diff --git a/.github/workflows/aimlapi.yml b/.github/workflows/aimlapi.yml
index b8409dde09..6d137adfa6 100644
--- a/.github/workflows/aimlapi.yml
+++ b/.github/workflows/aimlapi.yml
@@ -84,18 +84,25 @@ jobs:
       - name: Run unit tests
         run: hatch run test:unit-cov-retry
 
-      # On PR: generates coverage comment artifact. On push to main: stores coverage baseline on data branch.
+      # On PR: posts coverage comment (directly on same-repo PRs; via artifact for fork PRs). On push to main: stores coverage baseline on data branch.
       - name: Store unit tests coverage
+        id: coverage_comment
         if: matrix.python-version == '3.10' && runner.os == 'Linux' && github.event_name != 'schedule'
         uses: py-cov-action/python-coverage-comment-action@7188638f871f721a365d644f505d1ff3df20d683 # v3.40
         with:
           GITHUB_TOKEN: ${{ github.token }}
           COVERAGE_PATH: integrations/aimlapi
           SUBPROJECT_ID: aimlapi
-          COMMENT_ARTIFACT_NAME: coverage-comment-aimlapi
           MINIMUM_GREEN: 90
           MINIMUM_ORANGE: 60
 
+      - name: Upload coverage comment to be posted
+        if: matrix.python-version == '3.10' && runner.os == 'Linux' && github.event_name == 'pull_request' && steps.coverage_comment.outputs.COMMENT_FILE_WRITTEN == 'true'
+        uses: actions/upload-artifact@bbbca2ddaa5d8feaa63e36b76fdaad77386f024f # v7.0.0
+        with:
+          name: coverage-comment-aimlapi
+          path: python-coverage-comment-action-aimlapi.txt
+
       - name: Run integration tests
         run: hatch run test:integration-cov-append-retry
 
@@ -106,7 +113,6 @@ jobs:
           GITHUB_TOKEN: ${{ github.token }}
           COVERAGE_PATH: integrations/aimlapi
           SUBPROJECT_ID: aimlapi-combined
-          COMMENT_ARTIFACT_NAME: coverage-comment-aimlapi-combined
           MINIMUM_GREEN: 90
           MINIMUM_ORANGE: 60
 
diff --git a/.github/workflows/amazon_bedrock.yml b/.github/workflows/amazon_bedrock.yml
index faa3450066..48815927ff 100644
--- a/.github/workflows/amazon_bedrock.yml
+++ b/.github/workflows/amazon_bedrock.yml
@@ -94,18 +94,25 @@ jobs:
       - name: Run unit tests
         run: hatch run test:unit-cov-retry
 
-      # On PR: generates coverage comment artifact. On push to main: stores coverage baseline on data branch.
+      # On PR: posts coverage comment (directly on same-repo PRs; via artifact for fork PRs). On push to main: stores coverage baseline on data branch.
       - name: Store unit tests coverage
+        id: coverage_comment
         if: matrix.python-version == '3.10' && runner.os == 'Linux' && github.event_name != 'schedule'
         uses: py-cov-action/python-coverage-comment-action@7188638f871f721a365d644f505d1ff3df20d683 # v3.40
         with:
           GITHUB_TOKEN: ${{ github.token }}
           COVERAGE_PATH: integrations/amazon_bedrock
           SUBPROJECT_ID: amazon_bedrock
-          COMMENT_ARTIFACT_NAME: coverage-comment-amazon_bedrock
           MINIMUM_GREEN: 90
           MINIMUM_ORANGE: 60
 
+      - name: Upload coverage comment to be posted
+        if: matrix.python-version == '3.10' && runner.os == 'Linux' && github.event_name == 'pull_request' && steps.coverage_comment.outputs.COMMENT_FILE_WRITTEN == 'true'
+        uses: actions/upload-artifact@bbbca2ddaa5d8feaa63e36b76fdaad77386f024f # v7.0.0
+        with:
+          name: coverage-comment-amazon_bedrock
+          path: python-coverage-comment-action-amazon_bedrock.txt
+
       # Do not authenticate on PRs from forks and on PRs created by dependabot
       - name: AWS authentication
         id: aws-auth
@@ -126,7 +133,6 @@ jobs:
           GITHUB_TOKEN: ${{ github.token }}
           COVERAGE_PATH: integrations/amazon_bedrock
           SUBPROJECT_ID: amazon_bedrock-combined
-          COMMENT_ARTIFACT_NAME: coverage-comment-amazon_bedrock-combined
           MINIMUM_GREEN: 90
           MINIMUM_ORANGE: 60
 
diff --git a/.github/workflows/amazon_sagemaker.yml b/.github/workflows/amazon_sagemaker.yml
index fe5d583ab8..7951e79abb 100644
--- a/.github/workflows/amazon_sagemaker.yml
+++ b/.github/workflows/amazon_sagemaker.yml
@@ -83,18 +83,25 @@ jobs:
       - name: Run unit tests
         run: hatch run test:unit-cov-retry
 
-      # On PR: generates coverage comment artifact. On push to main: stores coverage baseline on data branch.
+      # On PR: posts coverage comment (directly on same-repo PRs; via artifact for fork PRs). On push to main: stores coverage baseline on data branch.
       - name: Store unit tests coverage
+        id: coverage_comment
         if: matrix.python-version == '3.10' && runner.os == 'Linux' && github.event_name != 'schedule'
         uses: py-cov-action/python-coverage-comment-action@7188638f871f721a365d644f505d1ff3df20d683 # v3.40
         with:
           GITHUB_TOKEN: ${{ github.token }}
           COVERAGE_PATH: integrations/amazon_sagemaker
           SUBPROJECT_ID: amazon_sagemaker
-          COMMENT_ARTIFACT_NAME: coverage-comment-amazon_sagemaker
           MINIMUM_GREEN: 90
           MINIMUM_ORANGE: 60
 
+      - name: Upload coverage comment to be posted
+        if: matrix.python-version == '3.10' && runner.os == 'Linux' && github.event_name == 'pull_request' && steps.coverage_comment.outputs.COMMENT_FILE_WRITTEN == 'true'
+        uses: actions/upload-artifact@bbbca2ddaa5d8feaa63e36b76fdaad77386f024f # v7.0.0
+        with:
+          name: coverage-comment-amazon_sagemaker
+          path: python-coverage-comment-action-amazon_sagemaker.txt
+
       - name: Run integration tests
         run: hatch run test:integration-cov-append-retry
 
@@ -105,7 +112,6 @@ jobs:
           GITHUB_TOKEN: ${{ github.token }}
           COVERAGE_PATH: integrations/amazon_sagemaker
           SUBPROJECT_ID: amazon_sagemaker-combined
-          COMMENT_ARTIFACT_NAME: coverage-comment-amazon_sagemaker-combined
           MINIMUM_GREEN: 90
           MINIMUM_ORANGE: 60
 
diff --git a/.github/workflows/anthropic.yml b/.github/workflows/anthropic.yml
index a07c7dbf5c..158143cde6 100644
--- a/.github/workflows/anthropic.yml
+++ b/.github/workflows/anthropic.yml
@@ -84,18 +84,25 @@ jobs:
       - name: Run unit tests
         run: hatch run test:unit-cov-retry
 
-      # On PR: generates coverage comment artifact. On push to main: stores coverage baseline on data branch.
+      # On PR: posts coverage comment (directly on same-repo PRs; via artifact for fork PRs). On push to main: stores coverage baseline on data branch.
       - name: Store unit tests coverage
+        id: coverage_comment
         if: matrix.python-version == '3.10' && runner.os == 'Linux' && github.event_name != 'schedule'
         uses: py-cov-action/python-coverage-comment-action@7188638f871f721a365d644f505d1ff3df20d683 # v3.40
         with:
           GITHUB_TOKEN: ${{ github.token }}
           COVERAGE_PATH: integrations/anthropic
           SUBPROJECT_ID: anthropic
-          COMMENT_ARTIFACT_NAME: coverage-comment-anthropic
           MINIMUM_GREEN: 90
           MINIMUM_ORANGE: 60
 
+      - name: Upload coverage comment to be posted
+        if: matrix.python-version == '3.10' && runner.os == 'Linux' && github.event_name == 'pull_request' && steps.coverage_comment.outputs.COMMENT_FILE_WRITTEN == 'true'
+        uses: actions/upload-artifact@bbbca2ddaa5d8feaa63e36b76fdaad77386f024f # v7.0.0
+        with:
+          name: coverage-comment-anthropic
+          path: python-coverage-comment-action-anthropic.txt
+
       - name: Run integration tests
         run: hatch run test:integration-cov-append-retry
 
@@ -106,7 +113,6 @@ jobs:
           GITHUB_TOKEN: ${{ github.token }}
           COVERAGE_PATH: integrations/anthropic
           SUBPROJECT_ID: anthropic-combined
-          COMMENT_ARTIFACT_NAME: coverage-comment-anthropic-combined
           MINIMUM_GREEN: 90
           MINIMUM_ORANGE: 60
 
diff --git a/.github/workflows/arcadedb.yml b/.github/workflows/arcadedb.yml
index c7077e9567..eb45f4dc92 100644
--- a/.github/workflows/arcadedb.yml
+++ b/.github/workflows/arcadedb.yml
@@ -89,18 +89,25 @@ jobs:
       - name: Run unit tests
         run: hatch run test:unit-cov-retry
 
-      # On PR: generates coverage comment artifact. On push to main: stores coverage baseline on data branch.
+      # On PR: posts coverage comment (directly on same-repo PRs; via artifact for fork PRs). On push to main: stores coverage baseline on data branch.
       - name: Store unit tests coverage
+        id: coverage_comment
         if: matrix.python-version == '3.10' && runner.os == 'Linux' && github.event_name != 'schedule'
         uses: py-cov-action/python-coverage-comment-action@7188638f871f721a365d644f505d1ff3df20d683 # v3.40
         with:
           GITHUB_TOKEN: ${{ github.token }}
           COVERAGE_PATH: integrations/arcadedb
           SUBPROJECT_ID: arcadedb
-          COMMENT_ARTIFACT_NAME: coverage-comment-arcadedb
           MINIMUM_GREEN: 90
           MINIMUM_ORANGE: 60
 
+      - name: Upload coverage comment to be posted
+        if: matrix.python-version == '3.10' && runner.os == 'Linux' && github.event_name == 'pull_request' && steps.coverage_comment.outputs.COMMENT_FILE_WRITTEN == 'true'
+        uses: actions/upload-artifact@bbbca2ddaa5d8feaa63e36b76fdaad77386f024f # v7.0.0
+        with:
+          name: coverage-comment-arcadedb
+          path: python-coverage-comment-action-arcadedb.txt
+
       - name: Run integration tests
         run: hatch run test:integration-cov-append-retry
 
@@ -111,7 +118,6 @@ jobs:
           GITHUB_TOKEN: ${{ github.token }}
           COVERAGE_PATH: integrations/arcadedb
           SUBPROJECT_ID: arcadedb-combined
-          COMMENT_ARTIFACT_NAME: coverage-comment-arcadedb-combined
           MINIMUM_GREEN: 90
           MINIMUM_ORANGE: 60
 
diff --git a/.github/workflows/astra.yml b/.github/workflows/astra.yml
index 99c5d89019..2271d15ad3 100644
--- a/.github/workflows/astra.yml
+++ b/.github/workflows/astra.yml
@@ -84,18 +84,25 @@ jobs:
       - name: Run unit tests
         run: hatch run test:unit-cov-retry
 
-      # On PR: generates coverage comment artifact. On push to main: stores coverage baseline on data branch.
+      # On PR: posts coverage comment (directly on same-repo PRs; via artifact for fork PRs). On push to main: stores coverage baseline on data branch.
       - name: Store unit tests coverage
+        id: coverage_comment
         if: matrix.python-version == '3.10' && runner.os == 'Linux' && github.event_name != 'schedule'
         uses: py-cov-action/python-coverage-comment-action@7188638f871f721a365d644f505d1ff3df20d683 # v3.40
         with:
           GITHUB_TOKEN: ${{ github.token }}
           COVERAGE_PATH: integrations/astra
           SUBPROJECT_ID: astra
-          COMMENT_ARTIFACT_NAME: coverage-comment-astra
           MINIMUM_GREEN: 90
           MINIMUM_ORANGE: 60
 
+      - name: Upload coverage comment to be posted
+        if: matrix.python-version == '3.10' && runner.os == 'Linux' && github.event_name == 'pull_request' && steps.coverage_comment.outputs.COMMENT_FILE_WRITTEN == 'true'
+        uses: actions/upload-artifact@bbbca2ddaa5d8feaa63e36b76fdaad77386f024f # v7.0.0
+        with:
+          name: coverage-comment-astra
+          path: python-coverage-comment-action-astra.txt
+
       - name: Run integration tests
         env:
           ASTRA_DB_API_ENDPOINT: ${{ secrets.ASTRA_DB_API_ENDPOINT }}
@@ -109,7 +116,6 @@ jobs:
           GITHUB_TOKEN: ${{ github.token }}
           COVERAGE_PATH: integrations/astra
           SUBPROJECT_ID: astra-combined
-          COMMENT_ARTIFACT_NAME: coverage-comment-astra-combined
           MINIMUM_GREEN: 90
           MINIMUM_ORANGE: 60
 
diff --git a/.github/workflows/azure_ai_search.yml b/.github/workflows/azure_ai_search.yml
index ceb99b62e0..65cc1a0e40 100644
--- a/.github/workflows/azure_ai_search.yml
+++ b/.github/workflows/azure_ai_search.yml
@@ -81,18 +81,25 @@ jobs:
       - name: Run unit tests
         run: hatch run test:unit-cov-retry
 
-      # On PR: generates coverage comment artifact. On push to main: stores coverage baseline on data branch.
+      # On PR: posts coverage comment (directly on same-repo PRs; via artifact for fork PRs). On push to main: stores coverage baseline on data branch.
       - name: Store unit tests coverage
+        id: coverage_comment
         if: matrix.python-version == '3.10' && runner.os == 'Linux' && github.event_name != 'schedule'
         uses: py-cov-action/python-coverage-comment-action@7188638f871f721a365d644f505d1ff3df20d683 # v3.40
         with:
           GITHUB_TOKEN: ${{ github.token }}
           COVERAGE_PATH: integrations/azure_ai_search
           SUBPROJECT_ID: azure_ai_search
-          COMMENT_ARTIFACT_NAME: coverage-comment-azure_ai_search
           MINIMUM_GREEN: 90
           MINIMUM_ORANGE: 60
 
+      - name: Upload coverage comment to be posted
+        if: matrix.python-version == '3.10' && runner.os == 'Linux' && github.event_name == 'pull_request' && steps.coverage_comment.outputs.COMMENT_FILE_WRITTEN == 'true'
+        uses: actions/upload-artifact@bbbca2ddaa5d8feaa63e36b76fdaad77386f024f # v7.0.0
+        with:
+          name: coverage-comment-azure_ai_search
+          path: python-coverage-comment-action-azure_ai_search.txt
+
       - name: Run integration tests
         run: hatch run test:integration-cov-append-retry
 
@@ -103,7 +110,6 @@ jobs:
           GITHUB_TOKEN: ${{ github.token }}
           COVERAGE_PATH: integrations/azure_ai_search
           SUBPROJECT_ID: azure_ai_search-combined
-          COMMENT_ARTIFACT_NAME: coverage-comment-azure_ai_search-combined
           MINIMUM_GREEN: 90
           MINIMUM_ORANGE: 60
 
diff --git a/.github/workflows/azure_doc_intelligence.yml b/.github/workflows/azure_doc_intelligence.yml
index 8cf3a210a1..62e1c4ea91 100644
--- a/.github/workflows/azure_doc_intelligence.yml
+++ b/.github/workflows/azure_doc_intelligence.yml
@@ -81,18 +81,25 @@ jobs:
       - name: Run unit tests
         run: hatch run test:unit-cov-retry
 
-      # On PR: generates coverage comment artifact. On push to main: stores coverage baseline on data branch.
+      # On PR: posts coverage comment (directly on same-repo PRs; via artifact for fork PRs). On push to main: stores coverage baseline on data branch.
       - name: Store unit tests coverage
+        id: coverage_comment
         if: matrix.python-version == '3.10' && runner.os == 'Linux' && github.event_name != 'schedule'
         uses: py-cov-action/python-coverage-comment-action@7188638f871f721a365d644f505d1ff3df20d683 # v3.40
         with:
           GITHUB_TOKEN: ${{ github.token }}
           COVERAGE_PATH: integrations/azure_doc_intelligence
           SUBPROJECT_ID: azure_doc_intelligence
-          COMMENT_ARTIFACT_NAME: coverage-comment-azure_doc_intelligence
           MINIMUM_GREEN: 90
           MINIMUM_ORANGE: 60
 
+      - name: Upload coverage comment to be posted
+        if: matrix.python-version == '3.10' && runner.os == 'Linux' && github.event_name == 'pull_request' && steps.coverage_comment.outputs.COMMENT_FILE_WRITTEN == 'true'
+        uses: actions/upload-artifact@bbbca2ddaa5d8feaa63e36b76fdaad77386f024f # v7.0.0
+        with:
+          name: coverage-comment-azure_doc_intelligence
+          path: python-coverage-comment-action-azure_doc_intelligence.txt
+
       - name: Run integration tests
         run: hatch run test:integration-cov-append-retry
 
@@ -103,7 +110,6 @@ jobs:
           GITHUB_TOKEN: ${{ github.token }}
           COVERAGE_PATH: integrations/azure_doc_intelligence
           SUBPROJECT_ID: azure_doc_intelligence-combined
-          COMMENT_ARTIFACT_NAME: coverage-comment-azure_doc_intelligence-combined
           MINIMUM_GREEN: 90
           MINIMUM_ORANGE: 60
 
diff --git a/.github/workflows/chroma.yml b/.github/workflows/chroma.yml
index 6fc868b5e8..a5c57d6f8f 100644
--- a/.github/workflows/chroma.yml
+++ b/.github/workflows/chroma.yml
@@ -87,18 +87,25 @@ jobs:
       - name: Run unit tests
         run: hatch run test:unit-cov-retry
 
-      # On PR: generates coverage comment artifact. On push to main: stores coverage baseline on data branch.
+      # On PR: posts coverage comment (directly on same-repo PRs; via artifact for fork PRs). On push to main: stores coverage baseline on data branch.
       - name: Store unit tests coverage
+        id: coverage_comment
         if: matrix.python-version == '3.10' && runner.os == 'Linux' && github.event_name != 'schedule'
         uses: py-cov-action/python-coverage-comment-action@7188638f871f721a365d644f505d1ff3df20d683 # v3.40
         with:
           GITHUB_TOKEN: ${{ github.token }}
           COVERAGE_PATH: integrations/chroma
           SUBPROJECT_ID: chroma
-          COMMENT_ARTIFACT_NAME: coverage-comment-chroma
           MINIMUM_GREEN: 90
           MINIMUM_ORANGE: 60
 
+      - name: Upload coverage comment to be posted
+        if: matrix.python-version == '3.10' && runner.os == 'Linux' && github.event_name == 'pull_request' && steps.coverage_comment.outputs.COMMENT_FILE_WRITTEN == 'true'
+        uses: actions/upload-artifact@bbbca2ddaa5d8feaa63e36b76fdaad77386f024f # v7.0.0
+        with:
+          name: coverage-comment-chroma
+          path: python-coverage-comment-action-chroma.txt
+
       - name: Run integration tests
         run: hatch run test:integration-cov-append-retry
 
@@ -109,7 +116,6 @@ jobs:
           GITHUB_TOKEN: ${{ github.token }}
           COVERAGE_PATH: integrations/chroma
           SUBPROJECT_ID: chroma-combined
-          COMMENT_ARTIFACT_NAME: coverage-comment-chroma-combined
           MINIMUM_GREEN: 90
           MINIMUM_ORANGE: 60
 
diff --git a/.github/workflows/cohere.yml b/.github/workflows/cohere.yml
index 9fae6d5945..dfad7bc765 100644
--- a/.github/workflows/cohere.yml
+++ b/.github/workflows/cohere.yml
@@ -84,18 +84,25 @@ jobs:
       - name: Run unit tests
         run: hatch run test:unit-cov-retry
 
-      # On PR: generates coverage comment artifact. On push to main: stores coverage baseline on data branch.
+      # On PR: posts coverage comment (directly on same-repo PRs; via artifact for fork PRs). On push to main: stores coverage baseline on data branch.
       - name: Store unit tests coverage
+        id: coverage_comment
         if: matrix.python-version == '3.10' && runner.os == 'Linux' && github.event_name != 'schedule'
         uses: py-cov-action/python-coverage-comment-action@7188638f871f721a365d644f505d1ff3df20d683 # v3.40
         with:
           GITHUB_TOKEN: ${{ github.token }}
           COVERAGE_PATH: integrations/cohere
           SUBPROJECT_ID: cohere
-          COMMENT_ARTIFACT_NAME: coverage-comment-cohere
           MINIMUM_GREEN: 90
           MINIMUM_ORANGE: 60
 
+      - name: Upload coverage comment to be posted
+        if: matrix.python-version == '3.10' && runner.os == 'Linux' && github.event_name == 'pull_request' && steps.coverage_comment.outputs.COMMENT_FILE_WRITTEN == 'true'
+        uses: actions/upload-artifact@bbbca2ddaa5d8feaa63e36b76fdaad77386f024f # v7.0.0
+        with:
+          name: coverage-comment-cohere
+          path: python-coverage-comment-action-cohere.txt
+
       - name: Run integration tests
         run: hatch run test:integration-cov-append-retry
 
@@ -106,7 +113,6 @@ jobs:
           GITHUB_TOKEN: ${{ github.token }}
           COVERAGE_PATH: integrations/cohere
           SUBPROJECT_ID: cohere-combined
-          COMMENT_ARTIFACT_NAME: coverage-comment-cohere-combined
           MINIMUM_GREEN: 90
           MINIMUM_ORANGE: 60
 
diff --git a/.github/workflows/cometapi.yml b/.github/workflows/cometapi.yml
index 273bd70b7f..2e264f9f99 100644
--- a/.github/workflows/cometapi.yml
+++ b/.github/workflows/cometapi.yml
@@ -84,18 +84,25 @@ jobs:
       - name: Run unit tests
         run: hatch run test:unit-cov-retry
 
-      # On PR: generates coverage comment artifact. On push to main: stores coverage baseline on data branch.
+      # On PR: posts coverage comment (directly on same-repo PRs; via artifact for fork PRs). On push to main: stores coverage baseline on data branch.
       - name: Store unit tests coverage
+        id: coverage_comment
         if: matrix.python-version == '3.10' && runner.os == 'Linux' && github.event_name != 'schedule'
         uses: py-cov-action/python-coverage-comment-action@7188638f871f721a365d644f505d1ff3df20d683 # v3.40
         with:
           GITHUB_TOKEN: ${{ github.token }}
           COVERAGE_PATH: integrations/cometapi
           SUBPROJECT_ID: cometapi
-          COMMENT_ARTIFACT_NAME: coverage-comment-cometapi
           MINIMUM_GREEN: 90
           MINIMUM_ORANGE: 60
 
+      - name: Upload coverage comment to be posted
+        if: matrix.python-version == '3.10' && runner.os == 'Linux' && github.event_name == 'pull_request' && steps.coverage_comment.outputs.COMMENT_FILE_WRITTEN == 'true'
+        uses: actions/upload-artifact@bbbca2ddaa5d8feaa63e36b76fdaad77386f024f # v7.0.0
+        with:
+          name: coverage-comment-cometapi
+          path: python-coverage-comment-action-cometapi.txt
+
       - name: Run integration tests
         run: hatch run test:integration-cov-append-retry
 
@@ -106,7 +113,6 @@ jobs:
           GITHUB_TOKEN: ${{ github.token }}
           COVERAGE_PATH: integrations/cometapi
           SUBPROJECT_ID: cometapi-combined
-          COMMENT_ARTIFACT_NAME: coverage-comment-cometapi-combined
           MINIMUM_GREEN: 90
           MINIMUM_ORANGE: 60
 
diff --git a/.github/workflows/deepeval.yml b/.github/workflows/deepeval.yml
index 42bac716f0..5844c45a27 100644
--- a/.github/workflows/deepeval.yml
+++ b/.github/workflows/deepeval.yml
@@ -83,18 +83,25 @@ jobs:
       - name: Run unit tests
         run: hatch run test:unit-cov-retry
 
-      # On PR: generates coverage comment artifact. On push to main: stores coverage baseline on data branch.
+      # On PR: posts coverage comment (directly on same-repo PRs; via artifact for fork PRs). On push to main: stores coverage baseline on data branch.
       - name: Store unit tests coverage
+        id: coverage_comment
         if: matrix.python-version == '3.10' && runner.os == 'Linux' && github.event_name != 'schedule'
         uses: py-cov-action/python-coverage-comment-action@7188638f871f721a365d644f505d1ff3df20d683 # v3.40
         with:
           GITHUB_TOKEN: ${{ github.token }}
           COVERAGE_PATH: integrations/deepeval
           SUBPROJECT_ID: deepeval
-          COMMENT_ARTIFACT_NAME: coverage-comment-deepeval
           MINIMUM_GREEN: 90
           MINIMUM_ORANGE: 60
 
+      - name: Upload coverage comment to be posted
+        if: matrix.python-version == '3.10' && runner.os == 'Linux' && github.event_name == 'pull_request' && steps.coverage_comment.outputs.COMMENT_FILE_WRITTEN == 'true'
+        uses: actions/upload-artifact@bbbca2ddaa5d8feaa63e36b76fdaad77386f024f # v7.0.0
+        with:
+          name: coverage-comment-deepeval
+          path: python-coverage-comment-action-deepeval.txt
+
       - name: Run integration tests
         run: hatch run test:integration-cov-append-retry
 
@@ -105,7 +112,6 @@ jobs:
           GITHUB_TOKEN: ${{ github.token }}
           COVERAGE_PATH: integrations/deepeval
           SUBPROJECT_ID: deepeval-combined
-          COMMENT_ARTIFACT_NAME: coverage-comment-deepeval-combined
           MINIMUM_GREEN: 90
           MINIMUM_ORANGE: 60
 
diff --git a/.github/workflows/docling.yml b/.github/workflows/docling.yml
index 00d5db95ad..51c3efd348 100644
--- a/.github/workflows/docling.yml
+++ b/.github/workflows/docling.yml
@@ -83,18 +83,25 @@ jobs:
       - name: Run unit tests
         run: hatch run test:unit-cov-retry
 
-      # On PR: generates coverage comment artifact. On push to main: stores coverage baseline on data branch.
+      # On PR: posts coverage comment (directly on same-repo PRs; via artifact for fork PRs). On push to main: stores coverage baseline on data branch.
       - name: Store unit tests coverage
+        id: coverage_comment
         if: matrix.python-version == '3.10' && runner.os == 'Linux' && github.event_name != 'schedule'
         uses: py-cov-action/python-coverage-comment-action@7188638f871f721a365d644f505d1ff3df20d683 # v3.40
         with:
           GITHUB_TOKEN: ${{ github.token }}
           COVERAGE_PATH: integrations/docling
           SUBPROJECT_ID: docling
-          COMMENT_ARTIFACT_NAME: coverage-comment-docling
           MINIMUM_GREEN: 90
           MINIMUM_ORANGE: 60
 
+      - name: Upload coverage comment to be posted
+        if: matrix.python-version == '3.10' && runner.os == 'Linux' && github.event_name == 'pull_request' && steps.coverage_comment.outputs.COMMENT_FILE_WRITTEN == 'true'
+        uses: actions/upload-artifact@bbbca2ddaa5d8feaa63e36b76fdaad77386f024f # v7.0.0
+        with:
+          name: coverage-comment-docling
+          path: python-coverage-comment-action-docling.txt
+
       - name: Run integration tests
         run: hatch run test:integration-cov-append-retry
 
@@ -105,7 +112,6 @@ jobs:
           GITHUB_TOKEN: ${{ github.token }}
           COVERAGE_PATH: integrations/docling
           SUBPROJECT_ID: docling-combined
-          COMMENT_ARTIFACT_NAME: coverage-comment-docling-combined
           MINIMUM_GREEN: 90
           MINIMUM_ORANGE: 60
 
diff --git a/.github/workflows/dspy.yml b/.github/workflows/dspy.yml
index dc59072574..4e6e0c0e5b 100644
--- a/.github/workflows/dspy.yml
+++ b/.github/workflows/dspy.yml
@@ -84,18 +84,25 @@ jobs:
       - name: Run unit tests
         run: hatch run test:unit-cov-retry
 
-      # On PR: generates coverage comment artifact. On push to main: stores coverage baseline on data branch.
+      # On PR: posts coverage comment (directly on same-repo PRs; via artifact for fork PRs). On push to main: stores coverage baseline on data branch.
       - name: Store unit tests coverage
+        id: coverage_comment
         if: matrix.python-version == '3.10' && runner.os == 'Linux' && github.event_name != 'schedule'
         uses: py-cov-action/python-coverage-comment-action@7188638f871f721a365d644f505d1ff3df20d683 # v3.40
         with:
           GITHUB_TOKEN: ${{ github.token }}
           COVERAGE_PATH: integrations/dspy
           SUBPROJECT_ID: dspy
-          COMMENT_ARTIFACT_NAME: coverage-comment-dspy
           MINIMUM_GREEN: 90
           MINIMUM_ORANGE: 60
 
+      - name: Upload coverage comment to be posted
+        if: matrix.python-version == '3.10' && runner.os == 'Linux' && github.event_name == 'pull_request' && steps.coverage_comment.outputs.COMMENT_FILE_WRITTEN == 'true'
+        uses: actions/upload-artifact@bbbca2ddaa5d8feaa63e36b76fdaad77386f024f # v7.0.0
+        with:
+          name: coverage-comment-dspy
+          path: python-coverage-comment-action-dspy.txt
+
       - name: Run integration tests
         run: hatch run test:integration-cov-append-retry
 
@@ -106,7 +113,6 @@ jobs:
           GITHUB_TOKEN: ${{ github.token }}
           COVERAGE_PATH: integrations/dspy
           SUBPROJECT_ID: dspy-combined
-          COMMENT_ARTIFACT_NAME: coverage-comment-dspy-combined
           MINIMUM_GREEN: 90
           MINIMUM_ORANGE: 60
 
diff --git a/.github/workflows/elasticsearch.yml b/.github/workflows/elasticsearch.yml
index c879b07849..34386af9b4 100644
--- a/.github/workflows/elasticsearch.yml
+++ b/.github/workflows/elasticsearch.yml
@@ -81,18 +81,25 @@ jobs:
       - name: Run unit tests
         run: hatch run test:unit-cov-retry
 
-      # On PR: generates coverage comment artifact. On push to main: stores coverage baseline on data branch.
+      # On PR: posts coverage comment (directly on same-repo PRs; via artifact for fork PRs). On push to main: stores coverage baseline on data branch.
       - name: Store unit tests coverage
+        id: coverage_comment
         if: matrix.python-version == '3.10' && runner.os == 'Linux' && github.event_name != 'schedule'
         uses: py-cov-action/python-coverage-comment-action@7188638f871f721a365d644f505d1ff3df20d683 # v3.40
         with:
           GITHUB_TOKEN: ${{ github.token }}
           COVERAGE_PATH: integrations/elasticsearch
           SUBPROJECT_ID: elasticsearch
-          COMMENT_ARTIFACT_NAME: coverage-comment-elasticsearch
           MINIMUM_GREEN: 90
           MINIMUM_ORANGE: 60
 
+      - name: Upload coverage comment to be posted
+        if: matrix.python-version == '3.10' && runner.os == 'Linux' && github.event_name == 'pull_request' && steps.coverage_comment.outputs.COMMENT_FILE_WRITTEN == 'true'
+        uses: actions/upload-artifact@bbbca2ddaa5d8feaa63e36b76fdaad77386f024f # v7.0.0
+        with:
+          name: coverage-comment-elasticsearch
+          path: python-coverage-comment-action-elasticsearch.txt
+
       - name: Run integration tests
         run: hatch run test:integration-cov-append-retry
 
@@ -103,7 +110,6 @@ jobs:
           GITHUB_TOKEN: ${{ github.token }}
           COVERAGE_PATH: integrations/elasticsearch
           SUBPROJECT_ID: elasticsearch-combined
-          COMMENT_ARTIFACT_NAME: coverage-comment-elasticsearch-combined
           MINIMUM_GREEN: 90
           MINIMUM_ORANGE: 60
 
diff --git a/.github/workflows/faiss.yml b/.github/workflows/faiss.yml
index 55efc3ea5b..29d095f708 100644
--- a/.github/workflows/faiss.yml
+++ b/.github/workflows/faiss.yml
@@ -79,18 +79,25 @@ jobs:
       - name: Run unit tests
         run: hatch run test:unit-cov-retry
 
-      # On PR: generates coverage comment artifact. On push to main: stores coverage baseline on data branch.
+      # On PR: posts coverage comment (directly on same-repo PRs; via artifact for fork PRs). On push to main: stores coverage baseline on data branch.
       - name: Store unit tests coverage
+        id: coverage_comment
         if: matrix.python-version == '3.10' && runner.os == 'Linux' && github.event_name != 'schedule'
         uses: py-cov-action/python-coverage-comment-action@7188638f871f721a365d644f505d1ff3df20d683 # v3.40
         with:
           GITHUB_TOKEN: ${{ github.token }}
           COVERAGE_PATH: integrations/faiss
           SUBPROJECT_ID: faiss
-          COMMENT_ARTIFACT_NAME: coverage-comment-faiss
           MINIMUM_GREEN: 90
           MINIMUM_ORANGE: 60
 
+      - name: Upload coverage comment to be posted
+        if: matrix.python-version == '3.10' && runner.os == 'Linux' && github.event_name == 'pull_request' && steps.coverage_comment.outputs.COMMENT_FILE_WRITTEN == 'true'
+        uses: actions/upload-artifact@bbbca2ddaa5d8feaa63e36b76fdaad77386f024f # v7.0.0
+        with:
+          name: coverage-comment-faiss
+          path: python-coverage-comment-action-faiss.txt
+
       - name: Run integration tests
         run: hatch run test:integration-cov-append-retry
 
@@ -101,7 +108,6 @@ jobs:
           GITHUB_TOKEN: ${{ github.token }}
           COVERAGE_PATH: integrations/faiss
           SUBPROJECT_ID: faiss-combined
-          COMMENT_ARTIFACT_NAME: coverage-comment-faiss-combined
           MINIMUM_GREEN: 90
           MINIMUM_ORANGE: 60
       - name: Run unit tests with lowest direct dependencies
diff --git a/.github/workflows/fastembed.yml b/.github/workflows/fastembed.yml
index 12a5da023d..e688861570 100644
--- a/.github/workflows/fastembed.yml
+++ b/.github/workflows/fastembed.yml
@@ -71,18 +71,25 @@ jobs:
       - name: Run unit tests
         run: hatch run test:unit-cov-retry
 
-      # On PR: generates coverage comment artifact. On push to main: stores coverage baseline on data branch.
+      # On PR: posts coverage comment (directly on same-repo PRs; via artifact for fork PRs). On push to main: stores coverage baseline on data branch.
       - name: Store unit tests coverage
+        id: coverage_comment
         if: matrix.python-version == '3.10' && runner.os == 'Linux' && github.event_name != 'schedule'
         uses: py-cov-action/python-coverage-comment-action@7188638f871f721a365d644f505d1ff3df20d683 # v3.40
         with:
           GITHUB_TOKEN: ${{ github.token }}
           COVERAGE_PATH: integrations/fastembed
           SUBPROJECT_ID: fastembed
-          COMMENT_ARTIFACT_NAME: coverage-comment-fastembed
           MINIMUM_GREEN: 90
           MINIMUM_ORANGE: 60
 
+      - name: Upload coverage comment to be posted
+        if: matrix.python-version == '3.10' && runner.os == 'Linux' && github.event_name == 'pull_request' && steps.coverage_comment.outputs.COMMENT_FILE_WRITTEN == 'true'
+        uses: actions/upload-artifact@bbbca2ddaa5d8feaa63e36b76fdaad77386f024f # v7.0.0
+        with:
+          name: coverage-comment-fastembed
+          path: python-coverage-comment-action-fastembed.txt
+
       - name: Run integration tests
         run: hatch run test:integration-cov-append-retry
 
@@ -93,7 +100,6 @@ jobs:
           GITHUB_TOKEN: ${{ github.token }}
           COVERAGE_PATH: integrations/fastembed
           SUBPROJECT_ID: fastembed-combined
-          COMMENT_ARTIFACT_NAME: coverage-comment-fastembed-combined
           MINIMUM_GREEN: 90
           MINIMUM_ORANGE: 60
 
diff --git a/.github/workflows/firecrawl.yml b/.github/workflows/firecrawl.yml
index b4a283020f..55bf0c77aa 100644
--- a/.github/workflows/firecrawl.yml
+++ b/.github/workflows/firecrawl.yml
@@ -79,18 +79,25 @@ jobs:
       - name: Run unit tests
         run: hatch run test:unit-cov-retry
 
-      # On PR: generates coverage comment artifact. On push to main: stores coverage baseline on data branch.
+      # On PR: posts coverage comment (directly on same-repo PRs; via artifact for fork PRs). On push to main: stores coverage baseline on data branch.
       - name: Store unit tests coverage
+        id: coverage_comment
         if: matrix.python-version == '3.10' && runner.os == 'Linux' && github.event_name != 'schedule'
         uses: py-cov-action/python-coverage-comment-action@7188638f871f721a365d644f505d1ff3df20d683 # v3.40
         with:
           GITHUB_TOKEN: ${{ github.token }}
           COVERAGE_PATH: integrations/firecrawl
           SUBPROJECT_ID: firecrawl
-          COMMENT_ARTIFACT_NAME: coverage-comment-firecrawl
           MINIMUM_GREEN: 90
           MINIMUM_ORANGE: 60
 
+      - name: Upload coverage comment to be posted
+        if: matrix.python-version == '3.10' && runner.os == 'Linux' && github.event_name == 'pull_request' && steps.coverage_comment.outputs.COMMENT_FILE_WRITTEN == 'true'
+        uses: actions/upload-artifact@bbbca2ddaa5d8feaa63e36b76fdaad77386f024f # v7.0.0
+        with:
+          name: coverage-comment-firecrawl
+          path: python-coverage-comment-action-firecrawl.txt
+
       - name: Run integration tests
         run: hatch run test:integration-cov-append-retry
 
@@ -101,7 +108,6 @@ jobs:
           GITHUB_TOKEN: ${{ github.token }}
           COVERAGE_PATH: integrations/firecrawl
           SUBPROJECT_ID: firecrawl-combined
-          COMMENT_ARTIFACT_NAME: coverage-comment-firecrawl-combined
           MINIMUM_GREEN: 90
           MINIMUM_ORANGE: 60
 
diff --git a/.github/workflows/github.yml b/.github/workflows/github.yml
index 20e4a428fe..0d71539ca1 100644
--- a/.github/workflows/github.yml
+++ b/.github/workflows/github.yml
@@ -82,18 +82,25 @@ jobs:
       - name: Run unit tests
         run: hatch run test:unit-cov-retry
 
-      # On PR: generates coverage comment artifact. On push to main: stores coverage baseline on data branch.
+      # On PR: posts coverage comment (directly on same-repo PRs; via artifact for fork PRs). On push to main: stores coverage baseline on data branch.
       - name: Store unit tests coverage
+        id: coverage_comment
         if: matrix.python-version == '3.10' && runner.os == 'Linux' && github.event_name != 'schedule'
         uses: py-cov-action/python-coverage-comment-action@7188638f871f721a365d644f505d1ff3df20d683 # v3.40
         with:
           GITHUB_TOKEN: ${{ github.token }}
           COVERAGE_PATH: integrations/github
           SUBPROJECT_ID: github
-          COMMENT_ARTIFACT_NAME: coverage-comment-github
           MINIMUM_GREEN: 90
           MINIMUM_ORANGE: 60
 
+      - name: Upload coverage comment to be posted
+        if: matrix.python-version == '3.10' && runner.os == 'Linux' && github.event_name == 'pull_request' && steps.coverage_comment.outputs.COMMENT_FILE_WRITTEN == 'true'
+        uses: actions/upload-artifact@bbbca2ddaa5d8feaa63e36b76fdaad77386f024f # v7.0.0
+        with:
+          name: coverage-comment-github
+          path: python-coverage-comment-action-github.txt
+
       # No integration tests yet — add integration-cov-append-retry + combined coverage step when needed
 
       - name: Run unit tests with lowest direct dependencies
diff --git a/.github/workflows/google_genai.yml b/.github/workflows/google_genai.yml
index 7e4dd26013..994453f563 100644
--- a/.github/workflows/google_genai.yml
+++ b/.github/workflows/google_genai.yml
@@ -84,18 +84,25 @@ jobs:
       - name: Run unit tests
         run: hatch run test:unit-cov-retry
 
-      # On PR: generates coverage comment artifact. On push to main: stores coverage baseline on data branch.
+      # On PR: posts coverage comment (directly on same-repo PRs; via artifact for fork PRs). On push to main: stores coverage baseline on data branch.
       - name: Store unit tests coverage
+        id: coverage_comment
         if: matrix.python-version == '3.10' && runner.os == 'Linux' && github.event_name != 'schedule'
         uses: py-cov-action/python-coverage-comment-action@7188638f871f721a365d644f505d1ff3df20d683 # v3.40
         with:
           GITHUB_TOKEN: ${{ github.token }}
           COVERAGE_PATH: integrations/google_genai
           SUBPROJECT_ID: google_genai
-          COMMENT_ARTIFACT_NAME: coverage-comment-google_genai
           MINIMUM_GREEN: 90
           MINIMUM_ORANGE: 60
 
+      - name: Upload coverage comment to be posted
+        if: matrix.python-version == '3.10' && runner.os == 'Linux' && github.event_name == 'pull_request' && steps.coverage_comment.outputs.COMMENT_FILE_WRITTEN == 'true'
+        uses: actions/upload-artifact@bbbca2ddaa5d8feaa63e36b76fdaad77386f024f # v7.0.0
+        with:
+          name: coverage-comment-google_genai
+          path: python-coverage-comment-action-google_genai.txt
+
       - name: Run integration tests
         run: hatch run test:integration-cov-append-retry
 
@@ -106,7 +113,6 @@ jobs:
           GITHUB_TOKEN: ${{ github.token }}
           COVERAGE_PATH: integrations/google_genai
           SUBPROJECT_ID: google_genai-combined
-          COMMENT_ARTIFACT_NAME: coverage-comment-google_genai-combined
           MINIMUM_GREEN: 90
           MINIMUM_ORANGE: 60
 
diff --git a/.github/workflows/hanlp.yml b/.github/workflows/hanlp.yml
index a092083548..87cc08c51c 100644
--- a/.github/workflows/hanlp.yml
+++ b/.github/workflows/hanlp.yml
@@ -83,18 +83,25 @@ jobs:
       - name: Run unit tests
         run: hatch run test:unit-cov-retry
 
-      # On PR: generates coverage comment artifact. On push to main: stores coverage baseline on data branch.
+      # On PR: posts coverage comment (directly on same-repo PRs; via artifact for fork PRs). On push to main: stores coverage baseline on data branch.
       - name: Store unit tests coverage
+        id: coverage_comment
         if: matrix.python-version == '3.10' && runner.os == 'Linux' && github.event_name != 'schedule'
         uses: py-cov-action/python-coverage-comment-action@7188638f871f721a365d644f505d1ff3df20d683 # v3.40
         with:
           GITHUB_TOKEN: ${{ github.token }}
           COVERAGE_PATH: integrations/hanlp
           SUBPROJECT_ID: hanlp
-          COMMENT_ARTIFACT_NAME: coverage-comment-hanlp
           MINIMUM_GREEN: 90
           MINIMUM_ORANGE: 60
 
+      - name: Upload coverage comment to be posted
+        if: matrix.python-version == '3.10' && runner.os == 'Linux' && github.event_name == 'pull_request' && steps.coverage_comment.outputs.COMMENT_FILE_WRITTEN == 'true'
+        uses: actions/upload-artifact@bbbca2ddaa5d8feaa63e36b76fdaad77386f024f # v7.0.0
+        with:
+          name: coverage-comment-hanlp
+          path: python-coverage-comment-action-hanlp.txt
+
       - name: Run integration tests
         run: hatch run test:integration-cov-append-retry
 
@@ -105,7 +112,6 @@ jobs:
           GITHUB_TOKEN: ${{ github.token }}
           COVERAGE_PATH: integrations/hanlp
           SUBPROJECT_ID: hanlp-combined
-          COMMENT_ARTIFACT_NAME: coverage-comment-hanlp-combined
           MINIMUM_GREEN: 90
           MINIMUM_ORANGE: 60
 
diff --git a/.github/workflows/jina.yml b/.github/workflows/jina.yml
index 28003fc17f..df883c3a9c 100644
--- a/.github/workflows/jina.yml
+++ b/.github/workflows/jina.yml
@@ -83,18 +83,25 @@ jobs:
       - name: Run unit tests
         run: hatch run test:unit-cov-retry
 
-      # On PR: generates coverage comment artifact. On push to main: stores coverage baseline on data branch.
+      # On PR: posts coverage comment (directly on same-repo PRs; via artifact for fork PRs). On push to main: stores coverage baseline on data branch.
       - name: Store unit tests coverage
+        id: coverage_comment
         if: matrix.python-version == '3.10' && runner.os == 'Linux' && github.event_name != 'schedule'
         uses: py-cov-action/python-coverage-comment-action@7188638f871f721a365d644f505d1ff3df20d683 # v3.40
         with:
           GITHUB_TOKEN: ${{ github.token }}
           COVERAGE_PATH: integrations/jina
           SUBPROJECT_ID: jina
-          COMMENT_ARTIFACT_NAME: coverage-comment-jina
           MINIMUM_GREEN: 90
           MINIMUM_ORANGE: 60
 
+      - name: Upload coverage comment to be posted
+        if: matrix.python-version == '3.10' && runner.os == 'Linux' && github.event_name == 'pull_request' && steps.coverage_comment.outputs.COMMENT_FILE_WRITTEN == 'true'
+        uses: actions/upload-artifact@bbbca2ddaa5d8feaa63e36b76fdaad77386f024f # v7.0.0
+        with:
+          name: coverage-comment-jina
+          path: python-coverage-comment-action-jina.txt
+
       - name: Run integration tests
         run: hatch run test:integration-cov-append-retry
 
@@ -105,7 +112,6 @@ jobs:
           GITHUB_TOKEN: ${{ github.token }}
           COVERAGE_PATH: integrations/jina
           SUBPROJECT_ID: jina-combined
-          COMMENT_ARTIFACT_NAME: coverage-comment-jina-combined
           MINIMUM_GREEN: 90
           MINIMUM_ORANGE: 60
 
diff --git a/.github/workflows/kreuzberg.yml b/.github/workflows/kreuzberg.yml
index b2cb8bf635..94aaf267c7 100644
--- a/.github/workflows/kreuzberg.yml
+++ b/.github/workflows/kreuzberg.yml
@@ -83,7 +83,7 @@ jobs:
       - name: Run unit tests
         run: hatch run test:unit-cov-retry
 
-      # On PR: generates coverage comment artifact. On push to main: stores coverage baseline on data branch.
+      # On PR: posts coverage comment (directly on same-repo PRs; via artifact for fork PRs). On push to main: stores coverage baseline on data branch.
       - name: Store unit tests coverage
         id: coverage_comment
         if: matrix.python-version == '3.10' && runner.os == 'Linux' && github.event_name != 'schedule'
diff --git a/.github/workflows/langfuse.yml b/.github/workflows/langfuse.yml
index 360c0fd48d..aff4b084fe 100644
--- a/.github/workflows/langfuse.yml
+++ b/.github/workflows/langfuse.yml
@@ -88,18 +88,25 @@ jobs:
       - name: Run unit tests
         run: hatch run test:unit-cov-retry
 
-      # On PR: generates coverage comment artifact. On push to main: stores coverage baseline on data branch.
+      # On PR: posts coverage comment (directly on same-repo PRs; via artifact for fork PRs). On push to main: stores coverage baseline on data branch.
       - name: Store unit tests coverage
+        id: coverage_comment
         if: matrix.python-version == '3.10' && runner.os == 'Linux' && github.event_name != 'schedule'
         uses: py-cov-action/python-coverage-comment-action@7188638f871f721a365d644f505d1ff3df20d683 # v3.40
         with:
           GITHUB_TOKEN: ${{ github.token }}
           COVERAGE_PATH: integrations/langfuse
           SUBPROJECT_ID: langfuse
-          COMMENT_ARTIFACT_NAME: coverage-comment-langfuse
           MINIMUM_GREEN: 90
           MINIMUM_ORANGE: 60
 
+      - name: Upload coverage comment to be posted
+        if: matrix.python-version == '3.10' && runner.os == 'Linux' && github.event_name == 'pull_request' && steps.coverage_comment.outputs.COMMENT_FILE_WRITTEN == 'true'
+        uses: actions/upload-artifact@bbbca2ddaa5d8feaa63e36b76fdaad77386f024f # v7.0.0
+        with:
+          name: coverage-comment-langfuse
+          path: python-coverage-comment-action-langfuse.txt
+
       - name: Run integration tests
         run: hatch run test:integration-cov-append-retry
 
@@ -110,7 +117,6 @@ jobs:
           GITHUB_TOKEN: ${{ github.token }}
           COVERAGE_PATH: integrations/langfuse
           SUBPROJECT_ID: langfuse-combined
-          COMMENT_ARTIFACT_NAME: coverage-comment-langfuse-combined
           MINIMUM_GREEN: 90
           MINIMUM_ORANGE: 60
 
diff --git a/.github/workflows/lara.yml b/.github/workflows/lara.yml
index b168120a80..b9a3c07516 100644
--- a/.github/workflows/lara.yml
+++ b/.github/workflows/lara.yml
@@ -81,18 +81,25 @@ jobs:
       - name: Run unit tests
         run: hatch run test:unit-cov-retry
 
-      # On PR: generates coverage comment artifact. On push to main: stores coverage baseline on data branch.
+      # On PR: posts coverage comment (directly on same-repo PRs; via artifact for fork PRs). On push to main: stores coverage baseline on data branch.
       - name: Store unit tests coverage
+        id: coverage_comment
         if: matrix.python-version == '3.10' && runner.os == 'Linux' && github.event_name != 'schedule'
         uses: py-cov-action/python-coverage-comment-action@7188638f871f721a365d644f505d1ff3df20d683 # v3.40
         with:
           GITHUB_TOKEN: ${{ github.token }}
           COVERAGE_PATH: integrations/lara
           SUBPROJECT_ID: lara
-          COMMENT_ARTIFACT_NAME: coverage-comment-lara
           MINIMUM_GREEN: 90
           MINIMUM_ORANGE: 60
 
+      - name: Upload coverage comment to be posted
+        if: matrix.python-version == '3.10' && runner.os == 'Linux' && github.event_name == 'pull_request' && steps.coverage_comment.outputs.COMMENT_FILE_WRITTEN == 'true'
+        uses: actions/upload-artifact@bbbca2ddaa5d8feaa63e36b76fdaad77386f024f # v7.0.0
+        with:
+          name: coverage-comment-lara
+          path: python-coverage-comment-action-lara.txt
+
       - name: Run integration tests
         run: hatch run test:integration-cov-append-retry
 
@@ -103,7 +110,6 @@ jobs:
           GITHUB_TOKEN: ${{ github.token }}
           COVERAGE_PATH: integrations/lara
           SUBPROJECT_ID: lara-combined
-          COMMENT_ARTIFACT_NAME: coverage-comment-lara-combined
           MINIMUM_GREEN: 90
           MINIMUM_ORANGE: 60
 
diff --git a/.github/workflows/libreoffice.yml b/.github/workflows/libreoffice.yml
index 888bb102db..fe8b099cc4 100644
--- a/.github/workflows/libreoffice.yml
+++ b/.github/workflows/libreoffice.yml
@@ -97,18 +97,25 @@ jobs:
       - name: Run unit tests
         run: hatch run test:unit-cov-retry
 
-      # On PR: generates coverage comment artifact. On push to main: stores coverage baseline on data branch.
+      # On PR: posts coverage comment (directly on same-repo PRs; via artifact for fork PRs). On push to main: stores coverage baseline on data branch.
       - name: Store unit tests coverage
+        id: coverage_comment
         if: matrix.python-version == '3.10' && runner.os == 'Linux' && github.event_name != 'schedule'
         uses: py-cov-action/python-coverage-comment-action@7188638f871f721a365d644f505d1ff3df20d683 # v3.40
         with:
           GITHUB_TOKEN: ${{ github.token }}
           COVERAGE_PATH: integrations/libreoffice
           SUBPROJECT_ID: libreoffice
-          COMMENT_ARTIFACT_NAME: coverage-comment-libreoffice
           MINIMUM_GREEN: 90
           MINIMUM_ORANGE: 60
 
+      - name: Upload coverage comment to be posted
+        if: matrix.python-version == '3.10' && runner.os == 'Linux' && github.event_name == 'pull_request' && steps.coverage_comment.outputs.COMMENT_FILE_WRITTEN == 'true'
+        uses: actions/upload-artifact@bbbca2ddaa5d8feaa63e36b76fdaad77386f024f # v7.0.0
+        with:
+          name: coverage-comment-libreoffice
+          path: python-coverage-comment-action-libreoffice.txt
+
       - name: Run integration tests
         run: hatch run test:integration-cov-append-retry
 
@@ -119,7 +126,6 @@ jobs:
           GITHUB_TOKEN: ${{ github.token }}
           COVERAGE_PATH: integrations/libreoffice
           SUBPROJECT_ID: libreoffice-combined
-          COMMENT_ARTIFACT_NAME: coverage-comment-libreoffice-combined
           MINIMUM_GREEN: 90
           MINIMUM_ORANGE: 60
 
diff --git a/.github/workflows/llama_cpp.yml b/.github/workflows/llama_cpp.yml
index b41668844f..c38b902cee 100644
--- a/.github/workflows/llama_cpp.yml
+++ b/.github/workflows/llama_cpp.yml
@@ -82,18 +82,25 @@ jobs:
       - name: Run unit tests
         run: hatch run test:unit-cov-retry
 
-      # On PR: generates coverage comment artifact. On push to main: stores coverage baseline on data branch.
+      # On PR: posts coverage comment (directly on same-repo PRs; via artifact for fork PRs). On push to main: stores coverage baseline on data branch.
       - name: Store unit tests coverage
+        id: coverage_comment
         if: matrix.python-version == '3.10' && runner.os == 'Linux' && github.event_name != 'schedule'
         uses: py-cov-action/python-coverage-comment-action@7188638f871f721a365d644f505d1ff3df20d683 # v3.40
         with:
           GITHUB_TOKEN: ${{ github.token }}
           COVERAGE_PATH: integrations/llama_cpp
           SUBPROJECT_ID: llama_cpp
-          COMMENT_ARTIFACT_NAME: coverage-comment-llama_cpp
           MINIMUM_GREEN: 90
           MINIMUM_ORANGE: 60
 
+      - name: Upload coverage comment to be posted
+        if: matrix.python-version == '3.10' && runner.os == 'Linux' && github.event_name == 'pull_request' && steps.coverage_comment.outputs.COMMENT_FILE_WRITTEN == 'true'
+        uses: actions/upload-artifact@bbbca2ddaa5d8feaa63e36b76fdaad77386f024f # v7.0.0
+        with:
+          name: coverage-comment-llama_cpp
+          path: python-coverage-comment-action-llama_cpp.txt
+
       - name: Run integration tests
         run: hatch run test:integration-cov-append-retry
 
@@ -104,7 +111,6 @@ jobs:
           GITHUB_TOKEN: ${{ github.token }}
           COVERAGE_PATH: integrations/llama_cpp
           SUBPROJECT_ID: llama_cpp-combined
-          COMMENT_ARTIFACT_NAME: coverage-comment-llama_cpp-combined
           MINIMUM_GREEN: 90
           MINIMUM_ORANGE: 60
 
diff --git a/.github/workflows/llama_stack.yml b/.github/workflows/llama_stack.yml
index 25357e67d5..40bd1cd404 100644
--- a/.github/workflows/llama_stack.yml
+++ b/.github/workflows/llama_stack.yml
@@ -146,18 +146,25 @@ jobs:
       - name: Run unit tests
         run: hatch run test:unit-cov-retry
 
-      # On PR: generates coverage comment artifact. On push to main: stores coverage baseline on data branch.
+      # On PR: posts coverage comment (directly on same-repo PRs; via artifact for fork PRs). On push to main: stores coverage baseline on data branch.
       - name: Store unit tests coverage
+        id: coverage_comment
         if: matrix.python-version == '3.10' && runner.os == 'Linux' && github.event_name != 'schedule'
         uses: py-cov-action/python-coverage-comment-action@7188638f871f721a365d644f505d1ff3df20d683 # v3.40
         with:
           GITHUB_TOKEN: ${{ github.token }}
           COVERAGE_PATH: integrations/llama_stack
           SUBPROJECT_ID: llama_stack
-          COMMENT_ARTIFACT_NAME: coverage-comment-llama_stack
           MINIMUM_GREEN: 90
           MINIMUM_ORANGE: 60
 
+      - name: Upload coverage comment to be posted
+        if: matrix.python-version == '3.10' && runner.os == 'Linux' && github.event_name == 'pull_request' && steps.coverage_comment.outputs.COMMENT_FILE_WRITTEN == 'true'
+        uses: actions/upload-artifact@bbbca2ddaa5d8feaa63e36b76fdaad77386f024f # v7.0.0
+        with:
+          name: coverage-comment-llama_stack
+          path: python-coverage-comment-action-llama_stack.txt
+
       - name: Run integration tests
         run: hatch run test:integration-cov-append-retry
 
@@ -168,7 +175,6 @@ jobs:
           GITHUB_TOKEN: ${{ github.token }}
           COVERAGE_PATH: integrations/llama_stack
           SUBPROJECT_ID: llama_stack-combined
-          COMMENT_ARTIFACT_NAME: coverage-comment-llama_stack-combined
           MINIMUM_GREEN: 90
           MINIMUM_ORANGE: 60
 
diff --git a/.github/workflows/markitdown.yml b/.github/workflows/markitdown.yml
index ce0bf73fcb..9534ee072d 100644
--- a/.github/workflows/markitdown.yml
+++ b/.github/workflows/markitdown.yml
@@ -82,18 +82,25 @@ jobs:
       - name: Run unit tests
         run: hatch run test:unit-cov-retry
 
-      # On PR: generates coverage comment artifact. On push to main: stores coverage baseline on data branch.
+      # On PR: posts coverage comment (directly on same-repo PRs; via artifact for fork PRs). On push to main: stores coverage baseline on data branch.
       - name: Store unit tests coverage
+        id: coverage_comment
         if: matrix.python-version == '3.10' && runner.os == 'Linux' && github.event_name != 'schedule'
         uses: py-cov-action/python-coverage-comment-action@7188638f871f721a365d644f505d1ff3df20d683 # v3.40
         with:
           GITHUB_TOKEN: ${{ github.token }}
           COVERAGE_PATH: integrations/markitdown
           SUBPROJECT_ID: markitdown
-          COMMENT_ARTIFACT_NAME: coverage-comment-markitdown
           MINIMUM_GREEN: 90
           MINIMUM_ORANGE: 60
 
+      - name: Upload coverage comment to be posted
+        if: matrix.python-version == '3.10' && runner.os == 'Linux' && github.event_name == 'pull_request' && steps.coverage_comment.outputs.COMMENT_FILE_WRITTEN == 'true'
+        uses: actions/upload-artifact@bbbca2ddaa5d8feaa63e36b76fdaad77386f024f # v7.0.0
+        with:
+          name: coverage-comment-markitdown
+          path: python-coverage-comment-action-markitdown.txt
+
       - name: Run integration tests
         run: hatch run test:integration-cov-append-retry
 
@@ -104,7 +111,6 @@ jobs:
           GITHUB_TOKEN: ${{ github.token }}
           COVERAGE_PATH: integrations/markitdown
           SUBPROJECT_ID: markitdown-combined
-          COMMENT_ARTIFACT_NAME: coverage-comment-markitdown-combined
           MINIMUM_GREEN: 90
           MINIMUM_ORANGE: 60
 
diff --git a/.github/workflows/mcp.yml b/.github/workflows/mcp.yml
index eb2eee5e73..ab055c70ae 100644
--- a/.github/workflows/mcp.yml
+++ b/.github/workflows/mcp.yml
@@ -97,18 +97,25 @@ jobs:
       - name: Run unit tests
         run: hatch run test:unit-cov-retry
 
-      # On PR: generates coverage comment artifact. On push to main: stores coverage baseline on data branch.
+      # On PR: posts coverage comment (directly on same-repo PRs; via artifact for fork PRs). On push to main: stores coverage baseline on data branch.
       - name: Store unit tests coverage
+        id: coverage_comment
         if: matrix.python-version == '3.10' && runner.os == 'Linux' && github.event_name != 'schedule'
         uses: py-cov-action/python-coverage-comment-action@7188638f871f721a365d644f505d1ff3df20d683 # v3.40
         with:
           GITHUB_TOKEN: ${{ github.token }}
           COVERAGE_PATH: integrations/mcp
           SUBPROJECT_ID: mcp
-          COMMENT_ARTIFACT_NAME: coverage-comment-mcp
           MINIMUM_GREEN: 90
           MINIMUM_ORANGE: 60
 
+      - name: Upload coverage comment to be posted
+        if: matrix.python-version == '3.10' && runner.os == 'Linux' && github.event_name == 'pull_request' && steps.coverage_comment.outputs.COMMENT_FILE_WRITTEN == 'true'
+        uses: actions/upload-artifact@bbbca2ddaa5d8feaa63e36b76fdaad77386f024f # v7.0.0
+        with:
+          name: coverage-comment-mcp
+          path: python-coverage-comment-action-mcp.txt
+
       - name: Run integration tests
         run: hatch run test:integration-cov-append-retry
 
@@ -119,7 +126,6 @@ jobs:
           GITHUB_TOKEN: ${{ github.token }}
           COVERAGE_PATH: integrations/mcp
           SUBPROJECT_ID: mcp-combined
-          COMMENT_ARTIFACT_NAME: coverage-comment-mcp-combined
           MINIMUM_GREEN: 90
           MINIMUM_ORANGE: 60
 
diff --git a/.github/workflows/meta_llama.yml b/.github/workflows/meta_llama.yml
index e785cd9c07..1265d772d4 100644
--- a/.github/workflows/meta_llama.yml
+++ b/.github/workflows/meta_llama.yml
@@ -84,18 +84,25 @@ jobs:
       - name: Run unit tests
         run: hatch run test:unit-cov-retry
 
-      # On PR: generates coverage comment artifact. On push to main: stores coverage baseline on data branch.
+      # On PR: posts coverage comment (directly on same-repo PRs; via artifact for fork PRs). On push to main: stores coverage baseline on data branch.
       - name: Store unit tests coverage
+        id: coverage_comment
         if: matrix.python-version == '3.10' && runner.os == 'Linux' && github.event_name != 'schedule'
         uses: py-cov-action/python-coverage-comment-action@7188638f871f721a365d644f505d1ff3df20d683 # v3.40
         with:
           GITHUB_TOKEN: ${{ github.token }}
           COVERAGE_PATH: integrations/meta_llama
           SUBPROJECT_ID: meta_llama
-          COMMENT_ARTIFACT_NAME: coverage-comment-meta_llama
           MINIMUM_GREEN: 90
           MINIMUM_ORANGE: 60
 
+      - name: Upload coverage comment to be posted
+        if: matrix.python-version == '3.10' && runner.os == 'Linux' && github.event_name == 'pull_request' && steps.coverage_comment.outputs.COMMENT_FILE_WRITTEN == 'true'
+        uses: actions/upload-artifact@bbbca2ddaa5d8feaa63e36b76fdaad77386f024f # v7.0.0
+        with:
+          name: coverage-comment-meta_llama
+          path: python-coverage-comment-action-meta_llama.txt
+
       - name: Run integration tests
         run: hatch run test:integration-cov-append-retry
 
@@ -106,7 +113,6 @@ jobs:
           GITHUB_TOKEN: ${{ github.token }}
           COVERAGE_PATH: integrations/meta_llama
           SUBPROJECT_ID: meta_llama-combined
-          COMMENT_ARTIFACT_NAME: coverage-comment-meta_llama-combined
           MINIMUM_GREEN: 90
           MINIMUM_ORANGE: 60
 
diff --git a/.github/workflows/mistral.yml b/.github/workflows/mistral.yml
index 1057139fc1..9125d91882 100644
--- a/.github/workflows/mistral.yml
+++ b/.github/workflows/mistral.yml
@@ -84,18 +84,25 @@ jobs:
       - name: Run unit tests
         run: hatch run test:unit-cov-retry
 
-      # On PR: generates coverage comment artifact. On push to main: stores coverage baseline on data branch.
+      # On PR: posts coverage comment (directly on same-repo PRs; via artifact for fork PRs). On push to main: stores coverage baseline on data branch.
       - name: Store unit tests coverage
+        id: coverage_comment
         if: matrix.python-version == '3.10' && runner.os == 'Linux' && github.event_name != 'schedule'
         uses: py-cov-action/python-coverage-comment-action@7188638f871f721a365d644f505d1ff3df20d683 # v3.40
         with:
           GITHUB_TOKEN: ${{ github.token }}
           COVERAGE_PATH: integrations/mistral
           SUBPROJECT_ID: mistral
-          COMMENT_ARTIFACT_NAME: coverage-comment-mistral
           MINIMUM_GREEN: 90
           MINIMUM_ORANGE: 60
 
+      - name: Upload coverage comment to be posted
+        if: matrix.python-version == '3.10' && runner.os == 'Linux' && github.event_name == 'pull_request' && steps.coverage_comment.outputs.COMMENT_FILE_WRITTEN == 'true'
+        uses: actions/upload-artifact@bbbca2ddaa5d8feaa63e36b76fdaad77386f024f # v7.0.0
+        with:
+          name: coverage-comment-mistral
+          path: python-coverage-comment-action-mistral.txt
+
       - name: Run integration tests
         run: hatch run test:integration-cov-append-retry
 
@@ -106,7 +113,6 @@ jobs:
           GITHUB_TOKEN: ${{ github.token }}
           COVERAGE_PATH: integrations/mistral
           SUBPROJECT_ID: mistral-combined
-          COMMENT_ARTIFACT_NAME: coverage-comment-mistral-combined
           MINIMUM_GREEN: 90
           MINIMUM_ORANGE: 60
 
diff --git a/.github/workflows/mongodb_atlas.yml b/.github/workflows/mongodb_atlas.yml
index e96dca97a4..90ae50f605 100644
--- a/.github/workflows/mongodb_atlas.yml
+++ b/.github/workflows/mongodb_atlas.yml
@@ -80,18 +80,25 @@ jobs:
       - name: Run unit tests
         run: hatch run test:unit-cov-retry
 
-      # On PR: generates coverage comment artifact. On push to main: stores coverage baseline on data branch.
+      # On PR: posts coverage comment (directly on same-repo PRs; via artifact for fork PRs). On push to main: stores coverage baseline on data branch.
       - name: Store unit tests coverage
+        id: coverage_comment
         if: matrix.python-version == '3.10' && runner.os == 'Linux' && github.event_name != 'schedule'
         uses: py-cov-action/python-coverage-comment-action@7188638f871f721a365d644f505d1ff3df20d683 # v3.40
         with:
           GITHUB_TOKEN: ${{ github.token }}
           COVERAGE_PATH: integrations/mongodb_atlas
           SUBPROJECT_ID: mongodb_atlas
-          COMMENT_ARTIFACT_NAME: coverage-comment-mongodb_atlas
           MINIMUM_GREEN: 90
           MINIMUM_ORANGE: 60
 
+      - name: Upload coverage comment to be posted
+        if: matrix.python-version == '3.10' && runner.os == 'Linux' && github.event_name == 'pull_request' && steps.coverage_comment.outputs.COMMENT_FILE_WRITTEN == 'true'
+        uses: actions/upload-artifact@bbbca2ddaa5d8feaa63e36b76fdaad77386f024f # v7.0.0
+        with:
+          name: coverage-comment-mongodb_atlas
+          path: python-coverage-comment-action-mongodb_atlas.txt
+
       - name: Run integration tests
         run: hatch run test:integration-cov-append-retry
 
@@ -102,7 +109,6 @@ jobs:
           GITHUB_TOKEN: ${{ github.token }}
           COVERAGE_PATH: integrations/mongodb_atlas
           SUBPROJECT_ID: mongodb_atlas-combined
-          COMMENT_ARTIFACT_NAME: coverage-comment-mongodb_atlas-combined
           MINIMUM_GREEN: 90
           MINIMUM_ORANGE: 60
 
diff --git a/.github/workflows/nvidia.yml b/.github/workflows/nvidia.yml
index 1499ea02f1..0c521a9590 100644
--- a/.github/workflows/nvidia.yml
+++ b/.github/workflows/nvidia.yml
@@ -85,18 +85,25 @@ jobs:
       - name: Run unit tests
         run: hatch run test:unit-cov-retry
 
-      # On PR: generates coverage comment artifact. On push to main: stores coverage baseline on data branch.
+      # On PR: posts coverage comment (directly on same-repo PRs; via artifact for fork PRs). On push to main: stores coverage baseline on data branch.
       - name: Store unit tests coverage
+        id: coverage_comment
         if: matrix.python-version == '3.10' && runner.os == 'Linux' && github.event_name != 'schedule'
         uses: py-cov-action/python-coverage-comment-action@7188638f871f721a365d644f505d1ff3df20d683 # v3.40
         with:
           GITHUB_TOKEN: ${{ github.token }}
           COVERAGE_PATH: integrations/nvidia
           SUBPROJECT_ID: nvidia
-          COMMENT_ARTIFACT_NAME: coverage-comment-nvidia
           MINIMUM_GREEN: 90
           MINIMUM_ORANGE: 60
 
+      - name: Upload coverage comment to be posted
+        if: matrix.python-version == '3.10' && runner.os == 'Linux' && github.event_name == 'pull_request' && steps.coverage_comment.outputs.COMMENT_FILE_WRITTEN == 'true'
+        uses: actions/upload-artifact@bbbca2ddaa5d8feaa63e36b76fdaad77386f024f # v7.0.0
+        with:
+          name: coverage-comment-nvidia
+          path: python-coverage-comment-action-nvidia.txt
+
       - name: Run integration tests
         run: hatch run test:integration-cov-append-retry
 
@@ -107,7 +114,6 @@ jobs:
           GITHUB_TOKEN: ${{ github.token }}
           COVERAGE_PATH: integrations/nvidia
           SUBPROJECT_ID: nvidia-combined
-          COMMENT_ARTIFACT_NAME: coverage-comment-nvidia-combined
           MINIMUM_GREEN: 90
           MINIMUM_ORANGE: 60
 
diff --git a/.github/workflows/ollama.yml b/.github/workflows/ollama.yml
index 77217c1a46..e9340dcfd8 100644
--- a/.github/workflows/ollama.yml
+++ b/.github/workflows/ollama.yml
@@ -122,18 +122,25 @@ jobs:
       - name: Run unit tests
         run: hatch run test:unit-cov-retry
 
-      # On PR: generates coverage comment artifact. On push to main: stores coverage baseline on data branch.
+      # On PR: posts coverage comment (directly on same-repo PRs; via artifact for fork PRs). On push to main: stores coverage baseline on data branch.
       - name: Store unit tests coverage
+        id: coverage_comment
         if: matrix.python-version == '3.10' && runner.os == 'Linux' && github.event_name != 'schedule'
         uses: py-cov-action/python-coverage-comment-action@7188638f871f721a365d644f505d1ff3df20d683 # v3.40
         with:
           GITHUB_TOKEN: ${{ github.token }}
           COVERAGE_PATH: integrations/ollama
           SUBPROJECT_ID: ollama
-          COMMENT_ARTIFACT_NAME: coverage-comment-ollama
           MINIMUM_GREEN: 90
           MINIMUM_ORANGE: 60
 
+      - name: Upload coverage comment to be posted
+        if: matrix.python-version == '3.10' && runner.os == 'Linux' && github.event_name == 'pull_request' && steps.coverage_comment.outputs.COMMENT_FILE_WRITTEN == 'true'
+        uses: actions/upload-artifact@bbbca2ddaa5d8feaa63e36b76fdaad77386f024f # v7.0.0
+        with:
+          name: coverage-comment-ollama
+          path: python-coverage-comment-action-ollama.txt
+
       - name: Run integration tests
         run: hatch run test:integration-cov-append-retry
 
@@ -144,7 +151,6 @@ jobs:
           GITHUB_TOKEN: ${{ github.token }}
           COVERAGE_PATH: integrations/ollama
           SUBPROJECT_ID: ollama-combined
-          COMMENT_ARTIFACT_NAME: coverage-comment-ollama-combined
           MINIMUM_GREEN: 90
           MINIMUM_ORANGE: 60
 
diff --git a/.github/workflows/openrouter.yml b/.github/workflows/openrouter.yml
index 90ad267f1d..9d653d061a 100644
--- a/.github/workflows/openrouter.yml
+++ b/.github/workflows/openrouter.yml
@@ -83,18 +83,25 @@ jobs:
       - name: Run unit tests
         run: hatch run test:unit-cov-retry
 
-      # On PR: generates coverage comment artifact. On push to main: stores coverage baseline on data branch.
+      # On PR: posts coverage comment (directly on same-repo PRs; via artifact for fork PRs). On push to main: stores coverage baseline on data branch.
       - name: Store unit tests coverage
+        id: coverage_comment
         if: matrix.python-version == '3.10' && runner.os == 'Linux' && github.event_name != 'schedule'
         uses: py-cov-action/python-coverage-comment-action@7188638f871f721a365d644f505d1ff3df20d683 # v3.40
         with:
           GITHUB_TOKEN: ${{ github.token }}
           COVERAGE_PATH: integrations/openrouter
           SUBPROJECT_ID: openrouter
-          COMMENT_ARTIFACT_NAME: coverage-comment-openrouter
           MINIMUM_GREEN: 90
           MINIMUM_ORANGE: 60
 
+      - name: Upload coverage comment to be posted
+        if: matrix.python-version == '3.10' && runner.os == 'Linux' && github.event_name == 'pull_request' && steps.coverage_comment.outputs.COMMENT_FILE_WRITTEN == 'true'
+        uses: actions/upload-artifact@bbbca2ddaa5d8feaa63e36b76fdaad77386f024f # v7.0.0
+        with:
+          name: coverage-comment-openrouter
+          path: python-coverage-comment-action-openrouter.txt
+
       - name: Run integration tests
         run: hatch run test:integration-cov-append-retry
 
@@ -105,7 +112,6 @@ jobs:
           GITHUB_TOKEN: ${{ github.token }}
           COVERAGE_PATH: integrations/openrouter
           SUBPROJECT_ID: openrouter-combined
-          COMMENT_ARTIFACT_NAME: coverage-comment-openrouter-combined
           MINIMUM_GREEN: 90
           MINIMUM_ORANGE: 60
 
diff --git a/.github/workflows/opensearch.yml b/.github/workflows/opensearch.yml
index 4086a83f57..277805dc7f 100644
--- a/.github/workflows/opensearch.yml
+++ b/.github/workflows/opensearch.yml
@@ -81,18 +81,25 @@ jobs:
       - name: Run unit tests (in parallel, using 4 cores)
         run: hatch run test:unit-cov-retry -n 4  # GA runner has 4 cores
 
-      # On PR: generates coverage comment artifact. On push to main: stores coverage baseline on data branch.
+      # On PR: posts coverage comment (directly on same-repo PRs; via artifact for fork PRs). On push to main: stores coverage baseline on data branch.
       - name: Store unit tests coverage
+        id: coverage_comment
         if: matrix.python-version == '3.10' && runner.os == 'Linux' && github.event_name != 'schedule'
         uses: py-cov-action/python-coverage-comment-action@7188638f871f721a365d644f505d1ff3df20d683 # v3.40
         with:
           GITHUB_TOKEN: ${{ github.token }}
           COVERAGE_PATH: integrations/opensearch
           SUBPROJECT_ID: opensearch
-          COMMENT_ARTIFACT_NAME: coverage-comment-opensearch
           MINIMUM_GREEN: 90
           MINIMUM_ORANGE: 60
 
+      - name: Upload coverage comment to be posted
+        if: matrix.python-version == '3.10' && runner.os == 'Linux' && github.event_name == 'pull_request' && steps.coverage_comment.outputs.COMMENT_FILE_WRITTEN == 'true'
+        uses: actions/upload-artifact@bbbca2ddaa5d8feaa63e36b76fdaad77386f024f # v7.0.0
+        with:
+          name: coverage-comment-opensearch
+          path: python-coverage-comment-action-opensearch.txt
+
       - name: Run integration tests (in parallel, using 4 cores)
         run: hatch run test:integration-cov-append-retry -n 4  # GA runner has 4 cores
 
@@ -103,7 +110,6 @@ jobs:
           GITHUB_TOKEN: ${{ github.token }}
           COVERAGE_PATH: integrations/opensearch
           SUBPROJECT_ID: opensearch-combined
-          COMMENT_ARTIFACT_NAME: coverage-comment-opensearch-combined
           MINIMUM_GREEN: 90
           MINIMUM_ORANGE: 60
 
diff --git a/.github/workflows/optimum.yml b/.github/workflows/optimum.yml
index 470fd94d79..27e6c5ac57 100644
--- a/.github/workflows/optimum.yml
+++ b/.github/workflows/optimum.yml
@@ -83,18 +83,25 @@ jobs:
       - name: Run unit tests
         run: hatch run test:unit-cov-retry
 
-      # On PR: generates coverage comment artifact. On push to main: stores coverage baseline on data branch.
+      # On PR: posts coverage comment (directly on same-repo PRs; via artifact for fork PRs). On push to main: stores coverage baseline on data branch.
       - name: Store unit tests coverage
+        id: coverage_comment
         if: matrix.python-version == '3.10' && runner.os == 'Linux' && github.event_name != 'schedule'
         uses: py-cov-action/python-coverage-comment-action@7188638f871f721a365d644f505d1ff3df20d683 # v3.40
         with:
           GITHUB_TOKEN: ${{ github.token }}
           COVERAGE_PATH: integrations/optimum
           SUBPROJECT_ID: optimum
-          COMMENT_ARTIFACT_NAME: coverage-comment-optimum
           MINIMUM_GREEN: 90
           MINIMUM_ORANGE: 60
 
+      - name: Upload coverage comment to be posted
+        if: matrix.python-version == '3.10' && runner.os == 'Linux' && github.event_name == 'pull_request' && steps.coverage_comment.outputs.COMMENT_FILE_WRITTEN == 'true'
+        uses: actions/upload-artifact@bbbca2ddaa5d8feaa63e36b76fdaad77386f024f # v7.0.0
+        with:
+          name: coverage-comment-optimum
+          path: python-coverage-comment-action-optimum.txt
+
       - name: Run integration tests
         run: hatch run test:integration-cov-append-retry
 
@@ -105,7 +112,6 @@ jobs:
           GITHUB_TOKEN: ${{ github.token }}
           COVERAGE_PATH: integrations/optimum
           SUBPROJECT_ID: optimum-combined
-          COMMENT_ARTIFACT_NAME: coverage-comment-optimum-combined
           MINIMUM_GREEN: 90
           MINIMUM_ORANGE: 60
 
diff --git a/.github/workflows/paddleocr.yml b/.github/workflows/paddleocr.yml
index 612c019d16..259aa1634c 100644
--- a/.github/workflows/paddleocr.yml
+++ b/.github/workflows/paddleocr.yml
@@ -85,18 +85,25 @@ jobs:
       - name: Run unit tests
         run: hatch run test:unit-cov-retry
 
-      # On PR: generates coverage comment artifact. On push to main: stores coverage baseline on data branch.
+      # On PR: posts coverage comment (directly on same-repo PRs; via artifact for fork PRs). On push to main: stores coverage baseline on data branch.
       - name: Store unit tests coverage
+        id: coverage_comment
         if: matrix.python-version == '3.10' && runner.os == 'Linux' && github.event_name != 'schedule'
         uses: py-cov-action/python-coverage-comment-action@7188638f871f721a365d644f505d1ff3df20d683 # v3.40
         with:
           GITHUB_TOKEN: ${{ github.token }}
           COVERAGE_PATH: integrations/paddleocr
           SUBPROJECT_ID: paddleocr
-          COMMENT_ARTIFACT_NAME: coverage-comment-paddleocr
           MINIMUM_GREEN: 90
           MINIMUM_ORANGE: 60
 
+      - name: Upload coverage comment to be posted
+        if: matrix.python-version == '3.10' && runner.os == 'Linux' && github.event_name == 'pull_request' && steps.coverage_comment.outputs.COMMENT_FILE_WRITTEN == 'true'
+        uses: actions/upload-artifact@bbbca2ddaa5d8feaa63e36b76fdaad77386f024f # v7.0.0
+        with:
+          name: coverage-comment-paddleocr
+          path: python-coverage-comment-action-paddleocr.txt
+
       - name: Run integration tests
         run: hatch run test:integration-cov-append-retry
 
@@ -107,7 +114,6 @@ jobs:
           GITHUB_TOKEN: ${{ github.token }}
           COVERAGE_PATH: integrations/paddleocr
           SUBPROJECT_ID: paddleocr-combined
-          COMMENT_ARTIFACT_NAME: coverage-comment-paddleocr-combined
           MINIMUM_GREEN: 90
           MINIMUM_ORANGE: 60
 
diff --git a/.github/workflows/pgvector.yml b/.github/workflows/pgvector.yml
index c0ff6d2dc5..aff5a67fe3 100644
--- a/.github/workflows/pgvector.yml
+++ b/.github/workflows/pgvector.yml
@@ -87,18 +87,25 @@ jobs:
       - name: Run unit tests
         run: hatch run test:unit-cov-retry
 
-      # On PR: generates coverage comment artifact. On push to main: stores coverage baseline on data branch.
+      # On PR: posts coverage comment (directly on same-repo PRs; via artifact for fork PRs). On push to main: stores coverage baseline on data branch.
       - name: Store unit tests coverage
+        id: coverage_comment
         if: matrix.python-version == '3.10' && runner.os == 'Linux' && github.event_name != 'schedule'
         uses: py-cov-action/python-coverage-comment-action@7188638f871f721a365d644f505d1ff3df20d683 # v3.40
         with:
           GITHUB_TOKEN: ${{ github.token }}
           COVERAGE_PATH: integrations/pgvector
           SUBPROJECT_ID: pgvector
-          COMMENT_ARTIFACT_NAME: coverage-comment-pgvector
           MINIMUM_GREEN: 90
           MINIMUM_ORANGE: 60
 
+      - name: Upload coverage comment to be posted
+        if: matrix.python-version == '3.10' && runner.os == 'Linux' && github.event_name == 'pull_request' && steps.coverage_comment.outputs.COMMENT_FILE_WRITTEN == 'true'
+        uses: actions/upload-artifact@bbbca2ddaa5d8feaa63e36b76fdaad77386f024f # v7.0.0
+        with:
+          name: coverage-comment-pgvector
+          path: python-coverage-comment-action-pgvector.txt
+
       - name: Run integration tests
         run: hatch run test:integration-cov-append-retry
 
@@ -109,7 +116,6 @@ jobs:
           GITHUB_TOKEN: ${{ github.token }}
           COVERAGE_PATH: integrations/pgvector
           SUBPROJECT_ID: pgvector-combined
-          COMMENT_ARTIFACT_NAME: coverage-comment-pgvector-combined
           MINIMUM_GREEN: 90
           MINIMUM_ORANGE: 60
 
diff --git a/.github/workflows/pinecone.yml b/.github/workflows/pinecone.yml
index f5b8c3acc1..5a97457c0a 100644
--- a/.github/workflows/pinecone.yml
+++ b/.github/workflows/pinecone.yml
@@ -83,18 +83,25 @@ jobs:
       - name: Run unit tests
         run: hatch run test:unit-cov-retry
 
-      # On PR: generates coverage comment artifact. On push to main: stores coverage baseline on data branch.
+      # On PR: posts coverage comment (directly on same-repo PRs; via artifact for fork PRs). On push to main: stores coverage baseline on data branch.
       - name: Store unit tests coverage
+        id: coverage_comment
         if: matrix.python-version == '3.10' && runner.os == 'Linux' && github.event_name != 'schedule'
         uses: py-cov-action/python-coverage-comment-action@7188638f871f721a365d644f505d1ff3df20d683 # v3.40
         with:
           GITHUB_TOKEN: ${{ github.token }}
           COVERAGE_PATH: integrations/pinecone
           SUBPROJECT_ID: pinecone
-          COMMENT_ARTIFACT_NAME: coverage-comment-pinecone
           MINIMUM_GREEN: 90
           MINIMUM_ORANGE: 60
 
+      - name: Upload coverage comment to be posted
+        if: matrix.python-version == '3.10' && runner.os == 'Linux' && github.event_name == 'pull_request' && steps.coverage_comment.outputs.COMMENT_FILE_WRITTEN == 'true'
+        uses: actions/upload-artifact@bbbca2ddaa5d8feaa63e36b76fdaad77386f024f # v7.0.0
+        with:
+          name: coverage-comment-pinecone
+          path: python-coverage-comment-action-pinecone.txt
+
       - name: Run integration tests
         env:
           INDEX_NAME: ${{ matrix.INDEX_NAME }}
@@ -107,7 +114,6 @@ jobs:
           GITHUB_TOKEN: ${{ github.token }}
           COVERAGE_PATH: integrations/pinecone
           SUBPROJECT_ID: pinecone-combined
-          COMMENT_ARTIFACT_NAME: coverage-comment-pinecone-combined
           MINIMUM_GREEN: 90
           MINIMUM_ORANGE: 60
 
diff --git a/.github/workflows/pyversity.yml b/.github/workflows/pyversity.yml
index 3ccd29a345..67c2736408 100644
--- a/.github/workflows/pyversity.yml
+++ b/.github/workflows/pyversity.yml
@@ -72,18 +72,25 @@ jobs:
       - name: Run unit tests
         run: hatch run test:unit-cov-retry
 
-      # On PR: generates coverage comment artifact. On push to main: stores coverage baseline on data branch.
+      # On PR: posts coverage comment (directly on same-repo PRs; via artifact for fork PRs). On push to main: stores coverage baseline on data branch.
       - name: Store unit tests coverage
+        id: coverage_comment
         if: matrix.python-version == '3.10' && runner.os == 'Linux' && github.event_name != 'schedule'
         uses: py-cov-action/python-coverage-comment-action@7188638f871f721a365d644f505d1ff3df20d683 # v3.40
         with:
           GITHUB_TOKEN: ${{ github.token }}
           COVERAGE_PATH: integrations/pyversity
           SUBPROJECT_ID: pyversity
-          COMMENT_ARTIFACT_NAME: coverage-comment-pyversity
           MINIMUM_GREEN: 90
           MINIMUM_ORANGE: 60
 
+      - name: Upload coverage comment to be posted
+        if: matrix.python-version == '3.10' && runner.os == 'Linux' && github.event_name == 'pull_request' && steps.coverage_comment.outputs.COMMENT_FILE_WRITTEN == 'true'
+        uses: actions/upload-artifact@bbbca2ddaa5d8feaa63e36b76fdaad77386f024f # v7.0.0
+        with:
+          name: coverage-comment-pyversity
+          path: python-coverage-comment-action-pyversity.txt
+
       # No integration tests yet — add integration-cov-append-retry + combined coverage step when needed
 
       - name: Run unit tests with lowest direct dependencies
diff --git a/.github/workflows/qdrant.yml b/.github/workflows/qdrant.yml
index 3e3781129c..ec42df7ac3 100644
--- a/.github/workflows/qdrant.yml
+++ b/.github/workflows/qdrant.yml
@@ -83,18 +83,25 @@ jobs:
       - name: Run unit tests
         run: hatch run test:unit-cov-retry
 
-      # On PR: generates coverage comment artifact. On push to main: stores coverage baseline on data branch.
+      # On PR: posts coverage comment (directly on same-repo PRs; via artifact for fork PRs). On push to main: stores coverage baseline on data branch.
       - name: Store unit tests coverage
+        id: coverage_comment
         if: matrix.python-version == '3.10' && runner.os == 'Linux' && github.event_name != 'schedule'
         uses: py-cov-action/python-coverage-comment-action@7188638f871f721a365d644f505d1ff3df20d683 # v3.40
         with:
           GITHUB_TOKEN: ${{ github.token }}
           COVERAGE_PATH: integrations/qdrant
           SUBPROJECT_ID: qdrant
-          COMMENT_ARTIFACT_NAME: coverage-comment-qdrant
           MINIMUM_GREEN: 90
           MINIMUM_ORANGE: 60
 
+      - name: Upload coverage comment to be posted
+        if: matrix.python-version == '3.10' && runner.os == 'Linux' && github.event_name == 'pull_request' && steps.coverage_comment.outputs.COMMENT_FILE_WRITTEN == 'true'
+        uses: actions/upload-artifact@bbbca2ddaa5d8feaa63e36b76fdaad77386f024f # v7.0.0
+        with:
+          name: coverage-comment-qdrant
+          path: python-coverage-comment-action-qdrant.txt
+
       - name: Run integration tests
         run: hatch run test:integration-cov-append-retry
 
@@ -105,7 +112,6 @@ jobs:
           GITHUB_TOKEN: ${{ github.token }}
           COVERAGE_PATH: integrations/qdrant
           SUBPROJECT_ID: qdrant-combined
-          COMMENT_ARTIFACT_NAME: coverage-comment-qdrant-combined
           MINIMUM_GREEN: 90
           MINIMUM_ORANGE: 60
           
diff --git a/.github/workflows/ragas.yml b/.github/workflows/ragas.yml
index f5fa7748e0..1d44b7ea1e 100644
--- a/.github/workflows/ragas.yml
+++ b/.github/workflows/ragas.yml
@@ -84,18 +84,25 @@ jobs:
       - name: Run unit tests
         run: hatch run test:unit-cov-retry
 
-      # On PR: generates coverage comment artifact. On push to main: stores coverage baseline on data branch.
+      # On PR: posts coverage comment (directly on same-repo PRs; via artifact for fork PRs). On push to main: stores coverage baseline on data branch.
       - name: Store unit tests coverage
+        id: coverage_comment
         if: matrix.python-version == '3.10' && runner.os == 'Linux' && github.event_name != 'schedule'
         uses: py-cov-action/python-coverage-comment-action@7188638f871f721a365d644f505d1ff3df20d683 # v3.40
         with:
           GITHUB_TOKEN: ${{ github.token }}
           COVERAGE_PATH: integrations/ragas
           SUBPROJECT_ID: ragas
-          COMMENT_ARTIFACT_NAME: coverage-comment-ragas
           MINIMUM_GREEN: 90
           MINIMUM_ORANGE: 60
 
+      - name: Upload coverage comment to be posted
+        if: matrix.python-version == '3.10' && runner.os == 'Linux' && github.event_name == 'pull_request' && steps.coverage_comment.outputs.COMMENT_FILE_WRITTEN == 'true'
+        uses: actions/upload-artifact@bbbca2ddaa5d8feaa63e36b76fdaad77386f024f # v7.0.0
+        with:
+          name: coverage-comment-ragas
+          path: python-coverage-comment-action-ragas.txt
+
       # No integration tests yet — add integration-cov-append-retry + combined coverage step when needed
 
       - name: Run unit tests with lowest direct dependencies
diff --git a/.github/workflows/snowflake.yml b/.github/workflows/snowflake.yml
index 9d367f179b..5472bf201d 100644
--- a/.github/workflows/snowflake.yml
+++ b/.github/workflows/snowflake.yml
@@ -83,18 +83,25 @@ jobs:
       - name: Run unit tests
         run: hatch run test:unit-cov-retry
 
-      # On PR: generates coverage comment artifact. On push to main: stores coverage baseline on data branch.
+      # On PR: posts coverage comment (directly on same-repo PRs; via artifact for fork PRs). On push to main: stores coverage baseline on data branch.
       - name: Store unit tests coverage
+        id: coverage_comment
         if: matrix.python-version == '3.10' && runner.os == 'Linux' && github.event_name != 'schedule'
         uses: py-cov-action/python-coverage-comment-action@7188638f871f721a365d644f505d1ff3df20d683 # v3.40
         with:
           GITHUB_TOKEN: ${{ github.token }}
           COVERAGE_PATH: integrations/snowflake
           SUBPROJECT_ID: snowflake
-          COMMENT_ARTIFACT_NAME: coverage-comment-snowflake
           MINIMUM_GREEN: 90
           MINIMUM_ORANGE: 60
 
+      - name: Upload coverage comment to be posted
+        if: matrix.python-version == '3.10' && runner.os == 'Linux' && github.event_name == 'pull_request' && steps.coverage_comment.outputs.COMMENT_FILE_WRITTEN == 'true'
+        uses: actions/upload-artifact@bbbca2ddaa5d8feaa63e36b76fdaad77386f024f # v7.0.0
+        with:
+          name: coverage-comment-snowflake
+          path: python-coverage-comment-action-snowflake.txt
+
       # No integration tests yet — add integration-cov-append-retry + combined coverage step when needed
 
       - name: Run unit tests with lowest direct dependencies
diff --git a/.github/workflows/stackit.yml b/.github/workflows/stackit.yml
index e3705e6554..56473a4fbf 100644
--- a/.github/workflows/stackit.yml
+++ b/.github/workflows/stackit.yml
@@ -83,18 +83,25 @@ jobs:
       - name: Run unit tests
         run: hatch run test:unit-cov-retry
 
-      # On PR: generates coverage comment artifact. On push to main: stores coverage baseline on data branch.
+      # On PR: posts coverage comment (directly on same-repo PRs; via artifact for fork PRs). On push to main: stores coverage baseline on data branch.
       - name: Store unit tests coverage
+        id: coverage_comment
         if: matrix.python-version == '3.10' && runner.os == 'Linux' && github.event_name != 'schedule'
         uses: py-cov-action/python-coverage-comment-action@7188638f871f721a365d644f505d1ff3df20d683 # v3.40
         with:
           GITHUB_TOKEN: ${{ github.token }}
           COVERAGE_PATH: integrations/stackit
           SUBPROJECT_ID: stackit
-          COMMENT_ARTIFACT_NAME: coverage-comment-stackit
           MINIMUM_GREEN: 90
           MINIMUM_ORANGE: 60
 
+      - name: Upload coverage comment to be posted
+        if: matrix.python-version == '3.10' && runner.os == 'Linux' && github.event_name == 'pull_request' && steps.coverage_comment.outputs.COMMENT_FILE_WRITTEN == 'true'
+        uses: actions/upload-artifact@bbbca2ddaa5d8feaa63e36b76fdaad77386f024f # v7.0.0
+        with:
+          name: coverage-comment-stackit
+          path: python-coverage-comment-action-stackit.txt
+
       - name: Run integration tests
         run: hatch run test:integration-cov-append-retry
 
@@ -105,7 +112,6 @@ jobs:
           GITHUB_TOKEN: ${{ github.token }}
           COVERAGE_PATH: integrations/stackit
           SUBPROJECT_ID: stackit-combined
-          COMMENT_ARTIFACT_NAME: coverage-comment-stackit-combined
           MINIMUM_GREEN: 90
           MINIMUM_ORANGE: 60
 
diff --git a/.github/workflows/tavily.yml b/.github/workflows/tavily.yml
index d4b3e4ad7c..f2b548d49e 100644
--- a/.github/workflows/tavily.yml
+++ b/.github/workflows/tavily.yml
@@ -82,18 +82,25 @@ jobs:
       - name: Run unit tests
         run: hatch run test:unit-cov-retry
 
-      # On PR: generates coverage comment artifact. On push to main: stores coverage baseline on data branch.
+      # On PR: posts coverage comment (directly on same-repo PRs; via artifact for fork PRs). On push to main: stores coverage baseline on data branch.
       - name: Store unit tests coverage
+        id: coverage_comment
         if: matrix.python-version == '3.10' && runner.os == 'Linux' && github.event_name != 'schedule'
         uses: py-cov-action/python-coverage-comment-action@7188638f871f721a365d644f505d1ff3df20d683 # v3.40
         with:
           GITHUB_TOKEN: ${{ github.token }}
           COVERAGE_PATH: integrations/tavily
           SUBPROJECT_ID: tavily
-          COMMENT_ARTIFACT_NAME: coverage-comment-tavily
           MINIMUM_GREEN: 90
           MINIMUM_ORANGE: 60
 
+      - name: Upload coverage comment to be posted
+        if: matrix.python-version == '3.10' && runner.os == 'Linux' && github.event_name == 'pull_request' && steps.coverage_comment.outputs.COMMENT_FILE_WRITTEN == 'true'
+        uses: actions/upload-artifact@bbbca2ddaa5d8feaa63e36b76fdaad77386f024f # v7.0.0
+        with:
+          name: coverage-comment-tavily
+          path: python-coverage-comment-action-tavily.txt
+
       - name: Run integration tests
         run: hatch run test:integration-cov-append-retry
 
@@ -104,7 +111,6 @@ jobs:
           GITHUB_TOKEN: ${{ github.token }}
           COVERAGE_PATH: integrations/tavily
           SUBPROJECT_ID: tavily-combined
-          COMMENT_ARTIFACT_NAME: coverage-comment-tavily-combined
           MINIMUM_GREEN: 90
           MINIMUM_ORANGE: 60
 
diff --git a/.github/workflows/togetherai.yml b/.github/workflows/togetherai.yml
index 9ac95aa693..50069936a0 100644
--- a/.github/workflows/togetherai.yml
+++ b/.github/workflows/togetherai.yml
@@ -83,18 +83,25 @@ jobs:
       - name: Run unit tests
         run: hatch run test:unit-cov-retry
 
-      # On PR: generates coverage comment artifact. On push to main: stores coverage baseline on data branch.
+      # On PR: posts coverage comment (directly on same-repo PRs; via artifact for fork PRs). On push to main: stores coverage baseline on data branch.
       - name: Store unit tests coverage
+        id: coverage_comment
         if: matrix.python-version == '3.10' && runner.os == 'Linux' && github.event_name != 'schedule'
         uses: py-cov-action/python-coverage-comment-action@7188638f871f721a365d644f505d1ff3df20d683 # v3.40
         with:
           GITHUB_TOKEN: ${{ github.token }}
           COVERAGE_PATH: integrations/togetherai
           SUBPROJECT_ID: togetherai
-          COMMENT_ARTIFACT_NAME: coverage-comment-togetherai
           MINIMUM_GREEN: 90
           MINIMUM_ORANGE: 60
 
+      - name: Upload coverage comment to be posted
+        if: matrix.python-version == '3.10' && runner.os == 'Linux' && github.event_name == 'pull_request' && steps.coverage_comment.outputs.COMMENT_FILE_WRITTEN == 'true'
+        uses: actions/upload-artifact@bbbca2ddaa5d8feaa63e36b76fdaad77386f024f # v7.0.0
+        with:
+          name: coverage-comment-togetherai
+          path: python-coverage-comment-action-togetherai.txt
+
       - name: Run integration tests
         run: hatch run test:integration-cov-append-retry
 
@@ -105,7 +112,6 @@ jobs:
           GITHUB_TOKEN: ${{ github.token }}
           COVERAGE_PATH: integrations/togetherai
           SUBPROJECT_ID: togetherai-combined
-          COMMENT_ARTIFACT_NAME: coverage-comment-togetherai-combined
           MINIMUM_GREEN: 90
           MINIMUM_ORANGE: 60
 
diff --git a/.github/workflows/unstructured.yml b/.github/workflows/unstructured.yml
index 71543e0604..cb61cb32f3 100644
--- a/.github/workflows/unstructured.yml
+++ b/.github/workflows/unstructured.yml
@@ -95,18 +95,25 @@ jobs:
       - name: Run unit tests
         run: hatch run test:unit-cov-retry
 
-      # On PR: generates coverage comment artifact. On push to main: stores coverage baseline on data branch.
+      # On PR: posts coverage comment (directly on same-repo PRs; via artifact for fork PRs). On push to main: stores coverage baseline on data branch.
       - name: Store unit tests coverage
+        id: coverage_comment
         if: matrix.python-version == '3.10' && runner.os == 'Linux' && github.event_name != 'schedule'
         uses: py-cov-action/python-coverage-comment-action@7188638f871f721a365d644f505d1ff3df20d683 # v3.40
         with:
           GITHUB_TOKEN: ${{ github.token }}
           COVERAGE_PATH: integrations/unstructured
           SUBPROJECT_ID: unstructured
-          COMMENT_ARTIFACT_NAME: coverage-comment-unstructured
           MINIMUM_GREEN: 90
           MINIMUM_ORANGE: 60
 
+      - name: Upload coverage comment to be posted
+        if: matrix.python-version == '3.10' && runner.os == 'Linux' && github.event_name == 'pull_request' && steps.coverage_comment.outputs.COMMENT_FILE_WRITTEN == 'true'
+        uses: actions/upload-artifact@bbbca2ddaa5d8feaa63e36b76fdaad77386f024f # v7.0.0
+        with:
+          name: coverage-comment-unstructured
+          path: python-coverage-comment-action-unstructured.txt
+
       - name: Run integration tests
         run: hatch run test:integration-cov-append-retry
 
@@ -117,7 +124,6 @@ jobs:
           GITHUB_TOKEN: ${{ github.token }}
           COVERAGE_PATH: integrations/unstructured
           SUBPROJECT_ID: unstructured-combined
-          COMMENT_ARTIFACT_NAME: coverage-comment-unstructured-combined
           MINIMUM_GREEN: 90
           MINIMUM_ORANGE: 60
 
diff --git a/.github/workflows/valkey.yml b/.github/workflows/valkey.yml
index af81c060eb..06d303ad63 100644
--- a/.github/workflows/valkey.yml
+++ b/.github/workflows/valkey.yml
@@ -89,18 +89,25 @@ jobs:
       - name: Run unit tests
         run: hatch run test:unit-cov-retry
 
-      # On PR: generates coverage comment artifact. On push to main: stores coverage baseline on data branch.
+      # On PR: posts coverage comment (directly on same-repo PRs; via artifact for fork PRs). On push to main: stores coverage baseline on data branch.
       - name: Store unit tests coverage
+        id: coverage_comment
         if: matrix.python-version == '3.10' && runner.os == 'Linux' && github.event_name != 'schedule'
         uses: py-cov-action/python-coverage-comment-action@7188638f871f721a365d644f505d1ff3df20d683 # v3.40
         with:
           GITHUB_TOKEN: ${{ github.token }}
           COVERAGE_PATH: integrations/valkey
           SUBPROJECT_ID: valkey
-          COMMENT_ARTIFACT_NAME: coverage-comment-valkey
           MINIMUM_GREEN: 90
           MINIMUM_ORANGE: 60
 
+      - name: Upload coverage comment to be posted
+        if: matrix.python-version == '3.10' && runner.os == 'Linux' && github.event_name == 'pull_request' && steps.coverage_comment.outputs.COMMENT_FILE_WRITTEN == 'true'
+        uses: actions/upload-artifact@bbbca2ddaa5d8feaa63e36b76fdaad77386f024f # v7.0.0
+        with:
+          name: coverage-comment-valkey
+          path: python-coverage-comment-action-valkey.txt
+
       - name: Run integration tests
         run: hatch run test:integration-cov-append-retry
 
@@ -111,7 +118,6 @@ jobs:
           GITHUB_TOKEN: ${{ github.token }}
           COVERAGE_PATH: integrations/valkey
           SUBPROJECT_ID: valkey-combined
-          COMMENT_ARTIFACT_NAME: coverage-comment-valkey-combined
           MINIMUM_GREEN: 90
           MINIMUM_ORANGE: 60
 
diff --git a/.github/workflows/watsonx.yml b/.github/workflows/watsonx.yml
index f69eb3bc33..6e43e84a92 100644
--- a/.github/workflows/watsonx.yml
+++ b/.github/workflows/watsonx.yml
@@ -85,18 +85,25 @@ jobs:
       - name: Run unit tests
         run: hatch run test:unit-cov-retry
 
-      # On PR: generates coverage comment artifact. On push to main: stores coverage baseline on data branch.
+      # On PR: posts coverage comment (directly on same-repo PRs; via artifact for fork PRs). On push to main: stores coverage baseline on data branch.
       - name: Store unit tests coverage
+        id: coverage_comment
         if: matrix.python-version == '3.10' && runner.os == 'Linux' && github.event_name != 'schedule'
         uses: py-cov-action/python-coverage-comment-action@7188638f871f721a365d644f505d1ff3df20d683 # v3.40
         with:
           GITHUB_TOKEN: ${{ github.token }}
           COVERAGE_PATH: integrations/watsonx
           SUBPROJECT_ID: watsonx
-          COMMENT_ARTIFACT_NAME: coverage-comment-watsonx
           MINIMUM_GREEN: 90
           MINIMUM_ORANGE: 60
 
+      - name: Upload coverage comment to be posted
+        if: matrix.python-version == '3.10' && runner.os == 'Linux' && github.event_name == 'pull_request' && steps.coverage_comment.outputs.COMMENT_FILE_WRITTEN == 'true'
+        uses: actions/upload-artifact@bbbca2ddaa5d8feaa63e36b76fdaad77386f024f # v7.0.0
+        with:
+          name: coverage-comment-watsonx
+          path: python-coverage-comment-action-watsonx.txt
+
       - name: Run integration tests
         run: hatch run test:integration-cov-append-retry
 
@@ -107,7 +114,6 @@ jobs:
           GITHUB_TOKEN: ${{ github.token }}
           COVERAGE_PATH: integrations/watsonx
           SUBPROJECT_ID: watsonx-combined
-          COMMENT_ARTIFACT_NAME: coverage-comment-watsonx-combined
           MINIMUM_GREEN: 90
           MINIMUM_ORANGE: 60
 
diff --git a/.github/workflows/weave.yml b/.github/workflows/weave.yml
index 30ad0ba2e7..80202eac98 100644
--- a/.github/workflows/weave.yml
+++ b/.github/workflows/weave.yml
@@ -80,18 +80,25 @@ jobs:
       - name: Run unit tests
         run: hatch run test:unit-cov-retry
 
-      # On PR: generates coverage comment artifact. On push to main: stores coverage baseline on data branch.
+      # On PR: posts coverage comment (directly on same-repo PRs; via artifact for fork PRs). On push to main: stores coverage baseline on data branch.
       - name: Store unit tests coverage
+        id: coverage_comment
         if: matrix.python-version == '3.10' && runner.os == 'Linux' && github.event_name != 'schedule'
         uses: py-cov-action/python-coverage-comment-action@7188638f871f721a365d644f505d1ff3df20d683 # v3.40
         with:
           GITHUB_TOKEN: ${{ github.token }}
           COVERAGE_PATH: integrations/weave
           SUBPROJECT_ID: weave
-          COMMENT_ARTIFACT_NAME: coverage-comment-weave
           MINIMUM_GREEN: 90
           MINIMUM_ORANGE: 60
 
+      - name: Upload coverage comment to be posted
+        if: matrix.python-version == '3.10' && runner.os == 'Linux' && github.event_name == 'pull_request' && steps.coverage_comment.outputs.COMMENT_FILE_WRITTEN == 'true'
+        uses: actions/upload-artifact@bbbca2ddaa5d8feaa63e36b76fdaad77386f024f # v7.0.0
+        with:
+          name: coverage-comment-weave
+          path: python-coverage-comment-action-weave.txt
+
       - name: Run integration tests
         run: hatch run test:integration-cov-append-retry
 
@@ -102,7 +109,6 @@ jobs:
           GITHUB_TOKEN: ${{ github.token }}
           COVERAGE_PATH: integrations/weave
           SUBPROJECT_ID: weave-combined
-          COMMENT_ARTIFACT_NAME: coverage-comment-weave-combined
           MINIMUM_GREEN: 90
           MINIMUM_ORANGE: 60
 
diff --git a/.github/workflows/weaviate.yml b/.github/workflows/weaviate.yml
index 28dfd7b478..09c222771c 100644
--- a/.github/workflows/weaviate.yml
+++ b/.github/workflows/weaviate.yml
@@ -81,18 +81,25 @@ jobs:
       - name: Run unit tests
         run: hatch run test:unit-cov-retry
 
-      # On PR: generates coverage comment artifact. On push to main: stores coverage baseline on data branch.
+      # On PR: posts coverage comment (directly on same-repo PRs; via artifact for fork PRs). On push to main: stores coverage baseline on data branch.
       - name: Store unit tests coverage
+        id: coverage_comment
         if: matrix.python-version == '3.10' && runner.os == 'Linux' && github.event_name != 'schedule'
         uses: py-cov-action/python-coverage-comment-action@7188638f871f721a365d644f505d1ff3df20d683 # v3.40
         with:
           GITHUB_TOKEN: ${{ github.token }}
           COVERAGE_PATH: integrations/weaviate
           SUBPROJECT_ID: weaviate
-          COMMENT_ARTIFACT_NAME: coverage-comment-weaviate
           MINIMUM_GREEN: 90
           MINIMUM_ORANGE: 60
 
+      - name: Upload coverage comment to be posted
+        if: matrix.python-version == '3.10' && runner.os == 'Linux' && github.event_name == 'pull_request' && steps.coverage_comment.outputs.COMMENT_FILE_WRITTEN == 'true'
+        uses: actions/upload-artifact@bbbca2ddaa5d8feaa63e36b76fdaad77386f024f # v7.0.0
+        with:
+          name: coverage-comment-weaviate
+          path: python-coverage-comment-action-weaviate.txt
+
       - name: Run integration tests
         run: hatch run test:integration-cov-append-retry
 
@@ -103,7 +110,6 @@ jobs:
           GITHUB_TOKEN: ${{ github.token }}
           COVERAGE_PATH: integrations/weaviate
           SUBPROJECT_ID: weaviate-combined
-          COMMENT_ARTIFACT_NAME: coverage-comment-weaviate-combined
           MINIMUM_GREEN: 90
           MINIMUM_ORANGE: 60
 
diff --git a/scripts/utils/templates/workflow.yml b/scripts/utils/templates/workflow.yml
index 54e641e375..15e65bcb84 100644
--- a/scripts/utils/templates/workflow.yml
+++ b/scripts/utils/templates/workflow.yml
@@ -82,18 +82,25 @@ jobs:
       - name: Run unit tests
         run: hatch run test:unit-cov-retry
 
-      # On PR: generates coverage comment artifact. On push to main: stores coverage baseline on data branch.
+      # On PR: posts coverage comment (directly on same-repo PRs; via artifact for fork PRs). On push to main: stores coverage baseline on data branch.
       - name: Store unit tests coverage
+        id: coverage_comment
         if: matrix.python-version == '3.10' && runner.os == 'Linux' && github.event_name != 'schedule'
         uses: py-cov-action/python-coverage-comment-action@7188638f871f721a365d644f505d1ff3df20d683 # v3.40
         with:
           GITHUB_TOKEN: ${{ github.token }}
           COVERAGE_PATH: integrations/$name
           SUBPROJECT_ID: $name
-          COMMENT_ARTIFACT_NAME: coverage-comment-$name
           MINIMUM_GREEN: 90
           MINIMUM_ORANGE: 60
 
+      - name: Upload coverage comment to be posted
+        if: matrix.python-version == '3.10' && runner.os == 'Linux' && github.event_name == 'pull_request' && steps.coverage_comment.outputs.COMMENT_FILE_WRITTEN == 'true'
+        uses: actions/upload-artifact@bbbca2ddaa5d8feaa63e36b76fdaad77386f024f # v7.0.0
+        with:
+          name: coverage-comment-$name
+          path: python-coverage-comment-action-$name.txt
+
       - name: Run integration tests
         run: hatch run test:integration-cov-append-retry
 
@@ -104,7 +111,6 @@ jobs:
           GITHUB_TOKEN: ${{ github.token }}
           COVERAGE_PATH: integrations/$name
           SUBPROJECT_ID: $name-combined
-          COMMENT_ARTIFACT_NAME: coverage-comment-$name-combined
           MINIMUM_GREEN: 90
           MINIMUM_ORANGE: 60