遇到滑块、旋转、拼图这类没有标准 API 的验证码,做法只有一个:截图并附上文字说明,作为图片识别任务提交给 CaptchaAI 的 ocr.captchaai.com 接口。国内的极验(GeeTest)、网易易盾、腾讯防水墙大量使用这类交互,本文用一套 Python 函数逐一覆盖。
常见的非标准验证码类型
| 类型 | 特征 | 处理 |
|---|---|---|
| 滑块 | 拖到指定位置 | 截图求偏移 |
| 拼图 | 对齐凹槽 | 参照 GeeTest v3 |
| 音频 | 听音输入 | 音频转写 |
| 旋转图片 | 转正方向 | 截图求角度 |
| 按顺序点击 | 依次点击 | 九宫格顺序 |
| 自定义交互 | 站点 JS 小部件 | 截图 + 说明 |
通用方法:截图 + 说明提交
识别接口对所有视觉类验证码用同一套调用:
- 截图转成 base64;
- 用
textinstructions附上说明; - 轮询
res.php取结果。
import requests
import base64
import time
import os
API_KEY = os.environ["CAPTCHAAI_API_KEY"]
def solve_custom_captcha(image_b64, instructions):
"""Solve any visual CAPTCHA using image + text instructions."""
resp = requests.post("https://ocr.captchaai.com/in.php", data={
"key": API_KEY,
"method": "base64",
"body": image_b64,
"textinstructions": instructions,
"json": 1,
}, timeout=30)
result = resp.json()
if result.get("status") != 1:
raise RuntimeError(result.get("request"))
task_id = result["request"]
time.sleep(10)
for _ in range(30):
resp = requests.get("https://ocr.captchaai.com/res.php", params={
"key": API_KEY, "action": "get",
"id": task_id, "json": 1,
}, timeout=15)
data = resp.json()
if data.get("status") == 1:
return data["request"]
if data["request"] != "CAPCHA_NOT_READY":
raise RuntimeError(data["request"])
time.sleep(5)
raise TimeoutError("Solve timeout")
下面几节都复用它。
滑块定位验证码
让接口只返回 X 方向像素偏移,再用 Selenium 的 ActionChains 拖动。
# slider_captcha.py
from selenium.webdriver.common.by import By
from selenium.webdriver.common.action_chains import ActionChains
def solve_slider_captcha(driver, captcha_selector):
"""Screenshot slider CAPTCHA and solve via CaptchaAI."""
captcha = driver.find_element(By.CSS_SELECTOR, captcha_selector)
image_b64 = captcha.screenshot_as_base64
result = solve_custom_captcha(
image_b64,
"What pixel position should the slider be dragged to? "
"Return only the X offset number."
)
try:
offset = int(result)
except ValueError:
return False
# Drag slider to position
slider = driver.find_element(By.CSS_SELECTOR, ".slider-handle")
ActionChains(driver).click_and_hold(slider).move_by_offset(offset, 0).release().perform()
return True
极验 v3 等标准滑块,优先走专用的 GeeTest v3 方法。
图像旋转验证码
# rotation_captcha.py
def solve_rotation_captcha(driver, captcha_selector):
"""Solve rotation CAPTCHA."""
captcha = driver.find_element(By.CSS_SELECTOR, captcha_selector)
image_b64 = captcha.screenshot_as_base64
result = solve_custom_captcha(
image_b64,
"How many degrees should this image be rotated clockwise "
"to be in the correct upright orientation? Return only the number."
)
try:
degrees = int(result)
except ValueError:
return False
# Click rotation button the correct number of times
rotate_btn = driver.find_element(By.CSS_SELECTOR, ".rotate-button")
clicks = degrees // 90 # Each click rotates 90 degrees
for _ in range(clicks):
rotate_btn.click()
time.sleep(0.3)
return True
按顺序点击验证码
# order_captcha.py
def solve_order_captcha(driver, captcha_selector, item_selector):
"""Solve click-in-order CAPTCHA."""
captcha = driver.find_element(By.CSS_SELECTOR, captcha_selector)
image_b64 = captcha.screenshot_as_base64
result = solve_custom_captcha(
image_b64,
"What is the correct order? Return as comma-separated "
"numbers (1-indexed) representing positions left-to-right, top-to-bottom."
)
# Parse order
try:
order = [int(x.strip()) for x in result.split(",")]
except ValueError:
return False
# Click items in order
items = driver.find_elements(By.CSS_SELECTOR, item_selector)
for idx in order:
if 1 <= idx <= len(items):
items[idx - 1].click()
time.sleep(0.5)
return True
音频验证码
部分验证码提供音频备选:下载转 base64 提交,注明是音频并要求转写。
# audio_captcha.py
import requests
def solve_audio_captcha(audio_url):
"""Download and solve an audio CAPTCHA."""
# Download audio
resp = requests.get(audio_url, timeout=30)
audio_b64 = base64.b64encode(resp.content).decode("ascii")
# Submit as image with instructions
# CaptchaAI may support audio via the base64 method
result = solve_custom_captcha(
audio_b64,
"This is an audio CAPTCHA. Transcribe the spoken characters."
)
return result
自定义验证码小部件
碰上无法归类的小部件,按三步处理:
- 截图并抓取可见的提示文字;
- 连同截图提交识别;
- 结果写回输入框。
# custom_widget.py
from selenium import webdriver
from selenium.webdriver.common.by import By
def handle_custom_widget(driver, widget_selector):
"""Handle an unknown custom CAPTCHA widget."""
# Step 1: Screenshot the entire widget
widget = driver.find_element(By.CSS_SELECTOR, widget_selector)
image_b64 = widget.screenshot_as_base64
# Step 2: Get any visible instructions
try:
instructions_el = widget.find_element(By.CSS_SELECTOR, ".instructions, .prompt, p")
visible_instructions = instructions_el.text
except Exception:
visible_instructions = "Solve this CAPTCHA"
# Step 3: Submit with descriptive instructions
result = solve_custom_captcha(
image_b64,
f"CAPTCHA instructions: {visible_instructions}. "
f"Return the answer text."
)
# Step 4: Try to submit result
try:
input_el = widget.find_element(By.CSS_SELECTOR, "input")
input_el.clear()
input_el.send_keys(result)
except Exception:
# No input — try clicking based on result
driver.execute_script("""
var input = document.querySelector('input[name*="captcha"]');
if (input) input.value = arguments[0];
""", result)
return result
页面提示文字一并提交,比硬编码更准。
自动检测验证码类型
有多个站点时,先扫 HTML 判断类型并路由。
# detector.py
import re
def detect_captcha_type(page_html):
"""Detect which CAPTCHA type is on a page."""
checks = {
"recaptcha_v2": r'data-sitekey.*g-recaptcha',
"recaptcha_v3": r'recaptcha/api\.js\?render=',
"turnstile": r'cf-turnstile|challenges\.cloudflare\.com/turnstile',
"geetest": r'gt\b.*challenge|geetest',
"bls": r'method.*bls|bls-captcha',
"image_text": r'captcha.*\.(png|jpg|gif|jpeg)',
"slider": r'slider.*captcha|slide.*verify',
"audio": r'audio.*captcha|captcha.*audio',
}
detected = []
for captcha_type, pattern in checks.items():
if re.search(pattern, page_html, re.IGNORECASE):
detected.append(captcha_type)
return detected if detected else ["unknown"]
标准类型(reCAPTCHA、Turnstile、GeeTest v3)走各自专用方法;unknown 时才用截图方案。
合规提示:只在自有或已授权的站点操作,遵守 robots 协议与《个人信息保护法》。
常见问题排查
| 问题 | 原因 | 处理 |
|---|---|---|
ERROR_CAPTCHA_UNSOLVABLE |
图片不清或说明模糊 | 提高截图与说明质量 |
| 返回值格式错 | 返回描述而非数值 | 要求"仅返回数字" |
| 小部件没截全 | 元素在视口外 | 截图前滚动到元素 |
| 交互失败 | 点击坐标不对 | 结果映射到真实元素 |
常见问题
滑块、旋转验证码识别成功率高吗?
取决于截图清晰度和说明精确度,站点差异很大;没有供应商能保证 100% 识别,请自行实测。
提交自定义验证码用哪个接口?
用 ocr.captchaai.com 的 in.php 提交、res.php 轮询,method 设为 base64,说明放进 textinstructions。
音频验证码能走图片接口吗?
可以先尝试:音频转 base64,用 base64 方法提交,说明里注明是音频。
自定义验证码怎么计费?
CaptchaAI 按并发线程计费,而非按次;套餐含当月不限次识别,如 BASIC($15/月,5 线程),自定义类型不加价。
相关指南
把任何验证码交给识别接口 —— 免费开始使用 CaptchaAI。