├── .gitignore
├── .idea
├── .gitignore
├── compiler.xml
├── jarRepositories.xml
├── misc.xml
└── vcs.xml
├── LICENSE
├── README.md
├── pom.xml
└── src
└── main
├── java
└── me
│ └── bramar
│ └── undetectedselenium
│ ├── DriverPatcher.java
│ ├── SeleniumStealthOptions.java
│ ├── Test.java
│ ├── UCTargetLocator.java
│ └── UndetectedChromeDriver.java
└── resources
└── selenium-stealth
├── chrome.app.js
├── chrome.csi.js
├── chrome.loadTimes.js
├── chrome.runtime.js
├── hairline.fix.js
├── iframe.contentWindow.js
├── media.codecs.js
├── navigator.languages.js
├── navigator.permissions.js
├── navigator.plugins.js
├── navigator.vendor.js
├── navigator.webdriver.js
├── utils.js
├── webgl.vendor.js
└── window.outerdimensions.js
/.gitignore:
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/.idea/.gitignore:
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/LICENSE:
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535 |
536 | Nothing in this License shall be construed as excluding or limiting
537 | any implied license or other defenses to infringement that may
538 | otherwise be available to you under applicable patent law.
539 |
540 | 12. No Surrender of Others' Freedom.
541 |
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543 | otherwise) that contradict the conditions of this License, they do not
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548 | to collect a royalty for further conveying from those to whom you convey
549 | the Program, the only way you could satisfy both those terms and this
550 | License would be to refrain entirely from conveying the Program.
551 |
552 | 13. Use with the GNU Affero General Public License.
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560 | section 13, concerning interaction through a network will apply to the
561 | combination as such.
562 |
563 | 14. Revised Versions of this License.
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567 | be similar in spirit to the present version, but may differ in detail to
568 | address new problems or concerns.
569 |
570 | Each version is given a distinguishing version number. If the
571 | Program specifies that a certain numbered version of the GNU General
572 | Public License "or any later version" applies to it, you have the
573 | option of following the terms and conditions either of that numbered
574 | version or of any later version published by the Free Software
575 | Foundation. If the Program does not specify a version number of the
576 | GNU General Public License, you may choose any version ever published
577 | by the Free Software Foundation.
578 |
579 | If the Program specifies that a proxy can decide which future
580 | versions of the GNU General Public License can be used, that proxy's
581 | public statement of acceptance of a version permanently authorizes you
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587 | later version.
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589 | 15. Disclaimer of Warranty.
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621 | END OF TERMS AND CONDITIONS
622 |
623 | How to Apply These Terms to Your New Programs
624 |
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627 | free software which everyone can redistribute and change under these terms.
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630 | to attach them to the start of each source file to most effectively
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633 |
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635 | Copyright (C)
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637 | This program is free software: you can redistribute it and/or modify
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641 |
642 | This program is distributed in the hope that it will be useful,
643 | but WITHOUT ANY WARRANTY; without even the implied warranty of
644 | MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the
645 | GNU General Public License for more details.
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647 | You should have received a copy of the GNU General Public License
648 | along with this program. If not, see .
649 |
650 | Also add information on how to contact you by electronic and paper mail.
651 |
652 | If the program does terminal interaction, make it output a short
653 | notice like this when it starts in an interactive mode:
654 |
655 | Copyright (C)
656 | This program comes with ABSOLUTELY NO WARRANTY; for details type `show w'.
657 | This is free software, and you are welcome to redistribute it
658 | under certain conditions; type `show c' for details.
659 |
660 | The hypothetical commands `show w' and `show c' should show the appropriate
661 | parts of the General Public License. Of course, your program's commands
662 | might be different; for a GUI interface, you would use an "about box".
663 |
664 | You should also get your employer (if you work as a programmer) or school,
665 | if any, to sign a "copyright disclaimer" for the program, if necessary.
666 | For more information on this, and how to apply and follow the GNU GPL, see
667 | .
668 |
669 | The GNU General Public License does not permit incorporating your program
670 | into proprietary programs. If your program is a subroutine library, you
671 | may consider it more useful to permit linking proprietary applications with
672 | the library. If this is what you want to do, use the GNU Lesser General
673 | Public License instead of this License. But first, please read
674 | .
675 |
--------------------------------------------------------------------------------
/README.md:
--------------------------------------------------------------------------------
1 | # Undetected Selenium
2 |
3 | A Java implementation of undetected selenium from python library undetected-chromedriver and selenium-stealth.
4 | ## Disclaimer
5 | UndetectedChromeDriver uses the Java Reflection API to access and modify private fields specifically on the following fields:
6 | - org.openqa.selenium.chromium.ChromiumOptions args \[Map]
7 | - org.openqa.selenium.chromium.ChromiumOptions experimentalOptions \[Map]
8 | - org.openqa.selenium.MutableCapabilities caps \[List\]
9 |
10 | You can use SeleniumStealthOptions safely without reflection.
11 | ## Install
12 |
13 | To use the library, you can clone the repository and just copy all the src code into your project. \
14 | If you plan on using selenium-stealth, make sure to include the JS files located at src/main/resources/selenium-stealth/\*.js. \
15 | The library tries to find selenium-stealth JS in classpath:selenium-stealth/\*.js. SeleniumStealth will fail (or work unexpectedly) if not included.
16 |
17 | ## Dependencies
18 | Make sure these dependencies are installed and up to date:
19 | 1. Selenium (org.seleniumhq.selenium:selenium-java)
20 | 2. Gson (com.google.code.gson:gson)
21 | 3. Slf4j-simple (org.slf4j:slf4j-simple) \
22 | Slf4j-simple is used to log ChromeDriver downloads and errors for ChromeDriver downloads. If you do not want to use Slf4j-simple, you can remove the usage of it in `me.bramar.undetectedselenium.DriverPatcher`.
23 | 4. Lombok (org.projectlombok:lombok)
24 | ## Drivers
25 |
26 | ChromeDrivers downloaded through undetected-selenium will be stored at the following locations. \
27 | Currently you cannot change this. But you may use your own chromedriver using `UndetectedChromeDriver.driverExecutable(new File("path/to/chromedriver"))` \
28 | Windows: Appdata/Roaming/java_undetected_chromedriver \
29 | Mac: Library/Application Support/java_undetected_chromedriver \
30 | Linux: .local/share/java_undetected_chromedriver \
31 | These are copied from undetected-chromedriver. Drivers are downloaded from: \
32 | CFT: https://storage.googleapis.com/chrome-for-testing-public \
33 | Legacy: https://chromedriver.storage.googleapis.com
34 |
35 | ## Usage
36 |
37 | ```java
38 |
39 | import me.bramar.undetectedselenium.SeleniumStealthOptions;
40 | import me.bramar.undetectedselenium.UndetectedChromeDriver;
41 | import org.openqa.selenium.chrome.ChromeDriver;
42 | import org.openqa.selenium.edge.EdgeDriver;
43 |
44 | public class Main {
45 | public static void main(String[] args) {
46 | // mimics undetected-chromedriver
47 | UndetectedChromeDriver uc = UndetectedChromeDriver.builder().build();
48 | // mimics selenium-stealth (that uses puppeteer stealth)
49 | ChromeDriver chromeDriver = new ChromeDriver();
50 | EdgeDriver edgeDriver = new ChromeDriver();
51 | SeleniumStealthOptions.getDefault().apply(driver);
52 | SeleniumStealthOptions.getDefault().apply(edgeDriver);
53 | // mimics both undetected-chromedriver and selenium-stealth
54 | // warning: may cause issues
55 | UndetectedChromeDriver uc2 = UndetectedChromeDriver.builder()
56 | .seleniumStealth(SeleniumStealthOptions.getDefault())
57 | .build();
58 |
59 | // selenium-stealth custom options
60 | SeleniumStealthOptions.builder()
61 | .languageArgument("de")
62 | .userAgent("CustomUserAgent")
63 | .renderer("Custom Renderer")
64 | .webglVendor("Custom WebGL Vendor")
65 | .platform("Custom Platform")
66 | .build()
67 | .apply(chromeDriver);
68 | // undetected-chromedriver custom options
69 | UndetectedChromeDriver uc3 = UndetectedChromeDriver.builder()
70 | .versionMain(125)
71 | .driverExecutable(driverExecutableFile) // chromedriver.exe
72 | .binaryExecutable(binaryExecutableFile) // chrome.exe
73 | .userDataDir("path/to/user/data/dir") // defaults to using temp folder
74 | .headless(true)
75 | .patchProvidedDriver(true) // defaults to false if you use custom driver, else it defaults to true
76 | .build();
77 | ChromeDriver underlyingDriverUsed = uc3.getDriver();
78 |
79 | // CF bypass that works sometimes but also slow (10s)
80 | // Use with caution.
81 | boolean success = uc3.cloudflareGet("https://nowsecure.nl");
82 | uc3.quit();
83 | }
84 | }
85 |
86 | ```
87 |
88 |
89 | Refer to `me.bramar.undetectedselenium.Test` for examples
90 |
91 | ## Credit
92 | - Selenium-stealth/puppeteer-stealth JS files are from https://github.com/berstend/puppeteer-extra/tree/master/packages/puppeteer-extra-plugin-stealth/evasions
93 | - UndetectedChromeDriver stealth techniques are partially from https://github.com/ultrafunkamsterdam/undetected-chromedriver
94 |
--------------------------------------------------------------------------------
/pom.xml:
--------------------------------------------------------------------------------
1 |
2 |
4 | 4.0.0
5 |
6 | me.bramar.undetectedselenium
7 | UndetectedSelenium
8 | 1.2
9 |
10 |
11 | 17
12 | 17
13 |
14 |
15 |
16 |
17 |
18 | org.seleniumhq.selenium
19 | selenium-java
20 | 4.22.0
21 |
22 |
23 | org.projectlombok
24 | lombok
25 | 1.18.26
26 |
27 |
28 | com.google.code.gson
29 | gson
30 | 2.10.1
31 |
32 |
33 | org.slf4j
34 | slf4j-simple
35 | 2.0.10
36 |
37 |
38 |
--------------------------------------------------------------------------------
/src/main/java/me/bramar/undetectedselenium/DriverPatcher.java:
--------------------------------------------------------------------------------
1 | package me.bramar.undetectedselenium;
2 |
3 | import com.google.gson.JsonObject;
4 | import com.google.gson.JsonParser;
5 | import lombok.Getter;
6 | import org.slf4j.Logger;
7 | import org.slf4j.LoggerFactory;
8 |
9 | import javax.annotation.Nullable;
10 | import java.io.*;
11 | import java.net.HttpURLConnection;
12 | import java.net.URL;
13 | import java.nio.charset.StandardCharsets;
14 | import java.nio.file.FileSystem;
15 | import java.nio.file.FileSystems;
16 | import java.nio.file.Files;
17 | import java.nio.file.Path;
18 | import java.util.Collections;
19 | import java.util.Random;
20 | import java.util.regex.Matcher;
21 | import java.util.regex.Pattern;
22 | import java.util.stream.Stream;
23 |
24 | // ported from Python undetected-chromedriver
25 | @Getter
26 | public class DriverPatcher {
27 | private static final Logger logger = LoggerFactory.getLogger(DriverPatcher.class);
28 | // old
29 | // private static final String chromeLabsRepo = "https://edgedl.me.gvt1.com/edgedl/chrome/chrome-for-testing";
30 | private static final String chromeForTestingRepo = "https://storage.googleapis.com/chrome-for-testing-public";
31 | private final File latestStable;
32 | private String urlRepo = "https://chromedriver.storage.googleapis.com";
33 | private final String zipName;
34 | private File executablePath;
35 | private int versionMain;
36 | private String versionFull;
37 | private File dataPath;
38 | private boolean customExePath;
39 | private boolean isPosix;
40 | private final File zipPath;
41 | private final boolean chromeForTesting;
42 | private final boolean onlyStableBuilds;
43 |
44 | public DriverPatcher(@Nullable String executablePath,
45 | int versionMain /* 0 = automatic */,
46 | boolean chromeForTesting,
47 | boolean onlyStableBuilds /* setting for chromeLabs=true and versionMain=0, otherwise no impact*/) throws IOException {
48 | this.chromeForTesting = chromeForTesting;
49 | this.onlyStableBuilds = onlyStableBuilds;
50 | if(chromeForTesting) urlRepo = chromeForTestingRepo;
51 | String osName = System.getProperty("os.name", "").toLowerCase();
52 | boolean is64bit = System.getProperty("os.arch").contains("64");
53 | isPosix = false;
54 | String exeName;
55 | String _zipName;
56 | if(osName.contains("windows")) {
57 | if(is64bit) {
58 | _zipName = "chromedriver_win64.zip";
59 | }else {
60 | _zipName = "chromedriver_win32.zip";
61 | }
62 | exeName = "chromedriver.exe";
63 | dataPath = userPath("appdata/roaming/java_undetected_chromedriver");
64 | }else {
65 | exeName = "chromedriver";
66 | if(osName.contains("nux")) {
67 | _zipName = "chromedriver_linux64.zip";
68 | dataPath = userPath(".local/share/java_undetected_chromedriver");
69 | isPosix = true;
70 | }else if(osName.contains("darwin") || osName.contains("mac")) {
71 | // FIXME: no check for ARM64 arch
72 | _zipName = chromeForTesting ? "chromedriver-mac-x64.zip" : "chromedriver_mac64.zip";
73 | dataPath = userPath("Library/Application Support/java_undetected_chromedriver");
74 | isPosix = true;
75 | }else {
76 | dataPath = userPath(".java_undetected_chromedriver");
77 | _zipName = "chromedriver_%s.zip";
78 | }
79 | if(System.getenv().containsKey("LAMBDA_TASK_ROOT")) {
80 | dataPath = new File("tmp/java_undetected_chromedriver");
81 | }
82 | }
83 | this.latestStable = new File(dataPath, "LATEST_STABLE");
84 | if(chromeForTesting) _zipName = _zipName.replace("_", "-");
85 | this.zipName = _zipName;
86 | if(!dataPath.exists()) {
87 | Files.createDirectory(dataPath.toPath());
88 | }
89 | if(!isPosix && executablePath != null && !executablePath.endsWith(".exe")) {
90 | executablePath += ".exe";
91 | }
92 |
93 | zipPath = new File(dataPath, "java_undetected");
94 | // removed code that makes it relative to program working dir
95 |
96 | if(executablePath != null) {
97 | this.executablePath = new File(executablePath);
98 | this.customExePath = true;
99 | }else {
100 | this.executablePath = new File(dataPath, "java_undetected_" + fetchReleaseNumber().substring(1) + "_" + exeName);
101 | }
102 | this.versionMain = versionMain;
103 | this.versionFull = null;
104 | }
105 | private File userPath(String file) {
106 | return new File(new File(System.getProperty("user.home")), file);
107 | }
108 | public boolean isBinaryPatched() {
109 | return isBinaryPatched(null);
110 | }
111 |
112 | public boolean isBinaryPatched(File executablePath) {
113 | executablePath = executablePath == null ? this.executablePath : executablePath;
114 | String patternString = "undetected chromedriver";
115 | char[] pattern = patternString.toCharArray();
116 | int patternLen = pattern.length;
117 | int b;
118 | try(FileInputStream in = new FileInputStream(executablePath)) {
119 | byte[] buffer = new byte[4096];
120 | int len;
121 | a:
122 | while((len = in.read(buffer)) > 0) {
123 | b:
124 | for(int i = 0; i < len; i++) {
125 | if(buffer[i] == pattern[0]) {
126 | for(int offset = 1; offset < patternLen; offset++) {
127 | if((i + offset) >= len) {
128 | if((b = in.read()) == -1)
129 | return false;
130 | if(b != pattern[offset])
131 | continue a;
132 | }else if(buffer[i + offset] != pattern[offset]) {
133 | i += offset;
134 | continue b;
135 | }
136 | }
137 | return true;
138 | }
139 | }
140 | }
141 | }catch(IOException ignored) {}
142 | return false;
143 | }
144 |
145 | public void auto(int versionMain) throws IOException {
146 | if(customExePath) {
147 | boolean patched = isBinaryPatched(this.executablePath);
148 | if(!patched) {
149 | patchExe();
150 | }
151 | return;
152 | }
153 | String release = fetchReleaseNumber();
154 | boolean isCached = release.startsWith("C");
155 | release = release.substring(1);
156 | String[] dotSplit = release.split("\\.");
157 | this.versionMain = Integer.parseInt(dotSplit[0]);
158 | if(isCached && !this.executablePath.exists() && !customExePath) {
159 | // No internet fail-safe (uses latest stable driver available)
160 | File[] files = dataPath.listFiles();
161 | if(files == null)
162 | throw new IOException("Failed to fetch chrome driver and no local drivers available");
163 | File driverFile = null;
164 | int[] driver = null;
165 | main:
166 | for(File file : files) {
167 | try {
168 | String name = file.getName();
169 | if(!name.endsWith(".exe") || !name.contains("driver")) continue;
170 | Matcher matcher = Pattern.compile("[0-9]{1,3}\\.[0-9]{1,3}\\.[0-9]{1,3}\\.[0-9]{1,3}")
171 | .matcher(name);
172 | if(!matcher.find()) continue;
173 | String version = matcher.group();
174 | String[] s = version.split("\\.");
175 | int[] versionSplit = new int[4];
176 | for(int i = 0; i < s.length; i++)
177 | versionSplit[i] = Integer.parseInt(s[i]);
178 |
179 |
180 | if(versionSplit[0] <= versionMain) {
181 | if(driver != null) {
182 | for(int i = 0; i < versionSplit.length; i++) {
183 | if(driver[i] > versionSplit[i]) continue main;
184 | }
185 | }
186 | driverFile = file;
187 | driver = versionSplit;
188 | }
189 | }catch(NumberFormatException|ArrayIndexOutOfBoundsException ignored) {}
190 | }
191 | if(driverFile == null)
192 | throw new IOException("Failed to fetch chromedriver and no local drivers available");
193 | this.executablePath = driverFile;
194 | patchExe();
195 | return;
196 | }else
197 | this.versionFull = release;
198 |
199 | if(versionMain != 0) {
200 | this.versionMain = versionMain;
201 | }
202 | if(this.executablePath.exists()) {
203 | if(isBinaryPatched())
204 | return;
205 | this.executablePath.delete();
206 | }
207 | logger.info("Downloading chromedriver " + release);
208 | File downloaded = fetchPackage();
209 | unzipPackage(downloaded);
210 | downloaded.delete();
211 | patchExe();
212 | }
213 | public void unzipPackage(File zipFile) throws IOException {
214 | if(this.executablePath.exists() && !this.executablePath.delete()) {
215 | Files.delete(this.executablePath.toPath());
216 | }
217 | try(FileSystem fs = FileSystems.newFileSystem(zipFile.toPath(), Collections.emptyMap())) {
218 | try(Stream stream = Files.walk(fs.getRootDirectories().iterator().next())) {
219 | for(Path p : stream.toList()) {
220 | if(p.getFileName() != null && p.getFileName().toString().matches(".*chromedriver\\.exe")) {
221 | Files.copy(p, executablePath.toPath());
222 | return;
223 | }
224 | }
225 | }
226 | }
227 | }
228 | public File fetchPackage() throws IOException {
229 | File tempFolder = new File(System.getProperty("java.io.tmpdir"));
230 | File outFile = new File(tempFolder, "ju-chromedriver-" + this.versionMain + "-" + new Random().nextInt(999_999) + ".zip");
231 | String nameUrl;
232 | if(chromeForTesting) {
233 | String driverType = zipName.replace(".zip", "")
234 | .replace("chromedriver-", "");
235 | // chromedriver-win32.zip -> win32
236 | nameUrl = driverType + "/" + zipName;
237 | }else nameUrl = zipName;
238 | URL url = new URL("%s/%s/%s".formatted(urlRepo, versionFull, nameUrl));
239 | HttpURLConnection connection = (HttpURLConnection) url.openConnection();
240 | connection.setRequestMethod("GET");
241 | connection.setRequestProperty("User-Agent", "Mozilla/5.0 (Windows NT 10.0; Win64; x64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/115.0.0.0 Safari/537.36");
242 | connection.connect();
243 | int res = connection.getResponseCode();
244 | if(res != 200) {
245 | connection.disconnect();
246 | return null;
247 | }
248 | try(FileOutputStream out = new FileOutputStream(outFile);
249 | InputStream in = connection.getInputStream()) {
250 | byte[] buffer = new byte[4096];
251 | int len;
252 | while((len = in.read(buffer)) > 0) {
253 | if(len == 4096) out.write(buffer);
254 | else {
255 | byte[] slice = new byte[len];
256 | System.arraycopy(buffer, 0, slice, 0, len);
257 | out.write(slice);
258 | }
259 | }
260 | }
261 | connection.disconnect();
262 | return outFile;
263 | }
264 | private void fetchLatestStable() throws IOException {
265 | URL url = new URL("https://googlechromelabs.github.io/chrome-for-testing/last-known-good-versions.json");
266 | HttpURLConnection connection = (HttpURLConnection) url.openConnection();
267 | connection.setRequestMethod("GET");
268 | connection.setRequestProperty("User-Agent", "Mozilla/5.0 (Windows NT 10.0; Win64; x64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/115.0.0.0 Safari/537.36");
269 | connection.connect();
270 | String message;
271 | try(InputStream is = connection.getInputStream()) {
272 | message = new String(is.readAllBytes());
273 | }
274 | int res = connection.getResponseCode();
275 | connection.disconnect();
276 | if(res < 200 || res > 299) {
277 | throw new IOException(connection.getURL() + " Response code " + connection.getResponseCode() + " with message " + message.substring(0, Math.min(message.length(), 100)));
278 | }else {
279 | String latestStableBuild = JsonParser.parseString(message).getAsJsonObject()
280 | .getAsJsonObject("channels").getAsJsonObject("Stable").get("version").getAsString();
281 | try(FileWriter writer = new FileWriter(latestStable)) {
282 | writer.write(latestStableBuild);
283 | }
284 | }
285 | }
286 | private String _fetchFromCFT() throws IOException {
287 | if(versionMain != 0 && versionMain < 113) throw new IllegalArgumentException("version 112 and below is not available from chromelabs/chrome for testing");
288 |
289 | IOException stableException = null;
290 | String latestStableBuild = null;
291 | if(onlyStableBuilds && versionMain == 0) {
292 | try {
293 | fetchLatestStable();
294 | }catch(IOException e) {stableException = e;}
295 | if(latestStable.exists()) {
296 | try(FileInputStream in = new FileInputStream(latestStable)) {
297 | latestStableBuild = new String(in.readAllBytes());
298 | }catch(IOException e) {if(stableException == null) stableException = e;}
299 | }
300 | }
301 |
302 |
303 |
304 | URL url = new URL("https://googlechromelabs.github.io/chrome-for-testing/latest-versions-per-milestone.json");
305 | HttpURLConnection connection = (HttpURLConnection) url.openConnection();
306 | connection.setRequestMethod("GET");
307 | connection.setRequestProperty("User-Agent", "Mozilla/5.0 (Windows NT 10.0; Win64; x64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/115.0.0.0 Safari/537.36");
308 | connection.connect();
309 | String message;
310 | try(InputStream is = connection.getInputStream()) {
311 | message = new String(is.readAllBytes());
312 | }
313 | int res = connection.getResponseCode();
314 | connection.disconnect();
315 | if(res < 200 || res > 299) {
316 | throw new IOException(connection.getURL() + " Response code " + connection.getResponseCode() + " with message " + message.substring(0, Math.min(message.length(), 100)));
317 | }else {
318 | JsonObject json = JsonParser.parseString(message).getAsJsonObject();
319 | JsonObject milestones = json.getAsJsonObject("milestones");
320 | if(milestones.has(versionMain+""))
321 | return milestones.getAsJsonObject(versionMain+"").get("version").getAsString();
322 | else if(versionMain == 0) {
323 | if(onlyStableBuilds) {
324 | if(latestStableBuild == null)
325 | throw new IOException("Failed to get latest stable build", stableException);
326 | return latestStableBuild;
327 | }else {
328 | // not recommended since Canary/Dev/Beta builds can be unstable
329 | int highestMainVersion = milestones.keySet().stream().mapToInt(Integer::parseInt).max().orElse(0);
330 | if(highestMainVersion == 0)
331 | throw new IllegalStateException("failed to get release number from CFT, please manually input the version for chrome driver");
332 | return milestones.getAsJsonObject(highestMainVersion + "").get("version").getAsString();
333 | }
334 | }else
335 | throw new IllegalArgumentException("version " + versionMain + " is not available");
336 | }
337 | }
338 | private String _fetch() throws IOException {
339 | String path = "/latest_release";
340 | if(versionMain != 0)
341 | path += "_" + versionMain;
342 | URL url = new URL(this.urlRepo + path.toUpperCase());
343 | HttpURLConnection connection = (HttpURLConnection) url.openConnection();
344 | connection.setRequestMethod("GET");
345 | connection.setRequestProperty("User-Agent", "Mozilla/5.0 (Windows NT 10.0; Win64; x64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/115.0.0.0 Safari/537.36");
346 | connection.connect();
347 | String message;
348 | try(InputStream is = connection.getInputStream()) {
349 | message = new String(is.readAllBytes());
350 | }
351 | int res = connection.getResponseCode();
352 | connection.disconnect();
353 | if(res < 200 || res > 299) {
354 | throw new IOException("Response code " + connection.getResponseCode() + " with message " + message.substring(0, Math.min(message.length(), 100)));
355 | }else
356 | return message;
357 | }
358 |
359 | public String fetchReleaseNumber() throws IOException {
360 | try {
361 | return "R" + (chromeForTesting ? _fetchFromCFT() : _fetch());
362 | }catch(IOException e) {
363 | logger.warn("Failed to fetch release number from " + (chromeForTesting ? "CFT" : "chromedriver.storage.googleapis.com"), e);
364 | if(latestStable.exists()) {
365 | try(FileInputStream in = new FileInputStream(latestStable)) {
366 | return "C"+new String(in.readAllBytes());
367 | }catch(IOException e2) {
368 | try {
369 | e2.initCause(e);
370 | }catch(IllegalStateException ignored) {}
371 | throw e2;
372 | }
373 | }else throw e;
374 | }
375 | }
376 | public void patchExe() throws IOException {
377 | StringBuilder contentBuilder = new StringBuilder();
378 | try(FileReader reader = new FileReader(this.executablePath, StandardCharsets.ISO_8859_1)) {
379 | char[] buffer = new char[8192];
380 | int len;
381 | while((len = reader.read(buffer)) > 0) {
382 | if(len == buffer.length) contentBuilder.append(buffer);
383 | else {
384 | char[] slice = new char[len];
385 | System.arraycopy(buffer, 0, slice, 0, len);
386 | contentBuilder.append(slice);
387 | }
388 | }
389 | }
390 | String content = contentBuilder.toString();
391 | Matcher matcher = Pattern.compile("\\{window\\.cdc.*?;\\}").matcher(content);
392 | boolean found = false;
393 | while(matcher.find()) {
394 | found = true;
395 | int len = matcher.group().length();
396 | String toReplace = "{let a=\"undetected chromedriver\"}";
397 | String filler = "A".repeat(len - toReplace.length());
398 | toReplace = toReplace.replace("chromedriver", "chromedriver" + filler);
399 | content = content.substring(0, matcher.start()) + toReplace + content.substring(matcher.end());
400 | }
401 | content = content.replaceAll("window\\.cdc", "window.arh");
402 | if(!found) logger.warn("Something went wrong patching the binary, could not find injection code block");
403 |
404 | try(FileWriter writer = new FileWriter(this.executablePath, StandardCharsets.ISO_8859_1)) {
405 | writer.write(content.toCharArray());
406 | }
407 | }
408 | }
409 |
--------------------------------------------------------------------------------
/src/main/java/me/bramar/undetectedselenium/SeleniumStealthOptions.java:
--------------------------------------------------------------------------------
1 | package me.bramar.undetectedselenium;
2 |
3 | import com.google.gson.Gson;
4 | import lombok.Builder;
5 | import org.openqa.selenium.chromium.HasCdp;
6 |
7 | import java.io.IOException;
8 | import java.io.InputStream;
9 | import java.util.Collections;
10 | import java.util.HashMap;
11 | import java.util.Map;
12 |
13 | // ported from Python selenium_stealth (which has parts from Puppeteer)
14 | // can be used with any chrome and chromium driver
15 | @Builder
16 | public class SeleniumStealthOptions {
17 | private static Gson gson = new Gson();
18 | private String userAgent;
19 | private String platform;
20 | @Builder.Default private String[] languages = new String[] {"en-US", "en"};
21 | @Builder.Default private String vendor = "Google Inc.";
22 | @Builder.Default private String webglVendor = "Intel Inc.";
23 | @Builder.Default private String renderer = "Intel Iris OpenGL Engine";
24 | @Builder.Default private boolean fixHairline = false;
25 | @Builder.Default private boolean runOnInsecureOrigins = false;
26 |
27 | public void apply(HasCdp driver) {
28 | evaluateEmpty(driver,
29 | "utils.js", "chrome.app.js", "iframe.contentWindow.js", "media.codecs.js",
30 | "navigator.permissions.js", "navigator.plugins.js", "navigator.webdriver.js", "window.outerdimensions.js");
31 | evaluateScript(driver, "chrome.runtime.js", runOnInsecureOrigins);
32 | evaluateScript(driver, "navigator.languages.js", (Object) languages);
33 | evaluateScript(driver, "navigator.vendor.js", vendor);
34 | evaluateScript(driver, "webgl.vendor.js", webglVendor, renderer);
35 | overrideUserAgent(driver);
36 | }
37 | public void overrideUserAgent(HasCdp driver) {
38 | String userAgent = this.userAgent != null ? this.userAgent :
39 | String.valueOf(driver.executeCdpCommand("Browser.getVersion", Collections.emptyMap())
40 | .get("userAgent"));
41 | userAgent = userAgent.replace("HeadlessChrome", "Chrome");
42 | Map override = new HashMap<>();
43 | override.put("userAgent", userAgent);
44 | // modified from original
45 | if(languages != null && languages.length != 0)
46 | override.put("acceptLanguage", String.join(",", languages));
47 | if(platform != null)
48 | override.put("platform", platform);
49 | driver.executeCdpCommand("Network.setUserAgentOverride", override);
50 | }
51 | public void evaluateEmpty(HasCdp driver, String... scriptFiles) {
52 | for(String scriptFile : scriptFiles) {
53 | evaluateScript(driver, scriptFile);
54 | }
55 | }
56 | public String evaluationString(String func, Object... args) {
57 | String argsString = "";
58 | for(int i = 0; i < args.length; i++) {
59 | Object arg = args[i];
60 | argsString += arg == null ? "undefined" : gson.toJson(arg);
61 | if(i != args.length - 1)
62 | argsString += ", ";
63 | }
64 | return "(%s)(%s)".formatted(func, argsString);
65 |
66 | }
67 | public void evaluateScript(HasCdp driver, String scriptName, Object... args) {
68 | String script = null;
69 | try(InputStream in = getClass().getClassLoader().getResourceAsStream("selenium-stealth/" + scriptName)) {
70 | if(in != null)
71 | script = new String(in.readAllBytes());
72 | }catch(NullPointerException|IOException ignored) {}
73 | if(script == null) throw new NullPointerException("Failed to get script from embedded JS file");
74 | driver.executeCdpCommand(
75 | "Page.addScriptToEvaluateOnNewDocument",
76 | Map.of("source", evaluationString(script, args)));
77 | }
78 | public static SeleniumStealthOptions getDefault() {
79 | return builder().build();
80 | }
81 | public static class SeleniumStealthOptionsBuilder {
82 | // string example: "en-US,en"
83 | public SeleniumStealthOptionsBuilder languageArgument(String languageArg) {
84 | return languages(languageArg.split(","));
85 | }
86 | }
87 | }
88 |
--------------------------------------------------------------------------------
/src/main/java/me/bramar/undetectedselenium/Test.java:
--------------------------------------------------------------------------------
1 | package me.bramar.undetectedselenium;
2 |
3 | import org.openqa.selenium.PageLoadStrategy;
4 | import org.openqa.selenium.chrome.ChromeDriver;
5 | import org.openqa.selenium.chrome.ChromeDriverService;
6 | import org.openqa.selenium.chromium.ChromiumDriverLogLevel;
7 |
8 | import java.io.IOException;
9 | import java.util.Scanner;
10 |
11 | class Test {
12 | private static final String testUrl = "https://nowsecure.nl";
13 | public static void main(String[] args) throws IOException, ReflectiveOperationException {
14 | test1();
15 | }
16 | public static void w() {
17 | Scanner scanner = new Scanner(System.in);
18 | System.out.println("Press [ENTER] to quit");
19 | scanner.nextLine();
20 | scanner.close();
21 | System.out.println("Quitting");
22 | }
23 | public static void test1() throws IOException, ReflectiveOperationException {
24 | // UC, driverFromCFT currently defaults to false (which only allows versions <= 113)
25 | UndetectedChromeDriver driver = UndetectedChromeDriver.builder()
26 | .build();
27 |
28 | driver.cloudflareGet(testUrl);
29 | w();
30 | driver.quit();
31 | }
32 | public static void test2() {
33 | ChromeDriver driver = new ChromeDriver();
34 | SeleniumStealthOptions.getDefault().apply(driver);
35 | driver.get(testUrl);
36 | w();
37 | driver.quit();
38 | }
39 | public static void test3() throws IOException, ReflectiveOperationException {
40 | UndetectedChromeDriver driver = UndetectedChromeDriver.builder()
41 | .pageLoadStrategy(PageLoadStrategy.NONE)
42 | .headless(false)
43 | .driverFromCFT(true)
44 | .versionMain(115)
45 | .autoOpenDevtools(true)
46 | .serviceBuilder(new ChromeDriverService.Builder().withSilent(true).withLogLevel(ChromiumDriverLogLevel.OFF))
47 | .seleniumStealth(SeleniumStealthOptions.getDefault()).build();
48 | System.out.println("Bypassed: " + driver.cloudflareGet(testUrl));
49 | w();
50 | driver.quit();
51 | }
52 | public static void cloudflareTest() throws IOException, ReflectiveOperationException, InterruptedException {
53 | int success = 0;
54 | int fail = 0;
55 | int attempts = 100;
56 | boolean headless = false;
57 | for(int i = 0; i < attempts; i++) {
58 | UndetectedChromeDriver driver = UndetectedChromeDriver.builder()
59 | .pageLoadStrategy(PageLoadStrategy.NONE)
60 | .headless(headless)
61 | .driverFromCFT(true)
62 | .versionMain(115)
63 | .autoOpenDevtools(true)
64 | .seleniumStealth(SeleniumStealthOptions.getDefault()).build();
65 | if(driver.cloudflareGet(testUrl)) success++;
66 | else fail++;
67 | Thread.sleep(2391);
68 | driver.quit();
69 | System.out.println((headless ? "Headless" : "Headful") + " Success: " + success + " Fail: " + fail + " | Success Rate: " + (success / attempts * 100d) + "% Attempts = " + (i+1) + "/" + attempts + " (" + ((i+1)/attempts*100d)+"%)");
70 | }
71 | System.out.println((headless ? "Headless" : "Headful") + " Success: " + success + " Fail: " + fail + " | Success Rate: " + (success / attempts * 100d) + "%");
72 | }
73 | }
74 |
--------------------------------------------------------------------------------
/src/main/java/me/bramar/undetectedselenium/UCTargetLocator.java:
--------------------------------------------------------------------------------
1 | package me.bramar.undetectedselenium;
2 |
3 | import lombok.experimental.Delegate;
4 | import org.openqa.selenium.WebDriver;
5 |
6 | /*
7 | Wraps the original Target locator and updates user agent when switchTo().window() is called
8 | */
9 | class UCTargetLocator implements WebDriver.TargetLocator {
10 | private interface TargetLocatorExclude {
11 | WebDriver window(String nameOrHandle);
12 | }
13 | @Delegate(excludes = TargetLocatorExclude.class)
14 | private final WebDriver.TargetLocator original;
15 | private final UndetectedChromeDriver driver;
16 |
17 | UCTargetLocator(UndetectedChromeDriver driver) {
18 | this.driver = driver;
19 | this.original = driver.getDriver().switchTo();
20 | }
21 |
22 | @Override
23 | public WebDriver window(String nameOrHandle) {
24 | original.window(nameOrHandle);
25 | driver.updateUserAgent();
26 | return driver;
27 | }
28 | }
29 |
--------------------------------------------------------------------------------
/src/main/java/me/bramar/undetectedselenium/UndetectedChromeDriver.java:
--------------------------------------------------------------------------------
1 | package me.bramar.undetectedselenium;
2 |
3 | import com.google.gson.Gson;
4 | import com.google.gson.GsonBuilder;
5 | import com.google.gson.ToNumberPolicy;
6 | import com.google.gson.reflect.TypeToken;
7 | import com.google.gson.stream.JsonReader;
8 | import lombok.AccessLevel;
9 | import lombok.Getter;
10 | import lombok.NoArgsConstructor;
11 | import lombok.Setter;
12 | import lombok.experimental.Accessors;
13 | import lombok.experimental.Delegate;
14 | import org.openqa.selenium.*;
15 | import org.openqa.selenium.bidi.HasBiDi;
16 | import org.openqa.selenium.chrome.ChromeDriver;
17 | import org.openqa.selenium.chrome.ChromeDriverService;
18 | import org.openqa.selenium.chrome.ChromeOptions;
19 | import org.openqa.selenium.chromium.*;
20 | import org.openqa.selenium.devtools.HasDevTools;
21 | import org.openqa.selenium.html5.LocationContext;
22 | import org.openqa.selenium.html5.WebStorage;
23 | import org.openqa.selenium.interactions.Interactive;
24 | import org.openqa.selenium.logging.HasLogEvents;
25 | import org.openqa.selenium.mobile.NetworkConnection;
26 | import org.openqa.selenium.net.PortProber;
27 | import org.openqa.selenium.support.ui.ExpectedConditions;
28 | import org.openqa.selenium.support.ui.WebDriverWait;
29 | import org.openqa.selenium.virtualauthenticator.HasVirtualAuthenticator;
30 |
31 | import java.io.File;
32 | import java.io.FileReader;
33 | import java.io.FileWriter;
34 | import java.io.IOException;
35 | import java.lang.reflect.Field;
36 | import java.net.MalformedURLException;
37 | import java.net.URL;
38 | import java.time.Duration;
39 | import java.util.*;
40 | import java.util.stream.Collectors;
41 | import java.util.stream.Stream;
42 |
43 | // ported from Python undetected-chromedriver, uses some reflection
44 |
45 | public class UndetectedChromeDriver implements WebDriver, JavascriptExecutor, HasCapabilities, HasVirtualAuthenticator, Interactive,
46 | PrintsPage, TakesScreenshot, HasAuthentication, HasBiDi, HasCasting, HasCdp, HasDevTools, HasLaunchApp,
47 | HasLogEvents, HasNetworkConditions, HasPermissions, LocationContext, NetworkConnection, WebStorage {
48 | private interface UndetectedChromeDriverExclude {
49 | void get(String url);
50 | void quit();
51 | Map executeCdpCommand(String commandName, Map parameters);
52 | WebDriver.TargetLocator switchTo();
53 | }
54 | @Delegate(excludes = UndetectedChromeDriverExclude.class)
55 | @Getter private final ChromeDriver driver;
56 | @Getter private final ChromeOptions options;
57 | @Getter private final boolean overrideUserAgent;
58 | private final Thread shutdownHook;
59 | private String otherUserAgent; // if overrideUserAgent is null, this is the user agent that will be set
60 | private final Random rnd = new Random();
61 | private UndetectedChromeDriver(
62 | ChromeDriverService service,
63 | ChromeOptions options,
64 | Thread shutdownHook, boolean overrideUserAgent) {
65 | this.shutdownHook = shutdownHook;
66 | this.overrideUserAgent = overrideUserAgent;
67 | this.driver = new ChromeDriver(service, this.options = options);
68 | this.otherUserAgent = String.valueOf(executeScript("return navigator.userAgent")).replace("Headless", "");
69 | }
70 | public void updateUserAgent() {
71 | if(overrideUserAgent) return;
72 | String ua = String.valueOf(otherUserAgent == null ? executeScript("return navigator.userAgent") : otherUserAgent).replace("Headless","");
73 | executeCdpCommand("Network.setUserAgentOverride",
74 | Map.of(
75 | "userAgent", ua
76 | )
77 | );
78 | }
79 | @Override
80 | public void get(String url) {
81 | preGetScript();
82 | driver.get(url);
83 | postGetScript();
84 | }
85 | @Override
86 | public void quit() {
87 | driver.quit();
88 | if(shutdownHook != null) {
89 | Runtime.getRuntime().removeShutdownHook(shutdownHook);
90 | shutdownHook.start();
91 | try {
92 | shutdownHook.join();
93 | }catch(InterruptedException ignored) {}
94 | }
95 | }
96 | @Override
97 | public TargetLocator switchTo() {
98 | return new UCTargetLocator(this);
99 | }
100 |
101 | @Override
102 | public Map executeCdpCommand(String commandName, Map parameters) {
103 | if(commandName.equalsIgnoreCase("Network.setUserAgentOverride")) {
104 | if(overrideUserAgent) return Collections.emptyMap();
105 | if(parameters.containsKey("userAgent"))
106 | otherUserAgent = String.valueOf(Objects.requireNonNullElse(parameters.get("userAgent"), "undefined"));
107 | }
108 | return driver.executeCdpCommand(commandName, parameters);
109 | }
110 |
111 | private void delay() {
112 | delay(rnd.nextInt(500, 1050));
113 | }
114 | private void delay(int n) {
115 | try {
116 | Thread.sleep(n);
117 | }catch(InterruptedException ignored) {}
118 | }
119 | /**
120 | * Can bypass CF but isnt guaranteed to work (especially on VPN/Data center IPs)
121 | * Takes 10s (not recommended to use on a non-cloudflare site)
122 | * @param url CF-protected site
123 | * @return true if success (no checkbox detected), otherwise false
124 | */
125 | public boolean cloudflareGet(String url) {
126 | return cloudflareGet(url, 10000);
127 | }
128 | /**
129 | * @see UndetectedChromeDriver#cloudflareGet(String)
130 | * @param url CF-protected site
131 | * @param timeToWait wait time for CF to process in milliseconds
132 | * @return true if success (no checkbox detected), otherwise false
133 | */
134 | public boolean cloudflareGet(String url, int timeToWait) {
135 | try {
136 | new URL(url);
137 | }catch(MalformedURLException e) {
138 | throw new IllegalArgumentException(e);
139 | }
140 | get("http://google.com");
141 | Set pre = getWindowHandles();
142 | driver.navigate().refresh();
143 | delay();
144 | preGetScript();
145 | String uuid = UUID.randomUUID().toString();
146 | String script = "window.open('%s', '_blank');".formatted(url);
147 | driver.executeScript(script);
148 | try {
149 | // WebDriverWait may trigger Cloudflare
150 | Thread.sleep(timeToWait);
151 | }catch(InterruptedException ignored) {}
152 | String prev = getWindowHandle();
153 | Set post = getWindowHandles();
154 | post.removeAll(pre);
155 | post.remove(prev);
156 | close();
157 | switchTo().window(post.iterator().next());
158 | return driver.findElements(By.id("cf-stage")).isEmpty();
159 | }
160 |
161 | public boolean _legacyCloudflareGet(String url) {
162 | try {
163 | new URL(url);
164 | }catch(MalformedURLException e) {
165 | throw new IllegalArgumentException(e);
166 | }
167 | get("about:blank");
168 | delay();
169 | preGetScript();
170 | String current = getWindowHandle();
171 | Set handles = getWindowHandles();
172 | String script = "window.open('%s', '_blank');".formatted(url);
173 | driver.executeScript(script);
174 | WebDriverWait wait = new WebDriverWait(driver, Duration.ofMillis(rnd.nextLong(3000,4000)));
175 | wait.until(ExpectedConditions.numberOfWindowsToBe(handles.size()+1));
176 | Set newHandles = getWindowHandles();
177 | newHandles.removeAll(handles);
178 | String handle = newHandles.iterator().next();
179 | switchTo().window(handle);
180 | try {
181 | try {
182 | Thread.sleep(2139 + rnd.nextInt(49));
183 | }catch(InterruptedException ignored) {}
184 | driver.navigate().refresh();
185 | wait.until(ExpectedConditions.not(ExpectedConditions.presenceOfElementLocated(By.id("cf-stage"))));
186 | }catch(TimeoutException e) {
187 | switchTo().window(current);
188 | close();
189 | switchTo().window(handle);
190 | return cloudflareGet(url);
191 | }
192 | switchTo().window(current);
193 | delay();
194 | close();
195 | switchTo().window(handle);
196 | return true;
197 | }
198 | public void postGetScript() {
199 | updateUserAgent();
200 | }
201 |
202 | public void preGetScript() {
203 | updateUserAgent();
204 | if(executeScript("return navigator.webdriver") != null) {
205 | executeCdpCommand(
206 | "Page.addScriptToEvaluateOnNewDocument",
207 | Map.of("source", """
208 | Object.defineProperty(window, "navigator", {
209 | value: new Proxy(navigator, {
210 | has: (target, key) => (key === "webdriver" ? false : key in target),
211 | get: (target, key) => key === "webdriver" ? false : typeof target[key] === "function" ? target[key].bind(target) : target[key]
212 | })
213 | });
214 | """));
215 | executeCdpCommand("Page.addScriptToEvaluateOnNewDocument",
216 | Map.of("source", """
217 | Object.defineProperty(navigator, 'maxTouchPoints', {get: () => 1});
218 | Object.defineProperty(navigator.connection, 'rtt', {get: () => 100});
219 |
220 | // https://github.com/microlinkhq/browserless/blob/master/packages/goto/src/evasions/chrome-runtime.js
221 | window.chrome = {
222 | app: {
223 | isInstalled: false,
224 | InstallState: {
225 | DISABLED: 'disabled',
226 | INSTALLED: 'installed',
227 | NOT_INSTALLED: 'not_installed'
228 | },
229 | RunningState: {
230 | CANNOT_RUN: 'cannot_run',
231 | READY_TO_RUN: 'ready_to_run',
232 | RUNNING: 'running'
233 | }
234 | },
235 | runtime: {
236 | OnInstalledReason: {
237 | CHROME_UPDATE: 'chrome_update',
238 | INSTALL: 'install',
239 | SHARED_MODULE_UPDATE: 'shared_module_update',
240 | UPDATE: 'update'
241 | },
242 | OnRestartRequiredReason: {
243 | APP_UPDATE: 'app_update',
244 | OS_UPDATE: 'os_update',
245 | PERIODIC: 'periodic'
246 | },
247 | PlatformArch: {
248 | ARM: 'arm',
249 | ARM64: 'arm64',
250 | MIPS: 'mips',
251 | MIPS64: 'mips64',
252 | X86_32: 'x86-32',
253 | X86_64: 'x86-64'
254 | },
255 | PlatformNaclArch: {
256 | ARM: 'arm',
257 | MIPS: 'mips',
258 | MIPS64: 'mips64',
259 | X86_32: 'x86-32',
260 | X86_64: 'x86-64'
261 | },
262 | PlatformOs: {
263 | ANDROID: 'android',
264 | CROS: 'cros',
265 | LINUX: 'linux',
266 | MAC: 'mac',
267 | OPENBSD: 'openbsd',
268 | WIN: 'win'
269 | },
270 | RequestUpdateCheckStatus: {
271 | NO_UPDATE: 'no_update',
272 | THROTTLED: 'throttled',
273 | UPDATE_AVAILABLE: 'update_available'
274 | }
275 | }
276 | }
277 |
278 | // https://github.com/microlinkhq/browserless/blob/master/packages/goto/src/evasions/navigator-permissions.js
279 | if (!window.Notification) {
280 | window.Notification = {
281 | permission: 'denied'
282 | }
283 | }
284 |
285 | const originalQuery = window.navigator.permissions.query
286 | window.navigator.permissions.__proto__.query = parameters =>
287 | parameters.name === 'notifications'
288 | ? Promise.resolve({ state: window.Notification.permission })
289 | : originalQuery(parameters)
290 |
291 | const oldCall = Function.prototype.call
292 | function call() {
293 | return oldCall.apply(this, arguments)
294 | }
295 | Function.prototype.call = call
296 |
297 | const nativeToStringFunctionString = Error.toString().replace(/Error/g, 'toString')
298 | const oldToString = Function.prototype.toString
299 |
300 | function functionToString() {
301 | if (this === window.navigator.permissions.query) {
302 | return 'function query() { [native code] }'
303 | }
304 | if (this === functionToString) {
305 | return nativeToStringFunctionString
306 | }
307 | return oldCall.call(oldToString, this)
308 | }
309 | // eslint-disable-next-line
310 | Function.prototype.toString = functionToString
311 | """));
312 | }
313 | }
314 |
315 | private static Map undotKey(String key, Object value) {
316 | if(key.contains(".")) {
317 | String[] split = key.split("\\.", 2);
318 | key = split[0];
319 | value = undotKey(split[1], value);
320 | }
321 | Map m = new HashMap<>();
322 | m.put(key, value);
323 | return m;
324 | }
325 | private static void mergeNested(Map a, Map b) {
326 | for(K key : new HashSet<>(b.keySet())) {
327 | if(a.containsKey(key)) {
328 | if(a.get(key) instanceof Map && b.get(key) instanceof Map)
329 | mergeNested((Map