Getting it into your agent
One page per mod, every tool's command on it. A separate URL per tool would split the same page into five that compete with each other.
npx skills add openwong2kim/wmux --skill agent-desktopgit clone --depth 1 https://github.com/openwong2kim/wmuxWrote this? Show the measurements
A badge with what this costs and how it scanned, read live from this page, so it follows the numbers instead of freezing them. Markdown for a README, HTML for a documentation site or a project page.
[](https://agentmods.dev/skills/openwong2kim/wmux/agent-desktop)<a href="https://agentmods.dev/skills/openwong2kim/wmux/agent-desktop"><img src="https://agentmods.dev/badge/skills/openwong2kim/wmux/agent-desktop/github.svg" alt="Measured on agentmods" height="20"></a>Or the 80×15 button, for a site that already has a row of RSS and ATOM ones. Only the verdict fits; the numbers stay here.
<a href="https://agentmods.dev/skills/openwong2kim/wmux/agent-desktop"><img src="https://agentmods.dev/badge/skills/openwong2kim/wmux/agent-desktop.svg" alt="Reviewed on agentmods" width="80" height="20"></a>What it costs to keep this loaded
Counted locally with the o200k_base tokenizer, which is exact for GPT models; Claude uses its own tokenizer and its counts differ. Treat this as one consistent yardstick across the catalogue rather than a bill. Prices are per million input tokens.
| Model | Per session | Once invoked |
|---|---|---|
| Fable 5.1 | $0.00161 | $0.01693 |
| Opus 5.5 | $0.00064 | $0.00677 |
| Sonnet 5.5 | $0.00032 | $0.00339 |
| Haiku 4.5 | $0.00016 | $0.00169 |
Grade A, and why
agent-desktop scanned grade A with 0 findings against 26 rules in 11 categories — prompt injection, anti-refusal, data exfiltration, privilege escalation, supply chain, agent snooping, system-prompt leakage, SSRF and excessive agency — measured yesterday.
A static scan of the body, not an audit. Every finding is printed with the line that produced it so you can judge whether it matters here. A mod is markdown that instructs an agent; that is exactly why what it instructs is worth reading.
Nothing flagged
None of the 26 patterns this scan looks for appear in this file: no shell pipes, no recursive deletes, no credential paths, no hidden text, no instruction-override or anti-refusal phrasing, no agent-config snooping. That is not a guarantee, it is the absence of the things that are checkable.
How it starts
The opening of the file, as written. The whole thing — 85 lines — stays where its author put it; the contents beside it link to each section on GitHub.
agent-desktop
agent-desktop is a CLI that reads and operates desktop apps through the OS accessibility tree. Every command prints one JSON envelope (ok, data or error). It is a tool, not an agent: the observe, act and verify loop runs in you.
Shell syntax
Examples use a POSIX shell. In PowerShell, quote every ref ('@s8f3k2p9:e1'), because a bare @token is the splatting operator. Use $env:NAME = 'value' instead of export, and | ConvertFrom-Json instead of $(...) and jq. The Windows skill has the PowerShell forms.
First run
- Run
agent-desktop status. It reports the platform, permissions andsupported_surfaces. - Run
agent-desktop skills get platform. It loads the skill for the OS the binary runs on (macOS, Windows or Linux). - For flags and syntax, run
agent-desktop <command> --help. This skill does not repeat flag lists.
The loop
Use find when you know the role or exact name. Otherwise map the app first and drill into one region.
agent-desktop snapshot --skeleton --app "Notes" -i --compact # shallow map, children_count on cut branches
agent-desktop snapshot --root @s8f3k2p9:e3 -i --compact # drill into one region
agent-desktop click @s8f3k2p9:e12 # act on a qualified ref
agent-desktop snapshot --root @s8f3k2p9:e3 -i --compact # verify: re-read the same region
- A small app needs no skeleton. Take a full
snapshot -i. -ikeeps interactive nodes only, so a row's static-text label is dropped. To tell which row a repeated button belongs to, drill that row's container with--rootand leave out-i. On Windows and Linux that reads the row but does not make its button actionable: a button repeated in other rows is a twin in the window and its ref is refused (see Refs).- A
--rootdrill adds its refs to the same snapshot id. Refs outside the drilled subtree, and the drilled root itself, stay valid; refs that were already inside it are replaced, so an old ref there returnsSTALE_REF. - Never skeleton a surface (
--surface menu,sheet,alert). A surface is already focused. - An action that opens a menu, sheet or alert lists it in
data.surfaces. Target that overlay next. - After an async step, use
wait(seecommands-system.md). A fixed sleep is a race.
What ships with it
4 files beside SKILL.md in the same directory: the scripts, references and assets a skill reads on demand. Not counted in the per-session cost; read them before you install if any of them is executable.
What this file has done since we first saw it
Hashed on every crawl. A supply-chain change to an agent config is a question of when, not whether, so the history is kept rather than the latest state alone.
- yesterday First seen · 85 lines · 161 tokens per session scan A 941873a93fca
agent-desktop is a skill published in the GitHub repository openwong2kim/wmux (448 stars, last pushed yesterday), licensed MIT. It adds 161 tokens to every session and 1,693 once invoked, about $0.0006 per session on Opus 5.5. A static security scan graded it A with 0 findings. No closer match exists in the catalogue, so it is treated as the original; first seen 2026-11-07.
agent-desktop compared with skills from other repositories
| Mod | Type | Stars | Last push | Licence | Scan | Tokens | Works with |
|---|---|---|---|---|---|---|---|
| agent-desktopopenwong2kim/wmux | Skill | 448 | yesterday | MIT | A | 161 | Claude Code, Codex |
| melayamelaya-labs/melaya-mcp | Skill | 1 | yesterday | Apache-2.0 | A | 206 | Claude Code |
| loopWritbase/writbase | Skill | 11 | 7mo ago | Apache-2.0 | A | 35 | Claude Code, Codex |
| pinchtab-mcppinchtab/pinchtab | Skill | 11k | 11d ago | MIT | A | 52 | Claude Code, Codex |
| tmuxTeam-Commonly/commonly | Skill | 1.4k | today | Apache-2.0 | A | 48 | Claude Code, Codex |
| deja-reflectvshulcz/deja-vu | Skill | 1.4k | yesterday | MIT | A | 49 | Claude Code |
| Agent Browser AutomationPramodDutta/qaskills | Skill | 245 | 5d ago | MIT | A | 37 | Claude Code, Codex |