diff --git a/configs/python/backend/taste/taste.yara b/configs/python/backend/taste/taste.yara
index 195a5297..0bcf0053 100644
--- a/configs/python/backend/taste/taste.yara
+++ b/configs/python/backend/taste/taste.yara
@@ -1,4 +1,3 @@
-import "magic"
 import "pe"
 
 // Archive Files
@@ -1001,18 +1000,3 @@ rule credit_cards {
         any of them
 }
 
-rule vsto_file
-{
-    meta:
-        description = "Detects Microsoft Office VSTO files"
-        reference = "https://www.deepinstinct.com/blog/no-macro-no-worries-vsto-being-weaponized-by-threat-actors"
-        type = "text"
-    strings:
-        $ = "urn:schemas-microsoft-com:asm.v1"
-        $ = /assemblyIdentity name=('|")[\w.]+\.vsto('|")/
-        $ = /dependencyType=('|")install('|")/
-        $ = /codebase=('|")[\w.]+\.manifest('|")/
-    condition:
-        magic.mime_type() == "text/xml" and
-        all of them
-}
diff --git a/poetry.lock b/poetry.lock
index ea3531e3..7a74f993 100644
--- a/poetry.lock
+++ b/poetry.lock
@@ -301,13 +301,13 @@ files = [
 
 [[package]]
 name = "certifi"
-version = "2023.11.17"
+version = "2024.2.2"
 description = "Python package for providing Mozilla's CA Bundle."
 optional = false
 python-versions = ">=3.6"
 files = [
-    {file = "certifi-2023.11.17-py3-none-any.whl", hash = "sha256:e036ab49d5b79556f99cfc2d9320b34cfbe5be05c5871b51de9329f0603b0474"},
-    {file = "certifi-2023.11.17.tar.gz", hash = "sha256:9b469f3a900bf28dc19b8cfbf8019bf47f7fdd1a65a1d4ffb98fc14166beb4d1"},
+    {file = "certifi-2024.2.2-py3-none-any.whl", hash = "sha256:dc383c07b76109f368f6106eee2b593b04a011ea4d55f652c6ca24a754d1cdd1"},
+    {file = "certifi-2024.2.2.tar.gz", hash = "sha256:0569859f95fc761b18b45ef421b1290a0f65f147e92a1e5eb3e635f9a5e4e66f"},
 ]
 
 [[package]]
@@ -503,6 +503,20 @@ url = "https://github.com/volexity/chaskey-lts"
 reference = "2fd80f732dd9422a9e92556758180ceee3b5b4ec"
 resolved_reference = "2fd80f732dd9422a9e92556758180ceee3b5b4ec"
 
+[[package]]
+name = "click"
+version = "8.1.7"
+description = "Composable command line interface toolkit"
+optional = false
+python-versions = ">=3.7"
+files = [
+    {file = "click-8.1.7-py3-none-any.whl", hash = "sha256:ae74fb96c20a0277a1d615f1e4d73c8414f5a98db8b799a7931d1582f3390c28"},
+    {file = "click-8.1.7.tar.gz", hash = "sha256:ca9853ad459e787e2192211578cc907e7594e294c7ccc834310722b41b9ca6de"},
+]
+
+[package.dependencies]
+colorama = {version = "*", markers = "platform_system == \"Windows\""}
+
 [[package]]
 name = "colorama"
 version = "0.4.6"
@@ -525,6 +539,23 @@ files = [
     {file = "colorclass-2.2.2.tar.gz", hash = "sha256:6d4fe287766166a98ca7bc6f6312daf04a0481b1eda43e7173484051c0ab4366"},
 ]
 
+[[package]]
+name = "coloredlogs"
+version = "15.0.1"
+description = "Colored terminal output for Python's logging module"
+optional = false
+python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*"
+files = [
+    {file = "coloredlogs-15.0.1-py2.py3-none-any.whl", hash = "sha256:612ee75c546f53e92e70049c9dbfcc18c935a2b9a53b66085ce9ef6a6e5c0934"},
+    {file = "coloredlogs-15.0.1.tar.gz", hash = "sha256:7c991aa71a4577af2f82600d8f8f3a89f936baeaf9b50a9c197da014e5bf16b0"},
+]
+
+[package.dependencies]
+humanfriendly = ">=9.1"
+
+[package.extras]
+cron = ["capturer (>=2.4)"]
+
 [[package]]
 name = "construct"
 version = "2.10.68"
@@ -727,13 +758,12 @@ files = [
 
 [[package]]
 name = "editorconfig"
-version = "0.12.3"
+version = "0.12.4"
 description = "EditorConfig File Locator and Interpreter for Python"
 optional = false
 python-versions = "*"
 files = [
-    {file = "EditorConfig-0.12.3-py3-none-any.whl", hash = "sha256:6b0851425aa875b08b16789ee0eeadbd4ab59666e9ebe728e526314c4a2e52c1"},
-    {file = "EditorConfig-0.12.3.tar.gz", hash = "sha256:57f8ce78afcba15c8b18d46b5170848c88d56fd38f05c2ec60dbbfcb8996e89e"},
+    {file = "EditorConfig-0.12.4.tar.gz", hash = "sha256:24857fa1793917dd9ccf0c7810a07e05404ce9b823521c7dce22a4fb5d125f80"},
 ]
 
 [[package]]
@@ -826,55 +856,66 @@ docs = ["furo (>=2023.9.10)", "sphinx (>=7.2.6)", "sphinx-autodoc-typehints (>=1
 testing = ["covdefaults (>=2.3)", "coverage (>=7.3.2)", "diff-cover (>=8)", "pytest (>=7.4.3)", "pytest-cov (>=4.1)", "pytest-mock (>=3.12)", "pytest-timeout (>=2.2)"]
 typing = ["typing-extensions (>=4.8)"]
 
+[[package]]
+name = "flatbuffers"
+version = "23.5.26"
+description = "The FlatBuffers serialization format for Python"
+optional = false
+python-versions = "*"
+files = [
+    {file = "flatbuffers-23.5.26-py2.py3-none-any.whl", hash = "sha256:c0ff356da363087b915fde4b8b45bdda73432fc17cddb3c8157472eab1422ad1"},
+    {file = "flatbuffers-23.5.26.tar.gz", hash = "sha256:9ea1144cac05ce5d86e2859f431c6cd5e66cd9c78c558317c7955fb8d4c78d89"},
+]
+
 [[package]]
 name = "fonttools"
-version = "4.47.2"
+version = "4.49.0"
 description = "Tools to manipulate font files"
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "fonttools-4.47.2-cp310-cp310-macosx_10_9_universal2.whl", hash = "sha256:3b629108351d25512d4ea1a8393a2dba325b7b7d7308116b605ea3f8e1be88df"},
-    {file = "fonttools-4.47.2-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:c19044256c44fe299d9a73456aabee4b4d06c6b930287be93b533b4737d70aa1"},
-    {file = "fonttools-4.47.2-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:b8be28c036b9f186e8c7eaf8a11b42373e7e4949f9e9f370202b9da4c4c3f56c"},
-    {file = "fonttools-4.47.2-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:f83a4daef6d2a202acb9bf572958f91cfde5b10c8ee7fb1d09a4c81e5d851fd8"},
-    {file = "fonttools-4.47.2-cp310-cp310-musllinux_1_1_aarch64.whl", hash = "sha256:4a5a5318ba5365d992666ac4fe35365f93004109d18858a3e18ae46f67907670"},
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 zopfli = {version = ">=0.1.4", optional = true, markers = "extra == \"woff\""}
 
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 pathops = ["skia-pathops (>=0.5.0)"]
 plot = ["matplotlib"]
 repacker = ["uharfbuzz (>=0.23.0)"]
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 name = "html5lib"
@@ -1024,6 +1065,20 @@ chardet = ["chardet (>=2.2)"]
 genshi = ["genshi"]
 lxml = ["lxml"]
 
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+
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+
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 [package.extras]
 full = ["XLMMacroDeobfuscator"]
 
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+
 [[package]]
 name = "opencv-contrib-python"
 version = "4.8.1.78"
@@ -2023,22 +2156,22 @@ testing = ["pytest", "pytest-benchmark"]
 
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 ]
 
 [[package]]
@@ -2071,13 +2204,13 @@ test = ["enum34", "ipaddress", "mock", "pywin32", "wmi"]
 
 [[package]]
 name = "publicsuffixlist"
-version = "0.10.0.20240127"
+version = "0.10.0.20240214"
 description = "publicsuffixlist implement"
 optional = false
 python-versions = ">=2.6"
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 [package.extras]
@@ -2515,6 +2648,17 @@ docs = ["sphinx (>=2.3)", "sphinx-rtd-theme"]
 fuzzer = ["atheris", "hypothesis"]
 test = ["coverage[toml] (>=5.2)", "hypothesis", "pytest (>=6.0)", "pytest-benchmark", "pytest-cov", "pytest-timeout"]
 
+[[package]]
+name = "pyreadline3"
+version = "3.4.1"
+description = "A python implementation of GNU readline."
+optional = false
+python-versions = "*"
+files = [
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+]
+
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 version = "0.3.10"
@@ -2611,6 +2755,20 @@ files = [
 [package.dependencies]
 lxml = ">=2.3.2"
 
+[[package]]
+name = "python-dotenv"
+version = "1.0.1"
+description = "Read key-value pairs from a .env file and set them as environment variables"
+optional = false
+python-versions = ">=3.8"
+files = [
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+]
+
+[package.extras]
+cli = ["click (>=5.0)"]
+
 [[package]]
 name = "python-magic"
 version = "0.4.27"
@@ -2624,13 +2782,13 @@ files = [
 
 [[package]]
 name = "pytz"
-version = "2023.4"
+version = "2024.1"
 description = "World timezone definitions, modern and historical"
 optional = false
 python-versions = "*"
 files = [
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 [[package]]
@@ -3057,125 +3215,124 @@ use-chardet-on-py3 = ["chardet (>=3.0.2,<6)"]
 
 [[package]]
 name = "requests-file"
-version = "1.5.1"
+version = "2.0.0"
 description = "File transport adapter for Requests"
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 python-versions = "*"
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 [package.dependencies]
 requests = ">=1.0.0"
-six = "*"
 
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-version = "0.17.1"
+version = "0.18.0"
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 python-versions = ">=3.8"
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 [[package]]
@@ -3232,18 +3389,18 @@ web = ["flask", "regex", "requests"]
 
 [[package]]
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-version = "69.0.3"
+version = "69.1.0"
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 [package.extras]
 docstest = ["doc8", "readme_renderer (>=16.0)", "sphinx", "sphinx_rtd_theme"]
 
+[[package]]
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+
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+optional = false
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+[[package]]
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+description = "Fast, Extensible Progress Meter"
+optional = false
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+[package.dependencies]
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+
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+notebook = ["ipywidgets (>=6)"]
+slack = ["slack-sdk"]
+telegram = ["requests"]
+
 [[package]]
 name = "typing-extensions"
 version = "4.9.0"
@@ -3655,22 +3860,90 @@ files = [
 
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 ]
 
 [[package]]
@@ -3764,4 +4037,4 @@ test = ["pytest"]
 [metadata]
 lock-version = "2.0"
 python-versions = ">=3.10,<=3.12"
-content-hash = "f15a9ea6b0255d4f9a70da1093cc891134d5f66166db0d0c8bf9ab9c88ead48f"
+content-hash = "ed6d71cf6c44459d24c9858651c9282eba2e88a1bf066a6bd2080b3f446bf9d1"
diff --git a/pyproject.toml b/pyproject.toml
index 29b9cc13..a64e5fda 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -29,6 +29,7 @@ jsbeautifier = "1.14.9"
 libarchive-c = "5.0"
 lief = "0.13.2"
 lxml = "4.9.3"
+magika = {version = "0.5.0", python = "<3.12"}
 m2crypto = "0.39.0"
 nested-lookup = "0.2.25"
 numpy = "1.26.0"
diff --git a/src/python/strelka/strelka.py b/src/python/strelka/strelka.py
index 48521951..143c5fbb 100644
--- a/src/python/strelka/strelka.py
+++ b/src/python/strelka/strelka.py
@@ -22,6 +22,8 @@
 import yara
 from boltons import iterutils
 from opentelemetry import context, trace
+from magika import Magika
+
 from tldextract import TLDExtract
 
 from . import __namespace__
@@ -172,6 +174,9 @@ def __init__(
         else:
             self.compiled_taste_yara = yara.compile(filepath=yara_rules)
 
+        # Instantiate Magicka
+        self.magika = Magika()
+
         # If a coordinator is supplied, use it unless explicitly disabled
         if coordinator and disable_coordinator is False:
             self.coordinator = coordinator
@@ -206,6 +211,10 @@ def __init__(
         if not self.coordinator:
             logging.info("backend started without coordinator")
 
+    def taste_magika(self, data: bytes) -> list:
+        """Tastes file data with magika."""
+        return [self.magika.identify_bytes(data).output.ct_label]
+
     def taste_mime(self, data: bytes) -> list:
         """Tastes file data with libmagic."""
         return [self.compiled_magic.from_buffer(data)]
@@ -224,9 +233,11 @@ def transform_leading_whitespace(self, data):
     def match_flavors(self, data: bytes) -> dict:
         mimes = []
         yaras = []
+        magika = []
 
         mimes.extend(self.taste_mime(data))
         yaras.extend(self.taste_yara(data))
+        magika.extend(self.taste_magika(data))
 
         # Taste transformations (yara only)
         if data:
@@ -240,7 +251,11 @@ def match_flavors(self, data: bytes) -> dict:
             except Exception:
                 logging.exception("file transformation failed")
 
-        return {"mime": list(set(mimes)), "yara": list(set(yaras))}
+        return {
+            "mime": list(set(mimes)),
+            "yara": list(set(yaras)),
+            "magika": list(set(magika)),
+        }
 
     def check_scanners(self):
         """attempt to import all scanners referenced in the backend configuration"""