humanize-automation – skill Agent & Tự động hóa cho agent AI

Humanize Automation

Replace instant programmatic interactions with human-like mouse movements, keyboard typing, and scroll patterns. Patches Playwright's API at the class level — page.click(), page.type(), page.fill(), and Locator methods are automatically replaced with Bézier-curved mouse paths, per-character typing with mistypes, and multi-phase scroll acceleration. One flag (humanize=True) enables all behavioral patches. No code changes required.

When to Use

• Target uses behavioral bot detection (mouse trajectory analysis, typing speed profiling).
• reCAPTCHA v3 scores are low (<0.3) despite correct browser fingerprint.
• Target times out or challenges after rapid form submissions.
• Need to simulate a real user browsing session for login or account creation.
• Target uses requestAnimationFrame-based mouse movement tracking.

Prerequisites

• terminal with python3.
• cloakbrowser installed: pip install cloakbrowser.
• Or standalone Playwright with custom patching: import patch_page from the humanize module.

Quick Start

from cloakbrowser import launch

browser = launch(humanize=True)
page = browser.new_page()
page.goto("https://target.com/login")

# All interactions are automatically humanized
page.locator("#email").fill("[email protected]")     # per-character timing
page.locator("#password").fill("password123")       # with thinking pauses
page.locator("button[type=submit]").click()         # Bézier curve movement
browser.close()

Procedure

Phase 1 — Default Humanization

One flag enables all behavior patches:

browser = launch(
    headless=False,
    proxy="http://residential-proxy:port",
    geoip=True,
    humanize=True,  # enables all behavioral patches
)
page = browser.new_page()
page.goto("https://target.com")

# All Playwright interactions are replaced with human-like equivalents
page.locator("input[name='search']").fill("restricted query")
page.locator("button[type='submit']").click()

Phase 2 — Careful Mode (Slower, More Deliberate)

For sites that profile interaction speed:

browser = launch(
    humanize=True,
    human_preset="careful",  # slower typing, more idle pauses
)

Careful preset changes: typing 100±50ms (vs 70±40ms), click aim 80-180ms (vs 60-140ms), idle_between_actions enabled with 0.4-1.0s pauses.

Phase 3 — Custom Behavior Profile

Override individual parameters for site-specific tuning:

from cloakbrowser import HumanConfig

custom = HumanConfig(
    typing_delay=150,
    typing_delay_spread=60,
    typing_pause_chance=0.15,
    mistype_chance=0.03,
    mouse_wobble_max=2.0,
    click_aim_delay_input=(100, 200),
    scroll_delta_base=(60, 100),
    idle_between_actions=True,
    idle_between_duration=(0.5, 1.5),
)

browser = launch(humanize=True, human_config=custom)

Phase 4 — Per-Call Overrides

Override behavior for individual interactions:

# Slow, careful typing for password field
page.locator("#password").fill("secret", human_config={"typing_delay": 200})

# Fast click (bypass aim delay)
page.locator("#submit").click(human_config={"click_aim_delay_input": (0, 0)})

Phase 5 — Standalone Humanization (Without CloakBrowser)

Patch an existing Playwright page:

from playwright.sync_api import sync_playwright
from cloakbrowser.human import patch_page, resolve_config

pw = sync_playwright().start()
browser = pw.chromium.launch()
page = browser.new_page()

# Apply humanization to an existing page
config = resolve_config("default")
patch_page(page, config)

# All interactions now humanized
page.locator("#email").fill("[email protected]")

Behavioral Parameters Reference

Mouse Movement

| Parameter | Default | Effect |

|---|---|---|

| mouse_steps_divisor | 8 | Controls smoothness (lower = smoother, more steps) |

| mouse_min_steps | 25 | Minimum steps per movement |

| mouse_max_steps | 80 | Maximum steps per movement |

| mouse_wobble_max | 1.5 px | Sideways sinusoidal wobble amplitude |

| mouse_overshoot_chance | 0.15 | Probability of overshooting target |

| mouse_overshoot_px | (3, 6) px | Overshoot distance |

Movement algorithm: Cubic Bézier curve with 2 random perpendicular control points → ease-in-out cubic easing → sinusoidal wobble → 15% overshoot chance with correction.

Keyboard Typing

| Parameter | Default | Effect |

|---|---|---|

| typing_delay | 70 ms | Average per-character delay |

| typing_delay_spread | 40 ms | Random spread around delay |

| typing_pause_chance | 0.10 | Thinking pause probability per character |

| typing_pause_range | (400, 1000) ms | Thinking pause duration |

| mistype_chance | 0.02 | Typo probability per character |

| mistype_delay_notice | (100, 300) ms | Time before noticing typo |

| mistype_delay_correct | (50, 150) ms | Time to correct typo |

| field_switch_delay | (800, 1500) ms | Delay when switching between form fields |

Typing algorithm: Per-character delay with random spread → 10% pause chance → 2% typo chance (nearby key → notice → backspace → retype) → Shift symbols via CDP Input.dispatchKeyEvent for isTrusted=true.

Scrolling

| Parameter | Default | Effect |

|---|---|---|

| scroll_delta_base | (80, 130) px | Scroll distance per step |

| scroll_accel_steps | (2, 3) | Acceleration phase steps |

| scroll_decel_steps | (2, 3) | Deceleration phase steps |

| scroll_overshoot_chance | 0.10 | Probability of overshooting |

| scroll_overshoot_px | (50, 150) px | Overshoot distance |

| scroll_target_zone | (0.20, 0.80) | Target zone in viewport |

| scroll_settle_delay | (300, 600) ms | Delay after reaching target |

Scroll algorithm: Accelerate (2-3 steps, 80-100px) → cruise (80-130px, burst into 20-40px wheel chunks at 8-20ms intervals) → decelerate (2-3 steps, 60-90px) → 10% overshoot chance with correction.

Click Behavior

| Parameter | Default | Effect |

|---|---|---|

| click_aim_delay_input | (60, 140) ms | Delay before clicking input elements |

| click_aim_delay_button | (80, 200) ms | Delay before clicking buttons |

| click_hold_input | (40, 100) ms | Hold duration on inputs |

| click_hold_button | (60, 150) ms | Hold duration on buttons |

| click_input_x_range | (0.05, 0.30) | Click position within input (left side) |

Idle Behavior

| Parameter | Default | Effect |

|---|---|---|

| idle_between_actions | False | Enable micro-movements between actions |

| idle_between_duration | (0.3, 0.8) sec | Idle duration between actions |

| idle_drift_px | 3 px | Random cursor drift during idle |

| idle_pause_range | (300, 1000) ms | Idle pause duration |

| initial_cursor_x | (400, 700) px | Starting cursor X (address bar area) |

| initial_cursor_y | (45, 60) px | Starting cursor Y (address bar area) |

Presets

| Preset | Typing | Aim Delay | Idle Between | Use Case |

|---|---|---|---|---|

| default | 70±40ms | 60-140ms | No | Normal human speed |

| careful | 100±50ms | 80-180ms | Yes (0.4-1.0s) | Slower, more deliberate |

Pitfalls

• Humanize requires the wrapper. Connecting via CDP without the wrapper loses humanization — only fingerprint patches work over raw CDP.
• ElementHandle objects bypass humanization in Playwright. Use page.click(selector) or page.locator(selector).* — avoid query_selector() handles.
• page.fill() with humanize clears existing content and types character by character. This is intentional but slower than raw fill().
• Typing speed profiling exists. Some sites measure ms-between-keystrokes. Use careful preset or increase typing_delay for suspicious targets.
• Scroll-to-element is automatic. On click/hover, the element is scrolled into view with human scroll before interaction.
• CDP Isolated Worlds are used for stealth DOM queries. This prevents monkey-patch detection in the main JavaScript context.

Verification

1. Test against https://deviceandbrowserinfo.com — should show 24/24 behavioral signals passed.

2. Compare reCAPTCHA v3 scores with and without humanize=True — humanize should increase score by 0.2-0.4.

3. Use browser DevTools Performance tab to record a session — mouse events should show realistic timing curves, not instant jumps.

4. Verify Input.dispatchKeyEvent events have isTrusted: true in the event listener.

Related Skills

• stealth-browser-launch — Launch the patched Chromium binary with C++ fingerprint modifications.
• tls-fingerprint-impersonation — TLS/JA4 fingerprint spoofing for HTTP-level evasion.