diff --git a/.github/conda.locks/conda.lint.linux-64-3.8-2.2.lock b/.github/conda.locks/conda.lint.linux-64-3.8-2.2.lock
new file mode 100644
index 000000000..b24653132
--- /dev/null
+++ b/.github/conda.locks/conda.lint.linux-64-3.8-2.2.lock
@@ -0,0 +1,311 @@
+# platform: linux-64
+# env_hash: 0cc1175495b5acd3b58abb5c3d5816ce60fc9cd6ee4f09f5b87b6b8a82dcaf76
+@EXPLICIT
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diff --git a/.github/conda.locks/conda.lock.linux-64-3.8-.lock b/.github/conda.locks/conda.lock.linux-64-3.8-.lock
new file mode 100644
index 000000000..1e408a492
--- /dev/null
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diff --git a/.github/conda.locks/conda.test.linux-64-3.6-2.2.lock b/.github/conda.locks/conda.test.linux-64-3.6-2.2.lock
new file mode 100644
index 000000000..838faf4d1
--- /dev/null
+++ b/.github/conda.locks/conda.test.linux-64-3.6-2.2.lock
@@ -0,0 +1,300 @@
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diff --git a/.github/conda.locks/conda.test.linux-64-3.7-2.2.lock b/.github/conda.locks/conda.test.linux-64-3.7-2.2.lock
new file mode 100644
index 000000000..1a36fc482
--- /dev/null
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@@ -0,0 +1,300 @@
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diff --git a/.github/conda.locks/conda.test.linux-64-3.8-2.2.lock b/.github/conda.locks/conda.test.linux-64-3.8-2.2.lock
new file mode 100644
index 000000000..d768a5bb1
--- /dev/null
+++ b/.github/conda.locks/conda.test.linux-64-3.8-2.2.lock
@@ -0,0 +1,299 @@
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index 000000000..1fc007673
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diff --git a/.github/conda.locks/conda.test.osx-64-3.7-2.2.lock b/.github/conda.locks/conda.test.osx-64-3.7-2.2.lock
new file mode 100644
index 000000000..238de872d
--- /dev/null
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new file mode 100644
index 000000000..32df66406
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new file mode 100644
index 000000000..f6e058d4d
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diff --git a/.github/conda.locks/conda.test.win-64-3.7-2.2.lock b/.github/conda.locks/conda.test.win-64-3.7-2.2.lock
new file mode 100644
index 000000000..f20c146a3
--- /dev/null
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index 000000000..c8ea2279a
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+https://conda.anaconda.org/conda-forge/win-64/r-sys-3.4-r36hda5aaf8_0.tar.bz2#91e91c332ffb8d542dfb5aaa54057657
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+https://conda.anaconda.org/conda-forge/win-64/r-xfun-0.18-r36hda5aaf8_0.tar.bz2#899668190f352c377003e5c12367ea99
+https://conda.anaconda.org/conda-forge/noarch/r-xmlparsedata-1.0.4-r36h6115d3f_0.tar.bz2#9d5da66185dc9eb362c4d07ef5a92a02
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+https://conda.anaconda.org/conda-forge/noarch/r-zeallot-0.1.0-r36h6115d3f_1002.tar.bz2#12fd0aa909c5641bf8ae36ab462a8ccc
+https://conda.anaconda.org/conda-forge/win-64/rpy2-3.3.2-py38r36h377fac3_0.tar.bz2#2295e44bc81e3e7917fefe47b998b845
+https://conda.anaconda.org/conda-forge/win-64/notebook-6.1.4-py38h32f6830_0.tar.bz2#1c707161db5459ea5e6bb65f9871b948
+https://conda.anaconda.org/conda-forge/win-64/r-askpass-1.1-r36hda5aaf8_2.tar.bz2#614bb465c905ba679c86e7af1fc87b54
+https://conda.anaconda.org/conda-forge/win-64/r-class-7.3_17-r36hda5aaf8_1.tar.bz2#28fac041ce03351a92f93d76331118a0
+https://conda.anaconda.org/conda-forge/noarch/r-cli-2.0.2-r36h6115d3f_1.tar.bz2#63826798f99705dfdddf7cb21ad443b4
+https://conda.anaconda.org/conda-forge/win-64/r-collections-0.3.5-r36hda5aaf8_0.tar.bz2#2841c05d9e675e4b99331ca3448625db
+https://conda.anaconda.org/conda-forge/win-64/r-ellipsis-0.3.1-r36hda5aaf8_0.tar.bz2#71973513184c9c3f1cc5105e5bfb8faa
+https://conda.anaconda.org/conda-forge/win-64/r-htmltools-0.5.0-r36h796a38f_0.tar.bz2#fdc6c6c5f845d67b014d2c337783ccf5
+https://conda.anaconda.org/conda-forge/noarch/r-lifecycle-0.2.0-r36h6115d3f_1.tar.bz2#ff33d80f55b80fda34f0f8980af58b7b
+https://conda.anaconda.org/conda-forge/win-64/r-markdown-1.1-r36hda5aaf8_1.tar.bz2#528e265d1394f8b51545d606c36fa75e
+https://conda.anaconda.org/conda-forge/win-64/r-matrix-1.2_18-r36h0adb578_3.tar.bz2#2a55bf33fca9ded6b50acdd6320081ea
+https://conda.anaconda.org/conda-forge/win-64/r-nlme-3.1_149-r36h17ddedb_0.tar.bz2#f1e5b356bb18b2883d5b7d51edcf0e17
+https://conda.anaconda.org/conda-forge/win-64/r-nnet-7.3_14-r36hda5aaf8_1.tar.bz2#c3add28ddda475926f8f1570a6309fdd
+https://conda.anaconda.org/conda-forge/noarch/r-prettyunits-1.1.1-r36h6115d3f_1.tar.bz2#c6ff88b560efa942ba8d0ae60b2727af
+https://conda.anaconda.org/conda-forge/win-64/r-processx-3.4.4-r36hda5aaf8_0.tar.bz2#c79614f6278bcd68004d50f4b52f27b8
+https://conda.anaconda.org/conda-forge/win-64/r-purrr-0.3.4-r36hda5aaf8_1.tar.bz2#0e32e15ace80b0f892288194afe468cd
+https://conda.anaconda.org/conda-forge/noarch/r-r.oo-1.24.0-r36h6115d3f_0.tar.bz2#2fd05ee63f568c1f60da961363a3417f
+https://conda.anaconda.org/conda-forge/noarch/r-rex-1.2.0-r36h6115d3f_1.tar.bz2#99c7273f75cf1f0a01a72c602c283b36
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+https://conda.anaconda.org/conda-forge/win-64/r-xml2-1.3.2-r36h796a38f_1.tar.bz2#2c8dc11a76e2ca495fab45f6079bf4a8
+https://conda.anaconda.org/conda-forge/noarch/jupyterlab_server-1.2.0-py_0.tar.bz2#77d654573f19a836b326fb77ffd86860
+https://conda.anaconda.org/conda-forge/noarch/r-callr-3.4.4-r36h6115d3f_0.tar.bz2#4bf2918fcea01ee30c14b033931f8c87
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+https://conda.anaconda.org/conda-forge/noarch/r-knitr-1.30-r36h6115d3f_0.tar.bz2#6ba7e77d1151d08e284fe72ff3d313c0
+https://conda.anaconda.org/conda-forge/win-64/r-mgcv-1.8_33-r36h0adb578_0.tar.bz2#ed15595f562c6d8c045eb5296058d62d
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+https://conda.anaconda.org/conda-forge/noarch/r-cyclocomp-1.1.0-r36h6115d3f_1004.tar.bz2#727da14ef9455d3e228b131a06800055
+https://conda.anaconda.org/conda-forge/noarch/r-httr-1.4.2-r36h6115d3f_0.tar.bz2#b99f0021f886a4f208e8492ba1f8ec1f
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+https://conda.anaconda.org/conda-forge/noarch/r-pkgbuild-1.1.0-r36h6115d3f_0.tar.bz2#bbc33a8ed43a342d24bc2346d2b25b31
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+https://conda.anaconda.org/conda-forge/noarch/r-recommended-3.6-r36_1004.tar.bz2#dc27f20b157cd03ccb32e98c451b9cf8
+https://conda.anaconda.org/conda-forge/noarch/r-3.6-r36_1004.tar.bz2#2fbd4141ccbc21e8e79cd20051b0a9d1
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+https://conda.anaconda.org/conda-forge/win-64/r-tibble-3.0.3-r36hda5aaf8_0.tar.bz2#fecc1cd8e735de36e8412a1fd989fbc8
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+https://conda.anaconda.org/conda-forge/noarch/r-rematch2-2.1.2-r36h6115d3f_1.tar.bz2#ce9c3aa34838ec179fd0703123b02392
+https://conda.anaconda.org/conda-forge/win-64/r-roxygen2-7.1.1-r36h796a38f_0.tar.bz2#8ef960f4bdf3bfaac4d364987e473399
+https://conda.anaconda.org/conda-forge/win-64/r-testthat-2.3.2-r36h796a38f_1.tar.bz2#188009fe45f73d91da04a1db687e3d38
+https://conda.anaconda.org/conda-forge/noarch/r-irkernel-1.1.1-r36h6115d3f_0.tar.bz2#8ea08366bbff0addcee6fb5ee199e464
+https://conda.anaconda.org/conda-forge/noarch/r-lintr-2.0.1-r36h6115d3f_1.tar.bz2#1b51610cd9c437fa7ef061b4487bc73c
+https://conda.anaconda.org/conda-forge/noarch/r-styler-1.3.2-r36h6115d3f_1.tar.bz2#591c42c9bbae05542fa18e86b6f722db
+https://conda.anaconda.org/conda-forge/win-64/r-languageserver-0.3.7-r36hda5aaf8_0.tar.bz2#198e5e580980cb12e67c1b603385c207
diff --git a/.github/workflows/job.lint.yml b/.github/workflows/job.lint.yml
index ed86e34fb..b1fd817be 100644
--- a/.github/workflows/job.lint.yml
+++ b/.github/workflows/job.lint.yml
@@ -1,4 +1,5 @@
 name: lint
+
 on:
   push:
     branches:
@@ -11,45 +12,69 @@ defaults:
   run:
     shell: bash -l {0}
 
+env:
+  CACHE_EPOCH: 1
+
 jobs:
   lint:
     runs-on: ${{ matrix.os }}
+    name: ${{ matrix.platform }} py${{ matrix.python }}
     strategy:
       matrix:
-        os: [ubuntu-16.04]
-        python: [3.8]
-        nodejs: ['>=12,<13.0.0a0']
-        lab: ['>=2,<3.0.0a0']
+        platform:
+          - linux-64
+        python:
+          - '3.8'
+        lab:
+          - '2.2'
+        include:
+          # representative platforms
+          - platform: linux-64
+            os: ubuntu-16.04
+          # Node 14 end-of-life: April 2023
+          - python: '3.8'
+            nodejs: '14'
+
     steps:
       - uses: actions/checkout@v2
 
-      - uses: cschleiden/replace-tokens@v1
+      - name: Prep lock file
+        run: |
+          cp .github/conda.locks/conda.lint.${{ matrix.platform }}-${{ matrix.python }}-${{ matrix.lab }}.lock conda.lock
+          cat conda.lock
+
+      - name: Cache conda
+        uses: actions/cache@v2
         with:
-          tokenPrefix: '{'
-          tokenSuffix: '}'
-          files: '["requirements/github-actions.yml"]'
-        env:
-          lab: '${{ matrix.lab }}'
-          nodejs: '${{ matrix.nodejs }}'
-
-      - name: Set up Python and conda
-        uses: goanpeca/setup-miniconda@v1
+          path: ~/conda_pkgs_dir
+          key: conda-lint-${{ env.CACHE_EPOCH }}-${{ matrix.platform }}-${{ matrix.python }}-${{ hashFiles('conda.lock') }}
+          restore-keys: |
+            conda-lint-${{ env.CACHE_EPOCH }}-${{ matrix.platform }}-${{ matrix.python }}-
+            conda-lint-${{ env.CACHE_EPOCH }}-${{ matrix.platform }}-
+
+      - name: Set up conda env
+        uses: conda-incubator/setup-miniconda@master
         with:
-          python-version: ${{ matrix.python }}
-          channels: conda-forge, defaults
-          channel-priority: true
           activate-environment: jupyterlab-lsp
-          environment-file: requirements/github-actions.yml
-          auto-update-conda: true
-
-      - name: linting dependencies
-        run: conda env update -n jupyterlab-lsp --file requirements/lint.yml --quiet
+          auto-activate-base: true
+          auto-update-conda: false
+          environment-file: conda.lock
+          use-only-tar-bz2: true
 
       - name: check integrity of package versions
         run: python scripts/integrity.py
 
+      - name: Cache yarn
+        uses: actions/cache@v2
+        with:
+          path: .yarn-packages
+          key: yarn-${{ env.CACHE_EPOCH }}-${{ matrix.platform }}-${{ matrix.python }}-${{ hashFiles('yarn.lock') }}
+          restore-keys: |
+            yarn-${{ env.CACHE_EPOCH }}-${{ matrix.platform }}-${{ matrix.python }}-
+            yarn-${{ env.CACHE_EPOCH }}-${{ matrix.platform }}-
+
       - name: install npm dependencies
-        run: jlpm
+        run: jlpm --offline --ignore-optional || jlpm --prefer-offline --ignore-optional
 
       - name: lint backend
         run: python scripts/lint.py
diff --git a/.github/workflows/job.test.yml b/.github/workflows/job.test.yml
index 5048574ae..8916646f9 100644
--- a/.github/workflows/job.test.yml
+++ b/.github/workflows/job.test.yml
@@ -1,4 +1,5 @@
 name: tests
+
 on:
   push:
     branches:
@@ -7,11 +8,13 @@ on:
     branches:
       - master
 
-defaults:
-  run:
-    shell: bash -l {0}
+# TODO: figure out how to make windows cache paths work with bash
+# defaults:
+#   run:
+#     shell: bash -l {0}
 
 env:
+  CACHE_EPOCH: 5
   # TODO extract these from files instead
   PY_JLSP_VERSION: 0.9.2
   JS_JLLSP_VERSION: 2.0.7
@@ -30,105 +33,98 @@ env:
 jobs:
   acceptance:
     runs-on: ${{ matrix.os }}
-    name: ${{ matrix.os }}, Python ${{ matrix.python }}, Node ${{ matrix.nodejs }}
+    name: ${{ matrix.platform }} py${{ matrix.python }}
     strategy:
+      fail-fast: false
       matrix:
-        python: [3.6, 3.7, 3.8]
-        os: [ubuntu-16.04, macos-10.14, vs2017-win2016]
-        lab: ['>=2.2.0,<3.0.0a0']
+        platform:
+          - linux-64
+          - osx-64
+          - win-64
+        python:
+          - '3.6'
+          - '3.7'
+          - '3.8'
+        lab:
+          - '2.2'
         include:
-          # if using 3.6, use an old node
-          - python: 3.6
-            # Node 10 end-of-life: April 2021
-            nodejs: '>=10,<11.0.0.a0'
-          # if using 3.7, use newer node, etc...
-          - python: 3.7
-            # Node 12 end-of-life: April 2022
-            nodejs: '>=12,<13.0.0.a0'
-          - python: 3.8
-            # Node 14 end-of-life: April 2023
-            nodejs: '>=14,<15.0.0.a0'
+          # representative platforms
+          - platform: linux-64
+            os: ubuntu-16.04
+          - platform: osx-64
+            os: macos-10.14
+          - platform: win-64
+            os: vs2017-win2016
+          # Node 10 end-of-life: April 2021
+          - python: '3.6'
+            nodejs: '10'
+          # Node 12 end-of-life: April 2022
+          - python: '3.7'
+            nodejs: '12'
+          # Node 14 end-of-life: April 2023
+          - python: '3.8'
+            nodejs: '14'
 
     steps:
       - uses: actions/checkout@v2
 
-      - name: Set JupyterLab and Node versions
-        uses: cschleiden/replace-tokens@v1
-        with:
-          tokenPrefix: '{'
-          tokenSuffix: '}'
-          files: '["requirements/github-actions.yml"]'
-        env:
-          lab: '${{ matrix.lab }}'
-          nodejs: '${{ matrix.nodejs }}'
-
-      - name: Cache conda
-        uses: actions/cache@v1
-        env:
-          # Increase this value to reset cache if requirements/github-actions.yml has not changed
-          CACHE_NUMBER: 0
-        with:
-          path: ~/conda_pkgs_dir
-          key: ${{ matrix.os }}-${{ matrix.python }}-conda-${{ env.CACHE_NUMBER }}-${{ hashFiles('requirements/github-actions.yml') }}
+      - name: Prep lock file
+        shell: bash -l {0}
+        run: |
+          cp .github/conda.locks/conda.test.${{ matrix.platform }}-${{ matrix.python }}-${{ matrix.lab }}.lock conda.lock
+          cat conda.lock
 
-      - name: Set up Python and conda
-        uses: goanpeca/setup-miniconda@v1
+      - name: Set up conda env
+        uses: conda-incubator/setup-miniconda@master
         with:
-          python-version: ${{ matrix.python }}
-          channels: conda-forge, defaults
-          channel-priority: true
-          auto-activate-base: true
           activate-environment: jupyterlab-lsp
-          environment-file: requirements/github-actions.yml
-          auto-update-conda: true
-          use-only-tar-bz2: true # needs to be set for caching to work properly
-
-      - name: Install pip dependencies
-        run: pip install pytest-github-actions-annotate-failures
-
-      - name: Describe conda
-        shell: bash -l {0}
-        run: |
-          conda info
-          conda list
-          conda config --show-sources
-          conda config --show
-          printenv | sort
+          auto-activate-base: true
+          auto-update-conda: false
+          environment-file: conda.lock
+          use-only-tar-bz2: True
 
       - name: Cache yarn
-        uses: actions/cache@v1
+        uses: actions/cache@v2
         with:
           path: .yarn-packages
-          key: yarn-${{ runner.os }}-${{ hashFiles('yarn.lock') }}
+          key: yarn-${{ env.CACHE_EPOCH }}-${{ matrix.platform }}-${{ matrix.python }}-${{ hashFiles('yarn.lock') }}
           restore-keys: |
-            yarn-${{ runner.os }}-
-            yarn-
+            yarn-${{ env.CACHE_EPOCH }}-${{ matrix.platform }}-${{ matrix.python }}-
+            yarn-${{ env.CACHE_EPOCH }}-${{ matrix.platform }}-
 
       - name: Install npm dependencies
-        run: jlpm
+        shell: bash -l {0}
+        run: jlpm --offline --ignore-optional || jlpm --prefer-offline --ignore-optional
 
       - name: Build the extension
+        shell: bash -l {0}
         run: jlpm build
 
       - name: Build python distributions
+        shell: bash -l {0}
         run: python setup.py sdist bdist_wheel
 
       - name: Build npm bundles
+        shell: bash -l {0}
         run: jlpm lerna run bundle
 
       - name: Install python wheel
+        shell: bash -l {0}
         run: cd dist && python -m pip install jupyter_lsp-${{ env.PY_JLSP_VERSION }}-py3-none-any.whl --no-deps
 
-      - name: Find out jedi cache location
-        run: python -c 'import jedi; print("::set-env name=JEDI_CACHE_DIR::" + jedi.settings.cache_directory)'
-
       - name: Cache jedi cache
-        uses: actions/cache@v1
+        uses: actions/cache@v2
         with:
-          path: ${{ env.JEDI_CACHE_DIR }}
-          key: jedi-${{ matrix.os }}-${{ hashFiles('scripts/jedi_cache.py') }}-${{ hashFiles('requirements/github-actions.yml') }}
+          path: |
+            ~/.cache/jedi/
+            ~/Library/Caches/Jedi
+            %LOCALAPPDATA%/Jedi/Jedi
+          key: jedi-${{ env.CACHE_EPOCH }}-${{ matrix.platform }}-${{ matrix.python }}-${{ hashFiles('scripts/jedi_cache.py', 'conda.lock') }}
+          restore-keys: |
+            jedi-${{ env.CACHE_EPOCH }}-${{ matrix.platform }}-${{ matrix.python }}-
 
       - name: Warm up jedi cache
+        shell: bash -l {0}
         run: python scripts/jedi_cache.py
 
       - name: Cache tectonic cache
@@ -139,12 +135,16 @@ jobs:
             ~/.cache/Tectonic
             ~/Library/Caches/Tectonic
             %LOCALAPPDATA%/TectonicProject/Tectonic
-          key: ${{ runner.os }}-${{ hashFiles('scripts/tectonic_cache.py') }}
+          key: tectonic-${{ env.CACHE_EPOCH }}-${{ matrix.platform }}-${{ matrix.python }}-${{ hashFiles('scripts/tectonic_cache.py', 'conda.lock') }}
+          restore-keys: |
+            tectonic-${{ env.CACHE_EPOCH }}-${{ matrix.platform }}-${{ matrix.python }}-
 
       - name: Warm up tectonic cache
+        shell: bash -l {0}
         run: python scripts/tectonic_cache.py
 
       - name: Run frontend unit tests
+        shell: bash -l {0}
         run: jlpm test
 
       #  js_cov_packages:
@@ -168,40 +168,40 @@ jobs:
       #      condition: always()
 
       - name: List server extensions
+        shell: bash -l {0}
         run: jupyter serverextension list
 
       - name: Run python tests
+        shell: bash -l {0}
         run: python scripts/utest.py
 
       - name: Install support packages
+        shell: bash -l {0}
         run: jupyter labextension link --debug --no-build ${{ env.LINKED_EXTENSIONS }}
 
       - name: Install labextensions
+        shell: bash -l {0}
         run: jupyter labextension install --debug --no-build packages/jupyterlab-lsp/krassowski-jupyterlab-lsp-${{ env.JS_JLLSP_VERSION }}.tgz
 
       - name: List labextensions before build
+        shell: bash -l {0}
         run: jupyter labextension list
 
       - name: Build lab
+        shell: bash -l {0}
         run: jupyter lab build --debug --dev-build=False --minimize=True
 
       - name: List labextensions after build
+        shell: bash -l {0}
         run: jupyter labextension list
 
       - name: Run browser tests
+        shell: bash -l {0}
         run: python scripts/atest.py --exclude expect:fail
 
-      #- task: PublishTestResults@2
-      #  name: publish browser test results
-      #  inputs:
-      #    testResultsFiles: atest/output/*.xunit.xml
-      #    testRunTitle: 'Robot ${{ env.name }}${{ python.name }}'
-      #    mergeTestResults: true
-      #  condition: always()
-
       - name: Publish browser test output
         uses: actions/upload-artifact@v2
         with:
-          name: ${{ job.status }} Robot ${{ matrix.os }} Python ${{ matrix.python }} ${{ github.run_number }}
+          name: Robot ${{ github.run_number }} ${{ job.status }} ${{ matrix.platform }} py${{ matrix.python }}
           path: ./atest/output
         if: always()
diff --git a/.gitignore b/.gitignore
index 3be49c475..9127c03ed 100644
--- a/.gitignore
+++ b/.gitignore
@@ -116,3 +116,4 @@ coverage/
 _schema.d.ts
 _build
 .virtual_documents/
+.doit*
diff --git a/CONTRIBUTING.md b/CONTRIBUTING.md
index 142800c7e..7f8266ee3 100644
--- a/CONTRIBUTING.md
+++ b/CONTRIBUTING.md
@@ -419,3 +419,62 @@ Build it!
 ```bash
 python setup.py sdist bdist_wheel
 ```
+
+### Continuous Integration
+
+Continuous integration for the project runs on [GitHub Actions][github-actions].
+
+#### conda in CI
+
+[conda](https://conda.io) is used for a fair amount of environment management.
+
+- ensured with [setup-miniconda][]
+- environments specified with [conda-lock][conda-lock]
+
+Most of the CI jobs will use an [explicit conda specification][conda-solve-spec]
+in `.github/conda.locks`. These are derived from what is currently:
+
+- tested in `.github/workflows/*.yml`, specifically the `matrix`
+- captured in `requirements/*.yml`
+
+#### Rebuilding Lockfiles
+
+To regenerate all of the lockfiles:
+
+> Requires an environment such as `requirements/lock.yml`, (or the checked-in lockfile)
+> which will prefer [mamba][].
+
+```bash
+python -m scripts/lock.py
+```
+
+#### Using Lockiles Locally
+
+You can use lockfiles locally to exactly reproduce the CI environment, e.g.
+
+```bash
+# from the root of the repo
+conda create --prefix envs/lint --file .github/conda.locks/conda.lint.linux-64-3.8-2.2.lock
+#                          +--------------------------------job -+    |        |   |
+#                                                     conda platform -+        |   |
+#                                                              python version -+   |
+#                                                                     lab version -+
+source activate envs/lint
+```
+
+> Note: this is convenient when developing interactively, as JupyterLab and the Language
+> Servers can _agree_ on the files paths in the environment without relying on the
+> the `.lsp_symlink` approach.
+
+#### Cache Epoch
+
+Most of the caching can be overloaded by changing the top-level `CACHE_EPOCH`
+environment variable in a given workflow... this can help flush out (or work
+around)
+irreproducibility issues.
+
+[github-actions]: https://github.com/krassowski/jupyterlab-lsp/actions
+[conda-solve-spec]: https://docs.conda.io/projects/conda/en/latest/user-guide/tasks/manage-environments.html#building-identical-conda-environments
+[conda-lock]: https://github.com/conda-incubator/conda-lock
+[setup-miniconda]: https://github.com/conda-incubator/setup-miniconda
+[mamba]: https://github.com/mamba-org/mamba
diff --git a/atest/ports.py b/atest/ports.py
index cf2d8e1ac..439227b6d 100644
--- a/atest/ports.py
+++ b/atest/ports.py
@@ -4,9 +4,9 @@
 
 
 def get_unused_port():
-    """ Get an unused port by trying to listen to any random port.
+    """Get an unused port by trying to listen to any random port.
 
-        Probably could introduce race conditions if inside a tight loop.
+    Probably could introduce race conditions if inside a tight loop.
     """
     sock = socket.socket(socket.AF_INET, socket.SOCK_STREAM)
     sock.bind(("localhost", 0))
diff --git a/docs/Architecture.ipynb b/docs/Architecture.ipynb
index a5ac6a778..d86965e0e 100644
--- a/docs/Architecture.ipynb
+++ b/docs/Architecture.ipynb
@@ -18,9 +18,10 @@
     "import pathlib\n",
     "import re\n",
     "\n",
-    "import graphviz\n",
     "import IPython\n",
     "\n",
+    "import graphviz\n",
+    "\n",
     "\n",
     "@IPython.core.magic.register_line_cell_magic\n",
     "def dot(line, cell=None):\n",
diff --git a/docs/Language Servers.ipynb b/docs/Language Servers.ipynb
index e0e4d25a6..73451095b 100644
--- a/docs/Language Servers.ipynb	
+++ b/docs/Language Servers.ipynb	
@@ -42,6 +42,7 @@
     "\n",
     "import IPython\n",
     "from jinja2 import Template\n",
+    "\n",
     "from jupyter_lsp import LanguageServerManager"
    ]
   },
diff --git a/docs/conf.py b/docs/conf.py
index 34c4316ed..de89937e0 100644
--- a/docs/conf.py
+++ b/docs/conf.py
@@ -102,7 +102,6 @@
 
 
 def setup(app):
-    """ Runs before the "normal business" of sphinx. Don't go too crazy here.
-    """
+    """Runs before the "normal business" of sphinx. Don't go too crazy here."""
     app.add_css_file("css/custom.css")
     subprocess.check_call(["jlpm", "--ignore-optional"])
diff --git a/packages/jupyterlab-go-to-definition/package.json b/packages/jupyterlab-go-to-definition/package.json
index a1fd1b70b..40d4ef8d7 100644
--- a/packages/jupyterlab-go-to-definition/package.json
+++ b/packages/jupyterlab-go-to-definition/package.json
@@ -50,7 +50,7 @@
     "@jupyterlab/apputils": "~2.2.0",
     "@jupyterlab/codeeditor": "~2.2.0",
     "@jupyterlab/codemirror": "~2.2.0",
-    "@jupyterlab/coreutils": "~4.0.0",
+    "@jupyterlab/coreutils": "~4.2.0",
     "@jupyterlab/docmanager": "~2.2.0",
     "@jupyterlab/docregistry": "~2.2.0",
     "@jupyterlab/fileeditor": "~2.2.0",
diff --git a/py_src/jupyter_lsp/handlers.py b/py_src/jupyter_lsp/handlers.py
index 1a79d4162..494af2400 100644
--- a/py_src/jupyter_lsp/handlers.py
+++ b/py_src/jupyter_lsp/handlers.py
@@ -18,8 +18,7 @@ def initialize(self, manager: LanguageServerManager):
 
 
 class LanguageServerWebSocketHandler(WebSocketMixin, WebSocketHandler, BaseHandler):
-    """ Setup tornado websocket to route to language server sessions
-    """
+    """Setup tornado websocket to route to language server sessions"""
 
     language_server = None  # type: Optional[Text]
 
@@ -38,9 +37,9 @@ def on_close(self):
 
 
 class LanguageServersHandler(BaseHandler):
-    """ Reports the status of all current servers
+    """Reports the status of all current servers
 
-        Response should conform to schema in schema/servers.schema.json
+    Response should conform to schema in schema/servers.schema.json
     """
 
     validator = SERVERS_RESPONSE
@@ -49,8 +48,7 @@ def initialize(self, *args, **kwargs):
         super().initialize(*args, **kwargs)
 
     def get(self):
-        """ finish with the JSON representations of the sessions
-        """
+        """finish with the JSON representations of the sessions"""
         response = {
             "version": 2,
             "sessions": {
@@ -68,8 +66,7 @@ def get(self):
 
 
 def add_handlers(nbapp):
-    """ Add Language Server routes to the notebook server web application
-    """
+    """Add Language Server routes to the notebook server web application"""
     lsp_url = ujoin(nbapp.base_url, "lsp")
     re_langservers = "(?P<language_server>.*)"
 
diff --git a/py_src/jupyter_lsp/manager.py b/py_src/jupyter_lsp/manager.py
index f6306fa7e..004631192 100644
--- a/py_src/jupyter_lsp/manager.py
+++ b/py_src/jupyter_lsp/manager.py
@@ -25,8 +25,7 @@
 
 
 class LanguageServerManager(LanguageServerManagerAPI):
-    """ Manage language servers
-    """
+    """Manage language servers"""
 
     language_servers = Schema(
         validator=LANGUAGE_SERVER_SPEC_MAP,
@@ -56,8 +55,7 @@ def _default_language_servers(self):
         return {}
 
     def __init__(self, **kwargs):
-        """ Before starting, perform all necessary configuration
-        """
+        """Before starting, perform all necessary configuration"""
         super().__init__(**kwargs)
 
     def initialize(self, *args, **kwargs):
@@ -66,8 +64,7 @@ def initialize(self, *args, **kwargs):
         self.init_sessions()
 
     def init_language_servers(self) -> None:
-        """ determine the final language server configuration.
-        """
+        """determine the final language server configuration."""
         language_servers = {}  # type: KeyedLanguageServerSpecs
 
         # copy the language servers before anybody monkeys with them
@@ -85,8 +82,7 @@ def init_language_servers(self) -> None:
         }
 
     def init_sessions(self):
-        """ create, but do not initialize all sessions
-        """
+        """create, but do not initialize all sessions"""
         sessions = {}
         for language_server, spec in self.language_servers.items():
             sessions[language_server] = LanguageServerSession(
@@ -95,8 +91,7 @@ def init_sessions(self):
         self.sessions = sessions
 
     def init_listeners(self):
-        """ register traitlets-configured listeners
-        """
+        """register traitlets-configured listeners"""
 
         scopes = {
             MessageScope.ALL: [self.all_listeners, EP_LISTENER_ALL_V1],
@@ -118,8 +113,7 @@ def init_listeners(self):
                 self.__class__.register_message_listener(scope=scope.value)(listener)
 
     def subscribe(self, handler):
-        """ subscribe a handler to session, or sta
-        """
+        """subscribe a handler to session, or sta"""
         session = self.sessions.get(handler.language_server)
 
         if session is None:
diff --git a/py_src/jupyter_lsp/paths.py b/py_src/jupyter_lsp/paths.py
index 304bdfcf0..5c9cb43e6 100644
--- a/py_src/jupyter_lsp/paths.py
+++ b/py_src/jupyter_lsp/paths.py
@@ -7,10 +7,10 @@
 
 
 def normalized_uri(root_dir):
-    """ Attempt to make an LSP rootUri from a ContentsManager root_dir
+    """Attempt to make an LSP rootUri from a ContentsManager root_dir
 
-        Special care must be taken around windows paths: the canonical form of
-        windows drives and UNC paths is lower case
+    Special care must be taken around windows paths: the canonical form of
+    windows drives and UNC paths is lower case
     """
     root_uri = pathlib.Path(root_dir).expanduser().resolve().as_uri()
     root_uri = re.sub(
@@ -20,10 +20,10 @@ def normalized_uri(root_dir):
 
 
 def file_uri_to_path(file_uri):
-    """ Return a path string for give file:/// URI.
+    """Return a path string for give file:/// URI.
 
-        Respect the different path convention on Windows.
-        Based on https://stackoverflow.com/a/57463161/6646912, BSD 0
+    Respect the different path convention on Windows.
+    Based on https://stackoverflow.com/a/57463161/6646912, BSD 0
     """
     windows_path = os.name == "nt"
     file_uri_parsed = urlparse(file_uri)
diff --git a/py_src/jupyter_lsp/schema/__init__.py b/py_src/jupyter_lsp/schema/__init__.py
index 8413bc24c..45bd976c7 100644
--- a/py_src/jupyter_lsp/schema/__init__.py
+++ b/py_src/jupyter_lsp/schema/__init__.py
@@ -10,8 +10,7 @@
 
 
 def make_validator(key):
-    """ make a JSON Schema (Draft 7) validator
-    """
+    """make a JSON Schema (Draft 7) validator"""
     schema = {"$ref": "#/definitions/{}".format(key)}
     schema.update(SCHEMA)
     return jsonschema.validators.Draft7Validator(schema)
diff --git a/py_src/jupyter_lsp/serverextension.py b/py_src/jupyter_lsp/serverextension.py
index e39afbfb8..7aceda907 100644
--- a/py_src/jupyter_lsp/serverextension.py
+++ b/py_src/jupyter_lsp/serverextension.py
@@ -11,8 +11,7 @@
 
 
 def load_jupyter_server_extension(nbapp):
-    """ create a LanguageServerManager and add handlers
-    """
+    """create a LanguageServerManager and add handlers"""
     nbapp.add_traits(language_server_manager=traitlets.Instance(LanguageServerManager))
     manager = nbapp.language_server_manager = LanguageServerManager(parent=nbapp)
     manager.initialize()
diff --git a/py_src/jupyter_lsp/session.py b/py_src/jupyter_lsp/session.py
index 625e42213..548d00542 100644
--- a/py_src/jupyter_lsp/session.py
+++ b/py_src/jupyter_lsp/session.py
@@ -24,8 +24,7 @@
 
 
 class LanguageServerSession(LoggingConfigurable):
-    """ Manage a session for a connection to a language server
-    """
+    """Manage a session for a connection to a language server"""
 
     language_server = Unicode(help="the language server implementation name")
     spec = Schema(LANGUAGE_SERVER_SPEC)
@@ -56,8 +55,7 @@ class LanguageServerSession(LoggingConfigurable):
     _skip_serialize = ["argv", "debug_argv"]
 
     def __init__(self, *args, **kwargs):
-        """ set up the required traitlets and exit behavior for a session
-        """
+        """set up the required traitlets and exit behavior for a session"""
         super().__init__(*args, **kwargs)
         atexit.register(self.stop)
 
@@ -80,8 +78,7 @@ def to_json(self):
         )
 
     def initialize(self):
-        """ (re)initialize a language server session
-        """
+        """(re)initialize a language server session"""
         self.stop()
         self.status = SessionStatus.STARTING
         self.init_queues()
@@ -98,8 +95,7 @@ def initialize(self):
         self.status = SessionStatus.STARTED
 
     def stop(self):
-        """ clean up all of the state of the session
-        """
+        """clean up all of the state of the session"""
 
         self.status = SessionStatus.STOPPING
 
@@ -120,16 +116,14 @@ def stop(self):
 
     @observe("handlers")
     def _on_handlers(self, change: Bunch):
-        """ re-initialize if someone starts listening, or stop if nobody is
-        """
+        """re-initialize if someone starts listening, or stop if nobody is"""
         if change["new"] and not self.process:
             self.initialize()
         elif not change["new"] and self.process:
             self.stop()
 
     def write(self, message):
-        """ wrapper around the write queue to keep it mostly internal
-        """
+        """wrapper around the write queue to keep it mostly internal"""
         self.last_handler_message_at = self.now()
         IOLoop.current().add_callback(self.to_lsp.put_nowait, message)
 
@@ -137,8 +131,7 @@ def now(self):
         return datetime.now(timezone.utc)
 
     def init_process(self):
-        """ start the language server subprocess
-        """
+        """start the language server subprocess"""
         self.process = subprocess.Popen(
             self.spec["argv"],
             stdin=subprocess.PIPE,
@@ -147,21 +140,18 @@ def init_process(self):
         )
 
     def init_queues(self):
-        """ create the queues
-        """
+        """create the queues"""
         self.from_lsp = Queue()
         self.to_lsp = Queue()
 
     def init_reader(self):
-        """ create the stdout reader (from the language server)
-        """
+        """create the stdout reader (from the language server)"""
         self.reader = stdio.LspStdIoReader(
             stream=self.process.stdout, queue=self.from_lsp, parent=self
         )
 
     def init_writer(self):
-        """ create the stdin writer (to the language server)
-        """
+        """create the stdin writer (to the language server)"""
         self.writer = stdio.LspStdIoWriter(
             stream=self.process.stdin, queue=self.to_lsp, parent=self
         )
@@ -181,8 +171,8 @@ async def _write_lsp(self):
         await self.writer.write()
 
     async def _broadcast_from_lsp(self):
-        """ loop for reading messages from the queue of messages from the language
-            server
+        """loop for reading messages from the queue of messages from the language
+        server
         """
         async for message in self.from_lsp:
             self.last_server_message_at = self.now()
diff --git a/py_src/jupyter_lsp/specs/config/__init__.py b/py_src/jupyter_lsp/specs/config/__init__.py
index bf1ec084d..6fe698272 100644
--- a/py_src/jupyter_lsp/specs/config/__init__.py
+++ b/py_src/jupyter_lsp/specs/config/__init__.py
@@ -5,6 +5,5 @@
 
 
 def load_config_schema(key):
-    """ load a keyed filename
-    """
+    """load a keyed filename"""
     return json.loads((CONFIGS / "{}.schema.json".format(key)).read_text())
diff --git a/py_src/jupyter_lsp/specs/utils.py b/py_src/jupyter_lsp/specs/utils.py
index aaa5a8d3a..71c923ddd 100644
--- a/py_src/jupyter_lsp/specs/utils.py
+++ b/py_src/jupyter_lsp/specs/utils.py
@@ -19,8 +19,7 @@
 
 
 class SpecBase:
-    """ Base for a spec finder that returns a spec for starting a language server
-    """
+    """Base for a spec finder that returns a spec for starting a language server"""
 
     key = ""
     languages = []  # type: List[Text]
@@ -34,8 +33,8 @@ def __call__(
 
 
 class ShellSpec(SpecBase):  # pragma: no cover
-    """ Helper for a language server spec for executables on $PATH in the
-        notebook server environment.
+    """Helper for a language server spec for executables on $PATH in the
+    notebook server environment.
     """
 
     cmd = ""
@@ -63,8 +62,8 @@ def __call__(self, mgr: LanguageServerManagerAPI) -> KeyedLanguageServerSpecs:
 
 
 class PythonModuleSpec(SpecBase):
-    """ Helper for a python-based language server spec in the notebook server
-        environment
+    """Helper for a python-based language server spec in the notebook server
+    environment
     """
 
     python_module = ""
@@ -86,8 +85,8 @@ def __call__(self, mgr: LanguageServerManagerAPI) -> KeyedLanguageServerSpecs:
 
 
 class NodeModuleSpec(SpecBase):
-    """ Helper for a nodejs-based language server spec in one of several
-        node_modules
+    """Helper for a nodejs-based language server spec in one of several
+    node_modules
     """
 
     node_module = ""
diff --git a/py_src/jupyter_lsp/stdio.py b/py_src/jupyter_lsp/stdio.py
index 73945618c..97600ca28 100644
--- a/py_src/jupyter_lsp/stdio.py
+++ b/py_src/jupyter_lsp/stdio.py
@@ -26,8 +26,7 @@
 
 
 class LspStdIoBase(LoggingConfigurable):
-    """ Non-blocking, queued base for communicating with stdio Language Servers
-    """
+    """Non-blocking, queued base for communicating with stdio Language Servers"""
 
     executor = None
 
@@ -48,10 +47,10 @@ def close(self):
 
 
 class LspStdIoReader(LspStdIoBase):
-    """ Language Server stdio Reader
+    """Language Server stdio Reader
 
-        Because non-blocking (but still synchronous) IO is used, rudimentary
-        exponential backoff is used.
+    Because non-blocking (but still synchronous) IO is used, rudimentary
+    exponential backoff is used.
     """
 
     max_wait = Float(help="maximum time to wait on idle stream").tag(config=True)
@@ -63,8 +62,7 @@ def _default_max_wait(self):
         return 2.0 if os.name == "nt" else self.min_wait
 
     async def sleep(self):
-        """ Simple exponential backoff for sleeping
-        """
+        """Simple exponential backoff for sleeping"""
         if self.stream.closed:  # pragma: no cover
             return
         self.next_wait = min(self.next_wait * 2, self.max_wait)
@@ -74,13 +72,11 @@ async def sleep(self):
             pass
 
     def wake(self):
-        """ Reset the wait time
-        """
+        """Reset the wait time"""
         self.wait = self.min_wait
 
     async def read(self) -> None:
-        """ Read from a Language Server until it is closed
-        """
+        """Read from a Language Server until it is closed"""
         make_non_blocking(self.stream)
 
         while not self.stream.closed:
@@ -100,8 +96,7 @@ async def read(self) -> None:
                 await self.sleep()
 
     async def read_one(self) -> Text:
-        """ Read a single message
-        """
+        """Read a single message"""
         message = ""
         headers = HTTPHeaders()
 
@@ -138,8 +133,7 @@ async def read_one(self) -> Text:
 
     @run_on_executor
     def _readline(self) -> Text:
-        """ Read a line (or immediately return None)
-        """
+        """Read a line (or immediately return None)"""
         try:
             return self.stream.readline().decode("utf-8").strip()
         except OSError:  # pragma: no cover
@@ -147,12 +141,10 @@ def _readline(self) -> Text:
 
 
 class LspStdIoWriter(LspStdIoBase):
-    """ Language Server stdio Writer
-    """
+    """Language Server stdio Writer"""
 
     async def write(self) -> None:
-        """ Write to a Language Server until it closes
-        """
+        """Write to a Language Server until it closes"""
         while not self.stream.closed:
             message = await self.queue.get()
             try:
diff --git a/py_src/jupyter_lsp/tests/conftest.py b/py_src/jupyter_lsp/tests/conftest.py
index ce943cd1a..b64ae00f4 100644
--- a/py_src/jupyter_lsp/tests/conftest.py
+++ b/py_src/jupyter_lsp/tests/conftest.py
@@ -3,13 +3,14 @@
 import shutil
 from typing import Text
 
-# local imports
-from jupyter_lsp import LanguageServerManager
-from jupyter_lsp.handlers import LanguageServersHandler, LanguageServerWebSocketHandler
 from notebook.notebookapp import NotebookApp
 from pytest import fixture
 from tornado.queues import Queue
 
+# local imports
+from jupyter_lsp import LanguageServerManager
+from jupyter_lsp.handlers import LanguageServersHandler, LanguageServerWebSocketHandler
+
 # these should always be available in a test environment ()
 KNOWN_SERVERS = [
     "bash-language-server",
diff --git a/py_src/jupyter_lsp/tests/test_detect.py b/py_src/jupyter_lsp/tests/test_detect.py
index 871e883e8..86d687567 100644
--- a/py_src/jupyter_lsp/tests/test_detect.py
+++ b/py_src/jupyter_lsp/tests/test_detect.py
@@ -1,6 +1,5 @@
 def test_no_detect(manager):
-    """ should not enable anything by default
-    """
+    """should not enable anything by default"""
     manager.autodetect = False
     manager.initialize()
     assert not manager.language_servers
diff --git a/py_src/jupyter_lsp/tests/test_listener.py b/py_src/jupyter_lsp/tests/test_listener.py
index 84bce9341..bc83c6ef1 100644
--- a/py_src/jupyter_lsp/tests/test_listener.py
+++ b/py_src/jupyter_lsp/tests/test_listener.py
@@ -20,8 +20,7 @@ async def test_listener_bad_traitlets(bad_string, handlers):
 
 @pytest.mark.asyncio
 async def test_listeners(known_server, handlers, jsonrpc_init_msg):
-    """ will some listeners listen?
-    """
+    """will some listeners listen?"""
     handler, ws_handler = handlers
     manager = handler.manager
 
diff --git a/py_src/jupyter_lsp/tests/test_session.py b/py_src/jupyter_lsp/tests/test_session.py
index 56d889899..880f12172 100644
--- a/py_src/jupyter_lsp/tests/test_session.py
+++ b/py_src/jupyter_lsp/tests/test_session.py
@@ -22,8 +22,7 @@ def assert_status_set(handler, expected_statuses, language_server=None):
 
 @pytest.mark.asyncio
 async def test_start_known(known_server, handlers, jsonrpc_init_msg):
-    """ will a process start for a known server if a handler starts?
-    """
+    """will a process start for a known server if a handler starts?"""
     handler, ws_handler = handlers
     manager = handler.manager
 
@@ -54,8 +53,7 @@ async def test_start_known(known_server, handlers, jsonrpc_init_msg):
 
 @pytest.mark.asyncio
 async def test_start_unknown(known_unknown_server, handlers, jsonrpc_init_msg):
-    """ will a process not start for an unknown server if a handler starts?
-    """
+    """will a process not start for an unknown server if a handler starts?"""
     handler, ws_handler = handlers
     manager = handler.manager
     manager.initialize()
diff --git a/py_src/jupyter_lsp/trait_types.py b/py_src/jupyter_lsp/trait_types.py
index 8f878b463..5d6e76d63 100644
--- a/py_src/jupyter_lsp/trait_types.py
+++ b/py_src/jupyter_lsp/trait_types.py
@@ -3,8 +3,7 @@
 
 
 class Schema(traitlets.Any):
-    """ any... but validated by a jsonschema.Validator
-    """
+    """any... but validated by a jsonschema.Validator"""
 
     _validator = None
 
diff --git a/py_src/jupyter_lsp/types.py b/py_src/jupyter_lsp/types.py
index dbaf77cbe..6fb7c29d0 100644
--- a/py_src/jupyter_lsp/types.py
+++ b/py_src/jupyter_lsp/types.py
@@ -42,8 +42,7 @@ def __call__(
 
 
 class SessionStatus(enum.Enum):
-    """ States in which a language server session can be
-    """
+    """States in which a language server session can be"""
 
     NOT_STARTED = "not_started"
     STARTING = "starting"
@@ -53,8 +52,7 @@ class SessionStatus(enum.Enum):
 
 
 class MessageScope(enum.Enum):
-    """ Scopes for message listeners
-    """
+    """Scopes for message listeners"""
 
     ALL = "all"
     CLIENT = "client"
@@ -62,8 +60,7 @@ class MessageScope(enum.Enum):
 
 
 class MessageListener(object):
-    """ A base listener implementation
-    """
+    """A base listener implementation"""
 
     listener = None  # type: HandlerListenerCallback
     language_server = None  # type: Optional[Pattern[Text]]
@@ -86,8 +83,7 @@ async def __call__(
         language_server: Text,
         manager: "HasListeners",
     ) -> None:
-        """ actually dispatch the message to the listener and capture any errors
-        """
+        """actually dispatch the message to the listener and capture any errors"""
         try:
             await self.listener(
                 scope=scope,
@@ -104,10 +100,10 @@ async def __call__(
             )
 
     def wants(self, message: LanguageServerMessage, language_server: Text):
-        """ whether this listener wants a particular message
+        """whether this listener wants a particular message
 
-            `method` is currently the only message content discriminator, but not
-            all messages will have a `method`
+        `method` is currently the only message content discriminator, but not
+        all messages will have a `method`
         """
         if self.method:
             method = message.get("method")
@@ -141,8 +137,7 @@ def register_message_listener(
         language_server: Optional[Text] = None,
         method: Optional[Text] = None,
     ):
-        """ register a listener for language server protocol messages
-        """
+        """register a listener for language server protocol messages"""
 
         def inner(listener: "HandlerListenerCallback") -> "HandlerListenerCallback":
             cls.unregister_message_listener(listener)
@@ -157,8 +152,7 @@ def inner(listener: "HandlerListenerCallback") -> "HandlerListenerCallback":
 
     @classmethod
     def unregister_message_listener(cls, listener: "HandlerListenerCallback"):
-        """ unregister a listener for language server protocol messages
-        """
+        """unregister a listener for language server protocol messages"""
         for scope in MessageScope:
             cls._listeners[str(scope.value)] = [
                 lst
@@ -191,8 +185,7 @@ async def wait_for_listeners(
 
 
 class LanguageServerManagerAPI(LoggingConfigurable, HasListeners):
-    """ Public API that can be used for python-based spec finders and listeners
-    """
+    """Public API that can be used for python-based spec finders and listeners"""
 
     nodejs = Unicode(help=_("path to nodejs executable")).tag(config=True)
 
@@ -205,8 +198,7 @@ class LanguageServerManagerAPI(LoggingConfigurable, HasListeners):
     ).tag(config=True)
 
     def find_node_module(self, *path_frag):
-        """ look through the node_module roots to find the given node module
-        """
+        """look through the node_module roots to find the given node module"""
         all_roots = self.extra_node_roots + self.node_roots
         found = None
 
@@ -234,7 +226,7 @@ def _default_nodejs(self):
 
     @default("node_roots")
     def _default_node_roots(self):
-        """ get the "usual suspects" for where `node_modules` may be found
+        """get the "usual suspects" for where `node_modules` may be found
 
         - where this was launch (usually the same as NotebookApp.notebook_dir)
         - the JupyterLab staging folder (if available)
diff --git a/requirements/atest.yml b/requirements/atest.yml
index cac33b56d..fe766d700 100644
--- a/requirements/atest.yml
+++ b/requirements/atest.yml
@@ -1,11 +1,12 @@
+# browser-based acceptance testing
 name: jupyterlab-lsp
 
 channels:
   - conda-forge
-  - defaults
 
 dependencies:
-  - robotframework-seleniumlibrary
-  - robotframework >=3.2
+  - bs4
   - firefox
   - geckodriver
+  - robotframework >=3.2
+  - robotframework-seleniumlibrary
diff --git a/requirements/github-actions.yml b/requirements/ci.yml
similarity index 59%
rename from requirements/github-actions.yml
rename to requirements/ci.yml
index 8a6c2c1b3..27460f593 100644
--- a/requirements/github-actions.yml
+++ b/requirements/ci.yml
@@ -1,13 +1,18 @@
+# minimum needed runtime, plus language servers
 name: jupyterlab-lsp
 
 channels:
   - conda-forge
-  - defaults
 
 dependencies:
-  - jupyterlab {lab}
+  # these versions are overloaded dynamically when locking
+  - python
+  - jupyterlab
+  - nodejs
   # build dependencies
-  - nodejs {nodejs}
+  - ruamel_yaml
+  - pip
+  - wheel
   # for python language server (and development)
   - flake8 >=3.5
   - python-language-server
@@ -22,15 +27,3 @@ dependencies:
   - tectonic
   - texlab
   - chktex
-  # test tools
-  - pytest-asyncio
-  - pytest-cov
-  - pytest-flake8
-  - pytest-runner
-  - ruamel_yaml
-  # browser testing
-  - bs4
-  - firefox
-  - geckodriver
-  - robotframework >=3.2
-  - robotframework-seleniumlibrary
diff --git a/requirements/docs.yml b/requirements/docs.yml
index b118dc0d2..dfce75255 100644
--- a/requirements/docs.yml
+++ b/requirements/docs.yml
@@ -1,14 +1,15 @@
-name: jupyterlab-lsp-docs
+# documentation building (though needs full runtime env)
+name: jupyterlab-lsp
 
 channels:
   - conda-forge
-  - defaults
 
 dependencies:
   - nbsphinx
   - pandas
   - pip
   - pytest
+  - pytest-check-links
   - python-graphviz
   - recommonmark
   - sphinx
@@ -17,5 +18,4 @@ dependencies:
   - sphinx-autodoc-typehints
   - sphinx-copybutton
   - pip:
-      - pytest-check-links
       - sphinx-markdown-tables
diff --git a/requirements/lab.yml b/requirements/lab.yml
new file mode 100644
index 000000000..49fdd1434
--- /dev/null
+++ b/requirements/lab.yml
@@ -0,0 +1,7 @@
+name: jupyterlab-lsp
+
+channels:
+  - conda-forge
+
+dependencies:
+  - jupyterlab >=2.2.0,<3.0.0a0
diff --git a/requirements/lint.yml b/requirements/lint.yml
index 410e39b66..b52320a94 100644
--- a/requirements/lint.yml
+++ b/requirements/lint.yml
@@ -1,8 +1,8 @@
+# linting and formatting
 name: jupyterlab-lsp
 
 channels:
   - conda-forge
-  - defaults
 
 dependencies:
   - black
@@ -12,4 +12,3 @@ dependencies:
   - isort <5
   - mypy
   - robotframework-lint >=1.1
-  - robotframework >=3.2
diff --git a/requirements/lock.yml b/requirements/lock.yml
new file mode 100644
index 000000000..d47ff55c0
--- /dev/null
+++ b/requirements/lock.yml
@@ -0,0 +1,11 @@
+# generating lock files
+name: jupyterlab-lsp
+
+channels:
+  - conda-forge
+
+dependencies:
+  - conda ==4.8.3
+  - conda-lock ==0.4.1
+  - doit ==0.33.1
+  - mamba ==0.5.1
diff --git a/requirements/minimal.yml b/requirements/minimal.yml
new file mode 100644
index 000000000..85379fc86
--- /dev/null
+++ b/requirements/minimal.yml
@@ -0,0 +1,8 @@
+# seeding CI paths
+name: jupyterlab-lsp
+
+channels:
+  - conda-forge
+
+dependencies:
+  - sqlite
diff --git a/requirements/utest.yml b/requirements/utest.yml
new file mode 100644
index 000000000..d82696b1c
--- /dev/null
+++ b/requirements/utest.yml
@@ -0,0 +1,12 @@
+# unit testing
+name: jupyterlab-lsp
+
+channels:
+  - conda-forge
+
+dependencies:
+  - pytest-asyncio
+  - pytest-cov
+  - pytest-flake8
+  - pytest-github-actions-annotate-failures
+  - pytest-runner
diff --git a/requirements/win.yml b/requirements/win.yml
new file mode 100644
index 000000000..ab43b2b3e
--- /dev/null
+++ b/requirements/win.yml
@@ -0,0 +1,9 @@
+# make windows work
+name: jupyterlab-lsp
+
+channels:
+  - conda-forge
+  - msys2
+
+dependencies:
+  - colorama
diff --git a/scripts/atest.py b/scripts/atest.py
index c6ff291f6..acaf6bb20 100644
--- a/scripts/atest.py
+++ b/scripts/atest.py
@@ -44,25 +44,25 @@ def get_stem(attempt, extra_args):
 
 
 def atest(attempt, extra_args):
-    """ perform a single attempt of the acceptance tests
-    """
+    """perform a single attempt of the acceptance tests"""
 
-    if "FIREFOX_BINARY" not in os.environ:
-        os.environ["FIREFOX_BINARY"] = shutil.which("firefox")
+    if "--dryrun" not in extra_args:
+        if "FIREFOX_BINARY" not in os.environ:
+            os.environ["FIREFOX_BINARY"] = shutil.which("firefox")
 
-        prefix = os.environ.get("CONDA_PREFIX")
+            prefix = os.environ.get("CONDA_PREFIX")
 
-        if prefix:
-            app_dir = join(prefix, "bin", "FirefoxApp")
-            os.environ["FIREFOX_BINARY"] = {
-                "Windows": join(prefix, "Library", "bin", "firefox.exe"),
-                "Linux": join(app_dir, "firefox"),
-                "Darwin": join(app_dir, "Contents", "MacOS", "firefox"),
-            }[OS]
+            if prefix:
+                app_dir = join(prefix, "bin", "FirefoxApp")
+                os.environ["FIREFOX_BINARY"] = {
+                    "Windows": join(prefix, "Library", "bin", "firefox.exe"),
+                    "Linux": join(app_dir, "firefox"),
+                    "Darwin": join(app_dir, "Contents", "MacOS", "firefox"),
+                }[OS]
 
-    print("Will use firefox at", os.environ["FIREFOX_BINARY"])
+        print("Will use firefox at", os.environ["FIREFOX_BINARY"])
 
-    assert os.path.exists(os.environ["FIREFOX_BINARY"])
+        assert os.path.exists(os.environ["FIREFOX_BINARY"])
 
     extra_args += OS_PY_ARGS.get((OS, PY), [])
 
@@ -121,8 +121,7 @@ def atest(attempt, extra_args):
 
 
 def attempt_atest_with_retries(*extra_args):
-    """ retry the robot tests a number of times
-    """
+    """retry the robot tests a number of times"""
     attempt = 0
     error_count = -1
 
diff --git a/scripts/bump_versions.py b/scripts/bump_versions.py
index 98a2c6d5e..95eae63bd 100755
--- a/scripts/bump_versions.py
+++ b/scripts/bump_versions.py
@@ -108,7 +108,8 @@ def update_versions(dry: bool):
             current_version=JUPYTERLAB_LSP_VERSION,
             locations=[
                 VersionLocation(
-                    path=JUPYTERLAB_LSP_PACKAGE, template=NPM_PACKAGE_VERSION_TEMPLATE,
+                    path=JUPYTERLAB_LSP_PACKAGE,
+                    template=NPM_PACKAGE_VERSION_TEMPLATE,
                 ),
                 VersionLocation(path=PIPELINE, template="JS_JLLSP_VERSION: {version}"),
                 VersionLocation(
@@ -134,8 +135,14 @@ def update_versions(dry: bool):
                     path=Path("binder/environment.yml"),
                     template="jupyterlab {version}",
                 ),
-                VersionLocation(path=README, template="jupyterlab {version}",),
-                VersionLocation(path=README, template="JupyterLab {version}",),
+                VersionLocation(
+                    path=README,
+                    template="jupyterlab {version}",
+                ),
+                VersionLocation(
+                    path=README,
+                    template="JupyterLab {version}",
+                ),
             ],
         ),
     ]
diff --git a/scripts/combine.py b/scripts/combine.py
index 6395f2a76..744224e20 100644
--- a/scripts/combine.py
+++ b/scripts/combine.py
@@ -12,8 +12,7 @@
 
 
 def combine_robot_reports():
-    """ generate a single report/log.html and output.xml from all available outputs
-    """
+    """generate a single report/log.html and output.xml from all available outputs"""
 
     args = [
         "--outputdir",
diff --git a/scripts/docs.py b/scripts/docs.py
index 5ce068775..787b875ce 100644
--- a/scripts/docs.py
+++ b/scripts/docs.py
@@ -24,9 +24,9 @@
 
 
 def docs(watch=False, check=False, local_only=False):
-    """ build (and test) docs.
+    """build (and test) docs.
 
-        because readthedocs, this gets called twice from inside sphinx
+    because readthedocs, this gets called twice from inside sphinx
     """
     if watch:
         return call(["sphinx-autobuild", ".", "_build"], cwd=DOCS)
diff --git a/scripts/integrity.py b/scripts/integrity.py
index 26e796837..2f6981db2 100644
--- a/scripts/integrity.py
+++ b/scripts/integrity.py
@@ -8,7 +8,6 @@
 import pathlib
 import sys
 import tempfile
-from importlib.util import find_spec
 
 import jsonschema
 import nbformat
@@ -77,8 +76,7 @@
 
 @pytest.fixture(scope="module")
 def the_meta_package():
-    """ loads up the files in the metapackage that might be out-of-date
-    """
+    """loads up the files in the metapackage that might be out-of-date"""
     meta_path, meta = PACKAGES[META_NAME]
     return (
         meta_path,
@@ -90,8 +88,7 @@ def the_meta_package():
 
 @pytest.fixture(scope="module")
 def the_installation_notebook():
-    """ executes and loads up the installation notebook
-    """
+    """executes and loads up the installation notebook"""
     with open(DOCS / "Installation.ipynb") as f:
         installation_nb = nbformat.read(f, as_version=4)
     executor = ExecutePreprocessor(timeout=600)
@@ -111,8 +108,7 @@ def the_installation_notebook():
     ],
 )
 def test_ci_variables(name, version):
-    """ Are the CI version variables consistent?
-    """
+    """Are the CI version variables consistent?"""
     assert PIPE_VARS[name] == version
 
 
@@ -120,8 +116,7 @@ def test_ci_variables(name, version):
     "name,info", [p for p in PACKAGES.items() if p[0] != META_NAME]
 )
 def test_ts_package_integrity(name, info, the_meta_package):
-    """ are the versions of the frontend packages consistent and in the metapackage?
-    """
+    """are the versions of the frontend packages consistent and in the metapackage?"""
     m_path, m_pkg, m_tsconfig, m_index = the_meta_package
     path, pkg = info
 
@@ -153,15 +148,14 @@ def test_ts_package_integrity(name, info, the_meta_package):
         str,
         [
             REQS / "lab.txt",
-            CI / "job.test.yml",
+            REQS / "lab.yml",
             MAIN_README,
             BINDER / "environment.yml",
         ],
     ),
 )
 def test_jlab_versions(path):
-    """ is the version of jupyterlab consistent?
-    """
+    """is the version of jupyterlab consistent?"""
     assert (
         LAB_SPEC in pathlib.Path(path).read_text().lower()
     ), "{} lab version is out-of-sync vs {}".format(path, LAB_SPEC)
@@ -176,8 +170,7 @@ def test_jlab_versions(path):
     ],
 )
 def test_changelog_versions(pkg, version):
-    """ are the current versions represented in the changelog?
-    """
+    """are the current versions represented in the changelog?"""
     assert "## `{} {}`".format(pkg, version) in CHANGELOG.read_text()
 
 
@@ -187,7 +180,7 @@ def test_changelog_versions(pkg, version):
         [PY_NAME, "=", PY_VERSION, 2],
         [PY_NAME, "==", PY_VERSION, 1],
         [PY_NAME + "-python", "=", PY_VERSION, 1],
-        [JS_LSP_NAME, "@", JS_LSP_VERSION, 4]
+        [JS_LSP_NAME, "@", JS_LSP_VERSION, 4],
     ],
 )
 def test_installation_versions(the_installation_notebook, pkg, sep, version, expected):
@@ -195,16 +188,9 @@ def test_installation_versions(the_installation_notebook, pkg, sep, version, exp
 
 
 def check_integrity():
-    """ actually run the tests
-    """
+    """actually run the tests"""
     args = ["-vv", __file__]
 
-    try:
-        if find_spec("pytest_azurepipelines"):
-            args += ["--no-coverage-upload"]
-    except ImportError:
-        pass
-
     with tempfile.TemporaryDirectory() as tmp:
         ini = pathlib.Path(tmp) / "pytest.ini"
         ini.write_text(PYTEST_INI)
diff --git a/scripts/lint.py b/scripts/lint.py
index 8de26d26c..8ab5fefc1 100644
--- a/scripts/lint.py
+++ b/scripts/lint.py
@@ -46,8 +46,7 @@
 
 
 def lint():
-    """ get that linty fresh feeling
-    """
+    """get that linty fresh feeling"""
 
     return max(
         map(
diff --git a/scripts/lock.py b/scripts/lock.py
new file mode 100644
index 000000000..c6cdd36b8
--- /dev/null
+++ b/scripts/lock.py
@@ -0,0 +1,193 @@
+""" environment locking for jupyter[lab]-lsp
+"""
+import platform
+import subprocess
+import tempfile
+from pathlib import Path
+
+from ruamel_yaml import safe_dump, safe_load
+
+from doit.tools import config_changed
+
+DOIT_CONFIG = {
+    "backend": "sqlite3",
+    "verbosity": 2,
+    "par_type": "thread",
+    "default_tasks": ["lock"],
+}
+
+WIN = platform.system() == "Windows"
+OSX = platform.system() == "Darwin"
+LINUX = platform.system() == "Linux"
+
+CONDA_PLATFORM = "win-64" if WIN else "osx-64" if OSX else "linux-64"
+CONDA_CMD = "conda"
+
+ROOT = Path(__file__).parent.parent.resolve()
+
+GITHUB = ROOT / ".github"
+WORKFLOWS = GITHUB / "workflows"
+LOCKS = GITHUB / "conda.locks"
+
+WORKFLOW_LINT = WORKFLOWS / "job.lint.yml"
+WORKFLOW_TEST = WORKFLOWS / "job.test.yml"
+
+WORKFLOW_LINT_YML = safe_load(WORKFLOW_LINT.read_text())
+WORKFLOW_TEST_YML = safe_load(WORKFLOW_TEST.read_text())
+
+TEST_MATRIX = WORKFLOW_TEST_YML["jobs"]["acceptance"]["strategy"]["matrix"]
+LINT_MATRIX = WORKFLOW_LINT_YML["jobs"]["lint"]["strategy"]["matrix"]
+
+REQS = ROOT / "requirements"
+
+
+class ENV:
+    atest = REQS / "atest.yml"
+    ci = REQS / "ci.yml"
+    lab = REQS / "lab.yml"
+    lint = REQS / "lint.yml"
+    lock = REQS / "lock.yml"
+    utest = REQS / "utest.yml"
+    win = REQS / "win.yml"
+
+
+# here (and above) would stay in a "real" dodo file
+def task_lock():
+    """lock conda envs so they don't need to be solved in CI
+    This should be run semi-frequently (e.g. after merge to master).
+    Requires `conda-lock` CLI to be available
+    """
+
+    test_envs = [ENV.ci, ENV.lab, ENV.utest, ENV.atest]
+
+    for task_args in _iter_lock_args(TEST_MATRIX):
+        yield _make_lock_task("test", test_envs, TEST_MATRIX, *task_args)
+
+    for task_args in _iter_lock_args(LINT_MATRIX):
+        yield _make_lock_task("lint", [*test_envs, ENV.lint], LINT_MATRIX, *task_args)
+
+    yield _make_lock_task("lock", [ENV.lock], {}, CONDA_PLATFORM, "3.8")
+
+
+# below here could move to a separate file
+
+CHN = "channels"
+DEP = "dependencies"
+
+
+def _make_lock_task(
+    kind_, env_files, config, platform_, python_, nodejs_=None, lab_=None
+):
+    """generate a single dodo excursion for conda-lock"""
+    if platform_ == "win-64":
+        env_files = [*env_files, ENV.win]
+
+    lockfile = (
+        LOCKS / f"conda.{kind_}.{platform_}-{python_}-{lab_ if lab_ else ''}.lock"
+    )
+    file_dep = [*env_files]
+
+    def expand_specs(specs):
+        from conda.models.match_spec import MatchSpec
+
+        for raw in specs:
+            match = MatchSpec(raw)
+            yield match.name, [raw, match]
+
+    def merge(composite, env):
+        for channel in reversed(env.get(CHN, [])):
+            if channel not in composite.get(CHN, []):
+                composite[CHN] = [channel, *composite.get(CHN, [])]
+
+        comp_specs = dict(expand_specs(composite.get(DEP, [])))
+        env_specs = dict(expand_specs(env.get(DEP, [])))
+
+        deps = [raw for (raw, match) in env_specs.values()]
+        deps += [
+            raw for name, (raw, match) in comp_specs.items() if name not in env_specs
+        ]
+
+        composite[DEP] = sorted(deps)
+
+        return composite
+
+    def _lock():
+        composite = dict()
+
+        for env_dep in env_files:
+            print(f"merging {env_dep.name}", flush=True)
+            composite = merge(composite, safe_load(env_dep.read_text()))
+
+        fake_deps = []
+
+        if python_:
+            fake_deps += [f"python ={python_}.*"]
+        if nodejs_:
+            fake_deps += [f"nodejs ={nodejs_}.*"]
+
+        fake_env = {DEP: fake_deps}
+
+        composite = merge(composite, fake_env)
+
+        with tempfile.TemporaryDirectory() as td:
+            tdp = Path(td)
+            composite_yml = tdp / "composite.yml"
+            composite_yml.write_text(safe_dump(composite, default_flow_style=False))
+            print("composite\n\n", composite_yml.read_text(), "\n\n", flush=True)
+            rc = 1
+            for extra_args in [[], ["--no-mamba"]]:
+                args = [
+                    "conda-lock",
+                    "-p",
+                    platform_,
+                    "-f",
+                    str(composite_yml),
+                ] + extra_args
+                print(">>>", " ".join(args), flush=True)
+                rc = subprocess.call(args, cwd=str(tdp))
+                if rc == 0:
+                    break
+
+            if rc != 0:
+                raise Exception("couldn't solve at all", composite)
+
+            tmp_lock = tdp / f"conda-{platform_}.lock"
+            tmp_lock_txt = tmp_lock.read_text()
+            tmp_lock_lines = tmp_lock_txt.splitlines()
+            urls = [line for line in tmp_lock_lines if line.startswith("https://")]
+            print(len(urls), "urls")
+            if not lockfile.parent.exists():
+                lockfile.parent.mkdir()
+            lockfile.write_text(tmp_lock_txt)
+
+    return dict(
+        name=lockfile.name,
+        uptodate=[config_changed(config)],
+        file_dep=file_dep,
+        actions=[_lock],
+        targets=[lockfile],
+    )
+
+
+def _iter_lock_args(matrix):
+    for platform_ in matrix["platform"]:
+        for python_ in matrix["python"]:
+            for lab_ in matrix["lab"]:
+                nodejs_ = None
+
+                for include in matrix["include"]:
+                    if "nodejs" not in include:
+                        continue
+                    if include["python"] == python_:
+                        nodejs_ = include["nodejs"]
+                        break
+
+                assert nodejs_ is not None
+                yield platform_, python_, nodejs_, lab_
+
+
+# would not be needed if put in the "well-known" location ./dodo.py
+if __name__ == "__main__":
+    import doit
+
+    doit.run(globals())
diff --git a/scripts/tectonic_cache.py b/scripts/tectonic_cache.py
index 1f7a1952e..cdde9cc88 100644
--- a/scripts/tectonic_cache.py
+++ b/scripts/tectonic_cache.py
@@ -11,8 +11,7 @@
 
 
 def tectonic_cache():
-    """ warm up the tectonic cache so that it doesn't fail the acceptance test
-    """
+    """warm up the tectonic cache so that it doesn't fail the acceptance test"""
     with TemporaryDirectory() as td:
         tdp = Path(td)
         tex = tdp / "example.tex"
diff --git a/scripts/utest.py b/scripts/utest.py
index f9b542d29..50470dc6e 100644
--- a/scripts/utest.py
+++ b/scripts/utest.py
@@ -17,8 +17,7 @@
 
 
 def run_tests():
-    """ actually run the tests
-    """
+    """actually run the tests"""
     args = [
         "--pyargs",
         "jupyter_lsp",
diff --git a/setup.cfg b/setup.cfg
index e6a8424b7..4c9ab8406 100644
--- a/setup.cfg
+++ b/setup.cfg
@@ -116,9 +116,6 @@ ignore_missing_imports = True
 [mypy-jupyter_lsp.non_blocking]
 ignore_errors = True
 
-[mypy-pytest_azurepipelines]
-ignore_missing_imports = True
-
 [mypy-entrypoints]
 ignore_missing_imports = True
 
diff --git a/yarn.lock b/yarn.lock
index 5beef96c7..f8830196d 100644
--- a/yarn.lock
+++ b/yarn.lock
@@ -1617,19 +1617,6 @@
     path-posix "~1.0.0"
     url-parse "~1.4.7"
 
-"@jupyterlab/coreutils@~4.0.0":
-  version "4.0.2"
-  resolved "https://registry.yarnpkg.com/@jupyterlab/coreutils/-/coreutils-4.0.2.tgz#2ee81799249f5f4741157ac42ff50a2ee48a0475"
-  integrity sha512-v4RXIAeykoPjIymdCxUxPLl8lkn18jroGnDflZjvdMk21TZQQJSIrJ5bjrGByh9scco8yNg46z8m1LPguF3z8A==
-  dependencies:
-    "@lumino/coreutils" "^1.4.2"
-    "@lumino/disposable" "^1.3.5"
-    "@lumino/signaling" "^1.3.5"
-    minimist "~1.2.0"
-    moment "^2.24.0"
-    path-posix "~1.0.0"
-    url-parse "~1.4.7"
-
 "@jupyterlab/docmanager@^2.2.0", "@jupyterlab/docmanager@~2.2.0":
   version "2.2.0"
   resolved "https://registry.yarnpkg.com/@jupyterlab/docmanager/-/docmanager-2.2.0.tgz#b8365e357341e242855b78f866780117f11df481"