├── .gitignore ├── CONTRIBUTING.md ├── LICENSE ├── README.md ├── fb_friend_list_scraper ├── __init__.py └── scraper.py ├── requirements.txt └── setup.py /.gitignore: -------------------------------------------------------------------------------- 1 | 2 | scraped_friends.txt 3 | geckodriver.log 4 | build/ 5 | dist/ 6 | fb_friend_list_scraper.egg-info/ 7 | -------------------------------------------------------------------------------- /CONTRIBUTING.md: -------------------------------------------------------------------------------- 1 | **Working on your first Pull Request?** You can learn how from this *free* series [How to Contribute to an Open Source Project on GitHub](https://kcd.im/pull-request) -------------------------------------------------------------------------------- /LICENSE: -------------------------------------------------------------------------------- 1 | GNU GENERAL PUBLIC LICENSE 2 | Version 3, 29 June 2007 3 | 4 | Copyright (C) 2007 Free Software Foundation, Inc. 5 | Everyone is permitted to copy and distribute verbatim copies 6 | of this license document, but changing it is not allowed. 7 | 8 | Preamble 9 | 10 | The GNU General Public License is a free, copyleft license for 11 | software and other kinds of works. 12 | 13 | The licenses for most software and other practical works are designed 14 | to take away your freedom to share and change the works. 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Interpretation of Sections 15 and 16. 613 | 614 | If the disclaimer of warranty and limitation of liability provided 615 | above cannot be given local legal effect according to their terms, 616 | reviewing courts shall apply local law that most closely approximates 617 | an absolute waiver of all civil liability in connection with the 618 | Program, unless a warranty or assumption of liability accompanies a 619 | copy of the Program in return for a fee. 620 | 621 | END OF TERMS AND CONDITIONS 622 | 623 | How to Apply These Terms to Your New Programs 624 | 625 | If you develop a new program, and you want it to be of the greatest 626 | possible use to the public, the best way to achieve this is to make it 627 | free software which everyone can redistribute and change under these terms. 628 | 629 | To do so, attach the following notices to the program. It is safest 630 | to attach them to the start of each source file to most effectively 631 | state the exclusion of warranty; and each file should have at least 632 | the "copyright" line and a pointer to where the full notice is found. 633 | 634 | 635 | Copyright (C) 636 | 637 | This program is free software: you can redistribute it and/or modify 638 | it under the terms of the GNU General Public License as published by 639 | the Free Software Foundation, either version 3 of the License, or 640 | (at your option) any later version. 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. 646 | 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 | 2 | 3 |

4 | 5 | 6 | 7 | 8 |

9 | 10 | ## Facebook Friend List Scraper 11 | 12 | OSINT tool to scrape names and usernames from large friend lists on Facebook, without being rate limited. 13 | 14 | ### Getting started: 15 | * Install using pip: `python -m pip install fb-friend-list-scraper` 16 | * Script is now installed as `fbfriendlistscraper` 17 | * Run with `-h` or `--help` to show usage information. 18 | 19 | ### Usage: 20 | 21 | ``` 22 | usage: fbfriendlistscraper [-h] -e EMAIL [-p PASSWORD] -u USERNAME [-o OUTFILE] [-w] [-q] [-x] [-s SLEEPMULTIPLIER] [-i PROXY] [-c CMD] 23 | 24 | Tool to scrape names and usernames from large friend lists on Facebook, without being rate limited 25 | 26 | options: 27 | -h, --help show this help message and exit 28 | -e EMAIL, --email EMAIL 29 | Email address or phone number to login with. 30 | -p PASSWORD, --password PASSWORD 31 | Password to login with. If not supplied you will be prompted. You really shouldn't use this for security reasons. 32 | -u USERNAME, --username USERNAME 33 | Username of the user to scrape. 34 | -o OUTFILE, --outfile OUTFILE 35 | Path of the output file. (Default: ./scraped_friends.txt) 36 | -w, --headless Run webdriver in headless mode. 37 | -q, --quiet Do not print scraped users to screen. 38 | -x, --onlyusernames Only the usernames/IDs will be written to the output file. 39 | -s SLEEPMULTIPLIER, --sleepmultiplier SLEEPMULTIPLIER 40 | Multiply sleep time between each page scrape by n. Useful when being easily rate-limited. 41 | -i PROXY, --proxy PROXY 42 | Proxy server to use for connecting. Username/password can be supplied like: socks5://user:pass@host:port 43 | -c CMD, --cmd CMD Shell command to run after each page scrape. Useful for changing proxy/VPN exit. 44 | 45 | examples: 46 | fbfriendlistscraper -e your@email.com -p YourPassword123 -u someusername.123 -o my_file.txt 47 | fbfriendlistscraper --email your@email.com --username another.user --headless -s 2 -x 48 | fbfriendlistscraper -e your@email.com -u username.johnson -w --proxy socks5://127.0.0.1:9050 49 | fbfriendlistscraper -e your@email.com -u xxuserxx --headless --cmd "mullvad relay set provider Quadranet" 50 | fbfriendlistscraper -e your@email.com -u markzuckerburger -w -o ./test.txt --cmd "killall -HUP tor" 51 | ``` 52 | 53 | ### NOTE: 54 | Facebook changes the markup of it's pages regularly, so the script might break from time to time. Please open an issue if something doesn't work and I'll take a look at it. Pull requests are welcome as well. 55 | 56 | 57 | ### TODO: 58 | * Make script check for followers if friend list isn't public. 59 | * Add more error handling. 60 | * Add proxy rotation. -------------------------------------------------------------------------------- /fb_friend_list_scraper/__init__.py: -------------------------------------------------------------------------------- 1 | __author__ = 'narkopolo' 2 | __version__ = "0.3.5" 3 | -------------------------------------------------------------------------------- /fb_friend_list_scraper/scraper.py: -------------------------------------------------------------------------------- 1 | #!/usr/bin/env python3 2 | 3 | # This program is free software: you can redistribute it and/or modify 4 | # it under the terms of the GNU General Public License as published by 5 | # the Free Software Foundation, either version 3 of the License, or 6 | # (at your option) any later version. 7 | # 8 | # This program is distributed in the hope that it will be useful, 9 | # but WITHOUT ANY WARRANTY; without even the implied warranty of 10 | # MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the 11 | # GNU General Public License for more details. 12 | # 13 | # You should have received a copy of the GNU General Public License 14 | # along with this program. If not, see . 15 | 16 | import argparse 17 | import getpass 18 | import re 19 | from math import ceil 20 | from random import randint 21 | from sys import argv, stdout, exit 22 | from time import sleep 23 | 24 | import pyautogecko 25 | from os import system 26 | from bs4 import BeautifulSoup 27 | from rich import box, print 28 | from rich.console import Console 29 | from rich.progress import Progress, track 30 | from rich.rule import Rule 31 | from rich.table import Table 32 | from seleniumwire import webdriver 33 | from selenium.common.exceptions import NoSuchElementException 34 | from selenium.webdriver.common.by import By 35 | from selenium.webdriver.firefox.options import Options 36 | from selenium.webdriver.support import expected_conditions as EC 37 | from selenium.webdriver.support.ui import WebDriverWait 38 | 39 | 40 | 41 | def logprint(text): 42 | text = f"[cyan][+][/cyan] [blue]{text}[/blue]" 43 | console.print(text) 44 | 45 | def errorprint(text): 46 | text = f"[red][!] {text}[/red]" 47 | console.print(text) 48 | 49 | 50 | console = Console() 51 | 52 | 53 | def print_banner(): 54 | credits = "[blue][italic]by narkopolo[/italic][/blue]" 55 | version = "[blue][italic]v0.3.5[/italic][/blue]" 56 | lol = "[grey30](banners are cool, shut up)[/grey30]" 57 | banner = f""" ______ ____ _ _____ __ 58 | / __/ /_ / __/____(_)__ ____ ____/ / (_)____/ /____________________ ____ ___ _____ 59 | / /_/ __ \/ /_/ ___/ / _ \/ __ \/ __ / / / ___/ __/ ___/ ___/ ___/ __ `/ __ \/ _ \/ ___/ 60 | / __/ /_/ / __/ / / / __/ / / / /_/ / / (__ ) /_(__ ) /__/ / / /_/ / /_/ / __/ / 61 | /_/ /_.___/_/ /_/ /_/\___/_/ /_/\__,_/_/_/____/\__/____/\___/_/ \__,_/ .___/\___/_/ 62 | {lol} {version} /_/ {credits} 63 | 64 | """ 65 | for i, line in enumerate(banner.splitlines()): 66 | if i == 0: 67 | line = line.replace("_", "[white]_[/white]") 68 | if i == 1: 69 | line = line.replace("/_", "/[white]_[/white]") 70 | line = line.replace("__", "[white]__[/white]") 71 | line = line.replace("_ ", "[white]_ [/white]") 72 | line = line.replace("_", "[white]_[/white]") 73 | 74 | if i in [0, 1, 4, 5]: 75 | console.print(line, style="red", highlight=False) 76 | elif i == 3: 77 | console.print(line, style="cyan", highlight=False) 78 | else: 79 | console.print(line, style="blue", highlight=False) 80 | 81 | 82 | 83 | def parse_proxy(proxy_string): 84 | proxy_user = "" 85 | proxy_pass = "" 86 | 87 | if proxy_string.startswith(("http://", "socks5://")) is False: 88 | parser.error("Invalid schema for --proxy. Must be https or socks5.") 89 | return False 90 | 91 | proxy_schema = "".join(proxy_string.partition("://")[:2]) 92 | proxy_type = proxy_schema.replace("://", "") 93 | proxy_port = proxy_string.replace(proxy_schema, "").split(":")[-1] 94 | if "@" in proxy_string: 95 | before_at, proxy_host = proxy_string.split("@") 96 | proxy_user = before_at.replace(proxy_schema, "") 97 | if ":" in proxy_user: 98 | proxy_user, proxy_pass = proxy_user.split(":") 99 | else: 100 | proxy_host = proxy_string.replace(proxy_schema, "") 101 | 102 | return {"user": proxy_user, 103 | "pass": proxy_pass, 104 | "type": proxy_schema, 105 | "host": proxy_host, 106 | "port": int(proxy_port)} 107 | 108 | 109 | 110 | def change_language(driver): 111 | logprint("Non-english detected. Changing language to English (UK)") 112 | driver.get("https://m.facebook.com/language/") 113 | try: 114 | english_btn = driver.find_element(By.XPATH, '//*[@value="English (UK)"]') 115 | except NoSuchElementException: 116 | english_btn = driver.find_element(By.XPATH, '//*[@value="en_gb"]') 117 | english_btn.click() 118 | 119 | 120 | def login(driver, email, password): 121 | logprint("Requesting login page") 122 | driver.get("https://m.facebook.com/login") 123 | 124 | forgot_pw = driver.find_element(By.XPATH, '//*[@id="forgot-password-link"]') 125 | if forgot_pw.text != 'Forgotten password?': 126 | change_language(driver) 127 | 128 | try: 129 | cookie_btn = driver.find_element(By.XPATH, '//*[@value="Only Allow Essential Cookies"]') 130 | except NoSuchElementException: 131 | try: 132 | cookie_btn = driver.find_element(By.XPATH,'//*[@value="Only allow essential cookies"]',) 133 | cookie_btn.click() 134 | except NoSuchElementException: 135 | pass 136 | 137 | email_input = driver.find_element(By.XPATH, '//*[@id="m_login_email"]') 138 | email_input.send_keys(email) 139 | password_input = driver.find_element(By.XPATH, '//*[@id="m_login_password"]') 140 | password_input.send_keys(password) 141 | login_btn = driver.find_element(By.XPATH,'//*[@value="Log In"]',) 142 | logprint("Submitting login form") 143 | login_btn.click() 144 | wait = WebDriverWait(driver, 10) 145 | wait.until(EC.url_changes("https://m.facebook.com/login")) 146 | 147 | 148 | def get_total_friends(driver, user_to_scrape): 149 | logprint("Getting total friends count") 150 | driver.get(f"https://m.facebook.com/{user_to_scrape}") 151 | soup = BeautifulSoup(driver.page_source, "html.parser") 152 | friends_count_div = soup.find("div", class_="_7-1j") 153 | friends_count_text = friends_count_div.get_text() 154 | 155 | # Remove mutual friends string if present 156 | friends_count_text = friends_count_text.split("(")[0] 157 | friends_count = re.sub(r'\D', '', friends_count_text) 158 | 159 | logprint(f"Friends count = {friends_count}") 160 | return int(friends_count) 161 | 162 | 163 | def scrape_profiles(driver, outfile_path, progress, args): 164 | soup = BeautifulSoup(driver.page_source, "html.parser") 165 | profiles = soup.find_all("div", class_="_84l2") 166 | scraped_profiles = [] 167 | 168 | table = Table(show_header=True, show_edge=True, box=box.DOUBLE, expand=False, highlight=True, header_style="bold magenta") 169 | table.add_column("Name", style="dim") 170 | table.add_column("Profile URL") 171 | 172 | for div in profiles: 173 | username = div.find("a")["href"][1:].replace("profile.php?id=", "") 174 | link = f"https://www.fb.com/{username}" 175 | name = div.get_text() 176 | 177 | if args.onlyusernames: 178 | profilestring = username 179 | else: 180 | profilestring = f"{name} ({link})" 181 | 182 | with open(outfile_path, "a+") as outfile: 183 | outfile.write(f"{profilestring}\n") 184 | 185 | table.add_row(f"[bold]{name}[/bold]", link) 186 | 187 | if not args.quiet: 188 | progress.console.print(table) 189 | 190 | 191 | def remove_visible(driver, progress): 192 | logprint("Removing scraped elements from page") 193 | soup = BeautifulSoup(driver.page_source, "html.parser") 194 | profile_classes = soup.find_all("div", class_="_7om2") 195 | for i in profile_classes[:-1]: 196 | driver.execute_script( 197 | """ 198 | var element = document.querySelector("._7om2"); 199 | if (element) 200 | element.parentNode.removeChild(element); 201 | """ 202 | ) 203 | 204 | 205 | def cleanup(driver, progress): 206 | 207 | logprint("Cleaning up leftover elements") 208 | soup = BeautifulSoup(driver.page_source, "html.parser") 209 | profile_slots = soup.find_all("div", class_="_55wp _5909 _5pxa _8yo0") 210 | 211 | element = driver.find_element( 212 | By.XPATH, "/html/body/div[1]/div/div[4]/div/div[1]/div[1]" 213 | ) 214 | driver.execute_script( 215 | """ 216 | var element = arguments[0]; 217 | element.parentNode.removeChild(element); 218 | """, 219 | element, 220 | ) 221 | 222 | for slot in profile_slots: 223 | 224 | element = driver.find_element( 225 | By.XPATH, "/html/body/div[1]/div/div[4]/div/div[1]/div[1]/div[1]" 226 | ) 227 | driver.execute_script( 228 | """ 229 | var element = arguments[0]; 230 | element.parentNode.removeChild(element); 231 | """, 232 | element, 233 | ) 234 | 235 | soup = BeautifulSoup(driver.page_source, "html.parser") 236 | first_remaining_slot = soup.find("div", class_="_55wp _5909 _5pxa _8yo0") 237 | try: 238 | has_child = len(first_remaining_slot.find_all()) != 0 239 | except AttributeError: 240 | break 241 | 242 | if has_child: 243 | break 244 | 245 | logprint("Waiting a bit...") 246 | sleep(5) 247 | 248 | 249 | def scroll_down(driver, progress): 250 | logprint("Scrolling to the bottom") 251 | driver.execute_script("window.scrollTo(0, document.body.scrollHeight);") 252 | 253 | 254 | def wait(range_start, range_stop, progress): 255 | wait_time = randint(range_start, range_stop) 256 | minutes = "%d.%d" % (wait_time / 60, wait_time % 60) 257 | waitbar = progress.add_task(f"[green]Waiting {minutes} minutes", total=wait_time * 5) 258 | progress.update(waitbar, advance=0) 259 | 260 | progress.console.print("") 261 | for second in range(wait_time * 5): 262 | sleep(0.2) 263 | progress.advance(waitbar) 264 | progress.update(waitbar, visible=False) 265 | progress.console.print("") 266 | 267 | 268 | def do_scrape(driver, email, password, user_to_scrape, outfile_path, args): 269 | progress = Progress(console=console) 270 | 271 | with progress.console.status("[bold magenta]Logging in...") as status: 272 | login(driver, email, password) 273 | 274 | with progress: 275 | try: 276 | total_friends = get_total_friends(driver, user_to_scrape) 277 | except AttributeError: 278 | errorprint("Could not get total friends count. Make sure friend list is accesible to you.") 279 | exit() 280 | 281 | logprint("Requesting friends page") 282 | driver.get(f"https://m.facebook.com/{user_to_scrape}/friends") 283 | logprint("Starting...\n") 284 | 285 | pbar = progress.add_task("[blue]Total progress", total=total_friends) 286 | progress.update(pbar, advance=0) 287 | 288 | total_pages = ceil(total_friends / 36) 289 | for i, page in enumerate(range(total_pages)): 290 | progress.console.print(Rule(title=f"Scraping page {i+1} of {total_pages}")) 291 | progress.update(pbar, advance=24) 292 | scrape_profiles(driver, outfile_path, progress, args) 293 | sleep_multiplier = args.sleepmultiplier 294 | 295 | if args.cmd: 296 | logprint(f"Executing command: '{args.cmd}'") 297 | logprint(f"Command exited with status code '{system(args.cmd)}'") 298 | 299 | wait(240*sleep_multiplier, 320*sleep_multiplier, progress) 300 | scroll_down(driver, progress) 301 | remove_visible(driver, progress) 302 | cleanup(driver, progress) 303 | 304 | 305 | def main(): 306 | print_banner() 307 | 308 | parser = argparse.ArgumentParser( 309 | prog='fbfriendlistscraper', 310 | description='Tool to scrape names and usernames from large friend lists on Facebook, without being rate limited', 311 | epilog=f"""examples: 312 | fbfriendlistscraper -e your@email.com -p YourPassword123 -u someusername.123 -o my_file.txt 313 | fbfriendlistscraper --email your@email.com --username another.user --headless -s 2 -x 314 | fbfriendlistscraper -e your@email.com -u username.johnson -w --proxy socks5://127.0.0.1:9050 --cmd "killall -HUP tor" 315 | fbfriendlistscraper -e your@email.com -u xxuserxx --headless --cmd "mullvad relay set provider Quadranet" 316 | """, formatter_class=argparse.RawDescriptionHelpFormatter) 317 | 318 | parser.add_argument('-e', '--email', action="store", required=True, help='Email address/phone number/username to login with.') 319 | parser.add_argument('-p', '--password', action="store", help='Password to login with. If not supplied you will be prompted. You really shouldn\'t use this for security reasons.') 320 | parser.add_argument('-u', '--username', action="store", required=True, help='Username of the user to scrape.') 321 | parser.add_argument('-o', '--outfile', action="store", default="./scraped_friends.txt", help='Path of the output file. (Default: ./scraped_friends.txt)') 322 | parser.add_argument('-w', '--headless', action='store_true', help='Run webdriver in headless mode.') 323 | parser.add_argument('-q', '--quiet', action='store_true', help='Do not print scraped users to screen.') 324 | parser.add_argument('-x', '--onlyusernames', action='store_true', help='Only the usernames/IDs will be written to the output file.') 325 | parser.add_argument('-s', '--sleepmultiplier', action='store', default=1, type=int, help='Multiply sleep time between each page scrape by n. Useful when being easily rate-limited.') 326 | parser.add_argument('-i', '--proxy', action="store", help='Proxy server to use for connecting. Username/password can be supplied like: socks5://user:pass@host:port') 327 | parser.add_argument('-c', '--cmd', action="store", help='Shell command to run after each page scrape. Useful for changing proxy/VPN exit.') 328 | args = parser.parse_args() 329 | 330 | email = args.email 331 | user_to_scrape = args.username 332 | outfile_path = args.outfile 333 | if args.password: 334 | password = args.password 335 | else: 336 | password = getpass.getpass(prompt=f'Password for {args.email}: ') 337 | print("") 338 | 339 | if args.proxy: 340 | logprint(f"Proxy set to '{args.proxy}'") 341 | seleniumwire_options = { 342 | 'proxy': { 343 | 'http': args.proxy, 344 | 'https': args.proxy, 345 | 'no_proxy': 'localhost,127.0.0.1' 346 | } 347 | } 348 | 349 | logprint("Starting webdriver") 350 | 351 | firefox_options = Options() 352 | pyautogecko.install() 353 | 354 | if args.headless: 355 | firefox_options.headless = True 356 | 357 | if args.proxy: 358 | driver = webdriver.Firefox(options=firefox_options, seleniumwire_options=seleniumwire_options) 359 | else: 360 | driver = webdriver.Firefox(options=firefox_options) 361 | driver.proxy = {} 362 | 363 | do_scrape(driver, email, password, user_to_scrape, outfile_path, args) 364 | 365 | 366 | if __name__ == "__main__": 367 | main() 368 | -------------------------------------------------------------------------------- /requirements.txt: -------------------------------------------------------------------------------- 1 | # Requirements defined in setup.py 2 | . 3 | -------------------------------------------------------------------------------- /setup.py: -------------------------------------------------------------------------------- 1 | from setuptools import setup 2 | from sys import argv, exit 3 | import glob 4 | import os 5 | 6 | 7 | with open('README.md') as readme_file: 8 | long_description = readme_file.read() 9 | 10 | 11 | # 'setup.py publish' shortcut. 12 | if argv[-1] == 'publish': 13 | os.system('python setup.py sdist bdist_wheel') 14 | os.system('twine upload dist/*') 15 | exit() 16 | elif argv[-1] == 'clean': 17 | import shutil 18 | if os.path.isdir('build'): 19 | shutil.rmtree('build') 20 | if os.path.isdir('dist'): 21 | shutil.rmtree('dist') 22 | if os.path.isdir('fb_friend_list_scraper.egg-info'): 23 | shutil.rmtree('fb_friend_list_scraper.egg-info') 24 | 25 | 26 | setup( 27 | name="fb_friend_list_scraper", 28 | version="0.3.5", 29 | description="Tool to scrape names and usernames from large friend lists on Facebook, without being rate limited.", 30 | long_description_content_type='text/markdown', 31 | long_description=long_description, 32 | url="https://github.com/narkopolo/fb_friend_list_scraper", 33 | author="narkopolo", 34 | author_email="narkopolo@riseup.net", 35 | license="GPL-3.0", 36 | packages=["fb_friend_list_scraper"], 37 | entry_points={ 38 | "console_scripts": ["fbfriendlistscraper=fb_friend_list_scraper.scraper:main"], 39 | }, 40 | python_requires=">=3.6", 41 | install_requires=[ 42 | "pyautogecko==0.1.3", 43 | "beautifulsoup4==4.10.0", 44 | "selenium==4.1.3", 45 | "tqdm==4.43.0", 46 | "rich==12.2.0", 47 | "selenium-wire==4.6.3" 48 | ], 49 | classifiers=[ 50 | "Development Status :: 2 - Pre-Alpha", 51 | 'Topic :: System :: Installation/Setup', 52 | "Intended Audience :: Science/Research", 53 | "License :: OSI Approved :: GNU General Public License v3 (GPLv3)", 54 | "Operating System :: OS Independent", 55 | "Programming Language :: Python :: 3.6", 56 | "Programming Language :: Python :: 3.7", 57 | "Programming Language :: Python :: 3.8", 58 | "Programming Language :: Python :: 3.9", 59 | "Programming Language :: Python :: 3.10", 60 | ], 61 | ) 62 | --------------------------------------------------------------------------------