本文へ移動
cccskills
無料GitHub で公開

computer-use

Use when a task needs an app on the user's own screen — a native desktop application (instrument control software, Origin, GraphPad, ImageJ, a reference manager, a spreadsheet), or a desktop browser window that needs window-level control. Read before the first `computer` call. Covers the observe-act-observe loop, why element indexes go stale, which action to prefer for which control, what "unverified" means and why it must never be reported as success, and the recovery for each error code. Not for page-level web automation (use the browser connector) and not for anything that can be done from the shell.

インストール方法を見る

含まれるファイル(1)

  • SKILL.md8.8 KB

SKILL.md(原文)

インストールする前に、エージェントに与えられる指示の中身を確認できます。

Computer use

computer reads an app's accessibility tree and acts on the numbered elements in it. The tree is the interface; a screenshot is confirmation. This design, and most of the rules below, come from Orca (MIT).

Before anything else

Use this only when there is no better route. A file is read with read, a computation is run in the shell, a web page is driven by the browser connector. Reach for computer when the capability lives in a desktop app and nowhere else.

The user sees a permission prompt on the first call of a session. Say what you intend to do before you make it.

Never push, submit a form, send a message, buy, delete, or change an account setting unless the user asked for that exact thing. If an app holds content the user did not ask about, read only what the task needs.

The loop

computer(action: "list_apps")
computer(action: "get_state", app: "com.spotify.client")
computer(action: "click", app: "com.spotify.client", elementIndex: 42)
computer(action: "get_state", app: "com.spotify.client")

Observe, act once, observe again. Every action already returns the new state, so the reply to an action is also the next thing you read.

Element indexes go stale

The numbers in the tree are valid for that snapshot of that window. Navigation, scrolling, a focus change, a dialog, an app re-render, or simply a few seconds passing can invalidate them.

  • Re-read the tree after anything that changes the UI.
  • Indexes are sparse — noisy sections are omitted. Never infer a valid index from the element count, and never guess one that is not printed.
  • One window at a time: once you pick windowId (or windowIndex), pass the same one to every later call until you mean to change window.

Picking the app

Prefer the bundle id from list_apps; a name is fine when unambiguous; pid:<number> only when neither is. app names a desktop application, never a website — Gmail is com.google.Chrome, not "Gmail".

When an app has several windows, run list_windows first. Use windowId when the listed id is not null, windowIndex otherwise.

Which action

  • Editable field → set_value. It writes the value and can usually read it back, which is the only way to prove the text landed.
  • Button, link, checkbox, menu item → click.
  • An action the tree explicitly lists on an element → perform_action with that exact name.
  • type_text only after a field is focused and the tree confirms a focused text receiver. Synthetic keystrokes go into the void; they are never verified.
  • press_key for one key (Return, Escape, Tab, arrows). hotkey for one modifier chord plus one key (CmdOrCtrl+A). Prefer CmdOrCtrl+… so the same call works on every platform.
  • Modifier-click is click with modifiers. Never send separate modifier-down/modifier-up calls: an interruption between them leaves a modifier logically held down on the user's machine.
  • paste_text for a long or exact body, into a field you have confirmed has focus.

Verified vs. unverified

Every action reports whether its effect could be read back:

ReportWhat it means
verified <property>The changed value was read back. It happened.
unverified (accessibility action unasserted)The call succeeded; nothing checked the result.
unverified (synthetic input)Input was fired at the OS. Unverifiable in principle.
unverified (clipboard paste)Same, through the clipboard.
no verification at allTreat as unverified.

An unverified action is not a completed action. Read the state back before telling the user it worked, and if the action could have sent, submitted, bought or deleted something, say plainly that the effect is unproven.

Screenshots

Off by default: the tree is what you act on, and an image you did not need is pure cost. Pass screenshot: true when pixels are the answer — confirming something visually, reading a chart or canvas the tree cannot describe, or picking coordinates.

The reply carries the image and its path. If it reports a scale other than 1, convert before using pixel coordinates:

x = screenshot_pixel_x / scale
y = screenshot_pixel_y / scale

Coordinates are window-local, and only valid for the window that screenshot came from. Prefer an element index whenever one exists.

On Linux and Windows a screenshot may come from the visible desktop region, so another window can cover the target. Pass restoreWindow: true when the pixels matter; when you cannot take focus, trust the tree over the pixels.

App notes

Browsers. Set the address field directly with set_value, then press_key: "Return" — do not assume typed text reached the address bar. Use restoreWindow: true when the browser is not frontmost. A large tab strip is deliberately compacted to the active tab plus an "inactive browser tabs omitted" marker; work on the current page unless the user asked about tabs.

Forms inside a browser page (a compose window, a web app) expose accessibility actions without necessarily moving DOM focus. After each field action, check which element actually has focus; if it did not move, Tab from a known field or fall back to window-local coordinates from a fresh screenshot.

Instrument and analysis software often renders its plots as one opaque element. Read the controls from the tree, and take a screenshot for the plot.

Shallow trees. Some apps draw their own interface and expose almost nothing. Two different things look the same from here:

  • The state report says the tree is being built — that is an app whose accessibility is switched on the moment you read it. Read again in a few seconds; the real tree arrives. Do not go to coordinates.
  • The tree really is empty, and stays empty on a second read. Then take a screenshot, work from coordinates, and say in your answer that you are working from pixels, because that path cannot be verified.

Errors

Each is a named recovery, not a retry.

  • app_not_found — run list_apps, use the bundle id. For a web app, target the browser app, not the site name.
  • app_blocked — stop. That app is deliberately out of reach.
  • window_not_found / window_stale — run list_windows, take a current selector, read state again.
  • window_not_focused — retry once with restoreWindow: true. If it says restore was already requested, stop retrying and ask the user to bring the app forward. For editable fields prefer set_value, which often works unfocused. On a coordinate click the message names what was in front instead: another app's window over that point, or nothing frontmost at all. Move that window out of the way rather than retrying the same click.
  • element_not_found — the index is stale. Read state again.
  • element_not_clickable — no actionable frame. Use a parent or child element that has one, or coordinates from a fresh screenshot.
  • action_not_supported — read the element's listed actions and use one of those, or fall back to click / set_value.
  • value_not_settable — the element refuses direct writes. Focus it and use keyboard input, and inspect the result.
  • unsupported_capability — this platform's provider cannot do it. Use a different verb, or tell the user. On Linux this can also mean a missing desktop dependency, which the message names.
  • invalid_argument — fix the arguments. Do not send the same call again.
  • action_timeout — read the state before retrying, then use a simpler action.
  • screenshot_failed — the tree may still be enough. If the message names Screen Recording, the user grants it in Settings → Computer Use. Note it is granted to Open Science itself, not to the helper that Accessibility is granted to — macOS attributes screen capture to the app that started the request.
  • permission_denied / accessibility_error — on macOS, Accessibility has not been granted to Open Science Computer Use. Tell the user to open Settings → Computer Use and grant it; you cannot grant it for them.

An empty tree with no screenshot usually means the app has no visible window, is minimized, or the permission is missing.

レビュー

まだレビューはありません。使ってみた感想をお寄せください。

同じリポジトリのスキル

概要と使いどころ

Use ONLY when the user asks to check, validate, review or audit analysis code for scientific correctness, or when you are the reviewer agent running its checks. Never run it unprompted as part of ordinary analysis work. Covers physics, earth/geo, biology, chemistry, social science and bioprocess/fermentation. Runs a deterministic domain-correctness gate that catches code which runs but is scientifically wrong (unit/dimension mismatch, Euclidean distance on lat/lon without a CRS, 0-based/1-based coordinate and strand errors, impossible SMILES valence, uncorrected multiple comparisons, averaging a categorical code, unconstrained kinetic-parameter fits, kLa computed from raw DO instead of the driving force, arithmetic mean of raw CFU counts, ANOVA/Tukey with no assumption check, a curvature DOE design fit with a first-order model, an ML model fit across process scales with no correction). Surfaces structured findings; never claims the code is correct.

日本語の概要は準備中です。原文の説明を表示しています。

ai4s-research/open-science1,7852026年10月8日 更新

Use BEFORE reading any data file that could be large (CSV/TSV, Parquet, HDF5, FITS, NetCDF, NDJSON, genomics FASTQ/FASTA/VCF/BAM, GRIB, ROOT, or big text/simulation logs like VASP OUTCAR). Returns a compact memory pointer — header/schema/shape/sample/key numbers — by introspection and sampling in bounded memory, so you never load a file bigger than the context window into the model. Reference data via the pointer; read specific ranges deterministically.

日本語の概要は準備中です。原文の説明を表示しています。

ai4s-research/open-science1,7852026年10月8日 更新

modal-run

無料

Use when the user asks to run heavy or GPU work on Modal (the cloud compute platform) — writing a Modal function in the workspace, running it with the user's own `modal` CLI + token, and bringing results back. Data-to-compute for jobs too big for the laptop, without a Slurm cluster.

日本語の概要は準備中です。原文の説明を表示しています。

ai4s-research/open-science1,7852026年10月8日 更新

my-skill

無料

A test skill that says hello. Use when you want to test skill loading or verify that the skill system is working.

日本語の概要は準備中です。原文の説明を表示しています。

ai4s-research/open-science1,7852026年10月8日 更新

Use whenever you generate or review a chart, plot, table, or paper figure in this workspace, including work delegated by paper-writing, literature-survey, and experiment skills. Applies the Open Science publication style, enforces readable final-size layout for figures and tables, and rejects generic diagram-tool output as a publication figure. Interactive Plotly/HTML may be used for exploration, but paper delivery requires a static publication-ready export.

日本語の概要は準備中です。原文の説明を表示しています。

ai4s-research/open-science1,7852026年10月8日 更新

Use when the user asks to run, submit, monitor, or cancel a job on a remote machine over SSH — their own GPU/CPU server, a workstation, or a Slurm cluster ("the cluster", a login node, "my 3090 box", "the compute server"). Picks a saved machine, runs the work directly over SSH (or via Slurm when present), tracks it, and fetches results back into the workspace.

日本語の概要は準備中です。原文の説明を表示しています。

ai4s-research/open-science1,7852026年10月8日 更新

ai4s-research のスキルをすべて見る

このスキルの問題を報告する