Core interface (MWDB)

class mwdblib.MWDB(api: Optional[mwdblib.api.api.APIClient] = None, **api_options: Any)[source]

Main object used for communication with MWDB REST API

Parameters
  • api_url – MWDB API URL (that ends with ‘/api/’).

  • api_key – MWDB API key

  • username – MWDB account username

  • password – MWDB account password

  • autologin – Login automatically using credentials stored in configuration or provided in arguments (default: True)

  • verify_ssl – Verify SSL certificate correctness (default: True)

  • obey_ratelimiter – If False, HTTP 429 errors will cause an exception like all other error codes. If True, library will transparently handle them by sleeping for a specified duration. Default is True.

  • retry_on_downtime – If True, requests will be automatically retried after downtime_timeout seconds on HTTP 502/504 and ConnectionError. Default is False.

  • max_downtime_retries – Number of retries caused by temporary downtime

  • downtime_timeout – How long we need to wait between retries (in seconds). Default is 10.

  • retry_idempotent – Retry idempotent POST requests (default). The only thing that is really non-idempotent in current API is MWDBObject.add_comment(), so it’s not a big deal. You can turn it off if possible doubled comments are problematic in your MWDB instance. Default is True.

  • use_keyring – If True, APIClient uses keyring to fetch stored credentials. If not, they’re fetched from plaintext configuration. Default is True.

  • emit_warnings – If True, warnings are emitted by APIClient. Default is True.

  • config_path – Path to the configuration file (default is ~/.mwdb). If None, configuration file will not be used by APIClient

  • api (mwdblib.APIClient, optional) – Custom APIClient to be used for communication with MWDB

New in version 2.6.0: API request will sleep for a dozen of seconds when rate limit has been exceeded.

New in version 3.2.0: You can enable retry_on_downtime to automatically retry requests in case of HTTP 502/504 or ConnectionError.

Changed in version 4.0.0: MWDB by default uses credentials and api_url set by mwdb login. If you don’t want to automatically fetch them from configuration, pass config_path=None to the constructor

New in version 4.0.0: Added use_keyring, emit_warnings and config_path options. username and password can be passed directly to the constructor.

New in version 4.4.0: Added autologin option.

Usage example:

from mwdblib import MWDB

mwdb = MWDB()
mwdb.login("example", "<password>")

file = mwdb.query_file("3629344675705286607dd0f680c66c19f7e310a1")
count(query: Optional[str] = None) int[source]

Returns number of objects matching provided query in Lucene syntax. If you already know type of objects you want to count, use specialized variants:

Usage example:

from mwdblib import MWDB

mwdb = MWDB()

# Count samples tagged as evil and with size less than 100kB
result = mwdb.count_files("tag:evil AND file.size:[0 TO 100000]")
Parameters

query (str, optional) – Query in Lucene syntax

Return type

int

Raises

requests.exceptions.HTTPError

count_blobs(query: Optional[str] = None) int[source]

Returns number of blobs matching provided query in Lucene syntax.

Parameters

query (str, optional) – Query in Lucene syntax

Return type

int

Raises

requests.exceptions.HTTPError

count_configs(query: Optional[str] = None) int[source]

Returns number of configs matching provided query in Lucene syntax.

Parameters

query (str, optional) – Query in Lucene syntax

Return type

int

Raises

requests.exceptions.HTTPError

count_files(query: Optional[str] = None) int[source]

Returns number of files matching provided query in Lucene syntax.

Parameters

query (str, optional) – Query in Lucene syntax

Return type

int

Raises

requests.exceptions.HTTPError

listen_for_blobs(last_object: Optional[Union[mwdblib.blob.MWDBBlob, str]] = None, blocking: bool = True, interval: int = 15, query: Optional[str] = None) Iterator[mwdblib.blob.MWDBBlob][source]

Listens for recent blobs and yields newly added.

See also

More details can be found here: listen_for_objects()

New in version 3.2.0: Added listen_for_* methods

New in version 3.4.0: Added query parameter

New in version 3.4.0: The listen_for_* methods will now try to prevent you from iterating over the whole database by throwing an exception if they detect that there is something wrong with the pivot object

Parameters
  • last_object (MWDBBlob or str) – MWDBBlob instance or object hash

  • blocking (bool, optional) – Enable blocking mode (default)

  • interval (int, optional) – Interval for periodic queries in blocking mode (default is 15 seconds)

  • query (str, optional) – Lucene query to be used for listening for only specific blobs

Return type

Iterator[MWDBBlob]

listen_for_configs(last_object: Optional[Union[mwdblib.config.MWDBConfig, str]] = None, blocking: bool = True, interval: int = 15, query: Optional[str] = None) Iterator[mwdblib.config.MWDBConfig][source]

Listens for recent configs and yields newly added.

See also

More details can be found here: listen_for_objects()

New in version 3.2.0: Added listen_for_* methods

New in version 3.4.0: Added query parameter

New in version 3.4.0: The listen_for_* methods will now try to prevent you from iterating over the whole database by throwing an exception if they detect that there is something wrong with the pivot object

Parameters
  • last_object (MWDBConfig or str) – MWDBConfig instance or object hash

  • blocking (bool, optional) – Enable blocking mode (default)

  • interval (int, optional) – Interval for periodic queries in blocking mode (default is 15 seconds)

  • query (str, optional) – Lucene query to be used for listening for only specific configs

Return type

Iterator[MWDBConfig]

listen_for_files(last_object: Optional[Union[mwdblib.file.MWDBFile, str]] = None, blocking: bool = True, interval: int = 15, query: Optional[str] = None) Iterator[mwdblib.file.MWDBFile][source]

Listens for recent files and yields newly added.

See also

More details can be found here: listen_for_objects()

New in version 3.2.0: Added listen_for_* methods

New in version 3.4.0: Added query parameter

New in version 3.4.0: The listen_for_* methods will now try to prevent you from iterating over the whole database by throwing an exception if they detect that there is something wrong with the pivot object

Parameters
  • last_object (MWDBFile or str) – MWDBFile instance or object hash

  • blocking (bool, optional) – Enable blocking mode (default)

  • interval (int, optional) – Interval for periodic queries in blocking mode (default is 15 seconds)

  • query (str, optional) – Lucene query to be used for listening for only specific files

Return type

Iterator[MWDBFile]

listen_for_objects(last_object: Optional[Union[mwdblib.object.MWDBObject, str]] = None, blocking: bool = True, interval: int = 15, query: Optional[str] = None) Iterator[mwdblib.object.MWDBObject][source]

Listens for recent objects and yields newly added.

In blocking mode (default) if last_object is provided: the method fetches the latest objects until the provided object is reached and yields new objects from the oldest one. Otherwise, the method periodically asks for recent objects until a new object appears. The default request interval is 15 seconds.

In a non-blocking mode: a generator stops if there are no more objects to fetch.

last_object argument accepts both identifier and MWDBObject instance. If the object identifier is provided: method firstly checks whether the object exists in repository and has the correct type.

If you already know type of object you are looking for, use specialized variants:

Warning

Make sure that last_object is valid in MWDB instance. If you provide MWDBObject that doesn’t exist, mwdblib will iterate over all objects and you can quickly hit your rate limit. Library is trying to protect you from that as much as possible by checking type and object existence, but it’s still possible to do something unusual.

Additionally, if using the query parameter and passing the last_object pivot, make sure that the passed object actually matches the query criteria. Otherwise the mechanism that catches faulty pivots will signal that there’s something wrong and raise an exception.

New in version 3.2.0: Added listen_for_* methods

New in version 3.4.0: Added query parameter

New in version 3.4.0: The listen_for_* methods will now try to prevent you from iterating over the whole database by throwing an exception if they detect that there is something wrong with the pivot object

Parameters
  • last_object (MWDBObject or str) – MWDBObject instance or object hash

  • blocking (bool, optional) – Enable blocking mode (default)

  • interval (int, optional) – Interval for periodic queries in blocking mode (default is 15 seconds)

  • query (str, optional) – Lucene query to be used for listening for only specific objects

Return type

Iterator[MWDBObject]

login(username: Optional[str] = None, password: Optional[str] = None) None[source]

Performs user authentication using provided username and password.

If credentials are not set, asks interactively for credentials.

Warning

Keep in mind that password-authenticated sessions are short-lived, so password needs to be stored in APIClient object. Consider generating a new API key in your MWDB profile.

New in version 2.4.0: MWDB tries to reauthenticate on first Unauthorized exception

New in version 2.5.0: username and password arguments are optional. If one of the credentials is not provided via arguments, user will be asked for it.

New in version 2.6.0: MWDB.login() will warn if login is called after setting up API key

Changed in version 4.0.0: MWDB.login() no longer warns about password-authenticated sessions or credentials that are already set up.

Parameters
  • username (str) – Username

  • password (str) – Password

Raises

requests.exceptions.HTTPError

logout() None[source]

Performs session logout and removes previously set API key.

property options: APIClientOptions

Returns object with current configuration of MWDB client

New in version 4.0.0: Added MWDB.options property.

query(hash: str, raise_not_found: bool = True) Optional[mwdblib.object.MWDBObject][source]

Queries for object using provided hash. If you already know type of object you are looking for, use specialized variants:

New in version 2.4.0: Added raise_not_found optional argument

Changed in version 3.0.0: Fallback to query_file() if other hash than SHA256 was provided

Parameters
  • hash (str) – Object hash (identifier, MD5, SHA-1, SHA-2)

  • raise_not_found (bool, optional) – If True (default), method raises HTTPError when object is not found

Return type

MWDBObject or None (if raise_not_found=False)

Raises

requests.exceptions.HTTPError

query_blob(hash: str, raise_not_found: bool = True) Optional[mwdblib.blob.MWDBBlob][source]

Queries for blob object using provided hash

Parameters
  • hash (str) – Object hash (SHA-256 identifier)

  • raise_not_found (bool) – If True (default), method raises HTTPError when object is not found

Return type

MWDBBlob or None (if raise_not_found=False)

Raises

requests.exceptions.HTTPError

query_config(hash: str, raise_not_found: bool = True) Optional[mwdblib.config.MWDBConfig][source]

Queries for configuration object using provided hash

Parameters
  • hash (str) – Object hash (SHA-256 identifier)

  • raise_not_found (bool) – If True (default), method raises HTTPError when object is not found

Return type

MWDBConfig or None (if raise_not_found=False)

Raises

requests.exceptions.HTTPError

query_file(hash: str, raise_not_found: bool = True) Optional[mwdblib.file.MWDBFile][source]

Queries for file using provided hash

Parameters
  • hash (str) – Object hash (identifier, MD5, SHA-1, SHA-2)

  • raise_not_found (bool) – If True (default), method raises HTTPError when object is not found

Return type

MWDBFile or None (if raise_not_found=False)

Raises

requests.exceptions.HTTPError

recent_blobs(chunk_size: Optional[int] = None) Iterator[mwdblib.blob.MWDBBlob][source]

Retrieves recently uploaded blob objects

Parameters

chunk_size (int) – Number of blobs returned per API request

Return type

Iterator[MWDBBlob]

Raises

requests.exceptions.HTTPError

recent_configs(chunk_size: Optional[int] = None) Iterator[mwdblib.config.MWDBConfig][source]

Retrieves recently uploaded configuration objects

Parameters

chunk_size (int) – Number of configs returned per API request

Return type

Iterator[MWDBConfig]

Raises

requests.exceptions.HTTPError

recent_files(chunk_size: Optional[int] = None) Iterator[mwdblib.file.MWDBFile][source]

Retrieves recently uploaded files

Parameters

chunk_size (int) – Number of files returned per API request

Return type

Iterator[MWDBFile]

Raises

requests.exceptions.HTTPError

recent_objects(chunk_size: Optional[int] = None) Iterator[mwdblib.object.MWDBObject][source]

Retrieves recently uploaded objects If you already know type of object you are looking for, use specialized variants:

Usage example:

from mwdblib import MWDB
from itertools import islice

mwdb = MWDB()
mwdb.login("admin", "password123")

# recent_files is generator, do not execute list(recent_files)!
files = islice(mwdb.recent_files(), 25)
print([(f.name, f.tags) for f in files])
Parameters

chunk_size (int) – Number of objects returned per API request

Return type

Iterator[MWDBObject]

Raises

requests.exceptions.HTTPError

search(query: str, chunk_size: Optional[int] = None) Iterator[mwdblib.object.MWDBObject][source]

Advanced search for objects using Lucene syntax. If you already know type of objects you are looking for, use specialized variants:

Usage example:

from mwdblib import MWDB

# Search for samples tagged as evil and with size less than 100kB
results = mwdb.search_files("tag:evil AND file.size:[0 TO 100000]")
Parameters
  • query (str) – Search query

  • chunk_size (int) – Number of objects returned per API request

Return type

Iterator[MWDBObject]

Raises

requests.exceptions.HTTPError

search_blobs(query: str, chunk_size: Optional[int] = None) Iterator[mwdblib.blob.MWDBBlob][source]

Advanced search for blob objects using Lucene syntax.

Parameters
  • query (str) – Search query

  • chunk_size (int) – Number of blobs returned per API request

Return type

Iterator[MWDBBlob]

Raises

requests.exceptions.HTTPError

search_configs(query: str, chunk_size: Optional[int] = None) Iterator[mwdblib.config.MWDBConfig][source]

Advanced search for configuration objects using Lucene syntax.

Parameters
  • query (str) – Search query

  • chunk_size (int) – Number of configs returned per API request

Return type

Iterator[MWDBConfig]

Raises

requests.exceptions.HTTPError

search_files(query: str, chunk_size: Optional[int] = None) Iterator[mwdblib.file.MWDBFile][source]

Advanced search for files using Lucene syntax.

Parameters
  • query (str) – Search query

  • chunk_size (int) – Number of files returned per API request

Return type

Iterator[MWDBFile]

Raises

requests.exceptions.HTTPError

upload_blob(name: str, type: str, content: str, parent: Optional[Union[mwdblib.object.MWDBObject, str]] = None, metakeys: Optional[Dict[str, Union[str, List[str]]]] = None, attributes: Optional[Dict[str, Union[Any, List[Any]]]] = None, karton_id: Optional[str] = None, karton_arguments: Optional[Dict[str, str]] = None, tags: Optional[List[str]] = None, share_with: Optional[str] = None, private: bool = False, public: bool = False) mwdblib.blob.MWDBBlob[source]

Upload blob object

Parameters
  • name (str) – Blob name (see also MWDBBlob.blob_name)

  • type (str) – Blob type (see also MWDBBlob.blob_type)

  • content (str) – Blob content (see also MWDBBlob.content)

  • parent (MWDBObject or str, optional) – Parent object or parent identifier

  • metakeys (dict, optional) – Dictionary with string attributes (to be used for MWDB Core older than 2.6.0)

  • attributes (dict, optional) – Dictionary with attributes to be set after upload. If you want to set many values with the same key: use list as value. Attributes support object values that are JSON-serializable.

  • karton_id (str, optional) – Karton analysis identifier to be attached to the uploaded file

  • karton_arguments (dict, optional) – Karton analysis arguments. Reserved for future.

  • tags (list, optional) – Dictionary with tags to be set after upload.

  • share_with (str, optional) – Group name you want to share object with

  • private (bool, optional) – True if sample should be uploaded as private

  • public (bool, optional) – True if sample should be visible for everyone

Return type

MWDBBlob

New in version 4.0.0: Added attributes and tags arguments. They are supported by MWDB Core >= 2.6.0, use metakeys if your MWDB Core version is older.

New in version 4.1.0: Added karton_id and karton_arguments parameters. Use karton_id instead of metakeys={"karton": "<id>"} if you use MWDB Core >= 2.3.0

upload_config(family: str, cfg: Dict[str, Any], config_type: str = 'static', parent: Optional[Union[mwdblib.object.MWDBObject, str]] = None, metakeys: Optional[Dict[str, Union[str, List[str]]]] = None, attributes: Optional[Dict[str, Union[Any, List[Any]]]] = None, karton_id: Optional[str] = None, karton_arguments: Optional[Dict[str, str]] = None, tags: Optional[List[str]] = None, share_with: Optional[str] = None, private: bool = False, public: bool = False) mwdblib.config.MWDBConfig[source]

Upload configuration object

Parameters
  • family (str) – Malware family name (see also MWDBConfig.family)

  • cfg (dict) – Dict object with configuration (see also MWDBConfig.cfg)

  • config_type (str, optional) – Configuration type (default: static, see also MWDBConfig.type)

  • parent (MWDBObject or str, optional) – Parent object or parent identifier

  • metakeys (dict, optional) – Dictionary with string attributes (to be used for MWDB Core older than 2.6.0)

  • attributes (dict, optional) – Dictionary with attributes to be set after upload. If you want to set many values with the same key: use list as value. Attributes support object values that are JSON-serializable.

  • karton_id (str, optional) – Karton analysis identifier to be attached to the uploaded file

  • karton_arguments (dict, optional) – Karton analysis arguments. Reserved for future.

  • tags (list, optional) – Dictionary with tags to be set after upload.

  • share_with (str, optional) – Group name you want to share object with

  • private (bool, optional) – True if sample should be uploaded as private

  • public (bool, optional) – True if sample should be visible for everyone

Return type

MWDBConfig

New in version 4.0.0: Added attributes and tags arguments. They are supported by MWDB Core >= 2.6.0, use metakeys if your MWDB Core version is older.

New in version 4.1.0: Added karton_id and karton_arguments parameters. Use karton_id instead of metakeys={"karton": "<id>"} if you use MWDB Core >= 2.3.0

mwdb.upload_config(
    "evil",
    {
        "botnet": "mal0123",
        "version": 2019,
        "urls": [
            "http://example.com",
            "http://example.com/2"
        ]
    }
    parent="3629344675705286607dd0f680c66c19f7e310a1",
    public=True)
upload_file(name: str, content: Union[bytes, BinaryIO], parent: Optional[Union[mwdblib.object.MWDBObject, str]] = None, metakeys: Optional[Dict[str, Union[str, List[str]]]] = None, attributes: Optional[Dict[str, Union[Any, List[Any]]]] = None, karton_id: Optional[str] = None, karton_arguments: Optional[Dict[str, str]] = None, tags: Optional[List[str]] = None, share_with: Optional[str] = None, private: bool = False, public: bool = False) mwdblib.file.MWDBFile[source]

Upload file object

Parameters
  • name (str) – Original file name (see also MWDBFile.file_name)

  • content (bytes or BinaryIO) – File contents

  • parent (MWDBObject or str, optional) – Parent object or parent identifier

  • metakeys (dict, optional) – Dictionary with string attributes (to be used for MWDB Core older than 2.6.0)

  • attributes (dict, optional) – Dictionary with attributes to be set after upload. If you want to set many values with the same key: use list as value. Attributes support object values that are JSON-serializable.

  • karton_id (str, optional) – Karton analysis identifier to be attached to the uploaded file

  • karton_arguments (dict, optional) – Karton analysis arguments. Reserved for future.

  • tags (list, optional) – Dictionary with tags to be set after upload.

  • share_with (str, optional) – Group name you want to share object with

  • private (bool, optional) – True if sample should be uploaded as private

  • public (bool, optional) – True if sample should be visible for everyone

Return type

MWDBFile

New in version 4.0.0: Added attributes and tags arguments. They are supported by MWDB Core >= 2.6.0, use metakeys if your MWDB Core version is older.

New in version 4.1.0: Added karton_id and karton_arguments parameters. Use karton_id instead of metakeys={"karton": "<id>"} if you use MWDB Core >= 2.3.0

Usage example:

mwdb.upload_file(
    "malware.exe",
    open("malware.exe", "rb").read(),
    parent="3629344675705286607dd0f680c66c19f7e310a1",
    public=True)
class mwdblib.APIClient(_auth_token: Optional[str] = None, autologin: bool = True, **api_options: Any)[source]

Client for MWDB REST API that performs authentication and low-level API request/response handling.

If you want to send arbitrary request to MWDB API, use get(), post(), put() and delete() methods using MWDB.api property.

mwdb = MWDB()
...
# Deletes object with given sha256
mwdb.api.delete(f'object/{sha256}')
property logged_user: Optional[str]

Username of logged-in user or the owner of used API key. Returns None if no credentials are provided

login(username: str, password: str) None[source]

Performs authentication using provided credentials

Parameters
  • username – Account username

  • password – Account password

logout() None[source]

Removes authorization token from APIClient instance

request(method: str, url: str, noauth: bool = False, raw: bool = False, *args: Any, **kwargs: Any) Any[source]

Sends request to MWDB API. This method can be used for accessing features that are not directly supported by mwdblib library.

Other keyword arguments are the same as in requests library.

See also

Use functions specific for HTTP methods instead of passing method argument on your own:

  • APIClient.get()

  • APIClient.post()

  • APIClient.put()

  • APIClient.delete()

Parameters
  • method – HTTP method

  • url – Relative url of API endpoint

  • noauth


    Don’t check if user is authenticated before sending request (default: False)

  • raw – Return raw response bytes instead of parsed JSON (default: False)

static requires(required_version: str, always_check_version: bool = False) Callable[source]

Method decorator that provides server version requirement and fallback to older implementation if available.

To optimize requests sent by CLI: first method is called always if server version is not already available. If it fails with EndpointNotFoundError, server version is fetched and used to determine if fallback is available.

If your method fails on something different than missing endpoint, you can check version always by enabling always_check_version flag.

property server_metadata: dict

Information about MWDB Core server from /api/server endpoint.

property server_version: str

MWDB Core server version

set_api_key(api_key: str) None[source]

Sets API key to be used for authorization

Parameters

api_key – API key to set

supports_version(required_version: str) bool[source]

Checks if server version is higher or equal than provided.

New in version 4.1.0.

class mwdblib.APIClientOptions(config_path: Optional[pathlib.Path] = PosixPath('/home/docs/.mwdb'), **api_options: Any)[source]

Options bag that contains configuration for APIClient.

Field values are loaded using the following precedence:

  • built-in defaults accessible via class properties e.g. APIClientOptions.api_url

  • values from ~/.mwdb configuration file

  • values passed as an arguments to the APIClientOptions constructor

Configuration may depend on api_url value, so remember to set it if you want to talk with specific MWDB Core instance.

clear_stored_credentials(config_writeback: bool = True) bool[source]

Clears stored credentials in configuration for current user.

Used by mwdb logout CLI command.

store_credentials(username: Optional[str], password: Optional[str], api_key: Optional[str]) bool[source]

Stores current credentials in configuration for current user.

Used by mwdb login CLI command.