SysControl MCP
Provides tools for managing Docker containers, images, and other Docker resources.
Provides tools for git operations, including status, diff, and file management.
Provides tools for managing Homebrew packages, including installation, updates, and querying.
Provides tools for interacting with iMessage, such as sending and reading messages.
Provides tools for performing Spotlight searches on the local system.
Click on "Deploy Server".
Wait a few minutes for the server to deploy. Once ready, it will show a "Started" state.
In the chat, type
@followed by the MCP server name and your instructions, e.g., "@SysControl MCP show me my CPU usage and top processes"
That's it! The server will respond to your query, and you can continue using it as needed.
Here is a step-by-step guide with screenshots.
SysControl
An AI agent for your Mac or Windows 11 PC that answers questions about your system — and can extend itself with new tools on the fly.
116 built-in tools covering CPU, RAM, GPU, disk, network, processes, iMessage, email, clipboard, browser, weather, reminders, Docker, Time Machine, Wi-Fi, calendar, contacts, Notes, Homebrew, media control, file management, Spotlight search, spreadsheets, Word documents, PDFs, image generation, deep web research, sub-agent orchestration, code editing, git integration, and more. Each platform receives only the tools it can execute; the agent picks the right ones automatically, runs them in parallel, and answers in plain English.
Three ways to run it — pick whichever fits your workflow:
How | Best for | |
App (macOS) | One-click native macOS (SwiftUI) experience — no setup required | |
App (Windows) | Native Windows 11 desktop app (Flet) — unzip and run | |
CLI |
| Terminal-first workflow, scripting, SSH sessions (macOS · Windows · Linux) |
Claude Desktop | MCP server | Using SysControl tools inside Claude Desktop |
All interfaces share the same agent, tools, and providers — they're interchangeable.
App (macOS)
A native SwiftUI app with streaming chat, Markdown rendering, chat history sidebar, and auto-save — no Python, no terminal, no dependencies to install. Just download, open, and configure your provider in Settings.
Download
Option A — Pre-built DMG (no Xcode required):
Download the latest SysControl.dmg from GitHub Releases, drag to Applications, then bypass Gatekeeper on first launch (the app is ad-hoc signed, not notarized):
xattr -r -d com.apple.quarantine /Applications/SysControl.appOr right-click the app → Open → Open the first time.
Option B — Install from source (compiles locally, bypasses Gatekeeper automatically):
/bin/bash -c "$(curl -fsSL https://raw.githubusercontent.com/ks6573/SysControl/master/swift/install.sh)"To update later: use Check for Updates in the app (⇧⌘U), or run syscontrol-update from Terminal.
To uninstall: re-run with --uninstall.
Option C — Build manually:
git clone https://github.com/ks6573/SysControl.git
cd SysControl/swift
./build.sh release
open .build/SysControl.appRequires: macOS 14 (Sonoma) or later. Options B and C also require Xcode Command Line Tools (
xcode-select --install).
Features
Streaming responses — tokens appear as they arrive with live Markdown rendering
Auto-save — every conversation is saved automatically with an LLM-generated title
Chat history sidebar — browse and delete past chats
Settings — switch between local (Ollama) and cloud providers in-app
In-app updates — check for new versions from the menu bar (⇧⌘U) or Settings; DMG users get a one-click download, source-install users update automatically
No setup — everything is configured through the app itself
First Launch
On first launch an onboarding sheet appears automatically:
Choose Local (Ollama) — requires Ollama running locally, no API key needed
Or choose Cloud — enter your API key
Click Done and start chatting
To change providers later, open Settings (⌘,).
Chat history is saved as Markdown in
~/.syscontrol/chat_history/— view, edit, or delete freely.
Related MCP server: Windows Operations MCP
App (Windows)
A native Windows 11 desktop app (built with Flet) with streaming chat, Markdown rendering, expandable tool-call cards, inline charts, a session sidebar, and in-app settings. It runs the same Python agent backend as the macOS app and CLI, bundled into a standalone .exe — no separate Python install to manage.
Download
Download the latest
SysControl-windows-x64.zipfrom GitHub ReleasesUnzip it anywhere (e.g.
%LOCALAPPDATA%\Programs\SysControl)Run
SysControl.exe
First launch: the build is not code-signed, so Windows SmartScreen may warn you. Click More info → Run anyway.
Requires: Windows 11 (x64). For local models, install Ollama for Windows and pull a model (
ollama pull qwen3:30b); for cloud, enter your Ollama Cloud API key during onboarding.
Build from source
git clone https://github.com/ks6573/SysControl.git
cd SysControl
uv sync --extra gui --extra build
uv run pyinstaller SysControl.spec # -> dist\SysControl\SysControl.exeOr run it directly without bundling: uv run syscontrol-gui.
Platform notes
The Windows app exposes the same agent and tools as macOS. System tools — CPU, RAM, GPU, disk, network, processes, battery, files, clipboard, screenshots, volume, Wi-Fi, system logs (Event Log), shell (PowerShell/cmd), web research, charts, spreadsheets/Word/PDF, sub-agents — work natively. macOS-only integrations (iMessage, Apple Mail, Calendar/Contacts, Notes, Time Machine, Homebrew) report that they're unavailable on Windows rather than failing.
CLI
A terminal agent that runs the same backend as the app. Two install paths:
Option A — One-line install (recommended):
/bin/bash -c "$(curl -fsSL https://raw.githubusercontent.com/ks6573/SysControl/master/install-cli.sh)"Installs uv if missing, then runs uv tool install against the GitHub repo, exposing syscontrol and syscontrol-server on your PATH in an isolated venv. No clone required.
To update later: run syscontrol --update (or /update inside the REPL); the standalone syscontrol-cli-update script is also still installed.
To uninstall: re-run with -- --uninstall.
Option B — From a clone (for development):
git clone https://github.com/ks6573/SysControl.git
cd SysControl
curl -LsSf https://astral.sh/uv/install.sh | sh # if uv not installed
uv sync
uv run agent.pyRequirements
macOS, Windows 11, or Linux
Python 3.11+ (uv will fetch one if your system Python is older)
Ollama for local mode, or an Ollama Cloud API key for cloud mode
CLI Flags
syscontrol # interactive
syscontrol --provider local --model qwen3:30b # local, skip prompt
syscontrol --provider cloud --api-key sk-... # cloud, skip prompt (key is remembered)
syscontrol --provider cloud --no-save-key # cloud, prompt every time
syscontrol --provider custom --base-url https://example.com/v1 --model my-model --api-key sk-...
syscontrol --continue # resume the most recent session
syscontrol --resume # pick a previous session from a list
syscontrol --coding --approval normal # coding agent, ask before edits/shell
syscontrol --coding --approval plan # read-only planning mode
syscontrol --coding --approval auto # auto-accept coding edits/shellCloned (Option B) users can substitute
uv run agent.pyforsyscontrolin any of the commands below.
The first time you enter your Ollama Cloud API key (via --api-key or the prompt), it's saved to ~/.syscontrol/cli_credentials.json (0600) so you won't be asked again. Use --no-save-key to opt out, or /logout from the REPL to forget it.
Coding Mode
The CLI can run as a coding agent with a narrowed code tool set: file search/read/edit, git status/diff, and shell commands. Approval modes:
Mode | Behavior |
| Read-only. The agent can inspect and produce an implementation plan, but edits and shell commands are blocked. |
| Reads are automatic; file writes and shell commands ask for approval in the terminal. |
| "Just do it" mode. Auto-accepts coding edits and shell commands for the session. |
Press Shift+Tab to toggle between system monitor mode and coding mode. Inside coding mode,
use /approval plan, /approval normal, or /approval auto to switch policies. The old
standard and nuke names still work as aliases.
Slash Commands & Keyboard Shortcuts
The interactive CLI feels like Codex / Claude Code: type / to pop a completion menu, @ to inline a file from the cwd, ! to run a one-off shell command, and the bottom toolbar shows the active model, provider, approval mode, and message count at all times.
Command | Description |
| Show all commands and keyboard shortcuts |
| Clear the screen |
| Clear conversation history (keeps system prompt) |
| List available tools, optionally filtered by substring |
| Show the active model and provider |
| Toggle system/coding mode or enter a coding sub-mode |
| Run a detected test command, or a provided command, in coding mode |
| Run a detected lint/typecheck command, or a provided command, in coding mode |
| Append a timestamped note to |
| Dump the full output of the most recent tool call |
| List recently saved CLI sessions |
| Generate a |
| Summarize the conversation; |
| Switch coding-mode approval policy |
| Check for and install the latest SysControl release |
| Forget the saved Ollama Cloud API key |
| Quit the session |
Key | Action |
| Submit a single-line buffer; insert a newline once the buffer is multi-line |
| Submit any non-empty buffer; exit on an empty buffer |
| Cancel the in-flight LLM/tool stream (press again within 1s to exit cleanly) |
| History navigation |
| Reverse history search |
| Complete the current slash command, |
| Toggle system/coding mode |
| Clear the screen |
| Always insert a newline (alternative to letting Enter add one in multi-line mode) |
Type @<partial> to pop a file picker scoped to the current directory (uses git ls-files when available; falls back to a recursive walk). Selected paths stay literal in the buffer and are inlined at submit time as fenced code blocks (capped at 64 KB per file).
Type !<command> to run a shell command directly — output prints inline and the LLM is bypassed. Requires allow_shell=true in ~/.syscontrol/config.json.
History is persisted to ~/.syscontrol/cli_history. Conversations auto-save to ~/.syscontrol/cli_sessions/; resume the most recent with syscontrol --continue or pick from a list with syscontrol --resume.
Local Mode (Ollama)
ollama pull qwen3:30b # recommended
ollama serve
syscontrol --provider localTool-calling capable models:
Model | Notes |
| Default. Best tool use and reasoning |
| Faster, lower memory — includes thinking mode |
| Lightweight alternative |
| Battle-tested fallback |
Models without native tool-calling (e.g.
gemma3) will error.
Cloud Mode (Ollama Cloud)
syscontrol --provider cloud
# Enter your key when prompted — not echoed or stored in shell historyGet a key at ollama.com/settings/keys. Default cloud model: gpt-oss:120b.
Any service that implements the OpenAI-compatible chat-completions and tool-calling APIs can be
used with --provider custom, --base-url, --model, and --api-key. Custom-provider keys are
used for the current session and are not written to the Ollama credential entry.
Ending a Session
Say any natural goodbye (bye, exit, quit, done, farewell, cya, goodnight, …) or press Ctrl-C. The agent will offer to save your session before exiting.
Session Memory
On exit you are prompted to save a short note about the session. Notes are appended to SysControl_Memory.md with a timestamp. On next startup, if the file exists its contents are injected into the system prompt so the agent has context from prior sessions. The file is append-only and plain text — edit or delete entries freely.
The agent can also save and recall memory mid-session via the read_memory and append_memory_note tools — no need to wait for exit.
Privacy: SysControl stores only what you explicitly save. Ollama processes queries locally by default.
Permissions & Security
Sensitive tools are disabled by default. Enable them in ~/.syscontrol/config.json:
{
"allow_shell": true,
"allow_messaging": true,
"allow_message_history": true,
"allow_screenshot": true,
"allow_file_read": true,
"allow_file_write": true,
"allow_calendar": true,
"allow_contacts": true,
"allow_accessibility": true,
"allow_tool_creation": true,
"allow_deep_research": true,
"allow_email": true,
"allow_notes": true,
"allow_brew": true,
"allow_agents": true,
"allow_automations": true,
"allow_connectors": true
}Each disabled tool returns an error with the exact flag needed to enable it.
Claude Desktop Setup
1. Add the MCP server to your config
Platform | Config path |
macOS |
|
Windows |
|
{
"mcpServers": {
"system-monitor": {
"command": "/path/to/uv",
"args": ["run", "/absolute/path/to/SysControl/mcp/server.py"],
"env": {}
}
}
}Use which uv to get the uv path.
2. Set the system prompt — create a Claude Desktop Project and paste the contents of mcp/prompt.json into the Project Instructions field.
3. Restart Claude Desktop — system-monitor will appear in the MCP servers list.
Self-Extension
When you ask for something no tool covers, the agent offers to build it:
You: What song is playing in Spotify right now?
Agent: I don't have a tool for that. Want me to create one? (yes/no)
You: yes
Agent: ✓ Tool `get_spotify_track` installed. Restart and ask again.The agent writes a Python function, validates syntax, scans for dangerous patterns (eval, exec, etc.), and appends it to mcp/server.py. Requires:
{ "allow_tool_creation": true }Tools (116 total)
Monitoring
Tool | What it does |
| CPU load (total + per-core), clock frequency, inline bar chart |
| RAM and swap — used, available, percent, inline stacked chart |
| GPU load, VRAM, temperature per device (NVIDIA/pynvml), inline chart |
| Per-partition space and cumulative I/O counters |
| Cumulative bytes sent/received and per-interface status |
| Live disk read/write and network download/upload speed (MB/s) |
| Top N processes by CPU or memory |
| Single call: CPU + RAM + GPU + disk + network + top processes |
| Triage scan returning prioritized critical/warning alerts |
System & Hardware
Tool | What it does |
| Static profile: CPU model, core count, RAM, GPU VRAM, disks, OS |
| Percent, charging state, time remaining |
| CPU/motherboard sensors (Linux/Windows) |
| Boot time, uptime, 1/5/15-min load averages |
| Live pressure + specs + OC capability + upgrade feasibility + bottleneck analysis |
Process Management
Tool | What it does |
| Deep inspection of a PID: path, cmdline, user, RSS/VMS, threads, open files |
| Find processes by name (case-insensitive partial match) |
| SIGTERM (default) or SIGKILL a PID. Refuses critical system processes. |
Network & Connectivity
Tool | What it does |
| All active TCP/UDP connections with state and owning process |
| Pings gateway, Cloudflare, Google DNS in parallel and diagnoses slowness |
| Nearby networks with SSID, channel, security, signal strength |
Storage
Tool | What it does |
| Top N largest files under a path. Skips |
| Unmount and eject an external disk by mountpoint |
Messaging & Communication
Tool | What it does |
| Send an iMessage or SMS via Messages.app. macOS only. |
| Read recent messages from |
| Read recent emails from Mail.app (by folder). Requires |
| Send an email via Mail.app. Requires |
| Search emails across all accounts and mailboxes. Requires |
Browser & Web
Tool | What it does |
| DuckDuckGo search — title, URL, snippet. No API key. |
| Fetch a URL as plain text. No browser required. |
| Unlock browser control (called once, after user consent) |
| Open a URL in the default browser |
| Navigate the active tab via AppleScript (macOS) |
| Return the URL, title, and text of the current tab (macOS) |
Clipboard & Screen
Tool | What it does |
| Return current clipboard text |
| Write text to the clipboard |
| Full-screen PNG returned inline. Optionally save to file. macOS and Windows. |
| Generate an inline visual image artifact from a prompt. Requires an OpenAI image API key. |
App Control & System
Tool | What it does |
| Open an app by name on macOS or Windows. |
| Gracefully quit or force-kill an app on macOS or Windows. |
| Output, input, and alert volume; mute state |
| Set system output volume (0–100) |
| Currently playing track in Music.app or Spotify (title, artist, album, position). macOS only. |
| Play, pause, skip, or stop Music.app / Spotify. Auto-detects active player. macOS only. |
| Return the name of the focused application |
| Enable/disable Focus / DnD |
| Run a named Shortcut via |
File I/O & Shell
Tool | What it does |
| Read a text file (up to 16,000 chars) |
| Write text to any path, creating directories as needed |
| List directory contents with name, type, size, and modification time |
| Move or rename a file or directory |
| Copy a file to a new location |
| Delete a file or directory (Trash by default on macOS, recoverable) |
| Create a directory and any missing parents |
| Search for files system-wide using macOS Spotlight (mdfind). Instant. macOS only. |
| Read cells from |
| Write cells (A1 notation) or append rows to |
| Read paragraphs from |
| Find/replace text, overwrite paragraphs, or append to |
| Extract text from PDF files, page by page (up to 200 pages) |
| Execute a bash command and return stdout/stderr. Disabled by default. |
Calendar, Contacts & Logs
Tool | What it does |
| Upcoming events from Calendar.app for the next N days. macOS only. |
| Search Contacts.app by name — phone and email. macOS only. |
| List notes from Notes.app with title, folder, and timestamps. Requires |
| Read the full body of a note by title (partial match). Requires |
| Create a new note in Notes.app. Requires |
| Auto-start items (macOS LaunchAgents, Windows Registry, Linux |
| Last N lines of the system log with optional keyword filter |
Utilities
Tool | What it does |
| Schedule a native desktop notification. Accepts |
| All pending reminders with IDs and fire times |
| Cancel a reminder by ID |
| Current weather + clothing recommendations. Auto-detects location from IP. |
| Available app/package and operating-system updates on macOS, Windows, or Linux |
| List all installed Homebrew formulae and casks. Requires |
| Install a Homebrew formula or cask. Requires |
| Upgrade one or all Homebrew packages. Requires |
| Uninstall a Homebrew formula or cask. Requires |
| Running containers with live CPU%, memory, image, status, and ports |
| Last backup time, phase and progress if running, destination. macOS only. |
| Track UPS, USPS, FedEx, or DHL shipments by tracking number |
Memory
Tool | What it does |
| Read the persistent memory file — facts and notes saved across sessions |
| Append a concise note to the memory file for future recall |
Research
Tool | What it does |
| Multi-step web research agent: plans subquestions, searches multiple sources, extracts and cross-verifies claims, returns a citation-backed answer. Takes 1-3 minutes. |
Code Editing & Navigation
Tool | What it does |
| Read a file with line numbers, offset, and limit — large-file friendly. Requires |
| Targeted find-and-replace editing. Exact string match, fails if ambiguous. Requires |
| Find files by glob pattern (e.g. |
| Regex content search across files with optional context lines. Skips binary files. |
| Show branch, staged/unstaged/untracked files, and recent commits. |
| Show git diff for unstaged or staged changes. |
Sub-Agent Orchestration
Tool | What it does |
| List available sub-agents with names and descriptions |
| Delegate a focused task to a named sub-agent (explorer, analyst, researcher, writer) running in an isolated subprocess with restricted tools. Requires |
Self-Extension
Tool | What it does |
| Write, validate, and install a new MCP tool into |
| List all tools installed via |
Skills & Housekeeping
Tool | What it does |
| List built-in and user-installed workflow skills |
| Load a skill playbook for the agent to execute |
| Read the tail of a large text file with optional filtering |
| Preview or remove old files from Downloads |
| Inspect or clean supported application cache directories |
| Summarize a directory tree and its largest contents |
| Report battery capacity, cycle count, and condition |
| Show a process and its parent/child relationships |
| Display an immediate system notification on macOS, Windows, or Linux |
| Report the current Focus / Do Not Disturb state |
| Activate or deactivate a named Focus mode |
| Open a local file in its default or selected application |
Scheduled Automations
Tool | What it does |
| Schedule a recurring read-only tool call at a bounded interval |
| List configured automations and their next run times |
| Enable or pause an automation |
| Delete an automation |
| Run a configured automation immediately |
| Inspect recent results and failures |
| Summarize CPU, RAM, disk, and alert history from scheduled checks |
| Review local tool actions without storing argument or result values |
Automations are local, disabled by default, and limited to read-only tools. Enable them with
allow_automations; mutating or destructive tools cannot be scheduled.
External MCP Connectors
Tool | What it does |
| List configured external MCP servers and connection state |
| Add a stdio MCP server without invoking a shell |
| Remove a configured connector and stop its process |
| Restart connectors and rediscover their tools |
External connector tools are namespaced as <connector>__<tool>, so a GitHub connector named
github might expose github__list_issues. Connector processes receive a minimal environment;
secret values are passed only through explicitly named environment variables and are never written
to connectors.json. Connector execution is disabled until allow_connectors is enabled.
Overclocking Support
Detected automatically from hardware and platform:
Platform | CPU OC | GPU OC |
Apple Silicon (M-series) | ✗ Not supported | ✗ Not supported |
Intel Mac | ✗ Not supported (no BIOS) | ✗ Not supported (macOS) |
Intel K/KF/KS — Windows/Linux | ✅ Intel XTU or BIOS | ✅ MSI Afterburner |
AMD Ryzen — Windows/Linux | ✅ Ryzen Master / PBO | ✅ MSI Afterburner |
Project Structure
SysControl/
├── agent.py # CLI entry-point shim
├── install-cli.sh # One-line CLI installer (curl one-liner)
├── agent/
│ ├── cli.py # Interactive terminal REPL
│ ├── core.py # Shared agent logic: MCP client, streaming loop, helpers
│ ├── bridge.py # JSON-over-stdio bridge for the Swift app
│ ├── agents.py # Sub-agent specs: AgentSpec, AgentRegistry, built-in agents
│ ├── runner.py # Sub-agent runner: isolated context, filtered tools
│ └── paths.py # Path resolution (repo root, user data dir, memory file)
├── mcp/
│ ├── server.py # MCP tool server (104 tools + self-extension)
│ └── prompt.json # System prompt for the agent
├── deep_research/ # Deep research agent (iterative web research with citation verification)
├── swift/
│ ├── Package.swift # SwiftPM package definition
│ ├── build.sh # Builds the .app bundle and DMG
│ ├── install.sh # One-line source installer
│ └── SysControl/ # SwiftUI source (App, Models, Views, Services, Storage)
├── scripts/
│ └── make_icon.py # Generates the .icns app icon from source PNGs
├── pyproject.toml # Python project config, dependencies, linting
├── VERSION # Current release version (single source of truth)
└── tests/ # Pytest suite for agent core + MCP helpersArchitecture
┌──────────────────────┐
│ SwiftUI App │ Native macOS frontend
│ (swift/SysControl/) │ Onboarding, chat, settings, history
└────────┬─────────────┘
│ JSON-over-stdio (bridge.py)
┌────────▼─────────────┐
│ Agent Core │ Streaming agentic loop, LLM client
│ (agent/core.py) │ Provider selection, tool dispatch
└────────┬─────────────┘
│ JSON-RPC (stdio)
┌────────▼─────────────┐
│ MCP Server │ 104 tools, self-extension, permission checks
│ (mcp/server.py) │ Concurrent tool execution via client pool
└──────────────────────┘The Swift frontend communicates with the Python backend through agent/bridge.py, which speaks a simple JSON-over-stdio protocol. The bridge reuses the same MCPClientPool and streaming loop used by the CLI, so all tools and capabilities are shared across every interface.
Entry Points
After installing via the one-liner (or pip install -e . from a clone):
Script | Description |
| Interactive CLI agent |
| Check for and install the latest release in place |
| Print the installed version and exit |
| MCP server (stdio) |
| Standalone updater script (same as |
From a clone without installing, use uv run:
Command | Description |
| Interactive CLI agent |
| MCP server (stdio) — for Claude Desktop integration |
License
This project is licensed under the MIT License. See LICENSE.
Available Tools
84 toolsadd_connectorA
Configure an external stdio MCP server. Requires allow_connectors. The process is launched without a shell, receives a minimal environment, and its tools are namespaced as __.
Inputs: name (required), command (required), args, enabled, +1 more.
append_memory_noteA
Append a concise note or key fact to the persistent memory file. Use this proactively when the user shares a preference, important system fact, or decision that would be useful to recall in a future session. Keep notes brief (1-3 sentences).
Inputs: note (required).
browser_open_urlA
Open a URL in the user's default browser as a new tab/window. Requires prior browser permission (grant_browser_access). macOS: uses open command. Linux/Windows: uses webbrowser module.
Inputs: url (required).
cancel_reminderA
Cancel a pending reminder by its ID. Get the ID from set_reminder or list_reminders.
Inputs: id (required).
check_app_updatesARead-onlyIdempotent
macOS only: checks for outdated applications via Homebrew (formulae + casks), the Mac App Store (requires the 'mas' CLI — install with 'brew install mas'), and macOS system software updates. Returns lists of outdated apps with current vs available versions.
Inputs: no named parameters.
cleanup_downloadsADestructive
Find or delete files in ~/Downloads older than N days. Defaults to dry_run so nothing is removed without an explicit dry_run=false call. Requires allow_file_write when dry_run is false.
Inputs: dry_run, older_than_days.
copy_fileA
Copy a file to a new location. If dst is a directory, the file is copied into it preserving its name. Requires allow_file_write in ~/.syscontrol/config.json.
Inputs: dst (required), src (required), overwrite.
create_automationA
Create a recurring local automation that runs a read-only SysControl tool. Requires allow_automations. Mutating, destructive, extension, and automation tools cannot be scheduled.
Inputs: name (required), tool (required), interval_minutes (required), arguments.
create_directoryA
Create a new directory (and any missing parent directories). Requires allow_file_write in ~/.syscontrol/config.json.
Inputs: path (required).
create_toolA
Generates, validates, and installs a new MCP tool permanently into the server. Requires allow_tool_creation: true in ~/.syscontrol/config.json. The tool is available after restarting the agent.
Inputs: name (required), description (required), implementation (required), prompt_doc, +1 more.
deep_researchARead-onlyIdempotent
Conduct deep, multi-step web research on a topic. Plans subquestions, searches multiple sources, extracts claims, cross-verifies facts, and returns a citation-backed answer. Use for questions needing current information, evidence verification, or multiple perspectives. Takes 1-3 minutes. Requires allow_deep_research in ~/.syscontrol/config.json.
Inputs: question (required), max_loops, max_sources.
delete_automationADestructive
Delete a scheduled automation. Requires allow_automations.
Inputs: id (required).
delete_fileADestructive
Delete a file or directory. On macOS, moves to Trash by default (recoverable); pass permanent=true to permanently delete. Safety: only allows deletion within the home directory. Requires allow_file_write in ~/.syscontrol/config.json.
Inputs: path (required), permanent.
edit_documentA
Edit a Word document (.docx): find-and-replace text, overwrite a paragraph by index, or append new paragraphs at the end. 'replacements' is a list of {find, replace} objects. 'set_paragraph' is {index, text} to overwrite one paragraph. 'append_paragraphs' is a list of strings to add at the end. Requires allow_file_write in ~/.syscontrol/config.json.
Inputs: path (required), replacements, set_paragraph, append_paragraphs.
edit_fileA
Make targeted edits to a file using find-and-replace. Provide the exact text to find (old_string) and its replacement (new_string). By default, old_string must appear exactly once (fails if ambiguous). Set replace_all=true to replace all occurrences. ALWAYS read the file first to get the exact text to replace. Requires allow_file_write in ~/.syscontrol/config.json.
Inputs: path (required), new_string (required), old_string (required), replace_all.
edit_spreadsheetA
Write cells or append rows to a spreadsheet file (.xlsx or .csv). 'updates' is a list of {cell, value} objects using A1 notation (e.g. {"cell": "B3", "value": 500}). 'append_rows' is a list of rows (each row is a list of values) to add at the end. Set create_if_missing=true to create the file if it does not exist (.xlsx only). Requires allow_file_write in ~/.syscontrol/config.json.
Inputs: path (required), sheet, updates, append_rows, +1 more.
find_large_filesARead-onlyIdempotent
Finds the top N largest files under a given directory path (default: home directory). Skips hidden directories, .git, pycache, node_modules, .venv, and Library. Use when the user asks what is using disk space or wants to free up storage.
Inputs: n, path.
generate_imageA
Generate a new visual image artifact from a text prompt and return it as an inline PNG for the GUI/chat. Use when the user asks for an image or when a small visual artifact would clearly make the answer more useful. Prefer built-in chart-returning metric tools for system data. Requires an OpenAI image API key.
Inputs: prompt (required), size, model, quality, +1 more.
get_audit_logBRead-onlyIdempotent
Return the local privacy-preserving tool audit log. Argument names, risk, status, and errors are recorded; argument and result values are not persisted.
Inputs: tool, limit.
get_battery_statusARead-onlyIdempotent
Returns battery percentage, charging state, and estimated time remaining. Returns an error on desktops with no battery.
Inputs: no named parameters.
get_clipboardARead-onlyIdempotent
Return the current text content of the system clipboard. macOS only (uses pbpaste).
Inputs: no named parameters.
get_cpu_usageARead-onlyIdempotent
Returns CPU usage percentage (total and per-core), core count, and frequency, with an inline bar chart.
Inputs: no named parameters.
get_device_specsARead-onlyIdempotent
Returns static hardware specifications: CPU model, core count, total RAM, GPU model and VRAM, disk capacities, and OS details.
Inputs: no named parameters.
get_disk_usageARead-onlyIdempotent
Returns disk partition usage and I/O counters.
Inputs: no named parameters.
get_docker_statusARead-onlyIdempotent
Returns all running Docker containers with their CPU%, memory usage, image, status, and ports. Also reports total container count (including stopped). Returns an actionable error if Docker is not installed or the daemon is not running.
Inputs: no named parameters.
get_full_snapshotARead-onlyIdempotent
Returns a full system snapshot: CPU, RAM, GPU, disk, network, and top processes.
Inputs: no named parameters.
get_gpu_usageARead-onlyIdempotent
Returns GPU load, VRAM usage, and temperature (requires nvidia-ml-py on NVIDIA hardware), with an inline grouped bar chart.
Inputs: no named parameters.
get_hardware_profileARead-onlyIdempotent
Returns a full hardware profile for a given use-case: specs, live pressure, overclocking capability (where supported), upgrade feasibility per component, and workload-specific bottleneck analysis. Use this when the user asks about speeding up a specific task, upgrading their machine, or overclocking.
Inputs: use_case.
get_health_trendsARead-onlyIdempotent
Summarize CPU, RAM, disk, and alert trends captured by scheduled get_full_snapshot or get_system_alerts automations.
Inputs: limit.
get_network_connectionsARead-onlyIdempotent
Returns all active TCP/UDP connections with local/remote addresses, status, and the owning process name.
Inputs: no named parameters.
get_network_usageARead-onlyIdempotent
Returns total bytes sent/received and network interface status.
Inputs: no named parameters.
get_process_detailsARead-onlyIdempotent
Returns detailed information about a specific process by PID: executable path, command line, user, memory breakdown, open file count, and more.
Inputs: pid (required).
get_ram_usageARead-onlyIdempotent
Returns RAM and swap memory usage (total, used, available, percent), with an inline stacked bar chart.
Inputs: no named parameters.
get_realtime_ioARead-onlyIdempotent
Measures actual disk and network I/O throughput by sampling twice over an interval. Returns disk read/write in MB/s and network download/upload in MB/s and Mbps. Call this instead of get_disk_usage or get_network_usage when the user asks about current speed or throughput.
Inputs: interval.
get_startup_itemsARead-onlyIdempotent
Lists applications and services configured to launch automatically at startup/login. macOS: scans ~/Library/LaunchAgents, /Library/LaunchAgents, /Library/LaunchDaemons. Windows: reads Run registry keys. Linux: scans ~/.config/autostart. Use when the user asks what runs at startup or wants to speed up boot times.
Inputs: no named parameters.
get_system_alertsARead-onlyIdempotent
Scans all key system metrics (CPU, RAM, swap, disk partitions, GPU, battery) and returns a prioritized list of critical/warning alerts. Call this first for general 'why is my machine slow?' questions as a quick triage tool.
Inputs: no named parameters.
get_system_uptimeARead-onlyIdempotent
Returns how long the system has been running, the last boot time, and the 1/5/15-minute load averages.
Inputs: no named parameters.
get_temperature_sensorsARead-onlyIdempotent
Returns CPU and motherboard temperature sensor readings. On macOS, returns a helpful message with alternatives (psutil cannot access kernel sensors on Darwin). On Linux/Windows, returns sensor groups with current, high, and critical thresholds.
Inputs: no named parameters.
get_top_processesARead-onlyIdempotent
Returns the top N resource-hungry processes sorted by CPU or memory usage.
Inputs: n, sort_by.
get_weatherARead-onlyIdempotent
Returns current weather conditions and clothing suggestions. Auto-detects location from IP if no location is provided. Pass a city name for a specific location (e.g. 'Tokyo' or 'London, UK').
Inputs: units, location.
git_diffARead-onlyIdempotent
Show git diff output for a repository. By default shows unstaged changes; set staged=true for staged changes. Optionally scope to a specific file path.
Inputs: path, staged.
git_statusARead-onlyIdempotent
Show git repository status: current branch, staged/unstaged/untracked files, and the 5 most recent commits. Auto-detects the repo root.
Inputs: path.
glob_filesARead-onlyIdempotent
Find files matching a glob pattern (e.g. '/*.py', 'src//*.ts'). Searches recursively from the given base path. Skips .git, node_modules, .venv, pycache directories.
Inputs: pattern (required), path.
grant_browser_accessA
Grants the agent permission to control the user's browser. ONLY call this tool after the user has explicitly said yes/granted/allow. Writes a permission flag; subsequent browser_* calls will then work.
Inputs: no named parameters.
grep_filesARead-onlyIdempotent
Search file contents for a regex pattern, like grep/ripgrep. Returns matching lines with file paths and line numbers. Optionally filter by file glob (e.g. '*.py') and include context lines. Skips binary files and .git, node_modules, .venv, pycache.
Inputs: pattern (required), path, include, max_results, +1 more.
kill_processADestructive
Terminates a process by PID. Sends SIGTERM (graceful) by default; SIGKILL if force=True. Refuses to kill critical system processes (PID 1, launchd, systemd, init, kernel_task, core Windows services). Always confirm with the user before calling.
Inputs: pid (required), force.
list_agentsARead-onlyIdempotent
List all available sub-agents with their names and descriptions. Call this before run_agent if you are unsure which agent to delegate to.
Inputs: no named parameters.
list_automation_runsARead-onlyIdempotent
Return recent scheduled automation results for audit and diagnosis.
Inputs: limit.
list_automationsARead-onlyIdempotent
List all persisted scheduled automations and their next run times.
Inputs: no named parameters.
list_connectorsARead-onlyIdempotent
List configured external MCP connectors and their latest connection state.
Inputs: no named parameters.
list_directoryARead-onlyIdempotent
List the contents of a directory. Returns each entry's name, type (file/dir), size, and modification time. Use to browse the filesystem or verify file presence. Requires allow_file_read in ~/.syscontrol/config.json.
Inputs: path, show_hidden.
list_remindersARead-onlyIdempotent
List all pending (unfired) reminders with their IDs, messages, and scheduled fire times.
Inputs: no named parameters.
list_skillsARead-onlyIdempotent
List the user-installed skills (workflows) from ~/.syscontrol/skills. Each entry includes a description, tool allowlist, and the optional sub-agent it runs inside.
Inputs: no named parameters.
list_user_toolsARead-onlyIdempotent
Lists all custom tools installed via create_tool.
Inputs: no named parameters.
move_fileA
Move or rename a file or directory. Use for renaming files, moving files to different folders, or reorganising directories. Requires allow_file_write in ~/.syscontrol/config.json.
Inputs: dst (required), src (required).
network_latency_checkARead-onlyIdempotent
Pings the local gateway, Cloudflare DNS (1.1.1.1), and Google DNS (8.8.8.8) concurrently and returns per-target latency and reachability. Includes an automatic diagnosis (router issue / ISP issue / congestion / normal). Use when the user asks if their internet is slow or to locate where latency is introduced.
Inputs: no named parameters.
notify_userA
Show a native desktop notification immediately. Distinct from set_reminder, which schedules a reminder. Use for skill completion alerts and the like.
Inputs: title (required), body, sound.
open_file_at_pathA
Open a file in the default application on macOS, Windows, or Linux, or in a specific desktop application. Requires allow_file_read.
Inputs: path (required), with_app.
process_treeARead-onlyIdempotent
Returns a process tree. With a pid, includes ancestors + descendants. Without a pid, returns the system tree at the requested depth.
Inputs: pid, depth.
read_documentARead-onlyIdempotent
Read paragraphs from a Word document (.docx) or plain text file (.txt, .md). Returns a list of non-empty paragraphs with their index, and a total word count. Requires allow_file_read in ~/.syscontrol/config.json.
Inputs: path (required).
read_fileARead-onlyIdempotent
Read the text contents of a file at the given path. Returns up to max_chars characters (default 16,000, max 32,000). Useful for reading config files, logs, scripts, notes, etc.
Inputs: path (required), max_chars.
read_file_linesARead-onlyIdempotent
Read a file with line numbers, supporting offset and limit for navigating large files. Returns content formatted like 'cat -n'. Use this instead of read_file when you need line numbers or want to read a specific section. Requires allow_file_read in ~/.syscontrol/config.json.
Inputs: path (required), limit, offset.
read_memoryARead-onlyIdempotent
Read the persistent memory file that stores notes and key facts from past sessions. Call this when the user references something from a previous session, asks what you remember, or when prior context seems relevant to their request.
Inputs: no named parameters.
read_pdfARead-onlyIdempotent
Extract text from a PDF file, returned page by page. Use this when a user shares or mentions a PDF and wants you to read, summarise, or answer questions from its contents. Supports up to 200 pages per call (default 50); pass max_pages for larger documents. Encrypted/password-protected PDFs are not supported. Requires allow_file_read in ~/.syscontrol/config.json.
Inputs: path (required), max_pages.
read_spreadsheetARead-onlyIdempotent
Read rows and cells from a spreadsheet file (.xlsx or .csv). Returns headers and row data up to max_rows (default 200). For .xlsx files, optionally specify a sheet name and/or cell range (e.g. 'A1:D10'). Requires allow_file_read in ~/.syscontrol/config.json.
Inputs: path (required), sheet, max_rows, cell_range.
refresh_connectorsA
Restart external MCP connector processes and rediscover their namespaced tools. Requires allow_connectors.
Inputs: no named parameters.
remove_connectorADestructive
Remove an external MCP connector. Requires allow_connectors.
Inputs: name (required).
run_agentA
Delegate a focused task to a named sub-agent that runs in an isolated context with a restricted tool set. The sub-agent completes the task independently and returns only its final answer. Use list_agents to discover available agents. Do not delegate tasks you can complete directly with other tools. Requires allow_agents in ~/.syscontrol/config.json.
Inputs: task (required), agent_name (required).
run_automation_nowA
Run a configured automation immediately and record the result. Requires allow_automations.
Inputs: id (required).
run_shell_commandB
Execute an arbitrary shell (bash) command and return stdout, stderr, and exit code. DISABLED by default for safety. Enable by adding {"allow_shell": true} to ~/.syscontrol/config.json. Timeout is 30s by default (max 120s). Always confirm with the user before running destructive commands.
Inputs: command (required), timeout.
run_skillA
Fetch the playbook for a named skill and (optionally) a task to perform. Returns the skill body for the LLM to execute step-by-step. Use list_skills to see what's available.
Inputs: name (required), task.
search_filesARead-onlyIdempotent
Search for files using macOS Spotlight (mdfind). Much faster than find — searches the entire system instantly. Use for finding files by name, content keywords, or type. macOS only.
Inputs: query (required), kind, limit, scope.
search_processARead-onlyIdempotent
Searches for running processes by name (case-insensitive, partial match). Returns PID, CPU%, memory%, and status for each match.
Inputs: name (required).
set_clipboardA
Write text to the system clipboard. macOS only (uses pbcopy). Use to copy a result or command output so the user can paste it anywhere.
Inputs: text (required).
set_reminderA
Schedule a reminder that fires a macOS notification at the specified time. Accepts natural-language time: 'in 2 hours', 'in 30 minutes', 'at 9:00 am', 'at 3pm', 'tomorrow at 8am'. Returns a reminder ID that can be used with cancel_reminder.
Inputs: time (required), message (required).
summarize_directoryARead-onlyIdempotent
Walk a directory tree up to a configurable depth and return per-subdirectory sizes and file counts, plus a flat top-N list of the largest subdirs. Saves many list_directory calls. Requires allow_file_read.
Inputs: path, depth, top_n.
tail_fileARead-onlyIdempotent
Tail the last N lines of any text file, optionally filtered by substring. Caps reads at 50 MB and accepts up to 5000 lines. Requires allow_file_read in ~/.syscontrol/config.json.
Inputs: path (required), lines, filter_str.
tail_system_logsARead-onlyIdempotent
Returns the last N lines from the system log. macOS: reads from the unified system log (last 5 minutes) via log show. Linux: reads from journalctl or /var/log/syslog. Optional filter_str narrows results to lines containing that keyword. Use to diagnose crashes, kernel panics, or application errors.
Inputs: lines, filter_str.
take_screenshotA
Capture a screenshot of the entire screen and return it as an inline image. Optionally saves to a file path. macOS only (uses screencapture -x, no shutter sound).
Inputs: path.
track_packageARead-onlyIdempotent
Track a package by tracking number. Auto-detects the carrier (UPS, USPS, FedEx, DHL). Returns current status and recent tracking history. Note: Amazon TBA numbers must be tracked at amazon.com/orders.
Inputs: tracking_number (required).
update_automationA
Enable or pause a scheduled automation. Requires allow_automations.
Inputs: id (required), enabled (required).
web_fetchARead-onlyIdempotent
Fetch the plain-text content of any public web page. HTML is stripped. No browser needed, no permission required. Use this to read articles, docs, pricing pages, or any URL the user mentions.
Inputs: url (required), max_chars.
web_searchARead-onlyIdempotent
Search the web (DuckDuckGo) and return the top N results (title, URL, snippet). No API key. No browser permission required. Combine with web_fetch to read the full content of a result.
Inputs: query (required), num_results.
write_fileA
Write text content to a file at the given path. Creates parent directories as needed. Overwrites by default. Use for saving notes, configs, scripts, or any text output.
Inputs: path (required), content (required), overwrite.
Tool Schema Changelog
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TDQS
Scored across 84 tools
Many tools overlap in purpose: multiple system-info tools (get_cpu_usage, get_system_alerts, get_full_snapshot, get_hardware_profile), several disk/file analysis tools (find_large_files, summarize_directory, list_directory), and many file-reading variants (read_file, read_file_lines, tail_file, read_document, read_pdf, read_spreadsheet). While descriptions help, the boundaries are blurry and an agent could easily select the wrong tool.
The vast majority of tools follow a clear verb_noun snake_case pattern (get_cpu_usage, list_reminders, write_file, create_automation). A few exceptions like 'process_tree' and 'deep_research' break the pattern, but they are minor and do not cause confusion.
With 84 tools, this server is extremely oversized. It expands far beyond system control to include web search, image generation, file editing, reminders, and more. The sheer number makes it difficult for an agent to discover and select among so many options, and many tools could be consolidated or removed.
The server aims for broad coverage and mostly achieves it: process lifecycle, file CRUD, automations, connectors, memory, and web search are present. However, there are notable gaps such as no update_reminder, no delete_memory_note, and no process-start tool, leaving some workflows incomplete.
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