diff --git a/.github/workflows/run-individual-script-tests.yml b/.github/workflows/run-individual-script-tests.yml
index 560d704bf..45b9dd283 100644
--- a/.github/workflows/run-individual-script-tests.yml
+++ b/.github/workflows/run-individual-script-tests.yml
@@ -32,6 +32,6 @@ jobs:
         for file in ${{ steps.getfile.outputs.files }}; do
           echo $file
         done
-        python3 -m pip install "cmind @ git+https://git@github.com/mlcommons/ck.git@mlperf-inference#subdirectory=cm"
+        CM_PULL_DEFAULT_MLOPS_REPO=no pip install cm4mlops
         cm pull repo --url=${{ github.event.pull_request.head.repo.html_url }} --checkout=${{ github.event.pull_request.head.ref }}
         DOCKER_CM_REPO=${{ github.event.pull_request.head.repo.html_url }} DOCKER_CM_REPO_BRANCH=${{ github.event.pull_request.head.ref }} TEST_INPUT_INDEX=${{ matrix.test-input-index }} python3 script/test-cm-core/src/script/process_tests.py ${{ steps.getfile.outputs.files }}
diff --git a/.github/workflows/test-cm-based-submission-generation.yml b/.github/workflows/test-cm-based-submission-generation.yml
index 65262dea6..6016a99b7 100644
--- a/.github/workflows/test-cm-based-submission-generation.yml
+++ b/.github/workflows/test-cm-based-submission-generation.yml
@@ -48,9 +48,16 @@ jobs:
       uses: actions/setup-python@v3
       with:
         python-version: ${{ matrix.python-version }}
-    - name: Install dependencies
+    - name: Install cm4mlops on Windows
+      if: matrix.os == 'windows-latest'
+      run: |
+        $env:CM_PULL_DEFAULT_MLOPS_REPO = "no"; pip install cm4mlops
+    - name: Install dependencies on Unix Platforms
+      if: matrix.os != 'windows-latest'
+      run: |
+        CM_PULL_DEFAULT_MLOPS_REPO=no pip install cm4mlops
+    - name: Pull MLOps repository
       run: |
-        python3 -m pip install "cmind @ git+https://git@github.com/mlcommons/ck.git@mlperf-inference#subdirectory=cm"
         cm pull repo --url=${{ github.event.pull_request.head.repo.html_url }} --checkout=${{ github.event.pull_request.head.ref }}
     - name: Pull repo where test cases are uploaded
       run: |
diff --git a/.github/workflows/test-cm-script-features.yml b/.github/workflows/test-cm-script-features.yml
index d793f9334..728223df1 100644
--- a/.github/workflows/test-cm-script-features.yml
+++ b/.github/workflows/test-cm-script-features.yml
@@ -30,9 +30,16 @@ jobs:
       if: matrix.os == 'windows-latest'
       run: |
         git config --system core.longpaths true
-    - name: Install dependencies
+    - name: Install cm4mlops on Windows
+      if: matrix.os == 'windows-latest'
+      run: |
+        $env:CM_PULL_DEFAULT_MLOPS_REPO = "no"; pip install cm4mlops
+    - name: Install dependencies on Unix Platforms
+      if: matrix.os != 'windows-latest'
+      run: |
+        CM_PULL_DEFAULT_MLOPS_REPO=no pip install cm4mlops
+    - name: Pull MLOps repository
       run: |
-        python -m pip install "cmind @ git+https://git@github.com/mlcommons/ck.git@mlperf-inference#subdirectory=cm"
         cm pull repo --url=${{ github.event.pull_request.head.repo.html_url }} --checkout=${{ github.event.pull_request.head.ref }}
         cm run script --quiet --tags=get,sys-utils-cm
     - name: Run test_docker on linux
diff --git a/.github/workflows/test-cm-tutorial-retinanet.yml b/.github/workflows/test-cm-tutorial-retinanet.yml
index 2899a26d1..5fa649772 100644
--- a/.github/workflows/test-cm-tutorial-retinanet.yml
+++ b/.github/workflows/test-cm-tutorial-retinanet.yml
@@ -26,9 +26,11 @@ jobs:
       uses: actions/setup-python@v3
       with:
         python-version: ${{ matrix.python-version }}
-    - name: Install dependencies
+    - name: Install dependencies on Unix Platforms
+      run: |
+        CM_PULL_DEFAULT_MLOPS_REPO=no pip install cm4mlops
+    - name: Pull MLOps repository
       run: |
-        python -m pip install "cmind @ git+https://git@github.com/mlcommons/ck.git@mlperf-inference#subdirectory=cm"
         cm pull repo --url=${{ github.event.pull_request.head.repo.html_url }} --checkout=${{ github.event.pull_request.head.ref }}
         cm run script --quiet --tags=get,sys-utils-cm
     - name: Test CM Tutorial Retinanet
diff --git a/.github/workflows/test-cm-tutorial-tvm-pip.yml b/.github/workflows/test-cm-tutorial-tvm-pip.yml
index ce18079c4..8cc87ca0e 100644
--- a/.github/workflows/test-cm-tutorial-tvm-pip.yml
+++ b/.github/workflows/test-cm-tutorial-tvm-pip.yml
@@ -27,9 +27,11 @@ jobs:
       uses: actions/setup-python@v3
       with:
         python-version: ${{ matrix.python-version }}
-    - name: Install dependencies
+    - name: Install dependencies on Unix Platforms
+      run: |
+        CM_PULL_DEFAULT_MLOPS_REPO=no pip install cm4mlops
+    - name: Pull MLOps repository
       run: |
-        python -m pip install "cmind @ git+https://git@github.com/mlcommons/ck.git@mlperf-inference#subdirectory=cm"
         cm pull repo --url=${{ github.event.pull_request.head.repo.html_url }} --checkout=${{ github.event.pull_request.head.ref }}
         cm run script --quiet --tags=get,sys-utils-cm
     - name: Test CM Tutorial TVM pip install with VirtualMachine Runtime
@@ -49,9 +51,11 @@ jobs:
       uses: actions/setup-python@v3
       with:
         python-version: ${{ matrix.python-version }}
-    - name: Install dependencies
+    - name: Install dependencies on Unix Platforms
+      run: |
+        CM_PULL_DEFAULT_MLOPS_REPO=no pip install cm4mlops
+    - name: Pull MLOps repository
       run: |
-        python -m pip install "cmind @ git+https://git@github.com/mlcommons/ck.git@mlperf-inference#subdirectory=cm"
         cm pull repo --url=${{ github.event.pull_request.head.repo.html_url }} --checkout=${{ github.event.pull_request.head.ref }}
         cm run script --quiet --tags=get,sys-utils-cm
     - name: Test CM Tutorial TVM pip install with GraphExecutor Runtime
diff --git a/.github/workflows/test-cm-tutorial-tvm.yml b/.github/workflows/test-cm-tutorial-tvm.yml
index d5d2937ea..96b653b0f 100644
--- a/.github/workflows/test-cm-tutorial-tvm.yml
+++ b/.github/workflows/test-cm-tutorial-tvm.yml
@@ -28,9 +28,11 @@ jobs:
       uses: actions/setup-python@v3
       with:
         python-version: ${{ matrix.python-version }}
-    - name: Install dependencies
+    - name: Install dependencies on Unix Platforms
+      run: |
+        CM_PULL_DEFAULT_MLOPS_REPO=no pip install cm4mlops
+    - name: Pull MLOps repository
       run: |
-        python -m pip install "cmind @ git+https://git@github.com/mlcommons/ck.git@mlperf-inference#subdirectory=cm"
         cm pull repo --url=${{ github.event.pull_request.head.repo.html_url }} --checkout=${{ github.event.pull_request.head.ref }}
         cm run script --quiet --tags=get,sys-utils-cm
     - name: Test CM Tutorial TVM
diff --git a/.github/workflows/test-image-classification-onnx.yml b/.github/workflows/test-image-classification-onnx.yml
index 6d8bc91d5..075de9c76 100644
--- a/.github/workflows/test-image-classification-onnx.yml
+++ b/.github/workflows/test-image-classification-onnx.yml
@@ -30,9 +30,16 @@ jobs:
       if: matrix.os == 'windows-latest'
       run: |
         git config --system core.longpaths true
-    - name: Install dependencies
+    - name: Install cm4mlops on Windows
+      if: matrix.os == 'windows-latest'
+      run: |
+        $env:CM_PULL_DEFAULT_MLOPS_REPO = "no"; pip install cm4mlops
+    - name: Install dependencies on Unix Platforms
+      if: matrix.os != 'windows-latest'
+      run: |
+        CM_PULL_DEFAULT_MLOPS_REPO=no pip install cm4mlops
+    - name: Pull MLOps repository
       run: |
-        python3 -m pip install "cmind @ git+https://git@github.com/mlcommons/ck.git@mlperf-inference#subdirectory=cm"
         cm pull repo --url=${{ github.event.pull_request.head.repo.html_url }} --checkout=${{ github.event.pull_request.head.ref }}
         cm run script --quiet --tags=get,sys-utils-cm
     - name: Test image classification with ONNX
diff --git a/.github/workflows/test-mlperf-inference-abtf-poc.yml b/.github/workflows/test-mlperf-inference-abtf-poc.yml
index 44b0d6b6d..463c9dbc7 100644
--- a/.github/workflows/test-mlperf-inference-abtf-poc.yml
+++ b/.github/workflows/test-mlperf-inference-abtf-poc.yml
@@ -51,9 +51,16 @@ jobs:
       if: matrix.os == 'windows-latest'
       run: |
         git config --system core.longpaths true
-    - name: Install dependencies
+    - name: Install cm4mlops on Windows
+      if: matrix.os == 'windows-latest'
+      run: |
+        $env:CM_PULL_DEFAULT_MLOPS_REPO = "no"; pip install cm4mlops
+    - name: Install dependencies on Unix Platforms
+      if: matrix.os != 'windows-latest'
+      run: |
+        CM_PULL_DEFAULT_MLOPS_REPO=no pip install cm4mlops
+    - name: Pull MLOps repository
       run: |
-        pip install "cmind @ git+https://git@github.com/mlcommons/ck.git@mlperf-inference#subdirectory=cm"
         cm pull repo --url=${{ github.event.pull_request.head.repo.html_url }} --checkout=${{ github.event.pull_request.head.ref }}
         #cm pull repo mlcommons@cm4abtf --branch=poc
   
diff --git a/.github/workflows/test-mlperf-inference-bert-deepsparse-tf-onnxruntime-pytorch.yml b/.github/workflows/test-mlperf-inference-bert-deepsparse-tf-onnxruntime-pytorch.yml
index 9aa9b8293..0e6ebe596 100644
--- a/.github/workflows/test-mlperf-inference-bert-deepsparse-tf-onnxruntime-pytorch.yml
+++ b/.github/workflows/test-mlperf-inference-bert-deepsparse-tf-onnxruntime-pytorch.yml
@@ -35,9 +35,16 @@ jobs:
       uses: actions/setup-python@v3
       with:
         python-version: ${{ matrix.python-version }}
-    - name: Install dependencies
+    - name: Install cm4mlops on Windows
+      if: matrix.os == 'windows-latest'
+      run: |
+        $env:CM_PULL_DEFAULT_MLOPS_REPO = "no"; pip install cm4mlops
+    - name: Install dependencies on Unix Platforms
+      if: matrix.os != 'windows-latest'
+      run: |
+        CM_PULL_DEFAULT_MLOPS_REPO=no pip install cm4mlops
+    - name: Pull MLOps repository
       run: |
-        python3 -m pip install "cmind @ git+https://git@github.com/mlcommons/ck.git@mlperf-inference#subdirectory=cm"
         cm pull repo --url=${{ github.event.pull_request.head.repo.html_url }} --checkout=${{ github.event.pull_request.head.ref }}
     - name: Test MLPerf Inference Bert ${{ matrix.backend }} on ${{ matrix.os }}
       if: matrix.os == 'windows-latest'
diff --git a/.github/workflows/test-mlperf-inference-mlcommons-cpp-resnet50.yml b/.github/workflows/test-mlperf-inference-mlcommons-cpp-resnet50.yml
index 72b0d1fe3..7a700f574 100644
--- a/.github/workflows/test-mlperf-inference-mlcommons-cpp-resnet50.yml
+++ b/.github/workflows/test-mlperf-inference-mlcommons-cpp-resnet50.yml
@@ -32,16 +32,23 @@ jobs:
       uses: actions/setup-python@v3
       with:
         python-version: ${{ matrix.python-version }}
-    - name: Install dependencies
+    - name: Install cm4mlops on Windows
+      if: matrix.os == 'windows-latest'
+      run: |
+        $env:CM_PULL_DEFAULT_MLOPS_REPO = "no"; pip install cm4mlops
+    - name: Install dependencies on Unix Platforms
+      if: matrix.os != 'windows-latest'
+      run: |
+        CM_PULL_DEFAULT_MLOPS_REPO=no pip install cm4mlops
+    - name: Pull MLOps repository
       run: |
-        python3 -m pip install "cmind @ git+https://git@github.com/mlcommons/ck.git@mlperf-inference#subdirectory=cm"
         cm pull repo --url=${{ github.event.pull_request.head.repo.html_url }} --checkout=${{ github.event.pull_request.head.ref }}
         cm run script --quiet --tags=get,sys-utils-cm
         cm run script --quiet --tags=install,prebuilt,llvm --version=${{ matrix.llvm-version }}
     - name: Test MLPerf Inference MLCommons C++ ResNet50 on ${{ matrix.os }}
       if: matrix.os == 'windows-latest'
       run: |
-        cmr "app mlperf inference mlcommons cpp" --submitter="MLCommons" --hw_name=gh_${{ matrix.os }} --adr.loadgen.tags=_from-pip --pip_loadgen=yes -v --quiet
+        cm run script --tags=app,mlperf,inference,mlcommons,cpp --submitter="MLCommons" --hw_name=gh_${{ matrix.os }} --adr.loadgen.tags=_from-pip --pip_loadgen=yes -v --quiet
     - name: Test MLPerf Inference MLCommons C++ ResNet50 on ${{ matrix.os }}
       if: matrix.os != 'windows-latest'
       run: |
diff --git a/.github/workflows/test-mlperf-inference-resnet50.yml b/.github/workflows/test-mlperf-inference-resnet50.yml
index 9700e4b79..613457691 100644
--- a/.github/workflows/test-mlperf-inference-resnet50.yml
+++ b/.github/workflows/test-mlperf-inference-resnet50.yml
@@ -69,7 +69,7 @@ jobs:
           ubwkjh-Ii8UJDpG2EoU6GQ/field/Access Token > env:PAT  # Fetch PAT and store in environment variable
 
     - name: Push Results
-      if: github.repository_owner == 'mlcommons'
+      if: github.repository_owner == 'mlcommons_off'
       env:
           GITHUB_TOKEN: ${{ env.PAT }}
       run: |
diff --git a/.github/workflows/test-mlperf-inference-rgat.yml b/.github/workflows/test-mlperf-inference-rgat.yml
index 62d5a5139..5511151eb 100644
--- a/.github/workflows/test-mlperf-inference-rgat.yml
+++ b/.github/workflows/test-mlperf-inference-rgat.yml
@@ -25,9 +25,16 @@ jobs:
       uses: actions/setup-python@v3
       with:
         python-version: ${{ matrix.python-version }}
-    - name: Install dependencies
+    - name: Install cm4mlops on Windows
+      if: matrix.os == 'windows-latest'
+      run: |
+        $env:CM_PULL_DEFAULT_MLOPS_REPO = "no"; pip install cm4mlops
+    - name: Install dependencies on Unix Platforms
+      if: matrix.os != 'windows-latest'
+      run: |
+        CM_PULL_DEFAULT_MLOPS_REPO=no pip install cm4mlops
+    - name: Pull MLOps repository
       run: |
-        python3 -m pip install "cmind @ git+https://git@github.com/mlcommons/ck.git@mlperf-inference#subdirectory=cm"
         cm pull repo --url=${{ github.event.pull_request.head.repo.html_url }} --checkout=${{ github.event.pull_request.head.ref }}
     - name: Test MLPerf Inference R-GAT using ${{ matrix.backend }} on ${{ matrix.os }}
       run: |
diff --git a/.github/workflows/test-mlperf-inference-rnnt.yml b/.github/workflows/test-mlperf-inference-rnnt.yml
index 08b681fea..9937f9260 100644
--- a/.github/workflows/test-mlperf-inference-rnnt.yml
+++ b/.github/workflows/test-mlperf-inference-rnnt.yml
@@ -28,9 +28,11 @@ jobs:
       uses: actions/setup-python@v3
       with:
         python-version: ${{ matrix.python-version }}
-    - name: Install dependencies
+    - name: Install dependencies on Unix Platforms
+      run: |
+        CM_PULL_DEFAULT_MLOPS_REPO=no pip install cm4mlops
+    - name: Pull MLOps repository
       run: |
-        python3 -m pip install "cmind @ git+https://git@github.com/mlcommons/ck.git@mlperf-inference#subdirectory=cm"
         cm pull repo --url=${{ github.event.pull_request.head.repo.html_url }} --checkout=${{ github.event.pull_request.head.ref }}
         cm run script --quiet --tags=get,sys-utils-cm
     - name: Test MLPerf Inference RNNT
diff --git a/.github/workflows/test-mlperf-inference-tvm.yml b/.github/workflows/test-mlperf-inference-tvm.yml
index e07d4ce11..359b5be72 100644
--- a/.github/workflows/test-mlperf-inference-tvm.yml
+++ b/.github/workflows/test-mlperf-inference-tvm.yml
@@ -28,9 +28,11 @@ jobs:
       uses: actions/setup-python@v3
       with:
         python-version: ${{ matrix.python-version }}
-    - name: Install dependencies
+    - name: Install dependencies on Unix Platforms
+      run: |
+        CM_PULL_DEFAULT_MLOPS_REPO=no pip install cm4mlops
+    - name: Pull MLOps repository
       run: |
-        python3 -m pip install "cmind @ git+https://git@github.com/mlcommons/ck.git@mlperf-inference#subdirectory=cm"
         cm pull repo --url=${{ github.event.pull_request.head.repo.html_url }} --checkout=${{ github.event.pull_request.head.ref }}
         cm run script --quiet --tags=get,sys-utils-cm
     - name: MLPerf Inference ResNet50 using TVM
diff --git a/.github/workflows/test-mlperf-loadgen-onnx-huggingface-bert-fp32-squad.yml b/.github/workflows/test-mlperf-loadgen-onnx-huggingface-bert-fp32-squad.yml
index ac4922f3c..0055a1c31 100644
--- a/.github/workflows/test-mlperf-loadgen-onnx-huggingface-bert-fp32-squad.yml
+++ b/.github/workflows/test-mlperf-loadgen-onnx-huggingface-bert-fp32-squad.yml
@@ -26,9 +26,11 @@ jobs:
       uses: actions/setup-python@v3
       with:
         python-version: ${{ matrix.python-version }}
-    - name: Install dependencies
+    - name: Install dependencies on Unix Platforms
+      run: |
+        CM_PULL_DEFAULT_MLOPS_REPO=no pip install cm4mlops
+    - name: Pull MLOps repository
       run: |
-        python3 -m pip install "cmind @ git+https://git@github.com/mlcommons/ck.git@mlperf-inference#subdirectory=cm"
         cm pull repo --url=${{ github.event.pull_request.head.repo.html_url }} --checkout=${{ github.event.pull_request.head.ref }}
     - name: Test MLPerf loadgen with HuggingFace bert onnx fp32 squad model
       run: |
diff --git a/.github/workflows/test-qaic-compute-sdk-build.yml b/.github/workflows/test-qaic-compute-sdk-build.yml
index 0bf4f4928..6bb069685 100644
--- a/.github/workflows/test-qaic-compute-sdk-build.yml
+++ b/.github/workflows/test-qaic-compute-sdk-build.yml
@@ -26,8 +26,7 @@ jobs:
         python-version: ${{ matrix.python-version }}
     - name: Install dependencies
       run: |
-        python3 -m pip install "cmind @ git+https://git@github.com/mlcommons/ck.git@mlperf-inference#subdirectory=cm"
-        cm pull repo mlcommons@ck
+        CM_PULL_DEFAULT_MLOPS_REPO=no pip install cm4mlops
         cm run script --tags=get,sys-utils-cm --quiet
   
     - name: Test QAIC Compute SDK for compilation
diff --git a/.github/workflows/test-qaic-software-kit.yml b/.github/workflows/test-qaic-software-kit.yml
index febc14b4c..7e8e6e662 100644
--- a/.github/workflows/test-qaic-software-kit.yml
+++ b/.github/workflows/test-qaic-software-kit.yml
@@ -29,10 +29,9 @@ jobs:
       uses: actions/setup-python@v3
       with:
         python-version: ${{ matrix.python-version }}
-    - name: Install dependencies
+    - name: Pull MLOps repository
       run: |
-        python3 -m pip install "cmind @ git+https://git@github.com/mlcommons/ck.git@mlperf-inference#subdirectory=cm"
-        cm pull repo mlcommons@ck
+        pip install cm4mlops
         cm run script --tags=get,sys-utils-cm --quiet
   
     - name: Test Software Kit for compilation on Ubuntu 20.04
diff --git a/script/get-ml-model-huggingface-zoo/_cm.yaml b/script/get-ml-model-huggingface-zoo/_cm.yaml
index 78d5237a0..b8235a57d 100644
--- a/script/get-ml-model-huggingface-zoo/_cm.yaml
+++ b/script/get-ml-model-huggingface-zoo/_cm.yaml
@@ -35,7 +35,7 @@ uid: 53cf8252a443446a
 variations:
   clone-repo:
     deps:
-    - tags: get,hf-cli,_with-token
+    - tags: get,hf-cli,_with-login
       enable_if_env:
         CM_HF_TOKEN:
           - on