{
"info": {
"author": "InQuest Labs",
"author_email": "labs@inquest.net",
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"Intended Audience :: System Administrators",
"License :: OSI Approved :: BSD License",
"Operating System :: OS Independent",
"Programming Language :: Python",
"Topic :: Internet",
"Topic :: Security",
"Topic :: Software Development :: Libraries"
],
"description": "iocextract\n==========\n\n.. image:: https://inquest.net/images/inquest-badge.svg\n :target: https://inquest.net/\n :alt: Developed by InQuest\n.. image:: https://travis-ci.org/InQuest/python-iocextract.svg?branch=master\n :target: https://travis-ci.org/InQuest/python-iocextract\n :alt: Build Status\n.. image:: https://readthedocs.org/projects/iocextract/badge/?version=latest\n :target: http://inquest.readthedocs.io/projects/iocextract/en/latest/?badge=latest\n :alt: Documentation Status\n.. image:: https://api.codacy.com/project/badge/Grade/920894593bde451c9277c56b7d9ab3e1\n :target: https://app.codacy.com/app/InQuest/python-iocextract\n :alt: Code Health\n.. image:: https://api.codacy.com/project/badge/Coverage/920894593bde451c9277c56b7d9ab3e1\n :target: https://app.codacy.com/app/InQuest/python-iocextract\n :alt: Test Coverage\n.. image:: http://img.shields.io/pypi/v/iocextract.svg\n :target: https://pypi.python.org/pypi/iocextract\n :alt: PyPi Version\n\nAdvanced `Indicator of Compromise`_ (IOC) extractor.\n\nOverview\n--------\n\nThis library extracts URLs, IP addresses, MD5/SHA hashes, email addresses, and\nYARA rules from text corpora. It includes some encoded and \"defanged\" IOCs in the\noutput, and optionally decodes/refangs them.\n\nThe Problem\n-----------\n\nIt is common practice for malware analysts or endpoint software to \"defang\" IOCs\nsuch as URLs and IP addresses, in order to prevent accidental exposure to live\nmalicious content. Being able to extract and aggregate these IOCs is often valuable\nfor analysts. Unfortunately, existing \"IOC extraction\" tools often pass right by them,\nas they are not caught by standard regex.\n\nFor example, the simple defanging technique of surrounding periods with brackets::\n\n 127[.]0[.]0[.]1\n\nExisting tools that use a simple IP address regex will ignore this IOC entirely.\n\nThe Solution\n------------\n\nBy combining specially crafted regex with some custom postprocessing, we are\nable to both detect and deobfuscate \"defanged\" IOCs. This saves time and effort\nfor the analyst, who might otherwise have to manually find and convert IOCs into\nmachine-readable format.\n\nA Simple Use Case\n-----------------\n\nMany Twitter users post C2s or other valuable IOC information with defanged URLs.\nFor example, `this tweet from @InQuest`_::\n\n Recommended reading and great work from @unit42_intel:\n https://researchcenter.paloaltonetworks.com/2018/02/unit42-sofacy-attacks-multiple-government-entities/ ...\n InQuest customers have had detection for threats delivered from hotfixmsupload[.]com\n since 6/3/2017 and cdnverify[.]net since 2/1/18.\n\nIf we run this through the extractor, we can easily pull out the URLs::\n\n https://researchcenter.paloaltonetworks.com/2018/02/unit42-sofacy-attacks-multiple-government-entities/\n hotfixmsupload[.]com\n cdnverify[.]net\n\nPassing in ``refang=True`` at extraction time would remove the obfuscation, but\nsince these are real IOCs, let's leave them defanged in our documentation. :)\n\nInstallation\n------------\n\nYou may need to install the Python development headers in order to install the\n``regex`` dependency. On Ubuntu/Debian-based systems, try::\n\n sudo apt-get install python-dev\n\nThen install ``iocextract`` from pip::\n\n pip install iocextract\n\nIf you have problems installing on Windows, try installing ``regex`` directly\nby downloading the `appropriate wheel from PyPI`_ and running e.g.::\n\n pip install regex-2018.06.21-cp27-none-win_amd64.whl\n\nUsage\n-----\n\nTry extracting some defanged URLs::\n\n >>> content = \"\"\"\n ... I really love example[.]com!\n ... All the bots are on hxxp://example.com/bad/url these days.\n ... C2: tcp://example[.]com:8989/bad\n ... \"\"\"\n >>> import iocextract\n >>> for url in iocextract.extract_urls(content):\n ... print url\n ...\n hxxp://example.com/bad/url\n tcp://example[.]com:8989/bad\n example[.]com\n tcp://example[.]com:8989/bad\n\nNote that some URLs may show up twice if they are caught by multiple regexes.\n\nIf you want, you can also \"refang\", or remove common obfuscation methods from\nIOCs::\n\n >>> for url in iocextract.extract_urls(content, refang=True):\n ... print url\n ...\n http://example.com/bad/url\n http://example.com:8989/bad\n http://example.com\n http://example.com:8989/bad\n\nYou can even extract and decode hex-encoded and base64-encoded URLs::\n\n >>> content = '612062756e6368206f6620776f72647320687474703a2f2f6578616d706c652e636f6d2f70617468206d6f726520776f726473'\n >>> for url in iocextract.extract_urls(content):\n ... print url\n ...\n 687474703a2f2f6578616d706c652e636f6d2f70617468\n >>> for url in iocextract.extract_urls(content, refang=True):\n ... print url\n ...\n http://example.com/path\n\nAll ``extract_*`` functions in this library return iterators, not lists. The\nbenefit of this behavior is that ``iocextract`` can process extremely large\ninputs, with a very low overhead. However, if for some reason you need to iterate\nover the IOCs more than once, you will have to save the results as a list::\n\n >>> list(iocextract.extract_urls(content))\n ['hxxp://example.com/bad/url', 'tcp://example[.]com:8989/bad', 'example[.]com', 'tcp://example[.]com:8989/bad']\n\nA command-line tool is also included::\n\n $ iocextract -h\n usage: iocextract [-h] [--input INPUT] [--output OUTPUT] [--extract-emails]\n [--extract-ips] [--extract-ipv4s] [--extract-ipv6s]\n [--extract-urls] [--extract-yara-rules] [--extract-hashes]\n [--custom-regex REGEX_FILE] [--refang] [--strip-urls]\n [--wide]\n\n Advanced Indicator of Compromise (IOC) extractor. If no arguments are\n specified, the default behavior is to extract all IOCs.\n\n optional arguments:\n -h, --help show this help message and exit\n --input INPUT default: stdin\n --output OUTPUT default: stdout\n --extract-emails\n --extract-ips\n --extract-ipv4s\n --extract-ipv6s\n --extract-urls\n --extract-yara-rules\n --extract-hashes\n --custom-regex REGEX_FILE\n file with custom regex strings, one per line, with one\n capture group each\n --refang default: no\n --strip-urls remove possible garbage from the end of urls. default:\n no\n --wide preprocess input to allow wide-encoded character\n matches. default: no\n\nOnly URLs, emails, and IPv4 addresses can be \"refanged\".\n\nShould I Use iocextract?\n------------------------\n\nAre you...\n\n**Extracting possibly-defanged IOCs from plain text, like the contents of\ntweets or blog posts?**\n\nYes! This is exactly what iocextract was designed for, and where it performs\nbest. Want to go a step farther and automate extraction and storage? Check out\n`ThreatIngestor`_.\n\n**Extracting URLs that have been hex or base64 encoded?**\n\nYes, but the CLI might not give you the best results. Try writing a Python\nscript and calling ``iocextract.extract_encoded_urls`` directly.\n\nNote that you will most likely end up with extra garbage at the end of URLs.\n\n**Extracting IOCs that have not been defanged, from HTML/XML/RTF?**\n\nMaybe, but you should consider using the ``--strip-urls`` CLI flag (or the\n``strip=True`` parameter in the library), and you may still get some extra\ngarbage in your output.\n\nIf you're extracting from HTML, consider using something like `Beautiful Soup`_\nto first isolate the text content, and then pass that to iocextract,\n`like this`_.\n\n**Extracting IOCs that have not been defanged, from binary data like\nexecutables, or very large inputs?**\n\nProbably not. The regex in iocextract is designed to be flexible to catch\ndefanged IOCs, so it performs significantly worse than a solution that is\ndesigned to catch only standard IOCs.\n\nConsider using something like `Cacador`_ instead.\n\nMore Details\n------------\n\nThis library currently supports the following IOCs:\n\n* IP Addresses\n * IPv4 fully supported\n * IPv6 partially supported\n* URLs\n * With protocol specifier: http, https, tcp, udp, ftp, sftp, ftps\n * With ``[.]`` anchor, even with no protocol specifier\n * IPv4 and IPv6 (RFC2732) URLs are supported\n * Hex-encoded URLs with protocol specifier: http, https, ftp\n * URL-encoded URLs with protocol specifier: http, https, ftp, ftps, sftp\n * Base64-encoded URLs with protocol specifier: http, https, ftp\n* Emails\n * Partially supported, anchoring on ``@`` or ``at``\n* YARA rules\n * With imports, includes, and comments\n* Hashes\n * MD5\n * SHA1\n * SHA256\n * SHA512\n* Custom regex\n * With exactly one capture group\n\nFor IPv4 addresses, the following defang techniques are supported:\n\n.. container:: responsive-table\n\n +-----------------+---------------+-----------+\n | Technique | Defanged | Refanged |\n +=================+===============+===========+\n | ``. -> [.]`` | 1[.]1[.]1[.]1 | 1.1.1.1 |\n +-----------------+---------------+-----------+\n | ``. -> (.)`` | 1(.)1(.)1(.)1 | 1.1.1.1 |\n +-----------------+---------------+-----------+\n | ``. -> \\.`` | ``1\\.1\\.1\\.1``| 1.1.1.1 |\n +-----------------+---------------+-----------+\n | Partial | 1[.1[.1.]1 | 1.1.1.1 |\n +-----------------+---------------+-----------+\n | Any combination | 1\\.)1[.1.)1 | 1.1.1.1 |\n +-----------------+---------------+-----------+\n\nFor email addresses, the following defang techniques are supported:\n\n.. container:: responsive-table\n\n +-----------------+--------------------+----------------+\n | Technique | Defanged | Refanged |\n +=================+====================+================+\n | ``. -> [.]`` | me@example[.]com | me@example.com |\n +-----------------+--------------------+----------------+\n | ``. -> (.)`` | me@example(.)com | me@example.com |\n +-----------------+--------------------+----------------+\n | ``. -> {.}`` | me@example{.}com | me@example.com |\n +-----------------+--------------------+----------------+\n | ``. -> _dot_`` | me@example dot com | me@example.com |\n +-----------------+--------------------+----------------+\n | ``@ -> [@]`` | me[@]example.com | me@example.com |\n +-----------------+--------------------+----------------+\n | ``@ -> (@)`` | me(@)example.com | me@example.com |\n +-----------------+--------------------+----------------+\n | ``@ -> {@}`` | me{@}example.com | me@example.com |\n +-----------------+--------------------+----------------+\n | ``@ -> _at_`` | me at example.com | me@example.com |\n +-----------------+--------------------+----------------+\n | Partial | me@} example[.com | me@example.com |\n +-----------------+--------------------+----------------+\n | Added spaces | me@example [.] com | me@example.com |\n +-----------------+--------------------+----------------+\n | Any combination | me @example [.)com | me@example.com |\n +-----------------+--------------------+----------------+\n\nFor URLs, the following defang techniques are supported:\n\n.. container:: responsive-table\n\n +-----------------+----------------------------------------------------+-----------------------------+\n | Technique | Defanged | Refanged |\n +=================+====================================================+=============================+\n | ``. -> [.]`` | ``example[.]com/path`` | ``http://example.com/path`` |\n +-----------------+----------------------------------------------------+-----------------------------+\n | ``. -> (.)`` | ``example(.)com/path`` | ``http://example.com/path`` |\n +-----------------+----------------------------------------------------+-----------------------------+\n | ``. -> \\.`` | ``example\\.com/path`` | ``http://example.com/path`` |\n +-----------------+----------------------------------------------------+-----------------------------+\n | Partial | ``http://example[.com/path`` | ``http://example.com/path`` |\n +-----------------+----------------------------------------------------+-----------------------------+\n | ``/ -> [/]`` | ``http://example.com[/]path`` | ``http://example.com/path`` |\n +-----------------+----------------------------------------------------+-----------------------------+\n | `Cisco ESA`_ | ``http:// example .com /path`` | ``http://example.com/path`` |\n +-----------------+----------------------------------------------------+-----------------------------+\n | ``:// -> __`` | ``http__example.com/path`` | ``http://example.com/path`` |\n +-----------------+----------------------------------------------------+-----------------------------+\n | ``:// -> :\\\\`` | ``http:\\\\example.com/path`` | ``http://example.com/path`` |\n +-----------------+----------------------------------------------------+-----------------------------+\n | ``hxxp`` | ``hxxp://example.com/path`` | ``http://example.com/path`` |\n +-----------------+----------------------------------------------------+-----------------------------+\n | Any combination | ``hxxp__ example( .com[/]path`` | ``http://example.com/path`` |\n +-----------------+----------------------------------------------------+-----------------------------+\n | Hex encoded | ``687474703a2f2f6578616d706c652e636f6d2f70617468`` | ``http://example.com/path`` |\n +-----------------+----------------------------------------------------+-----------------------------+\n | URL encoded | ``http%3A%2F%2fexample%2Ecom%2Fpath`` | ``http://example.com/path`` |\n +-----------------+----------------------------------------------------+-----------------------------+\n | Base64 encoded | ``aHR0cDovL2V4YW1wbGUuY29tL3BhdGgK`` | ``http://example.com/path`` |\n +-----------------+----------------------------------------------------+-----------------------------+\n\nNote that the tables above are not exhaustive, and other URL/defang patterns may\nalso be extracted correctly. If you notice something missing or not working\ncorrectly, feel free to let us know via the GitHub Issues_.\n\nThe base64 regex was generated with `@deadpixi`_'s `base64 regex tool`_.\n\nCustom Regex\n------------\n\nIf you'd like to use the CLI to extract IOCs using your own custom regex, create\na plain text file with one regex string per line, and pass it in with the\n``--custom-regex`` flag. Be sure each regex string includes exactly one\n`capture group`_. For example:\n\n.. code-block:: text\n\n http://(example\\.com)/\n (?:https|ftp)://(example\\.com)/\n\nThis custom regex file will exctract the domain ``example.com`` from matching\nURLs. The ``(?: )`` noncapture group won't be included in matches.\n\nIf you would like to extract the entire match, just put parentheses around your\nentire regex string, like this:\n\n.. code-block:: text\n\n (https?://.*?.com)\n\nIf your regex is invalid, you'll see an error message like this:\n\n.. code-block:: text\n\n Error in custom regex: missing ) at position 5\n\nIf your regex does not include a capture group, you'll see an error message\nlike this:\n\n.. code-block:: text\n\n Error in custom regex: no such group\n\nRelated Projects\n----------------\n\nIf iocextract doesn't fit your usecase, several similar projects exist. Check\nout the `defang`_ and `indicators-of-compromise`_ tags on GitHub, as well as:\n\n* `Cacador`_ in Go,\n* `ioc-extractor`_ in JS, and\n* `Cyobstract`_ in Python.\n\nIf you'd like to automate IOC extraction, enrichment, export, and more, check\nout `ThreatIngestor`_.\n\nIf you're working with YARA rules, you may be interested in `plyara`_.\n\nChangelog\n---------\n\nNew features, improvements, and bugfixes for each release can be found in the\n`GitHub releases`_.\n\nContributing\n------------\n\nIf you have a defang technique that doesn't make it through the extractor, or\nif you find any bugs, PRs and Issues_ are always welcome. The library is\nreleased under a \"BSD-New\" (aka \"BSD 3-Clause\") license.\n\nWho's using iocextract\n----------------------\n\n* `InQuest `_\n* `PacketTotal `_\n\nAre you using it? Want to see your site listed here? Let us know!\n\n.. _Indicator of Compromise: https://en.wikipedia.org/wiki/Indicator_of_compromise\n.. _Issues: https://github.com/inquest/python-iocextract/issues\n.. _this tweet from @InQuest: https://twitter.com/InQuest/status/969469856931287041\n.. _Cisco ESA: https://www.cisco.com/c/en/us/support/docs/security/email-security-appliance/118775-technote-esa-00.html\n.. _GitHub releases: https://github.com/InQuest/python-iocextract/releases\n.. _appropriate wheel from PyPI: https://pypi.org/project/regex/#files\n.. _@deadpixi: https://github.com/deadpixi\n.. _base64 regex tool: http://www.erlang-factory.com/upload/presentations/225/ErlangFactorySFBay2010-RobKing.pdf\n.. _capture group: https://www.regular-expressions.info/brackets.html\n.. _ThreatIngestor: https://github.com/InQuest/ThreatIngestor\n.. _Beautiful Soup: https://www.crummy.com/software/BeautifulSoup/\n.. _like this: https://gist.github.com/rshipp/d399491305c5d293357a800d5a51b0aa\n.. _Cacador: https://github.com/sroberts/cacador\n.. _defang: https://github.com/topics/defang\n.. _indicators-of-compromise: https://github.com/topics/indicators-of-compromise\n.. _ioc-extractor: https://github.com/ninoseki/ioc-extractor\n.. _Cyobstract: https://github.com/cmu-sei/cyobstract\n.. _plyara: https://github.com/plyara/plyara\n\n\n",
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