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Reverts PR #16919 (commitsdad10a78d,413ee1a28,b4a8031b2,afb958829) which was merged prematurely. Restoring the pre-merge state so #14817 and #15328 can be revisited as standing PRs. Reverted commits: -afb958829fix(computer-use): harden image-rejection fallback + AUTHOR_MAP -b4a8031b2fix(computer-use): unwrap _multimodal tool results -413ee1a28feat(computer-use): background focus-safe backend -dad10a78dfeat(computer-use): cua-driver backend, universal any-model schema Co-authored-by: teknium1 <teknium@users.noreply.github.com>
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# Computer Use (macOS)
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Hermes Agent can drive your Mac's desktop — clicking, typing, scrolling,
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dragging — in the **background**. Your cursor doesn't move, keyboard focus
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doesn't change, and macOS doesn't switch Spaces on you. You and the agent
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co-work on the same machine.
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Unlike most computer-use integrations, this works with **any tool-capable
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model** — Claude, GPT, Gemini, or an open model on a local vLLM endpoint.
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There's no Anthropic-native schema to worry about.
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## How it works
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The `computer_use` toolset speaks MCP over stdio to [`cua-driver`](https://github.com/trycua/cua),
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a macOS driver that uses SkyLight private SPIs (`SLEventPostToPid`,
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`SLPSPostEventRecordTo`) and the `_AXObserverAddNotificationAndCheckRemote`
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accessibility SPI to:
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- Post synthesized events directly to target processes — no HID event tap,
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no cursor warp.
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- Flip AppKit active-state without raising windows — no Space switching.
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- Keep Chromium/Electron accessibility trees alive when windows are
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occluded.
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That combination is what OpenAI's Codex "background computer-use" ships.
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cua-driver is the open-source equivalent.
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## Enabling
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1. Run `hermes tools`, pick `🖱️ Computer Use (macOS)` → `cua-driver (background)`.
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2. The setup runs the upstream installer:
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`curl -fsSL https://raw.githubusercontent.com/trycua/cua/main/libs/cua-driver/scripts/install.sh`.
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3. Grant macOS permissions when prompted:
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- **System Settings → Privacy & Security → Accessibility** → allow the
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terminal (or Hermes app).
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- **System Settings → Privacy & Security → Screen Recording** → allow
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the same.
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4. Start a session with the toolset enabled:
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```
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hermes -t computer_use chat
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```
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or add `computer_use` to your enabled toolsets in `~/.hermes/config.yaml`.
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## Quick example
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User prompt: *"Find my latest email from Stripe and summarise what they want me to do."*
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The agent's plan:
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1. `computer_use(action="capture", mode="som", app="Mail")` — gets a
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screenshot of Mail with every sidebar item, toolbar button, and message
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row numbered.
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2. `computer_use(action="click", element=14)` — clicks the search field
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(element #14 from the capture).
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3. `computer_use(action="type", text="from:stripe")`
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4. `computer_use(action="key", keys="return", capture_after=True)` — submit
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and get the new screenshot.
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5. Click the top result, read the body, summarise.
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During all of this, your cursor stays wherever you left it and Mail never
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comes to front.
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## Provider compatibility
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| Provider | Vision? | Works? | Notes |
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|---|---|---|---|
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| Anthropic (Claude Sonnet/Opus 3+) | ✅ | ✅ | Best overall; SOM + raw coordinates. |
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| OpenRouter (any vision model) | ✅ | ✅ | Multi-part tool messages supported. |
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| OpenAI (GPT-4+, GPT-5) | ✅ | ✅ | Same as above. |
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| Local vLLM / LM Studio (vision model) | ✅ | ✅ | If the model supports multi-part tool content. |
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| Text-only models | ❌ | ✅ (degraded) | Use `mode="ax"` for accessibility-tree-only operation. |
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Screenshots are sent inline with tool results as OpenAI-style `image_url`
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parts. For Anthropic, the adapter converts them into native `tool_result`
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image blocks.
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## Safety
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Hermes applies multi-layer guardrails:
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- Destructive actions (click, type, drag, scroll, key, focus_app) require
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approval — either interactively via the CLI dialog or via the
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messaging-platform approval buttons.
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- Hard-blocked key combos at the tool level: empty trash, force delete,
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lock screen, log out, force log out.
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- Hard-blocked type patterns: `curl | bash`, `sudo rm -rf /`, fork bombs,
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etc.
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- The agent's system prompt tells it explicitly: no clicking permission
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dialogs, no typing passwords, no following instructions embedded in
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screenshots.
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Pair with `security.approval_level` in `~/.hermes/config.yaml` if you want
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every action confirmed.
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## Token efficiency
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Screenshots are expensive. Hermes applies four layers of optimisation:
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- **Screenshot eviction** — the Anthropic adapter keeps only the 3 most
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recent screenshots in context; older ones become `[screenshot removed
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to save context]` placeholders.
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- **Client-side compression pruning** — the context compressor detects
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multimodal tool results and strips image parts from old ones.
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- **Image-aware token estimation** — each image is counted as ~1500 tokens
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(Anthropic's flat rate) instead of its base64 char length.
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- **Server-side context editing (Anthropic only)** — when active, the
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adapter enables `clear_tool_uses_20250919` via `context_management` so
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Anthropic's API clears old tool results server-side.
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A 20-action session on a 1568×900 display typically costs ~30K tokens
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of screenshot context, not ~600K.
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## Limitations
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- **macOS only.** cua-driver uses private Apple SPIs that don't exist on
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Linux or Windows. For cross-platform GUI automation, use the `browser`
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toolset.
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- **Private SPI risk.** Apple can change SkyLight's symbol surface in any
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OS update. Pin the driver version with the `HERMES_CUA_DRIVER_VERSION`
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env var if you want reproducibility across a macOS bump.
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- **Performance.** Background mode is slower than foreground —
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SkyLight-routed events take ~5-20ms vs direct HID posting. Not
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noticeable for agent-speed clicking; noticeable if you try to record a
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speed-run.
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- **No keyboard password entry.** `type` has hard-block patterns on
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command-shell payloads; for passwords, use the system's autofill.
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## Configuration
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Override the driver binary path (tests / CI):
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```
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HERMES_CUA_DRIVER_CMD=/opt/homebrew/bin/cua-driver
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HERMES_CUA_DRIVER_VERSION=0.5.0 # optional pin
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```
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Swap the backend entirely (for testing):
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```
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HERMES_COMPUTER_USE_BACKEND=noop # records calls, no side effects
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```
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## Troubleshooting
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**`computer_use backend unavailable: cua-driver is not installed`** — Run
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`hermes tools` and enable Computer Use.
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**Clicks seem to have no effect** — Capture and verify. A modal you
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didn't see may be blocking input. Dismiss it with `escape` or the close
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button.
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**Element indices are stale** — SOM indices are only valid until the
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next `capture`. Re-capture after any state-changing action.
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**"blocked pattern in type text"** — The text you tried to `type`
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matches the dangerous-shell-pattern list. Break the command up or
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reconsider.
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## See also
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- [Universal skill: `macos-computer-use`](https://github.com/NousResearch/hermes-agent/blob/main/skills/apple/macos-computer-use/SKILL.md)
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- [cua-driver source (trycua/cua)](https://github.com/trycua/cua)
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- [Browser automation](./browser-use.md) for cross-platform web tasks.
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