Borrowing it
Nothing to install: this file belongs to Integration-Automation/AutoControlGUI. Take a copy, put it at the same path in your own repository, and replace the rules that are about this project with yours.
curl -O https://raw.githubusercontent.com/Integration-Automation/AutoControlGUI/main/CLAUDE.mdgit clone --depth 1 https://github.com/Integration-Automation/AutoControlGUIWrote 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/instructions/integration-automation/autocontrolgui/claude-md)<a href="https://agentmods.dev/instructions/integration-automation/autocontrolgui/claude-md"><img src="https://agentmods.dev/badge/instructions/integration-automation/autocontrolgui/claude-md/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/instructions/integration-automation/autocontrolgui/claude-md"><img src="https://agentmods.dev/badge/instructions/integration-automation/autocontrolgui/claude-md.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 | $0.05979 | $0.05979 |
| Opus 5.5 | $0.02392 | $0.02392 |
| Sonnet 5.5 | $0.01196 | $0.01196 |
| Haiku 4.5 | $0.00598 | $0.00598 |
Grade A, and why
AutoControlGUI CLAUDE.md scanned grade A with 1 finding 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 20d ago.
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.
Makes network callslowCapability
Not a fault in itself. Listed so you know the mod talks to something, and to what.
- **SonarCloud / Codacy findings.** When a PR or commit fails a SonarCloud or Codacy check, look the findings up through their APIs instead of guessing. The keys are in environment variables: `SonarCloudToken` (SonarClou How it starts
The opening of the file, as written. The whole thing — 225 lines — stays where its author put it; the contents beside it link to each section on GitHub.
CLAUDE.md — AutoControl
Project Overview
AutoControl (je_auto_control) is a cross-platform GUI automation framework: mouse and keyboard control, image recognition, OCR, accessibility-tree and VLM element location, action scripting, and report generation behind one API. Backends: Windows (Win32 ctypes), macOS (pyobjc/Quartz), Linux X11 (python-Xlib), Linux Wayland (libei / ydotool), Android (adb), iOS (WebDriverAgent).
- Package:
je_auto_control· Python ≥ 3.10 · License: MIT · Author: JE-Chen - architecture_explore.md is the per-module map — read it before changing structure; it lists all 311
utils/subpackages, every GUI tab, and file-level tables for the large subsystems.
Architecture
| Pattern | Where | Contract |
|---|---|---|
| Strategy | wrapper/platform_wrapper.py |
Detects the OS and imports exactly one backend. New platform = new backend package, no wrapper change. |
| Facade | je_auto_control/__init__.py |
Re-exports every public name. api/core.py is the small versioned façade for new integrations. |
| Command | utils/executor/action_executor.py |
event_dict maps AC_* names to callables; flow_control.py adds block commands (loop / branch / try / macro / variables). |
| Observer | utils/callback/, utils/observer/, utils/triggers/ |
Post-action callbacks; screen- and event-driven firing. |
| Template Method | utils/generate_report/ |
HTML / JSON / XML share collect → format → write. |
| Backend seam | backends/ under accessibility, ocr, vision, llm, agent, hotkey, usb, usbip |
Abstract base + concrete impls + null fallback, so dependency-free environments still import. |
Layering: entry points (cli.py, gui/, socket / REST / MCP servers) → executor → utils/ (311 headless subpackages) → wrapper/ → per-OS backend.
Development Commands
pip install -r dev_requirements.txt # dev deps
pip install -e .[gui,webrtc,signaling] # + GUI, WebRTC and signaling-server extras
python -m pytest test/unit_test/headless # headless unit tests
python -m pytest test/integrated_test/ # cross-module workflows
python -m coverage run -m pytest # the suite WITH coverage (see below)
python -m coverage report # enforces `fail_under` from pyproject
python -m build # build
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.
- 20d ago Changed · +2 lines · +118 tokens per session 30777ff88e9d
- 21d ago Changed · +6 lines · +269 tokens per session d7090aedc345
- 28d ago Changed · +1 lines · +186 tokens per session fc9143e048f4
- 1mo ago Changed · +2 lines · +421 tokens per session 13184cf1c251
- 1mo ago Changed · +27 lines · +1,142 tokens per session 574d881025f0
- 2mo ago First seen · 187 lines · 3,843 tokens per session scan A 3e9899e16e3f
AutoControlGUI CLAUDE.md is an instructions file published in the GitHub repository Integration-Automation/AutoControlGUI (61 stars, last pushed today), licensed MIT. It adds 5,979 tokens to every session, about $0.0239 per session on Opus 5.5. A static security scan graded it A with 1 finding (makes network calls). No closer match exists in the catalogue, so it is treated as the original; first seen 2026-08-30.
Other instructions, from other repositories
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Working notes and architecture documentation for the new esbuild-based build system in build/next. Use when making changes to the new build pipeline (transpile/bundle commands, NLS plugin, source-map handling, resource copying, or self-hosting watch tasks).
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AGENTS.md instructions for vercel/next.js, covering next.js development guide, codebase structure, monorepo overview, core package: packages/next and other important packages.
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AGENTS.md instructions for langchain-ai/langchain, covering global development guidelines for the langchain monorepo, corridor security analysis, project architecture and context, monorepo structure and development tools & commands.
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Copilot instructions for microsoft/vscode, covering vs code copilot instructions, project overview, root folders, core architecture (src/ folder) and built-in extensions (extensions/ folder).
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Copilot instructions for denoland/deno, covering deno development guide for github copilot, network access, high level overview, key directories and key files to understand first.