diff --git a/.github/workflows/nosetests.yml b/.github/workflows/nosetests.yml
new file mode 100644
index 0000000..5acfff2
--- /dev/null
+++ b/.github/workflows/nosetests.yml
@@ -0,0 +1,85 @@
+name: Python application
+
+on:
+  push:
+    branches: [ main ]
+  pull_request:
+    branches: [ main ]
+
+
+jobs:
+  build:
+
+    runs-on: ubuntu-latest
+    strategy:
+      matrix:
+        python-version: [3.8, 3.9]
+
+    steps:
+
+    - uses: actions/checkout@v2
+
+    - name: Set up Python ${{matrix.python-version}}
+      uses: actions/setup-python@v2
+      with:
+        python-version: ${{matrix.python-version}}
+
+    - name: Install system dependencies
+      run: |
+        sudo apt install p7zip-full mercurial p7zip-rar
+        # Testing dependencies
+        sudo apt-get install rar git
+        # filecheck.py dependencies
+        sudo apt install libxml2-dev libxslt1-dev
+
+    - name: Install Python dependencies
+      run: |
+        wget https://didierstevens.com/files/software/pdfid_v0_2_7.zip
+        unzip pdfid_v0_2_7.zip
+        pip install -U poetry
+        poetry install
+
+    - name: Get testing files
+      run: |
+        # Malware from theZoo
+        git clone https://github.com/Rafiot/theZoo.git
+        pushd theZoo/malwares/Binaries
+        python3 unpackall.py
+        popd
+        mkdir tests/uncategorized/the_zoo/
+        mv theZoo/malwares/Binaries/out tests/uncategorized/the_zoo/
+        # Path traversal attacks
+        git clone https://github.com/jwilk/path-traversal-samples
+        pushd path-traversal-samples
+        pushd zip
+        make
+        popd
+        pushd rar
+        make
+        popd
+        popd
+        mkdir tests/uncategorized/path_traversal_zip/
+        mkdir tests/uncategorized/path_traversal_rar/
+        mv path-traversal-samples/zip/*.zip tests/uncategorized/path_traversal_zip
+        mv path-traversal-samples/rar/*.rar tests/uncategorized/path_traversal_rar
+        # Office docs
+        git clone https://github.com/eea/odfpy.git
+        mkdir tests/uncategorized/odfpy/
+        mv odfpy/tests/examples/* tests/uncategorized/odfpy/
+        mkdir tests/uncategorized/olefile
+        pushd tests/uncategorized/olefile
+        wget https://github.com/decalage2/olefile/raw/master/tests/images/test-ole-file.doc
+        popd
+        mkdir tests/uncategorized/fraunhofer && pushd tests/uncategorized/fraunhofer
+        wget --no-check-certificate https://www.officedissector.com/corpus/fraunhoferlibrary.zip
+        unzip -o fraunhoferlibrary.zip
+        rm fraunhoferlibrary.zip
+        popd
+
+    - name: Test
+      run: |
+        poetry run mypy kittengroomer/ filecheck/ tests/ scripts/ --ignore-missing-imports
+        poetry run py.test --cov=kittengroomer --cov=filecheck tests/
+
+    - name: Upload coverage to Codecov
+      uses: codecov/codecov-action@v1
diff --git a/.travis.yml b/.travis.yml
deleted file mode 100644
index e589bed..0000000
--- a/.travis.yml
+++ /dev/null
@@ -1,86 +0,0 @@
-language: python
-
-python:
-    - 3.6
-    - "3.6-dev"
-    - "3.7-dev"
-    - "3.8-dev"
-    # - nightly
-
-sudo: required
-# https://docs.travis-ci.com/user/ci-environment/#Virtualization-environments
-
-dist: bionic
-
-addons:
-    apt:
-        packages:
-            # General dependencies
-            - p7zip-full
-            # Testing dependencies
-            - mercurial
-
-install:
-    # General dependencies
-    - sudo apt-get update -qq
-    - sudo apt-get install -y p7zip-rar
-    # filecheck.py dependencies
-    - sudo apt-get install libxml2-dev libxslt1-dev
-    - wget https://didierstevens.com/files/software/pdfid_v0_2_7.zip
-    - unzip pdfid_v0_2_7.zip
-    - pip install -U pip pipenv
-    # PyCIRCLean dependencies
-    - pipenv install -d
-    # Testing dependencies
-    - sudo apt-get install rar
-    # Prepare tests
-    # Malware from theZoo
-    - git clone https://github.com/Rafiot/theZoo.git
-    - pushd theZoo/malwares/Binaries
-    - python unpackall.py
-    - popd
-    - mkdir tests/uncategorized/the_zoo/
-    - mv theZoo/malwares/Binaries/out tests/uncategorized/the_zoo/
-    # Path traversal attacks
-    - git clone https://github.com/jwilk/path-traversal-samples
-    - pushd path-traversal-samples
-    - pushd zip
-    - make
-    - popd
-    - pushd rar
-    - make
-    - popd
-    - popd
-    - mkdir tests/uncategorized/path_traversal_zip/
-    - mkdir tests/uncategorized/path_traversal_rar/
-    - mv path-traversal-samples/zip/*.zip tests/uncategorized/path_traversal_zip
-    - mv path-traversal-samples/rar/*.rar tests/uncategorized/path_traversal_rar
-    # Office docs
-    - git clone https://github.com/eea/odfpy.git
-    - mkdir tests/uncategorized/odfpy/
-    - mv odfpy/tests/examples/* tests/uncategorized/odfpy/
-    - mkdir tests/uncategorized/olefile
-    - pushd tests/uncategorized/olefile
-    - wget https://github.com/decalage2/olefile/raw/master/tests/images/test-ole-file.doc
-    - popd
-    - mkdir tests/uncategorized/fraunhofer && pushd tests/uncategorized/fraunhofer
-    - wget --no-check-certificate https://www.officedissector.com/corpus/fraunhoferlibrary.zip
-    - unzip -o fraunhoferlibrary.zip
-    - rm fraunhoferlibrary.zip
-    - popd
-    # Turned off unzipping 42.zip because it isn't included in the file catalog and archivebomb.zip ends up testing the same thing
-    # - pushd tests/dangerous/
-    # - 7z x -p42 42.zip
-    # - popd
-
-script:
-    - pipenv run mypy kittengroomer/ filecheck/ tests/ scripts/ --ignore-missing-imports
-    - travis_wait 60 pipenv run py.test --cov=kittengroomer --cov=filecheck tests/
-
-notifications:
-    email:
-        on_success: change
-        on_failure: change
-
-after_success:
-    - codecov
diff --git a/Pipfile b/Pipfile
deleted file mode 100644
index faa6b5d..0000000
--- a/Pipfile
+++ /dev/null
@@ -1,25 +0,0 @@
-[[source]]
-name = "pypi"
-url = "https://pypi.org/simple"
-verify_ssl = true
-
-[dev-packages]
-python-magic = "*"
-pytest = "*"
-pytest-cov = "*"
-tox = "*"
-PyYAML = "*"
-codecov = "*"
-mypy = "*"
-
-[packages]
-lxml = "*"
-exifread = "*"
-pillow = "*"
-olefile = "*"
-oletools = "*"
-officedissector = {editable = true,git = "https://github.com/grierforensics/officedissector.git"}
-kittengroomer = {editable = true,path = "."}
-
-[requires]
-python_version = "3"
diff --git a/Pipfile.lock b/Pipfile.lock
deleted file mode 100644
index daa4079..0000000
--- a/Pipfile.lock
+++ /dev/null
@@ -1,537 +0,0 @@
-{
-    "_meta": {
-        "hash": {
-            "sha256": "3771d02efb26aefa7e58aaf26720703899f894e4b8e8854be484a154e64aa1dc"
-        },
-        "pipfile-spec": 6,
-        "requires": {
-            "python_version": "3"
-        },
-        "sources": [
-            {
-                "name": "pypi",
-                "url": "https://pypi.org/simple",
-                "verify_ssl": true
-            }
-        ]
-    },
-    "default": {
-        "cffi": {
-            "hashes": [
-                "sha256:005f2bfe11b6745d726dbb07ace4d53f057de66e336ff92d61b8c7e9c8f4777d",
-                "sha256:09e96138280241bd355cd585148dec04dbbedb4f46128f340d696eaafc82dd7b",
-                "sha256:0b1ad452cc824665ddc682400b62c9e4f5b64736a2ba99110712fdee5f2505c4",
-                "sha256:0ef488305fdce2580c8b2708f22d7785ae222d9825d3094ab073e22e93dfe51f",
-                "sha256:15f351bed09897fbda218e4db5a3d5c06328862f6198d4fb385f3e14e19decb3",
-                "sha256:22399ff4870fb4c7ef19fff6eeb20a8bbf15571913c181c78cb361024d574579",
-                "sha256:23e5d2040367322824605bc29ae8ee9175200b92cb5483ac7d466927a9b3d537",
-                "sha256:2791f68edc5749024b4722500e86303a10d342527e1e3bcac47f35fbd25b764e",
-                "sha256:2f9674623ca39c9ebe38afa3da402e9326c245f0f5ceff0623dccdac15023e05",
-                "sha256:3363e77a6176afb8823b6e06db78c46dbc4c7813b00a41300a4873b6ba63b171",
-                "sha256:33c6cdc071ba5cd6d96769c8969a0531be2d08c2628a0143a10a7dcffa9719ca",
-                "sha256:3b8eaf915ddc0709779889c472e553f0d3e8b7bdf62dab764c8921b09bf94522",
-                "sha256:3cb3e1b9ec43256c4e0f8d2837267a70b0e1ca8c4f456685508ae6106b1f504c",
-                "sha256:3eeeb0405fd145e714f7633a5173318bd88d8bbfc3dd0a5751f8c4f70ae629bc",
-                "sha256:44f60519595eaca110f248e5017363d751b12782a6f2bd6a7041cba275215f5d",
-                "sha256:4d7c26bfc1ea9f92084a1d75e11999e97b62d63128bcc90c3624d07813c52808",
-                "sha256:529c4ed2e10437c205f38f3691a68be66c39197d01062618c55f74294a4a4828",
-                "sha256:6642f15ad963b5092d65aed022d033c77763515fdc07095208f15d3563003869",
-                "sha256:85ba797e1de5b48aa5a8427b6ba62cf69607c18c5d4eb747604b7302f1ec382d",
-                "sha256:8f0f1e499e4000c4c347a124fa6a27d37608ced4fe9f7d45070563b7c4c370c9",
-                "sha256:a624fae282e81ad2e4871bdb767e2c914d0539708c0f078b5b355258293c98b0",
-                "sha256:b0358e6fefc74a16f745afa366acc89f979040e0cbc4eec55ab26ad1f6a9bfbc",
-                "sha256:bbd2f4dfee1079f76943767fce837ade3087b578aeb9f69aec7857d5bf25db15",
-                "sha256:bf39a9e19ce7298f1bd6a9758fa99707e9e5b1ebe5e90f2c3913a47bc548747c",
-                "sha256:c11579638288e53fc94ad60022ff1b67865363e730ee41ad5e6f0a17188b327a",
-                "sha256:c150eaa3dadbb2b5339675b88d4573c1be3cb6f2c33a6c83387e10cc0bf05bd3",
-                "sha256:c53af463f4a40de78c58b8b2710ade243c81cbca641e34debf3396a9640d6ec1",
-                "sha256:cb763ceceae04803adcc4e2d80d611ef201c73da32d8f2722e9d0ab0c7f10768",
-                "sha256:cc75f58cdaf043fe6a7a6c04b3b5a0e694c6a9e24050967747251fb80d7bce0d",
-                "sha256:d80998ed59176e8cba74028762fbd9b9153b9afc71ea118e63bbf5d4d0f9552b",
-                "sha256:de31b5164d44ef4943db155b3e8e17929707cac1e5bd2f363e67a56e3af4af6e",
-                "sha256:e66399cf0fc07de4dce4f588fc25bfe84a6d1285cc544e67987d22663393926d",
-                "sha256:f0620511387790860b249b9241c2f13c3a80e21a73e0b861a2df24e9d6f56730",
-                "sha256:f4eae045e6ab2bb54ca279733fe4eb85f1effda392666308250714e01907f394",
-                "sha256:f92cdecb618e5fa4658aeb97d5eb3d2f47aa94ac6477c6daf0f306c5a3b9e6b1",
-                "sha256:f92f789e4f9241cd262ad7a555ca2c648a98178a953af117ef7fad46aa1d5591"
-            ],
-            "version": "==1.14.3"
-        },
-        "colorclass": {
-            "hashes": [
-                "sha256:b05c2a348dfc1aff2d502527d78a5b7b7e2f85da94a96c5081210d8e9ee8e18b"
-            ],
-            "version": "==2.2.0"
-        },
-        "cryptography": {
-            "hashes": [
-                "sha256:22f8251f68953553af4f9c11ec5f191198bc96cff9f0ac5dd5ff94daede0ee6d",
-                "sha256:284e275e3c099a80831f9898fb5c9559120d27675c3521278faba54e584a7832",
-                "sha256:3e17d02941c0f169c5b877597ca8be895fca0e5e3eb882526a74aa4804380a98",
-                "sha256:52a47e60953679eea0b4d490ca3c241fb1b166a7b161847ef4667dfd49e7699d",
-                "sha256:57b8c1ed13b8aa386cabbfde3be175d7b155682470b0e259fecfe53850967f8a",
-                "sha256:6a8f64ed096d13f92d1f601a92d9fd1f1025dc73a2ca1ced46dcf5e0d4930943",
-                "sha256:6e8a3c7c45101a7eeee93102500e1b08f2307c717ff553fcb3c1127efc9b6917",
-                "sha256:7ef41304bf978f33cfb6f43ca13bb0faac0c99cda33693aa20ad4f5e34e8cb8f",
-                "sha256:87c2fffd61e934bc0e2c927c3764c20b22d7f5f7f812ee1a477de4c89b044ca6",
-                "sha256:88069392cd9a1e68d2cfd5c3a2b0d72a44ef3b24b8977a4f7956e9e3c4c9477a",
-                "sha256:8a0866891326d3badb17c5fd3e02c926b635e8923fa271b4813cd4d972a57ff3",
-                "sha256:8f0fd8b0751d75c4483c534b209e39e918f0d14232c0d8a2a76e687f64ced831",
-                "sha256:9a07e6d255053674506091d63ab4270a119e9fc83462c7ab1dbcb495b76307af",
-                "sha256:9a8580c9afcdcddabbd064c0a74f337af74ff4529cdf3a12fa2e9782d677a2e5",
-                "sha256:bd80bc156d3729b38cb227a5a76532aef693b7ac9e395eea8063ee50ceed46a5",
-                "sha256:d1cbc3426e6150583b22b517ef3720036d7e3152d428c864ff0f3fcad2b97591",
-                "sha256:e15ac84dcdb89f92424cbaca4b0b34e211e7ce3ee7b0ec0e4f3c55cee65fae5a",
-                "sha256:e4789b84f8dedf190148441f7c5bfe7244782d9cbb194a36e17b91e7d3e1cca9",
-                "sha256:f01c9116bfb3ad2831e125a73dcd957d173d6ddca7701528eff1e7d97972872c",
-                "sha256:f0e3986f6cce007216b23c490f093f35ce2068f3c244051e559f647f6731b7ae",
-                "sha256:f2aa3f8ba9e2e3fd49bd3de743b976ab192fbf0eb0348cebde5d2a9de0090a9f",
-                "sha256:fb70a4cedd69dc52396ee114416a3656e011fb0311fca55eb55c7be6ed9c8aef"
-            ],
-            "index": "pypi",
-            "version": "==3.2"
-        },
-        "easygui": {
-            "hashes": [
-                "sha256:690658af9fca3f2f2a55f24421045f9b33ca33c877ed5fb61d4b942d8ec335f3",
-                "sha256:dbc89afbb1aca83830ea4af568eb2491654e16b2706a14d040757fdf1fafbbfe"
-            ],
-            "version": "==0.98.1"
-        },
-        "exifread": {
-            "hashes": [
-                "sha256:4aa9d227db5c4cd65d87520076140a6f84e33363e08e649b87c7afec6bab60ab",
-                "sha256:79e244f2eb466709029e8806fe5e2cdd557870c3db5f68954db0ef548d9320ad"
-            ],
-            "index": "pypi",
-            "version": "==2.1.2"
-        },
-        "kittengroomer": {
-            "editable": true,
-            "path": "."
-        },
-        "lxml": {
-            "hashes": [
-                "sha256:05a444b207901a68a6526948c7cc8f9fe6d6f24c70781488e32fd74ff5996e3f",
-                "sha256:08fc93257dcfe9542c0a6883a25ba4971d78297f63d7a5a26ffa34861ca78730",
-                "sha256:107781b213cf7201ec3806555657ccda67b1fccc4261fb889ef7fc56976db81f",
-                "sha256:121b665b04083a1e85ff1f5243d4a93aa1aaba281bc12ea334d5a187278ceaf1",
-                "sha256:1fa21263c3aba2b76fd7c45713d4428dbcc7644d73dcf0650e9d344e433741b3",
-                "sha256:2b30aa2bcff8e958cd85d907d5109820b01ac511eae5b460803430a7404e34d7",
-                "sha256:4b4a111bcf4b9c948e020fd207f915c24a6de3f1adc7682a2d92660eb4e84f1a",
-                "sha256:5591c4164755778e29e69b86e425880f852464a21c7bb53c7ea453bbe2633bbe",
-                "sha256:59daa84aef650b11bccd18f99f64bfe44b9f14a08a28259959d33676554065a1",
-                "sha256:5a9c8d11aa2c8f8b6043d845927a51eb9102eb558e3f936df494e96393f5fd3e",
-                "sha256:5dd20538a60c4cc9a077d3b715bb42307239fcd25ef1ca7286775f95e9e9a46d",
-                "sha256:6f767d11803dbd1274e43c8c0b2ff0a8db941e6ed0f5d44f852fb61b9d544b54",
-                "sha256:74f48ec98430e06c1fa8949b49ebdd8d27ceb9df8d3d1c92e1fdc2773f003f20",
-                "sha256:786aad2aa20de3dbff21aab86b2fb6a7be68064cbbc0219bde414d3a30aa47ae",
-                "sha256:7ad7906e098ccd30d8f7068030a0b16668ab8aa5cda6fcd5146d8d20cbaa71b5",
-                "sha256:80a38b188d20c0524fe8959c8ce770a8fdf0e617c6912d23fc97c68301bb9aba",
-                "sha256:8f0ec6b9b3832e0bd1d57af41f9238ea7709bbd7271f639024f2fc9d3bb01293",
-                "sha256:92282c83547a9add85ad658143c76a64a8d339028926d7dc1998ca029c88ea6a",
-                "sha256:94150231f1e90c9595ccc80d7d2006c61f90a5995db82bccbca7944fd457f0f6",
-                "sha256:9dc9006dcc47e00a8a6a029eb035c8f696ad38e40a27d073a003d7d1443f5d88",
-                "sha256:a76979f728dd845655026ab991df25d26379a1a8fc1e9e68e25c7eda43004bed",
-                "sha256:aa8eba3db3d8761db161003e2d0586608092e217151d7458206e243be5a43843",
-                "sha256:bea760a63ce9bba566c23f726d72b3c0250e2fa2569909e2d83cda1534c79443",
-                "sha256:c3f511a3c58676147c277eff0224c061dd5a6a8e1373572ac817ac6324f1b1e0",
-                "sha256:c9d317efde4bafbc1561509bfa8a23c5cab66c44d49ab5b63ff690f5159b2304",
-                "sha256:cc411ad324a4486b142c41d9b2b6a722c534096963688d879ea6fa8a35028258",
-                "sha256:cdc13a1682b2a6241080745b1953719e7fe0850b40a5c71ca574f090a1391df6",
-                "sha256:cfd7c5dd3c35c19cec59c63df9571c67c6d6e5c92e0fe63517920e97f61106d1",
-                "sha256:d15a801d9037d7512edb2f1e196acebb16ab17bef4b25a91ea2e9a455ca353af",
-                "sha256:e1cacf4796b20865789083252186ce9dc6cc59eca0c2e79cca332bdff24ac481",
-                "sha256:e70d4e467e243455492f5de463b72151cc400710ac03a0678206a5f27e79ddef",
-                "sha256:ecc930ae559ea8a43377e8b60ca6f8d61ac532fc57efb915d899de4a67928efd",
-                "sha256:f161af26f596131b63b236372e4ce40f3167c1b5b5d459b29d2514bd8c9dc9ee"
-            ],
-            "index": "pypi",
-            "version": "==4.5.2"
-        },
-        "msoffcrypto-tool": {
-            "hashes": [
-                "sha256:56a1fe5e58ca417ca8756e8d7224ae599323996da65f81a35273c0f1e2eaf490"
-            ],
-            "version": "==4.11.0"
-        },
-        "officedissector": {
-            "editable": true,
-            "git": "https://github.com/grierforensics/officedissector.git",
-            "ref": "2059a5ba08fa139362e3936578f99c4da9a9b55d"
-        },
-        "olefile": {
-            "hashes": [
-                "sha256:133b031eaf8fd2c9399b78b8bc5b8fcbe4c31e85295749bb17a87cba8f3c3964"
-            ],
-            "index": "pypi",
-            "version": "==0.46"
-        },
-        "oletools": {
-            "hashes": [
-                "sha256:edea57914c4040e7d0d64cfd88c84355d4305548d761d476fbac21ee26b25d8d"
-            ],
-            "index": "pypi",
-            "version": "==0.55.1"
-        },
-        "pcodedmp": {
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diff --git a/poetry.lock b/poetry.lock
new file mode 100644
index 0000000..9322c9a
--- /dev/null
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diff --git a/pyproject.toml b/pyproject.toml
new file mode 100644
index 0000000..559e031
--- /dev/null
+++ b/pyproject.toml
@@ -0,0 +1,39 @@
+[tool.poetry]
+name = "kittengroomer"
+version = "2.2.0"
+description = "Standalone CIRCLean/KittenGroomer code."
+authors = ["Raphaël Vinot <raphael.vinot@circl.lu>"]
+license = "BSD-3-Clause"
+repository = "https://github.com/CIRCL/PyCIRCLean"
+
+readme = "README.md"
+
+classifiers=[
+    'License :: OSI Approved :: BSD License',
+    'Development Status :: 5 - Production/Stable',
+    'Environment :: Console',
+    'Intended Audience :: Science/Research',
+    'Programming Language :: Python :: 3',
+    'Topic :: Communications :: File Sharing',
+    'Topic :: Security',
+]
+
+[tool.poetry.dependencies]
+python = "^3.8"
+lxml = "^4.5.2"
+exifread = "^2.1.2"
+pillow = "^7.2.0"
+olefile = "^0.46"
+oletools = "^0.55.1"
+python-magic = "^0.4.18"
+officedissector = {git = "https://github.com/grierforensics/officedissector.git"}
+
+[tool.poetry.dev-dependencies]
+tox = "^3.18.1"
+pytest-cov = "^2.10.0"
+PyYAML = "^5.3.1"
+mypy = "^0.782"
+
+[build-system]
+requires = ["poetry>=0.12"]
+build-backend = "poetry.masonry.api"
diff --git a/requirements.txt b/requirements.txt
deleted file mode 100644
index ea3df42..0000000
--- a/requirements.txt
+++ /dev/null
@@ -1,18 +0,0 @@
--i https://pypi.org/simple
--e .
--e git+https://github.com/grierforensics/officedissector.git@2059a5ba08fa139362e3936578f99c4da9a9b55d#egg=officedissector
-cffi==1.14.1
-colorclass==2.2.0
-cryptography==3.0; python_version >= '2.7' and python_version not in '3.0, 3.1, 3.2, 3.3, 3.4'
-easygui==0.98.1
-exifread==2.1.2
-lxml==4.5.2
-msoffcrypto-tool==4.10.2
-olefile==0.46
-oletools==0.55.1
-pcodedmp==1.2.6
-pillow==7.2.0
-pycparser==2.20; python_version >= '2.7' and python_version not in '3.0, 3.1, 3.2, 3.3'
-pyparsing==2.4.7; python_version >= '2.6' and python_version not in '3.0, 3.1, 3.2, 3.3'
-python-magic==0.4.18; python_version >= '2.7' and python_version not in '3.0, 3.1, 3.2, 3.3, 3.4'
-six==1.15.0; python_version >= '2.7' and python_version not in '3.0, 3.1, 3.2, 3.3'