 GitHub stars~1.3k tokensUpdated 10 days ago
    Auto-check passed
  • Publish Extension

    FreakStudioCN/mpy-hardware-extension

    发布 Blockless VS Code 扩展的预检 + MS Marketplace 那一半 / preflight and the MS Marketplace half of shipping the Blockless extension.

    132 GitHub stars~1.5k tokensUpdated 10 days ago
    Auto-check passed

Categories

Questions about Cloud Test

What does Cloud Test do?

用本地前端插件连云端后端做端到端测试 / test the local VS Code extension against the deployed cloud backend. Cloud Test is an agent skill from FreakStudioCN/mpy-hardware-extension. 用本地前端插件连云端后端做端到端测试 / test the local VS Code extension against the deployed cloud backend.

When should I use Cloud Test?

Cloud Test fits situations like: tasks that involve Containers.

How do I install Cloud Test in Claude Code?

Run `npx skills add FreakStudioCN/mpy-hardware-extension --skill cloud-test -a claude-code`. Or copy the skill folder (.agents/skills/cloud-test in FreakStudioCN/mpy-hardware-extension) into .claude/skills/cloud-test in your project. Claude Code loads it when a task matches its description.

How do I install Cloud Test in Codex?

Run `npx skills add FreakStudioCN/mpy-hardware-extension --skill cloud-test -a codex`. Or copy the skill folder (.agents/skills/cloud-test in FreakStudioCN/mpy-hardware-extension) into .agents/skills/cloud-test in your project. Codex loads it when a task matches its description.

Can I use Cloud Test in Cursor, Gemini CLI or GitHub Copilot?

Cursor, Gemini CLI, GitHub Copilot and OpenCode also load SKILL.md folders. With the skills CLI, run `npx skills add FreakStudioCN/mpy-hardware-extension --skill cloud-test -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/cloud-test, .gemini/skills/cloud-test, .github/skills/cloud-test and .opencode/skills/cloud-test in your project.

What does Cloud Test need to run?

Going by SKILL.md and its folder, Cloud Test needs the command-line tools its instructions call (npm and node) and credentials named MPYHW_JWT_SECRET. Our summary lists: Node.js; Docker; A credential in MPYHW_JWT_SECRET.

Does Cloud Test access the network?

SKILL.md names 1 domain. In commands or code: blockless.upypi.net; the agent is likely to contact it when it follows the instructions. This is read from the text; nothing was executed.

Is Cloud Test safe to install?

Our automated static check of SKILL.md found no risky patterns, such as piping downloads into a shell, reading credential files or hidden Unicode. It is not a guarantee. Review the folder before installing.

What licence does Cloud Test use?

Cloud Test has a licence file (the repository's licence) that doesn't match a standard licence. Read it on GitHub before reusing the skill.

How many tokens does Cloud Test use?

About 1.7k tokens (SKILL.md is roughly 6.7k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full.

What are the alternatives to Cloud Test?

Skills that share tags, products or a category with Cloud Test: Deepseek Harness Docker (runzhliu/deepseek-harness-docker, 110 stars), Devsy (devsy-org/devsy, 110 stars), Cb Build Test (BlkLeg/CircuitBreaker, 201 stars) and Monstermq Broker Config (vogler75/monster-mq, 143 stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.

Who maintains Cloud Test?

FreakStudioCN (a GitHub organization) maintains it in FreakStudioCN/mpy-hardware-extension, which has 132 GitHub stars. The repository holds 8 skills in this directory. The repository was last updated on September 28, 2026.

Source: FreakStudioCN/mpy-hardware-extension on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.