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 agentmods add instructions/skycaier/sky-windows-remote-executor/agents-mdgit clone --depth 1 https://github.com/skycaier/sky-windows-remote-executorWhat 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 | $0.00584 | $0.00584 |
| Opus 5 | $0.00292 | $0.00292 |
| Sonnet 5 | $0.00117 | $0.00117 |
| Haiku 4.5 | $0.00058 | $0.00058 |
Grade A, and why
sky-windows-remote-executor AGENTS.md 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 — 73 lines — stays where its author put it; the contents beside it link to each section on GitHub.
AGENTS.md
Repository guidance for agentic coding tools.
Project Overview
Sky Windows Remote Executor is a Windows-hosted FastAPI service with REST,
WebSocket, Web UI, and MCP /mcp interfaces. The main module is
windows_remote_executor.py.
The service is powerful: it can run commands, edit files, manage Windows services, inspect processes, read/write registry values, create scheduled tasks, and interact with the desktop. Keep the default localhost-only security stance unless the user explicitly asks for a trusted remote deployment.
Run
.\venv\Scripts\python.exe -m pip install -r requirements.txt
.\venv\Scripts\python.exe -u windows_remote_executor.py
Batch helpers:
start-dev.batstart-silent.batstart-service.batinstall-service.batuninstall-service.bat
Default URL: http://localhost:8765
Configuration
Runtime settings come from environment variables. Important ones:
WRE_HOST, default127.0.0.1WRE_PORT, default8765WRE_SERVICE_NAME, defaultSkyWindowsRemoteExecutorWRE_DATA_DIR, default%ProgramData%\SkyWindowsRemoteExecutorWRE_LOG_DIR,WRE_UPLOAD_DIR,WRE_TEMP_DIR
Do not reintroduce machine-specific paths, private IP addresses, passwords, or tokens into tracked files.
Architecture
windows_remote_executor.py- main FastAPI app, REST endpoints, WebSockets, MCP JSON-RPC dispatch, task management, transfer tickets, and service helpers.ui_v32.html- vanilla JavaScript Web UI served at/.tools/mcp_schema.py- MCP tool schema list.tools/patch_tools.py- patch, search, and git commit helpers.tools/desktop_tools.py- screenshot, clipboard, notification, lock screen, and event log helpers.tools/_ctx.py- shared runtime context injected by the main module.skills/- optional Codex skills for clients that want task-specific docs.
Verification
Run before publishing changes:
.\venv\Scripts\python.exe -m unittest discover -s tests -v
$env:PYTHONDONTWRITEBYTECODE = "1"
.\venv\Scripts\python.exe -c "import windows_remote_executor as m; print(m.SETTINGS.app_name, len(m.MCP_TOOLS))"
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 · 73 lines · 584 tokens per session scan A 541f1899762a
sky-windows-remote-executor AGENTS.md is an instructions file published in the GitHub repository skycaier/sky-windows-remote-executor (1 stars, last pushed 2mo ago), licensed MIT. It adds 584 tokens to every session, about $0.0029 per session on Opus 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 2026-08-31.
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vscode oss-third-party-notices.instructions.md
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