Local Asr
ysyecust/lecture-to-notes
把本地长视频/音频转写成文字稿 + 可选字幕,纯本地(不上传云端),用 sherpa-onnx X-ASR Zipformer transducer 模型(int8 量化、中英双语、自动标点)。已在 macOS Apple Silicon(int8 + AMX,~100× 实时)、Linux ARM64(CPU,~32× 实时)与 Windows(PowerShell…
Build, run, and GUI-test on another machine over SSH — the user's Windows laptop today, Linux or other macOS machines tomorrow — with one symmetric CLI for every OS: push scripts, run them either in…
$ npx skills add libnativeapi/nativeapi --skill remote-hosts -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install libnativeapi/nativeapi remote-hosts --agent claude-codeProject scope by default; add --scope user for a personal install. Needs GitHub CLI 2.90.0 or later (public preview).
$ git clone --depth 1 https://github.com/libnativeapi/nativeapi.git skills-src && mkdir -p .claude/skills && cp -r skills-src/.agents/skills/remote-hosts .claude/skills/remote-hosts && rm -rf skills-srcUse ~/.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/
Install the "remote-hosts" agent skill from https://github.com/libnativeapi/nativeapi/tree/main/.agents/skills/remote-hosts into .claude/skills/remote-hosts/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "remote-hosts", then confirm the skill loads.Claude Code copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$skill-installer install https://github.com/libnativeapi/nativeapi/tree/main/.agents/skills/remote-hostsType this inside Codex. $skill-installer <name> installs a curated skill from openai/skills. The installer writes to $CODEX_HOME/skills (default ~/.codex/skills). Restart Codex if the skill does not show up.
$ npx skills add libnativeapi/nativeapi --skill remote-hosts -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install libnativeapi/nativeapi remote-hosts --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/libnativeapi/nativeapi.git skills-src && mkdir -p .agents/skills && cp -r skills-src/.agents/skills/remote-hosts .agents/skills/remote-hosts && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "remote-hosts" agent skill from https://github.com/libnativeapi/nativeapi/tree/main/.agents/skills/remote-hosts into .agents/skills/remote-hosts/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "remote-hosts", then confirm the skill loads.Codex copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ npx skills add libnativeapi/nativeapi --skill remote-hosts -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install libnativeapi/nativeapi remote-hosts --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/libnativeapi/nativeapi.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/.agents/skills/remote-hosts .cursor/skills/remote-hosts && rm -rf skills-srcUse ~/.cursor/skills/ instead of .cursor/skills for a personal install.
Cursor skills documentation · loads skills from .cursor/skills/, .agents/skills/, .claude/skills/, .codex/skills/
Install the "remote-hosts" agent skill from https://github.com/libnativeapi/nativeapi/tree/main/.agents/skills/remote-hosts into .cursor/skills/remote-hosts/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "remote-hosts", then confirm the skill loads.Cursor copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ gemini skills install https://github.com/libnativeapi/nativeapi.git --path .agents/skills/remote-hosts--scope user (default) or --scope workspace; --path is the subfolder of the repo that holds the skill; --consent skips the security confirmation prompt.
$ npx skills add libnativeapi/nativeapi --skill remote-hosts -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install libnativeapi/nativeapi remote-hosts --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/libnativeapi/nativeapi.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/.agents/skills/remote-hosts .gemini/skills/remote-hosts && rm -rf skills-srcUse ~/.gemini/skills/ instead of .gemini/skills for a personal install, then run /skills reload.
Gemini CLI skills documentation · loads skills from .gemini/skills/, .agents/skills/
Install the "remote-hosts" agent skill from https://github.com/libnativeapi/nativeapi/tree/main/.agents/skills/remote-hosts into .gemini/skills/remote-hosts/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "remote-hosts", then confirm the skill loads.Gemini CLI copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ gh skill install libnativeapi/nativeapi remote-hostsInstalls for Copilot at project scope by default; add --scope user for a personal install. Preview a skill first with gh skill preview. Needs GitHub CLI 2.90.0 or later (public preview).
$ npx skills add libnativeapi/nativeapi --skill remote-hosts -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/libnativeapi/nativeapi.git skills-src && mkdir -p .github/skills && cp -r skills-src/.agents/skills/remote-hosts .github/skills/remote-hosts && rm -rf skills-srcUse ~/.copilot/skills/ instead of .github/skills for a personal install. Commit .github/skills so cloud agent and code review can use it.
GitHub Copilot skills documentation · loads skills from .github/skills/, .claude/skills/, .agents/skills/
Install the "remote-hosts" agent skill from https://github.com/libnativeapi/nativeapi/tree/main/.agents/skills/remote-hosts into .github/skills/remote-hosts/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "remote-hosts", then confirm the skill loads.GitHub Copilot copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ npx skills add libnativeapi/nativeapi --skill remote-hosts -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install libnativeapi/nativeapi remote-hosts --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/libnativeapi/nativeapi.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/.agents/skills/remote-hosts .opencode/skills/remote-hosts && rm -rf skills-srcUse ~/.config/opencode/skills/ instead of .opencode/skills for a personal install.
OpenCode skills documentation · loads skills from .opencode/skills/, .claude/skills/, .agents/skills/
Install the "remote-hosts" agent skill from https://github.com/libnativeapi/nativeapi/tree/main/.agents/skills/remote-hosts into .opencode/skills/remote-hosts/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "remote-hosts", then confirm the skill loads.OpenCode copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
remote-hostsBuild, run, and GUI-test on another machine over SSH — the user's Windows laptop today, Linux or other macOS machines tomorrow — with one symmetric CLI for every OS: push scripts, run them either in…
Remote Hosts is an agent skill from libnativeapi/nativeapi. Build, run, and GUI-test on another machine over SSH — the user's Windows laptop today, Linux or other macOS machines tomorrow — with one symmetric CLI for every OS: push scripts, run them either in the bare SSH session or inside the real logged-on desktop session (needed for anything with windows, input, screen capture, and on Windows even for builds), and pull results back. Use this whenever a task says "test on Windows/Linux/the other Mac", "does it work on <platform", "build it there", "record on Windows", or…
Its SKILL.md is about 1.3k tokens, which your agent loads only when the skill is triggered. The skill folder holds 15 other files, including scripts and reference files (for example `references/linux.md`, `references/macos.md` and `references/windows.md`).
It sits in Mobile. It works with Linux, macOS, PowerShell and Python. The repository describes itself as: Unified access to native system APIs (windows, tray icons, menus, displays, dialogs, …) for Dart/Flutter, Rust, C, JS/TS and Python, built on one C++ core. The licence is MIT.
Read from SKILL.md and the folder at commit e0ca21a. It shows what the files ask for, not the result of running them.
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.
Ships 4 files in scripts/ (Shell and PowerShell), which the agent can run.
Shell commands in SKILL.md call:
gitsshFrom the folder's file list and the shell code blocks in SKILL.md.
No URLs in SKILL.md. Its commands use git and ssh, which can reach the network depending on how they are called.
From URLs in SKILL.md, links to its own repository left out.
Names no API keys, tokens, secrets or passwords.
From names ending in _API_KEY, _TOKEN, _SECRET, _KEY or _PASSWORD in SKILL.md.
Remote Hosts loads about 1.3k tokens when it runs, and up to ~6.7k if it reads all its reference files. Until then it costs about 203 tokens; SKILL.md has 593 words of instructions outside code blocks.
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.
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); the scripts in this folder are not scanned.
The full file from libnativeapi/nativeapi at commit e0ca21a, republished under its MIT licence (© libnativeapi). 593 words, ~1,335 tokens.
.claude/skills/remote-hosts/SKILL.md (or your agent's skills folder). This skill also uses 10 other files; get the full folder from GitHub.Every remote machine is a host: a name, an OS, an SSH target, and a few paths, in
hosts/<name>.env. The directory is git-ignored (the repo is public — keep real
addresses out of commits); templates for each OS are in hosts.example/. Everything
goes through one script with the same verbs on every OS:
R=.agents/skills/remote-hosts/scripts/remote.sh
$R hosts # what is configured: name, os, ssh target
$R <host> setup # once per session: scratch dir, env file, helper kit
$R <host> exec '<snippet>' # quick command in the SSH session (PowerShell / bash)
$R <host> run my_script.ps1|.sh|.py [args] # push + run in the SSH session
$R <host> desktop my_gui_test.ps1 400 # push + run in the logged-on desktop session, wait <= 400 s
$R <host> pull frames ./frames # copy results back from the scratch dirIf the host the user means is not configured, ask for its SSH target and paths and
create hosts/<name>.env from the matching template; key-based SSH login must
already work (ssh -o BatchMode=yes <target> echo ok).
setup, loaded first by every script: env.ps1
($RemoteWorkspace, $RemoteScratch, $Python) on Windows, env.sh
(REMOTE_WORKSPACE, REMOTE_SCRATCH, PYTHON) elsewhere; both apply
HOST_PATH_PREPEND.setup by convention, so skills stay symmetric without a list to
maintain: every skill's scripts/<os>/* (plus scripts/posix/* on Linux and
macOS) and every portable scripts/*.py. A new OS-specific helper dropped into
<skill>/scripts/<os>/ is picked up automatically. Re-run setup after editing
kit files. run/desktop push only the one script you name, so keep test scripts
self-contained apart from the kit (or push extra files first).desktop gets a script in there
(Windows: one-shot scheduled task; Linux: the X session's environment; macOS:
launchctl asuser), captures everything it prints, waits, and ends with
[desktop] finished after Ns, exit C. It needs the user logged on at the console
and cannot unlock a screen. Output goes through one shared job.log in the scratch
dir, so two sessions driving the same host at once read each other's output — check
ls -lt in the scratch dir for fresh files before assuming a host is yours alone. On TIMEOUT the job may still be running — check
before starting another, since both would fight over the mouse. For long jobs write
progress to a file in the scratch dir and poll it with exec.Then read the notes for the host's OS — this is where the hours go:
| OS | Notes | Status |
|---|---|---|
| Windows | references/windows.md — session 0, encodings, MSBuild, fvm, CRLF | verified, used for real test and recording runs |
| Linux | references/linux.md — X11 vs Wayland, XAUTHORITY | designed, not yet run on a real host |
| macOS | references/macos.md — TCC for SSH-launched input/capture | designed, not yet run on a remote host |
When you bring up a Linux or macOS host for the first time, expect to fix things, and write what you learn into its reference file.
git pull in each repo; for
unpushed commits or an unreliable network, fetch between checkouts on the host, or
scp a patch / the changed files.git status --short of every repo you will
touch before you start; at the end git checkout -- only the files you changed and
compare. Pre-existing local changes on that machine are the user's — do not revert
them.Fix what the test found in the local checkout, copy the changed files over to re-test,
and only then commit locally. Clean up big artifacts in the scratch dir (frames/,
build trees) when the user is done with them — ask before deleting builds that take
minutes to recreate. Report per host what actually ran there.
© libnativeapi, MIT. Rendered from Markdown: HTML in the file is shown as text, images as links, and headings moved down two levels. Raw file
SKILL.md and 10 other files (scripts, references) in .agents/skills/remote-hosts of libnativeapi/nativeapi.
Open the folder on GitHubat commit e0ca21a
Remote Hosts 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.
| Skill | Stars | Used in | Tokens | Auto-check | Licence | Repo updated |
|---|---|---|---|---|---|---|
| Remote Hosts this skilllibnativeapi/nativeapi | 157 | — | ~1.3k | Automated safety check: Pass | MIT | |
| Local Asrysyecust/lecture-to-notes | 269 | — | ~1.6k | Automated safety check: Pass | Custom licence | |
| Pdfkit Pyinfometa/workbuddyskills | 342 | — | ~7k | Automated safety check: Notes | None | |
| Environment SetupNorman-bury/research-writing-skill | 3.3k | — | ~840 | Automated safety check: Pass | MIT | |
| UvBiFangKNT/mtga | 1.2k | — | ~541 | Automated safety check: Pass | AGPL-3.0 | |
| Sino Drug Instructions Searchinfometa/workbuddyskills | 342 | — | ~1.1k | Automated safety check: Notes | None |
ysyecust/lecture-to-notes
把本地长视频/音频转写成文字稿 + 可选字幕,纯本地(不上传云端),用 sherpa-onnx X-ASR Zipformer transducer 模型(int8 量化、中英双语、自动标点)。已在 macOS Apple Silicon(int8 + AMX,~100× 实时)、Linux ARM64(CPU,~32× 实时)与 Windows(PowerShell…
infometa/workbuddyskills
Pure-Python PDF toolkit with 50 commands covering reading, editing, conversion, forms, encryption, OCR, and IR.
Norman-bury/research-writing-skill
A skill your agent uses when Python environment setup is needed for data visualization or conda installation is required
BiFangKNT/mtga
在 Windows/macOS/Linux 上使用 uv 执行 Python 运行、依赖同步、锁文件管理、Python 版本管理与工具命令(uv run、uv sync、uv lock、uv python、uv tool)。当任务涉及“用 uv 运行脚本/命令”“临时依赖(--with)”“锁文件一致性(--locked/--frozen)”“跨平台…
infometa/workbuddyskills
在用户询问药品说明书、用药信息、适应症、禁忌、用法用量、不良反应、成分、规格、厂家,或根据症状/疾病查找药品时使用此技能。⚠️ 调用前须已通过 useskill 加载本技能(sino-drug-instructions-search)。安装 sinohealthskillssdk;严格按照当前 SKILL.md 执行。
RustPython/RustPython
Runs RustPython tests inside a Linux container built with Apple's container CLI, so macOS users can compare Linux results with their local ones.
libnativeapi/nativeapi
Find where widgets are on screen in a running debug Flutter desktop app (macOS, Windows, Linux) by reading its render tree through the VM service — no hard-coded coordinates, no screenshots, works…
libnativeapi/nativeapi
Record a demo video of a desktop app — launch it, play a scripted scenario with smooth synthetic mouse input, and capture the screen (cursor and click highlights included) straight to an…
libnativeapi/nativeapi
End-to-end test a desktop app (Flutter desktop apps and plain native executables such as C++ examples) by launching the real app, driving it with guarded synthetic mouse input — eased moves, clicks…
libnativeapi/nativeapi
Carry a change to the C++ public API in core/ all the way downstream — design check, header edit, six platform implementations, C ABI + Rust/Dart/C/JS/Python regeneration, per-binding verification…
Works with
Categories
Build, run, and GUI-test on another machine over SSH — the user's Windows laptop today, Linux or other macOS machines tomorrow — with one symmetric CLI for every OS: push scripts, run them either in…. Remote Hosts is an agent skill from libnativeapi/nativeapi. Build, run, and GUI-test on another machine over SSH — the user's Windows laptop today, Linux or other macOS machines tomorrow — with one symmetric CLI for every OS: push scripts, run them either in the bare SSH session or inside the real logged-on desktop session (needed for anything with windows, input, screen capture, and on Windows even for builds), and pull results back.
Remote Hosts fits situations like: mobile work in your project.
Run `npx skills add libnativeapi/nativeapi --skill remote-hosts -a claude-code`. Or copy the skill folder (.agents/skills/remote-hosts in libnativeapi/nativeapi) into .claude/skills/remote-hosts in your project. Claude Code loads it when a task matches its description.
Run `npx skills add libnativeapi/nativeapi --skill remote-hosts -a codex`. Or copy the skill folder (.agents/skills/remote-hosts in libnativeapi/nativeapi) into .agents/skills/remote-hosts in your project. Codex loads it when a task matches its description.
Cursor, Gemini CLI, GitHub Copilot and OpenCode also load SKILL.md folders. With the skills CLI, run `npx skills add libnativeapi/nativeapi --skill remote-hosts -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/remote-hosts, .gemini/skills/remote-hosts, .github/skills/remote-hosts and .opencode/skills/remote-hosts in your project.
Going by SKILL.md and its folder, Remote Hosts needs a shell and PowerShell for the scripts in its folder and the command-line tools its instructions call (git and ssh). Our summary lists: A Bash shell; PowerShell.
SKILL.md contains no URLs. Its commands use git and ssh, which can reach the network depending on how they are called. This is read from the text; nothing was executed.
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. The check reads SKILL.md only: the scripts in the folder are not scanned, so read them before running anything.
Remote Hosts is published under the MIT licence (the repository's licence). It allows redistribution, so the full SKILL.md is shown on this page.
About 1.3k tokens (SKILL.md is roughly 5.3k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full. Its references folder adds about 5.3k tokens, read only when the agent opens those files.
Skills that share tags, products or a category with Remote Hosts: Local Asr (ysyecust/lecture-to-notes, 269 stars), Pdfkit Py (infometa/workbuddyskills, 342 stars), Environment Setup (Norman-bury/research-writing-skill, 3.3k stars) and Uv (BiFangKNT/mtga, 1.2k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
libnativeapi (a GitHub organization) maintains it in libnativeapi/nativeapi, which has 157 GitHub stars. The repository holds 5 skills in this directory. The repository was last updated on October 7, 2026.
Source: libnativeapi/nativeapi on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.