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Ghost Hands

PyPI Downloads License: MIT Release CI

Playwright drives. Stagehand thinks. Browser Use wanders. Ghost Hands answers for every move.

Ghost Hands is a standalone, zero-dependency Python package that gives an agent hands on the web — and a conscience to go with them. Every action an agent takes is classified before it runs (readonly / write / consequential), judged against a policy, written to a provenance trail before it executes, and — when it matters — gated on a human approval. Finished runs graduate into deterministic, model-free Ghost Hands scripts you can re-run for free.

The browser body is our own: a stdlib Chrome DevTools Protocol client drives Chromium directly over the --remote-debugging-pipe transport. There is no Playwright, no Selenium, and no other automation library under the hood — the automation layer is 100% ours. (We drive Chromium, the browser; we did not write a browser engine and don't claim to have.)

From Ghost Developer Studio. MIT licensed.

Status: v0.6.0 — built and verified locally (approvals by phone: consequential asks can be decided on Ryan's phone through the MrGhosty v1.7.0 bridge); PyPI and GitHub serve v0.3.0 until the next release ships: PyPI ghost-hands (pip install ghost-hands) · github.com/littlestjames82-sys/ghost-hands · littlestjames82-sys.github.io/ghost-hands.

What's new in 0.6.0

  • Approvals by phone. A run's "ask" decisions can be routed to Ryan's phone: PhoneApprover (phone_approver.py) posts a redacted approval request to the Ghost Hands bridge in MrGhosty v1.7.0, which raises a high-importance notification ("Ghost Hands needs approval") with Approve / Deny actions, mirrored by a card in MrGhosty's Device tab. The decision returns over the bridge; denied, expired, timed-out, and unreachable all mean no — silence is never consent. Works with every driver (ghost-hands run --approver phone … — the phone can approve a desktop Chromium run too), and in bus-agent mode via --approval-channel phone (the bus gets a courtesy comment; the approval itself is never requested from the bus). Approvals route to Ryan's phone through the MrGhosty bridge (notification + in-app decision) when the bridge is reachable; it is a local bridge channel, not a cloud push service. See docs/APPROVALS.md.
  • Decisions are phone-only, by construction. The bridge API can create and read approval requests but has no decision endpoint — a token holder can never approve their own request. The only deciders are the notification actions and the in-app card, on the phone itself.
  • Summaries are redacted before they leave the machine. A request carries the action kind, classification, target descriptor, and current URL/package; type actions show the target and a character count, never the typed text; fill_form shows field names, never values. The pairing token never appears in summaries, trail events, errors, or logs.
  • ghost-hands phone-approval-test — sends one harmless test request ("approving this runs nothing") and waits for the phone decision: the one-command on-device proof.

What's new in 0.5.0

  • The real Android body. AndroidDriver (android_driver.py) drives a real phone through the Ghost Hands bridge in the MrGhosty Android app (v1.6.0): a loopback-only HTTP server hosted by MrGhosty's accessibility service on 127.0.0.1:8378, authenticated by a pairing token (shown in MrGhosty's Device tab; passed via GHOST_HANDS_ANDROID_TOKEN, never stored). Perception walks the live accessibility tree into the same numbered ElementMap (each element keeps its bridge ref as body_ref); actions re-verify the target's {tag, role, name} key at the bridge before anything moves, and stale targets come back as the same "target missing / target mismatch" errors the Runner heals from on the web. The unchanged Runner/Governor drive it — governance is identical, including the consequential gate. Web-only actions fail honestly. Forward the bridge with adb forward tcp:8378 tcp:8378, check it with ghost-hands android-status, then ghost-hands run --driver android … (or task it over GhostBus with "driver": "android"). The driver and the bridge are built and the full flow is proven against the bridge contract (fake-bridge conformance suite + bench case); on-device proof is pending Ryan's install of MrGhosty v1.6.0 + the accessibility grant.
  • Element body_ref. Elements now carry an optional opaque body-native target reference in their descriptor, so trails record exactly which node a phone action touched.

What's new in 0.4.0

  • GhostBus agent mode. ghost-hands bus-agent puts the hands on GhostBus as the agent ghost-hands (role: hands). It claims tasks addressed to it or tagged hands — respecting claim leases, blockedBy, and the bus's own needs-approval gate (gated tasks are never claimed) — runs them through the same Runner/Governor/Trail, posts progress comments, uploads the JSONL trail as a shared bus file, and completes with a structured report. Works against the single-workspace relay and hosted workspaces (--workspace, /w/<id>/), key from flag/env only, never stored. ghost-hands bus-demo proves the whole loop against the real GhostBus node server — including a consequential submit approved by a second client over the bus, mid-run.
  • Approvals over the bus. When the Governor says "ask" during a bus run, the approver posts APPROVAL NEEDED: <class> <summary> — reply APPROVE <run-id> or DENY <run-id> as a task comment and a message to the task's creator, then waits (long-poll) up to the approval timeout. Deny or timeout = denied, on the record: both the request and the decision land in the trail as approval events.
  • The Body Protocol. docs/BODY_PROTOCOL.md formalizes the driver contract — perceive → numbered ElementMap, act(action) → outcome, optional capability flags — and the shared action vocabulary, so new bodies can be built against a written spec. A conformance scenario (same abstract script on every body) proves it: the destructive step is denied with no approver and lands with one, and the trail records identical shapes, on FakeDriver, ChromiumDriver, and the new phone body alike.
  • SimPhoneDriver. A simulated Android-style body (in-memory): home screen with app icons, a Notes app (type, save, notes persist; a "Delete all notes" button that classifies consequential), a Settings app with toggles, a Back/Home navigation stack, and real PNG screenshots rendered with stdlib only. The existing Runner/Governor/deciders drive it unchanged — it is the rehearsal body for the real Android body — which has since landed (v0.5.0, above): the same Runner/Governor drive SimPhoneDriver in tests and a real phone through AndroidDriver.
  • Policy packs. Named, loadable governor bundles (ghost_hands.policies): readonly (writes + consequential denied outright), standard (the default posture), strict (writes ask too; approvals on a 120s leash). --policy-pack on run and bus-agent; the MCP server honors GHOST_HANDS_POLICY. Unknown pack names are a loud error, never a silent fallback.

What's new in 0.3.0

  • Two kinds of eyes. DOM eyes now walk the composed tree — open shadow roots pierced, same-page iframes included and tagged — so web components and framed controls are numbered like everything else. Or switch to AX eyes (eyes="ax"): the map is built from the CDP Accessibility tree (role + name + states) and actions resolve back through backendNodeId.
  • Forms in one move. fill_form fills a whole form from {label: value} pairs, resolving each field by label, name, placeholder, or aria-label, and reports per-field results — failures named, never silent. With submit: true it is classified consequential and takes the normal approval path.
  • Files both ways. download clicks through and waits for the file to complete on disk (filename + byte size reported, completion on the trail); set_file uploads a local file into a file input (DOM.setFileInputFiles), refusing missing paths and directories.
  • Network on the record. The Network domain is captured during runs (method, URL, status, type) into net trail events, capped at 200 per run with truncation noted; extract mode network returns the captured list.
  • Structured extract. extract modes: text (default), list (links → [{text, href}]), table (→ list of row dicts), network.
  • Dialogs handled, on the record. confirm/alert/prompt are answered per the driver policy (dialog_policy="dismiss"|"accept", default dismiss) and every dialog + decision lands on the trail.
  • Richer input. hover, double_click, right_click, drag (target → target), key chords in press ("Control+a"), and click_at(x, y) — the raw-coordinate fallback, classified write and marked raw: true on the trail.
  • PDF + viewport. pdf prints the page to a real PDF file (Page.printToPDF); set_viewport switches named presets (desktop 1280×800, mobile 390×844 + touch) and perception reflects the emulated layout, media queries included.
  • Wait-for conditions. wait_for waits for text to appear, an element matching a descriptor, or a URL substring — with a timeout that fails honestly, on the record.
  • All new actions work through the CLI runner and MCP hands_act unchanged, and every one of them is still classified by the governor and written to the trail. (HTML-snapshot eyes do not pierce shadow roots or frames — that is what the live-element map is for.)

What's new in 0.2.0

  • Live-web proven. The Chromium driver has now driven real sites end to end: example.com (followed the IANA link to the Example Domains page) and a real Wikipedia search — the deterministic RuleDecider typed "Oakdale, Tennessee", submitted, and landed on the Oakdale article. Reproduce with ghost-hands bench --live (2 cases, verified Oct 8, 2026 from the studio sandbox).
  • Self-healing targets. If the page mutates between perception and action, the stale target is detected, re-found by its recorded descriptor, retried exactly once, and the heal is written to the trail as its own event.
  • Tabs. open_tab / switch_tab / list_tabs — each tab is its own CDP target; perception and actions apply to the active tab.
  • Session state. save_session / load_session: cookies (Network.getAllCookies / setCookie) plus the current origin's localStorage, in a small versioned JSON format.
  • Screenshots to disk. The screenshot action now writes a real PNG (Page.captureScreenshot) to the action's path.
  • Proxy support. The driver honors HTTPS_PROXY / https_proxy (opt out with proxy=""). Authenticated proxies work via a built-in local relay that injects the credentials Chrome itself can't accept; ignore_cert_errors=True is available for TLS-intercepting proxies.
  • Decider wire proof. The OpenAI-compatible decider's protocol — request shape, env gating, reply parsing, the full Runner loop — is covered by tests and a bench case against a local stub /chat/completions server. Live-model driving quality remains unproven (see "Honest status").
  • Graduated scripts, executed. Replay export now takes driver= (chromium or fake-with-embedded-pages) and start_url=; the bench actually executes a graduated script against fixture pages on real Chromium and checks its completion marker.

Quickstart

pip install ghost-hands        # (once published; for now: pip install . from a checkout)
ghost-hands demo               # scripted run over a built-in fake mini-web — no browser needed
ghost-hands bench              # the verification suite

Drive a real page:

from ghost_hands import ChromiumDriver, Runner, ScriptedDecider

driver = ChromiumDriver()  # finds Chromium/Chrome; $GHOST_HANDS_CHROME overrides
runner = Runner(driver, ScriptedDecider([
    {"kind": "navigate", "url": "https://example.com"},
    {"kind": "extract"},
    {"kind": "done", "summary": "looked at the page"},
]))
report = runner.run("look at example.com")
print(report.stop_reason, report.summary)
driver.close()

How it works

Layer What it does
Eyes (eyes.py) Numbered ElementMap — [3] <button> "Sign in" — compact text with a character budget. No screenshots, no vision model. Two sources: an HTML snapshot parse (offline body), or the live browser — a composed-tree DOM walk (shadow roots + iframes) or the CDP Accessibility tree.
Hands (actions.py) Typed, JSON-serializable actions: navigate, click, type, press (with key chords), select, scroll, hover, double/right click, drag, click_at (raw coordinates), fill_form, set_file, download, extract (text/list/table/network), screenshot (to a real PNG file), pdf, set_viewport, wait / wait_for, tabs, session save/load, done. Targets are element numbers, never raw selectors.
Governor (governor.py) Classifies every action before execution and applies a policy: allow / ask / deny per class, a domain allowlist, blocked domains. Form submits and anything smelling like pay / send / delete / publish / transfer is consequential.
Trail (trail.py) JSONL provenance: perceive → decide → govern → execute → result → stop (plus heal, dialog, net, and download events), with per-run accounting (steps, perception chars, ~tokens at chars/4, actions by class). Govern + execute are recorded before the action runs.
Bodies (drivers.py, simphone.py, android_driver.py) FakeDriver (in-memory mini-web for tests/demos), ChromiumDriver (real Chromium via our own CDP client: auto-wait, tabs, session save/load, screenshots to disk, downloads/uploads, network capture, dialog policy, viewport emulation, PDF, env-proxy support with a credential-injecting local relay, stale-target detection), SimPhoneDriver (simulated Android-style phone: apps, notes, toggles, Back/Home, rendered PNG screenshots), and AndroidDriver (a real phone via the MrGhosty app's Ghost Hands bridge: loopback HTTP/JSON, pairing-token auth, accessibility-tree perception with body_ref targets, key-verified actions, real screenshots on API 30+, loopback-only by construction). The contract every body signs is docs/BODY_PROTOCOL.md.
Brains (deciders.py) ScriptedDecider (explicit steps), RuleDecider (deterministic offline rules — "go to…", "click…", "type… into…", "search for…"), OpenAICompatibleDecider (any OpenAI-compatible endpoint; key from env only, never stored; wire protocol proven against a local stub server).
Runner (runner.py) The loop, with a step budget, stuck detection (same action 3×, or an unchanged map for 3 steps), and self-healing: a target that moved mid-flight is re-found by descriptor and retried once, heal logged. Honest stop reasons: done / budget / denied / stuck / error. Silence is never consent: an "ask" with no approver is a denial.
Replay export (export.py) Graduate a trail into a standalone Ghost Hands script that replays the executed steps deterministically — no model, still governed. Chromium body, or a fake body with the mini-web embedded.
Policy packs (policies.py) Named governor bundles as data: readonly (perception only — writes and consequential denied outright), standard (the default), strict (writes ask too, 120s approval leash). Each pack sets per-class allow/ask/deny, an approval timeout, and allowlist additions.
Bus mode (busclient.py, busagent.py) A stdlib GhostBus REST client (single-workspace relay or hosted /w/<id>/; key + agent token from flag/env, memory only) and the agent loop on top: register as ghost-hands, claim addressed/tagged tasks (leases, blockedBy, and the bus's needs-approval gate respected), run them governed, route approvals back over the bus, upload the trail as a shared file, complete with a structured report.
MCP server (mcp_server.py) Stdlib-only stdio MCP: hands_perceive, hands_act, hands_run, hands_trail. Consequential actions are denied on this channel (no approver) with an explanation. Honors the GHOST_HANDS_POLICY env var (a policy pack name).

CLI

ghost-hands demo                                   # built-in fake-web demo
ghost-hands bench                                  # 87-case verification suite
ghost-hands bench --live                           # + live cases: example.com, Wikipedia
ghost-hands run --script steps.json --driver fake  # or --driver chromium
adb forward tcp:8378 tcp:8378                      # forward the phone's Ghost Hands bridge (USB)
ghost-hands android-status                         # is MrGhosty's bridge answering? (token via env)
ghost-hands run --script steps.json --driver android   # drive the real phone, governed
ghost-hands run --script steps.json --policy policy.json --approve-all
ghost-hands run --script steps.json --policy-pack strict   # or readonly
ghost-hands export trail.jsonl -o replay.py        # graduate a trail into a script
ghost-hands export trail.jsonl --driver fake --pages pages.json -o replay.py
ghost-hands mcp                                    # MCP server on stdio
ghost-hands bus-agent --once                       # work one GhostBus task, then exit
ghost-hands bus-agent --workspace studio           # hosted bus, /w/studio/ (key via GHOSTBUS_KEY)
ghost-hands bus-demo                               # prove bus mode vs the real GhostBus server

See examples/steps.json and examples/policy.json for the file formats.

How it compares

Driver stack Intent layer Governance / approval gate Provenance trail Run → script replay Bodies
Playwright Own protocol drivers for Chromium/Firefox/WebKit None — deterministic scripts None Trace viewer for tests Codegen records scripts Web
Playwright MCP Playwright via MCP (23+ raw tools) The calling model, unmediated None None built in No Web
Stagehand Playwright + AI primitives (act/observe/extract/agent) Per-step LLM calls None Session logs Action caching Web (cloud browsers upsell)
Browser Use Own browser agent loop Full autonomous LLM loop None Run history No Web
Jev Numbered control list, cheap decision pass Single cheap pass per step None (we built Agent Seatbelt for it) Minimal No Web
Ghost Hands Own CDP stack, zero dependencies — no Playwright, no Selenium under the hood Pluggable: scripted, deterministic rules, or any OpenAI-compatible model Classify + policy + approval before every action; record-before-execute Full JSONL trail with per-run accounting Yes — trails graduate into Ghost Hands scripts Web (Chromium) + a real Android body (MrGhosty bridge) + a simulated phone body, under a written Body Protocol

Capabilities, feature by feature

Surveyed from each project's public docs (Oct 2026); "—" means not a built-in of the tool as documented. Every Ghost Hands row is proven by a named bench case on real Chromium unless marked (fake) — the bench says which body each case ran on.

Capability Playwright Stagehand Browser Use Ghost Hands
Numbered element map for a model Via MCP / snapshots observe Yes (own format) Yes — DOM or Accessibility-tree eyes
Shadow DOM controls Yes Yes Partial Yes — open roots pierced (live map)
Iframe controls Yes Yes Partial Yes — same-page frames, tagged
JS dialogs (confirm/alert) Yes Yes Yes Yes — policy-driven, decision on the trail
Downloads Yes Yes Yes Yes — completion + size on the trail
File upload Yes Yes Yes Yes — set_file
Network capture Yes (HAR/request APIs) Via Playwright Limited Yes — net trail events + extract mode
Fill a whole form in one step No (per-field API) act per field Agent loop Yes — fill_form, per-field results
Structured extract (list/table) Manual locators extract (LLM schema) Agent loop Yes — deterministic, no model call
Hover / double / right click / drag Yes Via act Yes Yes
Key chords (Control+a) Yes Via act Yes Yes
Raw coordinate clicks Yes — Yes Yes — classified write, marked raw
PDF export Yes (Chromium) Via Playwright — Yes
Device/viewport emulation Yes Via Playwright Viewport opts Yes — named presets, perception follows
Wait for text/element/URL Yes Via act Agent loop Yes — honest timeout on the record
Every action classified + approval-gated No No No Yes — the whole point
Run graduates into a replayable script Codegen (records new) Action cache No Yes — from the trail

Honest status

What is proven, and what is not — as of v0.6.0 (Oct 8, 2026):

  • Proven: the full offline suite (299 pytest tests, 88 bench cases); the Chromium driver on fixture pages (perceive / type / click / tabs / session roundtrip / screenshots / graduated-script execution) and the full v0.3 capability set on real Chromium (see the matrix note); live runs on example.com and Wikipedia (ghost-hands bench --live, 2/2); the LLM decider's wire protocol against a local stub endpoint; bus agent mode against the real GhostBus node server — both the single-workspace relay and a hosted /w/<id>/ workspace — including an approval granted and an approval denied over the bus mid-run; the Body Protocol conformance scenario on all three in-process bodies; the sim phone's notes flow end to end; the Android body against the bridge contract — AndroidDriver's full governed flow (including heal-after-mutation and the consequential delete gate) against a fake bridge speaking the exact wire protocol of the real one, plus the MrGhosty v1.6.0 APK built and signature-verified with the bridge compiled in; approvals by phone against the same contract — PhoneApprover's full request/poll flow (approved / denied / expired / timeout / unreachable / 401), payload redaction proven on the wire, a consequential action approved and denied by simulated phone decisions mid-run on both the Android and web bodies, the bus agent's phone channel against the real GhostBus server, and the MrGhosty v1.7.0 APK built and signature-verified with the approval store, receiver, and bridge endpoints compiled in (approval-store logic JVM-tested, 44 checks).
  • Unproven: live-model driving quality (bring your own model; how well it drives is the model's business, and no benchmark is claimed); the Chromium driver against arbitrary third-party websites beyond the two live cases above; head-to-head speed vs any other tool (never measured, never claimed); bus mode against a deployed hosted GhostBus (proven against the real server booted locally, in both shapes); the Android body and the phone-approval flow on physical hardware — driver + MrGhosty bridge + approval UX are built, but no phone was attached during the v0.5/v0.6 builds; on-device proof waits on Ryan's install of MrGhosty v1.7.0 and his accessibility grant (then: adb forward tcp:8378 tcp:8378 and ghost-hands phone-approval-test). One real finding from the bus work: GhostBus's file-backed store writes through a single shared .tmp file, and heavy concurrent writers can collide on its rename (HTTP 400) — the bus demo uses the server's :memory: store for that reason; a file-store fix belongs to GhostBus.

Safety posture

  • No stealth. Ghost Hands identifies honestly and never disguises automation. Governance is the product; evasion is not a feature.
  • No stored keys. The OpenAI-compatible decider reads GHOST_HANDS_API_KEY / GHOST_HANDS_BASE_URL / GHOST_HANDS_MODEL from the environment only.
  • Denied means denied. A blocked, denied, or unapproved action never executes — and the trail shows the verdict and the reason.

Roadmap

  • GhostBus transport — hands as a bus agent other agents can task, approvals routed over the bus (v0.4.0).
  • Policy packs — named governor bundles: readonly / standard / strict (v0.4.0). Seatbelt/GhostGuard-flavored packs can follow the same data format.
  • Body Protocol — the written driver contract + a simulated phone body proving it (v0.4.0).
  • Android body — driver + MrGhosty bridge BUILT (v0.5.0): MrGhosty's accessibility service implements the Body Protocol behind a loopback, pairing-token bridge, and AndroidDriver speaks to it; on-device proof pending Ryan's install + accessibility grant. One hands, phone + web.
  • Approvals by phone push — DONE (v0.6.0), with one precise caveat about the word "push": approvals route to Ryan's phone through the MrGhosty bridge (notification + in-app decision) when the bridge is reachable; it is a local bridge channel, not a cloud push service. The bridge API has no decision endpoint — decisions happen only on the phone itself.

Repository map

Links: PyPI · Site · Release v0.3.0 · CHANGELOG.md · LAUNCH.md

  • src/ghost_hands/ — the package, one module per layer: eyes (perception), actions, governor, policies (policy packs), trail, drivers (FakeDriver + our CDP ChromiumDriver), simphone (the simulated phone body), android_driver (the real Android body via the MrGhosty bridge), phone_approver (approvals decided on Ryan's phone), deciders, runner, export, busclient + busagent (GhostBus mode), mcp_server, cli, bench.
  • docs/BODY_PROTOCOL.md — the body contract, capability flags, conformance rules, and the Android mapping table.
  • docs/APPROVALS.md — the three approval channels (prompt, bus, phone), the no-API-decision rule, and the summary redaction rule.
  • tests/ — the pytest suite (299 tests at v0.6.0).
  • Bench — ghost-hands bench (offline, 88 cases at v0.6.0) and ghost-hands bench --live (opt-in real-web cases); bench code lives in src/ghost_hands/bench.py.
  • examples/ — sample steps and policy files for ghost-hands run.
  • site/ — the project site source, deployed to GitHub Pages by .github/workflows/pages.yml.
  • LAUNCH.md — the launch runbook and copy pack, as written at launch.
  • PLAN.md — the field survey and design notes the build started from.

License

MIT — see LICENSE. © 2026 Ghost Developer Studio.

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