diff --git a/projects.yaml b/projects.yaml
index 666bfea..72123bb 100644
--- a/projects.yaml
+++ b/projects.yaml
@@ -1,19 +1,1140 @@
 configuration:
   markdown_header_file: "config/header.md"
   markdown_footer_file: "config/footer.md"
+  min_stars: 50
 
 categories:
-  # - category: "data-engineering"
-  #   title: "Machine Learning & Data Engineering"
-  #   subtitle: "Best-of lists about machine learning, data engieering, data science, or other topics related to big data."
+  - category: "linters"
+    title: "Linters & Style Checkers"
+  - category: "formatters"
+    title: "Code Formatters"
+  - category: "refactoring"
+    title: "Code Refactoring"
+  - category: "security"
+    title: "Code Security"
+  - category: "virtual-envs"
+    title: "Virtual Environments"
+  - category: "dependency-managers"
+    title: "Dependency & Package Mangers"
+  - category: "code-metrics"
+    title: "Code Metrics & Complexity"
+  - category: "logging"
+    title: "Logging"
+  - category: "documentation"
+    title: "Documentation"
+  - category: "debugging"
+    title: "Debugging Tools"
+  - category: "testing"
+    title: "Testing Tools"
+  - category: "packaging"
+    title: "Code Packaging"
+    # Freezing
+  - category: "build-tools"
+    title: "Build Tools"
+  - category: "profiling"
+    title: "System Monitoring & Profiling"
+    # subtitle: "Libraries to monitor, collect, and visualize system metrics (e.g., memory, CPU, GPU)."
+  - category: "ast"
+    title: "AST Tools"
 
 labels:
-  # - label: "python"
-  #   image: "https://www.python.org/static/favicon.ico"
-  #   description: "Best-of list with Python projects"
+  - label: "flake8"
+    image: "https://cdn.iconscout.com/icon/free/png-256/8-eight-digital-number-numerical-numbers-36025.png"
+    description: "Flake8 related project"
+  - label: "pytest"
+    image: "https://docs.pytest.org/en/stable/_static/favicon.png"
+    description: "Pytest related project"
+  - label: "pylint"
+    image: "https://www.pylint.org/ico/favicon.ico"
+    description: "Pylint related project"
+  - label: "sphinx"
+    image: "https://www.sphinx-doc.org/en/master/_static/favicon.svg"
+    description: "Sphinx related project"
+  - label: "mkdocs"
+    image: "https://squidfunk.github.io/mkdocs-material/assets/favicon.png"
+    description: "MkDocs related project"
 
 projects:
-  # - name: best-of-ml-python
-  #   github_id: ml-tooling/best-of-ml-python
-  #   labels: ["python"]
-  #   category: "data-engineering"
+  - name: typed_ast
+    github_id: python/typed_ast
+    category: ast
+    pypi_id: typed_ast
+  - name: gast
+    github_id: serge-sans-paille/gast
+    category: ast
+    conda_id: conda-forge/gast
+    pypi_id: gast
+  - name: astor
+    github_id: berkerpeksag/astor
+    category: ast
+    conda_id: conda-forge/astor
+    pypi_id: astor
+  - name: astunparse
+    github_id: simonpercivall/astunparse
+    category: ast
+    conda_id: conda-forge/astunparse
+    pypi_id: astunparse
+  - name: asteval
+    github_id: newville/asteval
+    category: ast
+    conda_id: conda-forge/asteval
+    pypi_id: asteval
+  - name: mccabe
+    github_id: PyCQA/mccabe
+    category: code-metrics
+    conda_id: conda-forge/mccabe
+    show: True
+    pypi_id: mccabe
+  - name: radon
+    github_id: rubik/radon
+    category: code-metrics
+    conda_id: conda-forge/radon
+    pypi_id: radon
+  - name: prospector
+    github_id: PyCQA/prospector
+    category: code-metrics
+    conda_id: conda-forge/prospector
+    pypi_id: prospector
+  - name: xenon
+    github_id: rubik/xenon
+    category: code-metrics
+    conda_id: conda-forge/xenon
+    pypi_id: xenon
+  - name: wily
+    github_id: tonybaloney/wily
+    category: code-metrics
+    pypi_id: wily
+  - name: cohesion
+    github_id: mschwager/cohesion
+    category: code-metrics
+    pypi_id: cohesion
+  - name: pudb
+    github_id: inducer/pudb
+    category: debugging
+    conda_id: conda-forge/pudb
+    pypi_id: pudb
+  - name: conda
+    github_id: conda/conda
+    category: dependency-managers
+    conda_id: conda-forge/conda
+    pypi_id: conda
+  - name: poetry
+    github_id: python-poetry/poetry
+    category: dependency-managers
+    conda_id: conda-forge/poetry
+    pypi_id: poetry
+  - name: dephell
+    github_id: dephell/dephell
+    category: dependency-managers
+    pypi_id: dephell
+  - name: pyflow
+    github_id: David-OConnor/pyflow
+    category: dependency-managers
+    pypi_id: pyflow
+  - name: blacken-docs
+    github_id: asottile/blacken-docs
+    category: documentation
+    conda_id: conda-forge/blacken-docs
+    pypi_id: blacken-docs
+  - name: isort
+    github_id: PyCQA/isort
+    category: formatters
+    conda_id: conda-forge/isort
+    pypi_id: isort
+  - name: black
+    github_id: psf/black
+    category: formatters
+    conda_id: conda-forge/black
+    pypi_id: black
+  - name: yapf
+    github_id: google/yapf
+    category: formatters
+    conda_id: conda-forge/yapf
+    pypi_id: yapf
+  - name: autopep8
+    github_id: hhatto/autopep8
+    category: formatters
+    conda_id: conda-forge/autopep8
+    pypi_id: autopep8
+  - name: docformatter
+    github_id: myint/docformatter
+    category: formatters
+    pypi_id: docformatter
+  - name: pyformat
+    github_id: myint/pyformat
+    category: formatters
+    pypi_id: pyformat
+  - name: mypy
+    github_id: python/mypy
+    category: linters
+    conda_id: conda-forge/mypy
+    pypi_id: mypy
+  - name: pylint
+    github_id: PyCQA/pylint
+    category: linters
+    conda_id: conda-forge/pylint
+    pypi_id: pylint
+  - name: flake8
+    github_id: PyCQA/flake8
+    category: linters
+    conda_id: conda-forge/flake8
+    description: "Flake8 is a wrapper around these tools: PyFlakes; pycodestyle; Ned Batchelder's McCabe script."
+    pypi_id: flake8
+  - name: pycodestyle
+    github_id: PyCQA/pycodestyle
+    category: linters
+    conda_id: conda-forge/pycodestyle
+    show: True
+    pypi_id: pycodestyle
+  - name: parso
+    github_id: davidhalter/parso
+    category: linters
+    conda_id: conda-forge/parso
+    pypi_id: parso
+  - name: pyflakes
+    github_id: PyCQA/pyflakes
+    category: linters
+    conda_id: conda-forge/pyflakes
+    pypi_id: pyflakes
+  - name: pydocstyle
+    github_id: PyCQA/pydocstyle
+    category: linters
+    conda_id: conda-forge/pydocstyle
+    pypi_id: pydocstyle
+  - name: flake8-bugbear
+    github_id: PyCQA/flake8-bugbear
+    category: linters
+    labels: ["flake8"]
+    conda_id: conda-forge/flake8-bugbear
+    pypi_id: flake8-bugbear
+  - name: hacking
+    github_id: openstack/hacking
+    category: linters
+    labels: ["flake8"]
+    pypi_id: hacking
+  - name: pylint-django
+    github_id: PyCQA/pylint-django
+    category: linters
+    labels: ["pylint"]
+    conda_id: conda-forge/pylint-django
+    pypi_id: pylint-django
+  - name: pytype
+    github_id: google/pytype
+    category: linters
+    conda_id: conda-forge/pytype
+    pypi_id: pytype
+  - name: wemake-python-styleguide
+    github_id: wemake-services/wemake-python-styleguide
+    category: linters
+    pypi_id: wemake-python-styleguide
+  - name: pyre-check
+    github_id: facebook/pyre-check
+    category: linters
+    pypi_id: pyre-check
+  - name: pep8-naming
+    github_id: PyCQA/pep8-naming
+    category: linters
+    conda_id: conda-forge/pep8-naming
+    pypi_id: pep8-naming
+  - name: check-manifest
+    github_id: mgedmin/check-manifest
+    category: linters
+    conda_id: conda-forge/check-manifest
+    pypi_id: check-manifest
+  - name: flake8-import-order
+    github_id: PyCQA/flake8-import-order
+    category: linters
+    labels: ["flake8"]
+    conda_id: conda-forge/flake8-import-order
+    pypi_id: flake8-import-order
+  - name: pylint-flask
+    github_id: jschaf/pylint-flask
+    category: linters
+    labels: ["pylint"]
+    conda_id: conda-forge/pylint-flask
+    pypi_id: pylint-flask
+  - name: pyright
+    github_id: Microsoft/pyright
+    npm_id: pyright
+    license: MIT
+    category: linters
+  - name: flake8-mypy
+    github_id: ambv/flake8-mypy
+    category: linters
+    labels: ["flake8"]
+    pypi_id: flake8-mypy
+  - name: bellybutton
+    github_id: hchasestevens/bellybutton
+    category: linters
+    pypi_id: bellybutton
+  - name: imhotep
+    github_id: justinabrahms/imhotep
+    category: linters
+    pypi_id: imhotep
+  - name: pycycle
+    github_id: bndr/pycycle
+    category: linters
+    pypi_id: pycycle
+  - name: linty_fresh
+    github_id: lyft/linty_fresh
+    category: linters
+    labels: ["flake8", "mypy"]
+    pypi_id: linty-fresh
+  - name: loguru
+    github_id: Delgan/loguru
+    category: logging
+    conda_id: conda-forge/loguru
+    pypi_id: loguru
+  - name: better-exceptions
+    github_id: Qix-/better-exceptions
+    category: logging
+    pypi_id: better-exceptions
+  - name: pipreqs
+    github_id: bndr/pipreqs
+    category: dependency-managers
+    conda_id: conda-forge/pipreqs
+    pypi_id: pipreqs
+  - name: pympler
+    github_id: pympler/pympler
+    category: profiling
+    conda_id: conda-forge/pympler
+    pypi_id: pympler
+  - name: memory-profiler
+    pypi_id: memory_profiler
+    github_id: pythonprofilers/memory_profiler
+    category: profiling
+  - name: psutil
+    pypi_id: psutil
+    github_id: giampaolo/psutil
+    conda_id: conda-forge/psutil
+    category: profiling
+  - name: Diamond
+    pypi_id: diamond
+    github_id: python-diamond/Diamond
+    category: profiling
+  - name: Profiling
+    pypi_id: profiling
+    github_id: what-studio/profiling
+    category: profiling
+  - name: Glances
+    pypi_id: glances
+    github_id: nicolargo/glances
+    conda_id: conda-forge/glances
+    category: profiling
+  - name: py-spy
+    pypi_id: py-spy
+    github_id: benfred/py-spy
+    cargo_id: py-spy
+    category: profiling
+  - name: Scalene
+    pypi_id: scalene
+    github_id: emeryberger/scalene
+    category: profiling
+  - name: pyinstrument
+    pypi_id: pyinstrument
+    github_id: joerick/pyinstrument
+    conda_id: conda-forge/pyinstrument
+    category: profiling
+  - name: Yappi
+    pypi_id: yappi
+    github_id: sumerc/yappi
+    conda_id: conda-forge/yappi
+    category: profiling
+  - name: line_profiler
+    pypi_id: line_profiler
+    github_id: pyutils/line_profiler
+    conda_id: conda-forge/line_profiler
+    category: profiling
+  - name: rope
+    github_id: python-rope/rope
+    category: refactoring
+    conda_id: conda-forge/rope
+    pypi_id: rope
+  - name: vulture
+    github_id: jendrikseipp/vulture
+    category: refactoring
+    conda_id: conda-forge/vulture
+    pypi_id: vulture
+  - name: autoflake
+    github_id: myint/autoflake
+    category: refactoring
+    conda_id: conda-forge/autoflake
+    pypi_id: autoflake
+  - name: Bowler
+    github_id: facebookincubator/Bowler
+    category: refactoring
+    conda_id: conda-forge/bowler
+    pypi_id: bowler
+  - name: redbaron
+    github_id: pycqa/redbaron
+    category: refactoring
+    pypi_id: redbaron
+  - name: MonkeyType
+    github_id: Instagram/MonkeyType
+    category: refactoring
+    conda_id: conda-forge/monkeytype
+    pypi_id: monkeytype
+  - name: pyupgrade
+    github_id: asottile/pyupgrade
+    category: refactoring
+    conda_id: conda-forge/pyupgrade
+    pypi_id: pyupgrade
+  - name: baron
+    github_id: PyCQA/baron
+    category: refactoring
+    pypi_id: baron
+  - name: unify
+    github_id: myint/unify
+    category: refactoring
+    pypi_id: unify
+  - name: eradicate
+    github_id: myint/eradicate
+    category: refactoring
+    pypi_id: eradicate
+  - name: add-trailing-comma
+    github_id: asottile/add-trailing-comma
+    category: refactoring
+    pypi_id: add-trailing-comma
+  - name: unimport
+    github_id: hakancelik96/unimport
+    category: refactoring
+    pypi_id: unimport
+  - name: massedit
+    github_id: elmotec/massedit
+    category: refactoring
+    pypi_id: massedit
+  - name: retype
+    github_id: ambv/retype
+    category: refactoring
+    conda_id: conda-forge/retype
+    pypi_id: retype
+  - name: pep8ify
+    github_id: spulec/pep8ify
+    category: refactoring
+    pypi_id: pep8ify
+  - name: com2ann
+    github_id: ilevkivskyi/com2ann
+    category: refactoring
+    pypi_id: com2ann
+  - name: bandit
+    github_id: PyCQA/bandit
+    category: security
+    conda_id: conda-forge/bandit
+    pypi_id: bandit
+  - name: safety
+    github_id: pyupio/safety
+    category: security
+    conda_id: conda-forge/safety
+    pypi_id: safety
+  - name: dodgy
+    github_id: landscapeio/dodgy
+    category: security
+    conda_id: conda-forge/dodgy
+    pypi_id: dodgy
+  - name: dlint
+    github_id: dlint-py/dlint
+    category: security
+    pypi_id: dlint
+  - name: pyt
+    github_id: python-security/pyt
+    category: security
+    pypi_id: python-taint
+  - name: pipenv
+    github_id: pypa/pipenv
+    category: virtual-envs
+    conda_id: conda-forge/pipenv
+    pypi_id: pipenv
+  - name: virtualenv
+    github_id: pypa/virtualenv
+    category: virtual-envs
+    conda_id: conda-forge/virtualenv
+    pypi_id: virtualenv
+  - name: pyenv
+    github_id: pyenv/pyenv
+    category: virtual-envs
+    pypi_id: pyenv
+  - name: pyenv-virtualenv
+    github_id: pyenv/pyenv-virtualenv
+    category: virtual-envs
+  - name: dh-virtualenv
+    github_id: spotify/dh-virtualenv
+    category: virtual-envs
+  - name: pyenv-installer
+    github_id: pyenv/pyenv-installer
+    category: virtual-envs
+  - name: pipenv-pipes
+    github_id: gtalarico/pipenv-pipes
+    category: virtual-envs
+    pypi_id: pipenv-pipes
+  - name: pytest
+    github_id: pytest-dev/pytest
+    category: testing
+    conda_id: conda-forge/pytest
+    labels: ["pytest"]
+    pypi_id: pytest
+  - name: robotframework
+    github_id: robotframework/robotframework
+    category: testing
+    conda_id: conda-forge/robotframework
+    pypi_id: robotframework
+  - name: hypothesis
+    github_id: HypothesisWorks/hypothesis
+    category: testing
+    conda_id: conda-forge/hypothesis
+    pypi_id: hypothesis
+  - name: pyautogui
+    github_id: asweigart/pyautogui
+    category: testing
+    conda_id: conda-forge/pyautogui
+    pypi_id: pyautogui
+  - name: mimesis
+    github_id: lk-geimfari/mimesis
+    category: testing
+    pypi_id: mimesis
+  - name: freezegun
+    github_id: spulec/freezegun
+    category: testing
+    conda_id: conda-forge/freezegun
+    pypi_id: freezegun
+  - name: factory_boy
+    github_id: FactoryBoy/factory_boy
+    category: testing
+    conda_id: conda-forge/factory_boy
+    pypi_id: factory_boy
+  - name: fake2db
+    github_id: emirozer/fake2db
+    category: testing
+    pypi_id: fake2db
+  - name: sixpack
+    github_id: sixpack/sixpack
+    category: testing
+    pypi_id: sixpack
+  - name: green
+    github_id: CleanCut/green
+    category: testing
+    conda_id: conda-forge/green
+    pypi_id: green
+  - name: nose2
+    github_id: nose-devs/nose2
+    category: testing
+    conda_id: conda-forge/nose2
+    pypi_id: nose2
+  - name: buildbot
+    github_id: buildbot/buildbot
+    category: build-tools
+    conda_id: conda-forge/buildbot
+    pypi_id: buildbot
+  - name: tbvaccine
+    github_id: skorokithakis/tbvaccine
+    category: logging
+    pypi_id: tbvaccine
+  - name: sqlmap
+    github_id: sqlmapproject/sqlmap
+    category: security
+    pypi_id: sqlmap
+  - name: uiautomator
+    github_id: xiaocong/uiautomator
+    category: testing
+    pypi_id: uiautomator
+  - name: nose
+    github_id: nose-devs/nose
+    category: testing
+    conda_id: conda-forge/nose
+    pypi_id: nose
+  - name: pytest-bdd
+    github_id: pytest-dev/pytest-bdd
+    category: testing
+    labels: ["pytest"]
+    conda_id: conda-forge/pytest-bdd
+    pypi_id: pytest-bdd
+  - name: pytest-benchmark
+    github_id: ionelmc/pytest-benchmark
+    category: testing
+    labels: ["pytest"]
+    conda_id: conda-forge/pytest-benchmark
+    pypi_id: pytest-benchmark
+  - name: pytest-xdist
+    github_id: pytest-dev/pytest-xdist
+    category: testing
+    labels: ["pytest"]
+    conda_id: conda-forge/pytest-xdist
+    pypi_id: pytest-xdist
+  - name: asv
+    github_id: airspeed-velocity/asv
+    category: testing
+    conda_id: conda-forge/asv
+    pypi_id: asv
+  - name: PyHamcrest
+    github_id: hamcrest/PyHamcrest
+    category: testing
+    conda_id: conda-forge/pyhamcrest
+    pypi_id: pyhamcrest
+  - name: ddt
+    github_id: datadriventests/ddt
+    category: testing
+    conda_id: conda-forge/ddt
+    pypi_id: ddt
+  - name: assertpy
+    github_id: ActivisionGameScience/assertpy
+    category: testing
+    conda_id: conda-forge/assertpy
+    pypi_id: assertpy
+  - name: pytest-lazy-fixture
+    github_id: tvorog/pytest-lazy-fixture
+    category: testing
+    labels: ["pytest"]
+    conda_id: conda-forge/pytest-lazy-fixture
+    pypi_id: pytest-lazy-fixture
+  - name: pytest-datadir
+    github_id: gabrielcnr/pytest-datadir
+    category: testing
+    labels: ["pytest"]
+    conda_id: conda-forge/pytest-datadir
+    pypi_id: pytest-datadir
+  - name: pytest-play
+    github_id: pytest-dev/pytest-play
+    category: testing
+    labels: ["pytest"]
+    pypi_id: pytest-play
+  - name: vex
+    github_id: sashahart/vex
+    category: virtual-envs
+    pypi_id: vex
+  - name: icecream
+    github_id: gruns/icecream
+    category: debugging
+    pypi_id: icecream
+  - name: ipdb
+    github_id: gotcha/ipdb
+    category: debugging
+    conda_id: conda-forge/ipdb
+    pypi_id: ipdb
+  - name: pyelftools
+    github_id: eliben/pyelftools
+    category: debugging
+    conda_id: conda-forge/pyelftools
+    pypi_id: pyelftools
+  - name: pdbpp
+    github_id: pdbpp/pdbpp
+    category: debugging
+    conda_id: conda-forge/pdbpp
+    pypi_id: pdbpp
+  - name: python-hunter
+    github_id: ionelmc/python-hunter
+    category: debugging
+    pypi_id: hunter
+  - name: python-manhole
+    github_id: ionelmc/python-manhole
+    category: debugging
+    pypi_id: manhole
+  - name: vprof
+    github_id: nvdv/vprof
+    category: profiling
+    pypi_id: vprof
+  - name: memory_profiler
+    github_id: fabianp/memory_profiler
+    category: profiling
+    conda_id: conda-forge/memory_profiler
+    pypi_id: memory_profiler
+  - name: Python.org Packaging
+    homepage: https://packaging.python.org/overview/
+    resource: True
+    description: "An Overview of Packaging for Python"
+    category: packaging
+  - name: pybuilder
+    github_id: pybuilder/pybuilder
+    category: build-tools
+    pypi_id: pybuilder
+  - name: setuptools_scm
+    github_id: pypa/setuptools_scm
+    category: build-tools
+    conda_id: conda-forge/setuptools_scm
+    pypi_id: setuptools_scm
+  - name: PySnooper
+    github_id: cool-RR/PySnooper
+    category: debugging
+    conda_id: conda-forge/pysnooper
+    pypi_id: pysnooper
+  - name: gdbgui
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