MCP server de Ventriloquist

About

Ventriloquist is an MCP server that turns actions in Mac apps into tools your agent can call, like outlook_file_to_folder or textedit_write_document. Each tool is a list of steps on elements in the app's accessibility tree, saved in a JSON file per app (its pack). A tool is made once, by hand or by letting a model explore the app and propose tools you approve. After that, every call replays the saved steps: no screenshots, and no model deciding where to click. Your agent still decides which tool to call.

For an app with no tools yet, turn on live mode. Your agent reads the app's tree and presses and types by element number, and once a task works it can ask to keep those steps as a tool.

In one test, sorting six test emails in Outlook, the same model read about 3.6x fewer tokens through vent than through Claude's built-in computer use, and made no wrong clicks (computer use made two). That was one run each, with caveats in docs/BENCHMARKS.md.

Set it up with your agent

Paste this into Claude Code, Codex or another coding agent on your Mac:

Install Ventriloquist with uv (uv tool install ventriloquist-mcp), then read https://github.com/ShaanGS/ventriloquist/blob/main/onboarding.md and walk me through it.

The agent checks what's already set up, installs vent, connects it to your agent app, and stops only for the steps that need you, like switching on the Accessibility permission. It follows onboarding.md, and SKILL.md (also printed by vent skill) tells it how to use vent afterwards.

Or install the plugin, which sets up the server and the skill with live mode on, for Claude Code:

claude plugin marketplace add ShaanGS/ventriloquist
claude plugin install ventriloquist@ventriloquist

OpenClaw installs the same folder; see integrations/claude-plugin.

Try it in a minute

To do it by hand instead, you need macOS and uv (brew install uv).

uv tool install ventriloquist-mcp
vent doctor

If your shell says vent: command not found, uv's tool folder isn't on your PATH yet (common after brew install uv): run uv tool update-shell and open a new terminal. To upgrade later, run uv tool upgrade ventriloquist-mcp.

vent doctor checks the one permission vent needs. If it says Accessibility is missing, open System Settings > Privacy & Security > Accessibility, switch on your terminal app, restart the terminal, and run it again. (pipx install ventriloquist-mcp works too.)

Now drive TextEdit with the pack that ships with vent:

echo "hello" > /tmp/vent-demo.txt && open -a TextEdit /tmp/vent-demo.txt
vent run TextEdit write_document --arg text="typed by a pack"
vent run TextEdit read_document

The document changes with no keystrokes and no screenshot: the pack sets the text area's value through the accessibility API, then reads it back to verify. write_document replaces the whole text of the frontmost TextEdit document, which is why the first line opens a scratch file; don't run it with a document you care about in front.

Use it from Claude, Cursor, or Codex

vent serve speaks MCP over stdio. GUI apps start MCP servers without your shell's PATH, so the config needs vent's absolute path, and vent mcp-config prints the entry with the right path for your machine:

{
  "mcpServers": {
    "ventriloquist": {
      "command": "/Users/you/.local/bin/vent",
      "args": ["serve"]
    }
  }
}

• Claude Desktop: quit Claude, then merge it into ~/Library/Application Support/Claude/claude_desktop_config.json. Claude rewrites that file while it runs, so an edit made with it open gets lost.

• Cursor: merge it into ~/.cursor/mcp.json.

• Claude Code: claude mcp add --scope user ventriloquist -- ~/.local/bin/vent serve

• Codex CLI: add to ~/.codex/config.toml:

  [mcp_servers.ventriloquist]
  command = "/Users/you/.local/bin/vent"
  args = ["serve"]
  

The Accessibility permission belongs to whichever app starts vent serve: Cursor itself, or your terminal for Claude Code and Codex. Switch it on for that app (use the + button if it isn't in the list yet) and restart it.

Claude Desktop is the exception. It runs each MCP server as its own process for permissions, so macOS checks vent's Python rather than Claude, and switching Claude on does nothing for vent. vent mcp-config and vent doctor print that file's path. Drag it from Finder into System Settings > Privacy & Security > Accessibility (the + picker greys it out), then restart Claude. Use the vent mcp-config entry rather than uvx here: under uvx, macOS checks uv instead, and a grant for uv covers everything uv runs.

If every call fails with "not trusted for Accessibility", the message names the app or file to switch on.

Tools show up as textedit_write_document, code_show_search, slack_filter_channels, and so on. Then ask for things in plain words, like "open the Search view in VS Code and search the workspace for TODO". Tools a pack marks read_only or mutating run when called. A tool marked high risk is hidden unless your client can ask you to confirm each call (MCP elicitation), or the server was started with VENT_ALLOW_HIGH=1, which runs it without asking. Start the server with VENT_READ_ONLY=1 to serve read-only tools and nothing else. docs/SECURITY.md explains why (T9).

Use any app live

Live mode is off by default. Turn it on with VENT_LIVE=1 in the server's environment. vent mcp-config --live prints the entry with it, and for Claude Code:

claude mcp add --scope user -e VENT_LIVE=1 ventriloquist -- ~/.local/bin/vent serve

Your agent gets three more tools:

• vent_live_look lists a running app's elements, numbered, read from its accessibility tree. No screenshot.
• vent_live_act presses an element, or types into a text field, by its number. Each act runs through the same runtime a saved tool uses, so a step that worked once is one that replays.
• vent_live_save keeps steps that worked as a tool. You see the exact steps and every bit of text it will type, and nothing is saved until you accept. The new tool shows up right away in clients that listen for tool-list changes; others need a restart.

It asks you before pressing anything labelled like send, delete, pay or archive, before buttons with no label, and before typing over a long text. Without a client that can ask (MCP elicitation), those steps are refused, and a tool to save waits for vent approve in a terminal. It never touches password fields, sign-in windows, terminals, password managers or System Settings. docs/SECURITY.md (T13) has the details.

What ships

App	Tools	Notes
TextEdit	write_document, read_document	Acts on the frontmost document; write_document replaces all of its text
Notes	create_note, read_open_note
VS Code	show_explorer, show_search, show_source_control, search_workspace	Launch VS Code with --force-renderer-accessibility
Slack	show_home, filter_channels	Same flag as VS Code

The Outlook tools in the demo aren't bundled: they're tied to three test folders. They're in examples/outlook as a pack you can copy and adapt. So are the WhatsApp tools, in examples/whatsapp: they read your chat list and open chat and leave drafts, and none of them sends.

More packs people have shared are in examples/, and vent add-pack examples/<app> adds one after you approve each tool. If you make tools for an app you use, a pull request adding them there helps the next person with that app.

Electron apps like VS Code and Slack only publish a working tree when started with that flag, for example open -a "Visual Studio Code" --args --force-renderer-accessibility. Without it the tree can still be read, but actions get silently ignored.

Each step in a tool finds its element through an anchor: a recorded description of the element (its role, label and identifier, and the chain of elements above it) that vent matches against the live app. Anchors are recorded per machine and per app version, so the bundled packs are working examples of the format more than guarantees for your exact setup. If a tool refuses to resolve, that's on purpose (it never guesses between lookalike elements), and re-recording takes about a minute with vent inspect and vent anchor, as in Write a tool by hand. Section 5 of docs/ARCHITECTURE.md has the details.

How it works

With computer use, a model looks at your app and decides every action, every time. That works on any app with no setup, but every run pays again for screenshots and model decisions. vent moves that work to when a tool is made. You get back tools like write_document(text) or file_to_folder(folder), which run no model on vent's side. The agent still reads, judges and picks the tool, and vent does the clicking.

On a one-step task the two are even: in a TextEdit test, Claude's computer use needed the same two tool calls and about the same total time, and vent added about 6x fewer tokens to the agent's context. On a longer task the difference shows. Triaging six test emails in new Outlook (read each one, flag it if it needs a reply or has a deadline, file it into one of three folders), both filed all six correctly. vent took 1:59 and made no wrong clicks. Claude's computer use took 2:31, made two harmless wrong moves, and put about 3.6x as many tokens into the context (18k against 5k), mostly screenshots, where vent returns text. The TextEdit test was three rounds each and the Outlook one a single run each, with the same model, which knew the answer key both times; docs/BENCHMARKS.md has the method and the caveats.

On the author's Mac, through Claude Code, a TextEdit read takes about half a second end to end and a write about 1.1 s. Measured with a plain MCP client, vent's own share is about 0.1 s for a read and 0.5 s for a write. If you turn healing on (VENT_HEAL=1), a model is brought back in when an app update breaks a recorded action, but the fix sits in quarantine until you approve it.

The top half of the diagram runs once per app. It's the only part that uses a model, with a policy screening every probe and a human approving every tool. The bottom half is what you actually use day to day, and it has no model in it unless you turn healing on. The pack file in the middle is the whole interface between the two: plain JSON you can read, diff, and check into a repo.

Native Mac apps have carried an accessibility layer for decades because screen readers depend on it. It turns out it's also a pretty good API for driving apps, if you're careful about how you find elements again later.

How it compares

• Built-in computer use (the computer-use features in Claude and Codex, and most open-source agents): a model looks at the app, through screenshots and, in Claude's case, the accessibility tree too, and picks the actions on every run. It works on any app with no setup, and each run pays for those screenshots and model decisions.
• Record-a-task features (Claude's Record a skill, Codex's Record & Replay): you show the task once and get a skill, written instructions the model follows on every run with computer use and its other tools, so it still picks the actions each time.
• Accessibility-tree tools such as agent-desktop, Peekaboo and MacOS-MCP: they hand the accessibility tree and its actions to your agent's model, which still decides each click on every call. Nothing to record first, and nothing fixed either.
• AppleScript servers: dependable where an app has a scripting dictionary, which most Electron apps don't.
• Ventriloquist: the steps are worked out once, when a tool is made, by hand or by a model exploring the app. What gets served is a fixed set of tools you approved, replayed with no model. It covers fewer apps than any of the above, by design, and in exchange calls are cheap in tokens and the same every time. The closest idea elsewhere is terminator, which records workflows as deterministic code on Windows.

Make a pack for another app

vent doctor Spotify                 # does this app expose a usable tree?
vent explore Spotify --no-values    # a model probes safely, the policy screens every action
vent compile Spotify                # the model proposes tools; you approve each against its literal steps
vent run Spotify <tool> --arg k=v   # call one tool directly
vent verify Spotify                 # dry-resolve anchors; promote quarantined heals

Approved tools join the app's pack, so a pack can grow over several explore runs. A tool with the same name as one already there is replaced only if you say yes, and an app with a bundled pack starts from it, so its tools stay.

With live mode on, there is a third way: ask your agent to do the task in the app, then to save the steps.

vent compile makes tools that press buttons and type text, because those are the two things the explorer does. A tool that reads text back or waits for something to appear is written by hand, and so was every tool that ships with vent. Write a tool by hand shows how.

vent explore, vent compile, and vent run --heal call a model, and so does vent serve if you start it with VENT_HEAL=1 to let it heal broken anchors. Nothing else does. Healing takes --no-values too (VENT_NO_VALUES=1 for the server) to keep field contents from the model. The model comes from the Claude Code CLI if it's installed and signed in, with no API key needed, run apart from your own Claude Code setup (none of your MCP servers, hooks or memory), or from the Anthropic API: install with uv tool install --with anthropic ventriloquist-mcp and set ANTHROPIC_API_KEY.

Packs you make live in ~/.ventriloquist/packs/ (set VENT_HOME to move it), next to the traces vent explore records. A pack there replaces the bundled pack for the same app, which is also where a healed bundled pack ends up; delete your copy to go back to the bundled one. If your copy fails to load, vent warns you rather than quietly serving the bundled pack in its place, and a broken pack never stops the other apps' tools.

Write a tool by hand

1. vent apps shows the app's bundle id, and vent inspect <App> lists the elements in its windows, each with a number.
2. vent anchor <App> <number> prints that element's anchor as JSON.
3. Put it in a step of a tool in ~/.ventriloquist/packs/<bundle id>/pack.json. A read is {"op": "read_value", "anchor": ...} and a wait is {"op": "wait_for", "anchor": ..., "timeout_s": 5}. The bundled TextEdit pack is a short one to copy from. A step that types takes its text from a parameter: declare it under params and give the step "value": {"param": "<name>"}. A parameter with an enum list accepts only those values, the way the Outlook example accepts only its three folders.
4. vent run <App> <tool> runs it, and vent verify <App> checks that every anchor in the pack still resolves.

An anchor that records a window title only ever acts in a window with that title. Empty its window_title for a tool that should act on whichever window is in front, as the bundled TextEdit tools do.

Limitations

This is an early release by one developer. What it doesn't do yet, or does with caveats:

• macOS only. The whole approach rests on the macOS accessibility API.
• The Accessibility grant is broad. macOS gives it to the app that starts vent (your terminal, Cursor) or, under Claude Desktop, to vent's Python. Anything else that app starts, or that runs on that Python as its own process, can then drive every app on your Mac. vent's own scoping (named apps, a policy, risk levels) is self-discipline inside that grant, not an OS boundary. SECURITY.md T10 has the details.
• Packs are recorded on one machine. Anchors held up under resizes, full restarts, and a deliberately degraded environment on the author's Mac, but nobody has measured them on a second Mac yet. A bundled pack may refuse on yours and need re-recording.
• The app needs a usable tree. AppKit apps have one. Electron and Chromium apps need --force-renderer-accessibility. Anything drawn on a canvas (Figma's design surface, games) exposes its chrome and nothing inside.
• The app has to be running, with the window the tool expects. macOS only lists windows on the current Space to accessibility clients, so while you're in a full-screen app or on another desktop, vent goes through the app's main window, which macOS still reports. Reading and writing text work there without switching Spaces. A press in an app that isn't in front can change the button and nothing else (TextEdit's Bold does), so the Notes, VS Code and Slack tools, and the Outlook example's flag and filing tools, bring their app to the front while they run and hand focus back afterwards, switching Spaces if they need to, and fail before acting if the app won't come forward. The Outlook read tool works without coming to the front. The app's other windows on other Spaces stay out of reach, and so does the title bar of a full-screen window. A locked screen makes every app look empty.
• Calls take turns. A GUI is one shared thing, so calls to the same app queue, and tools that bring their app to the front queue across apps, since there's only one front. A call the client cancels while it waits never runs.
• Few tools check the app's state. A tool can refuse unless an element it needs is on screen: VS Code's search_workspace refuses until the Search view is open and says to call code_show_search. Other tools' needs, like Slack's filter_channels needing the Home tab, are still written in their descriptions, and compiled tools don't record the state they started in.
• High-risk tools need a client that can ask you. Each call to one asks you first, through MCP elicitation. A client without it doesn't see them, unless the server runs with VENT_ALLOW_HIGH=1, and then they run without asking.
• Exploring acts on your real app. The explorer clicks and types under a policy, and probes are restored, but an app that syncs every keystroke may send a probe string before it's undone. Explore against a scratch document or a test account, and use --no-values to keep field contents away from the model. The policy reads English labels, so the explorer refuses an app whose menus are in another language.
• Read tools hand app text to your client's model. vent marks it as untrusted data (SECURITY.md T12); whether the client respects that is up to the client.
• No system dialogs, and nothing behind a dialog. File pickers and save sheets are out of scope for now. A step refuses while its window has a sheet open or the app shows a modal dialog, unless the step was recorded inside that sheet or dialog.

Anchor durability

On the author's Mac, 82.5% to 100% of the recorded anchors for TextEdit, Finder, VS Code and Slack still resolved after a window resize, and for VS Code and Slack after a full restart too. None bound a wrong element: when two candidates look alike, vent refuses instead of guessing. The numbers, the whole-tool runs and the field notes are in docs/BENCHMARKS.md.

Design

Read docs/ARCHITECTURE.md before the code, and docs/SECURITY.md for the threat model. Both were reviewed and rewritten before the code was written, and each phase since has been reviewed the same way.

Contributing

Bug reports from Macs other than the author's are the most useful thing right now, especially vent verify <app> --report out.json output for a bundled pack. To work on the code:

git clone https://github.com/ShaanGS/ventriloquist && cd ventriloquist
uv run pytest

The test suite needs no Mac permissions, no live apps, and no model credentials, and runs in CI on Linux and macOS. CONTRIBUTING.md has the rules that are load-bearing.