From ae146af6636695605308563880198ffff8b42feb Mon Sep 17 00:00:00 2001
From: anakin87 <stefanofiorucci@gmail.com>
Date: Wed, 1 Apr 2026 08:19:51 +0200
Subject: [PATCH] ci: repair some broken workflows and fix actionlint warnings

---
 .github/workflows/CI_check_integration_format.yml | 2 +-
 .github/workflows/CI_coverage_comment.yml         | 2 +-
 .github/workflows/CI_license_compliance.yml       | 4 ++--
 .github/workflows/aimlapi.yml                     | 4 ++--
 .github/workflows/amazon_bedrock.yml              | 4 ++--
 .github/workflows/amazon_sagemaker.yml            | 4 ++--
 .github/workflows/anthropic.yml                   | 4 ++--
 .github/workflows/arcadedb.yml                    | 4 ++--
 .github/workflows/astra.yml                       | 4 ++--
 .github/workflows/azure_ai_search.yml             | 4 ++--
 .github/workflows/azure_doc_intelligence.yml      | 4 ++--
 .github/workflows/chroma.yml                      | 4 ++--
 .github/workflows/cohere.yml                      | 4 ++--
 .github/workflows/cometapi.yml                    | 4 ++--
 .github/workflows/deepeval.yml                    | 4 ++--
 .github/workflows/elasticsearch.yml               | 4 ++--
 .github/workflows/faiss.yml                       | 4 ++--
 .github/workflows/fastembed.yml                   | 4 ++--
 .github/workflows/firecrawl.yml                   | 4 ++--
 .github/workflows/github.yml                      | 4 ++--
 .github/workflows/google_genai.yml                | 4 ++--
 .github/workflows/hanlp.yml                       | 4 ++--
 .github/workflows/jina.yml                        | 4 ++--
 .github/workflows/kreuzberg.yml                   | 4 ++--
 .github/workflows/langfuse.yml                    | 4 ++--
 .github/workflows/lara.yml                        | 6 +++---
 .github/workflows/libreoffice.yml                 | 7 ++++---
 .github/workflows/llama_cpp.yml                   | 4 ++--
 .github/workflows/llama_stack.yml                 | 6 +++---
 .github/workflows/markitdown.yml                  | 4 ++--
 .github/workflows/mcp.yml                         | 4 ++--
 .github/workflows/meta_llama.yml                  | 6 +++---
 .github/workflows/mistral.yml                     | 4 ++--
 .github/workflows/mongodb_atlas.yml               | 4 ++--
 .github/workflows/nvidia.yml                      | 4 ++--
 .github/workflows/ollama.yml                      | 4 ++--
 .github/workflows/openrouter.yml                  | 4 ++--
 .github/workflows/opensearch.yml                  | 4 ++--
 .github/workflows/optimum.yml                     | 4 ++--
 .github/workflows/paddleocr.yml                   | 4 ++--
 .github/workflows/pgvector.yml                    | 4 ++--
 .github/workflows/pinecone.yml                    | 4 ++--
 .github/workflows/pyversity.yml                   | 4 ++--
 .github/workflows/qdrant.yml                      | 4 ++--
 .github/workflows/ragas.yml                       | 4 ++--
 .github/workflows/snowflake.yml                   | 4 ++--
 .github/workflows/stackit.yml                     | 4 ++--
 .github/workflows/tavily.yml                      | 4 ++--
 .github/workflows/togetherai.yml                  | 4 ++--
 .github/workflows/unstructured.yml                | 6 +++---
 .github/workflows/valkey.yml                      | 4 ++--
 .github/workflows/watsonx.yml                     | 4 ++--
 .github/workflows/weave.yml                       | 4 ++--
 .github/workflows/weaviate.yml                    | 4 ++--
 54 files changed, 112 insertions(+), 111 deletions(-)

diff --git a/.github/workflows/CI_check_integration_format.yml b/.github/workflows/CI_check_integration_format.yml
index 4d768bb9e3..c56820c565 100644
--- a/.github/workflows/CI_check_integration_format.yml
+++ b/.github/workflows/CI_check_integration_format.yml
@@ -12,5 +12,5 @@ jobs:
       - name: Ensure no hyphens
         run: |
           set +e
-          find -name "*-*" -type d -maxdepth 2 | grep integrations
+          find . -name "*-*" -type d -maxdepth 2 | grep integrations
           test "$?" -eq 1 && exit 0 || echo "::error::Names of folders in ./integrations must not contain hyphens" && exit 1
diff --git a/.github/workflows/CI_coverage_comment.yml b/.github/workflows/CI_coverage_comment.yml
index be7d7bf8d6..eae5fa8d28 100644
--- a/.github/workflows/CI_coverage_comment.yml
+++ b/.github/workflows/CI_coverage_comment.yml
@@ -67,7 +67,7 @@ jobs:
         id: integration
         run: |
           # Workflow names follow "Test / <name>" convention; normalize hyphens to underscores to match directory names
-          echo "name=$(echo '${{ github.event.workflow_run.name }}' | sed 's/Test \/ //' | tr '-' '_')" >> $GITHUB_OUTPUT
+          echo "name=$(echo '${{ github.event.workflow_run.name }}' | sed 's/Test \/ //' | tr '-' '_')" >> "$GITHUB_OUTPUT"
 
       - uses: py-cov-action/python-coverage-comment-action@7188638f871f721a365d644f505d1ff3df20d683 # v3.40
         with:
diff --git a/.github/workflows/CI_license_compliance.yml b/.github/workflows/CI_license_compliance.yml
index 684b66f0fb..1a5e4d3f2c 100644
--- a/.github/workflows/CI_license_compliance.yml
+++ b/.github/workflows/CI_license_compliance.yml
@@ -65,8 +65,8 @@ jobs:
           fi
 
           for file in $FILES; do
-            python .github/utils/pyproject_to_requirements.py $file >> ${{ env.REQUIREMENTS_FILE }}
-            echo "" >> ${{ env.REQUIREMENTS_FILE }}
+            python .github/utils/pyproject_to_requirements.py "$file" >> "${{ env.REQUIREMENTS_FILE }}"
+            echo "" >> "${{ env.REQUIREMENTS_FILE }}"
           done
 
       - name: Check Licenses
diff --git a/.github/workflows/aimlapi.yml b/.github/workflows/aimlapi.yml
index 5abe4b6573..dd69640045 100644
--- a/.github/workflows/aimlapi.yml
+++ b/.github/workflows/aimlapi.yml
@@ -45,8 +45,8 @@ jobs:
     steps:
       - id: set
         run: |
-          echo 'os=${{ github.event_name == 'push' && '["ubuntu-latest"]' || env.TEST_MATRIX_OS }}' >> $GITHUB_OUTPUT
-          echo 'python-version=${{ github.event_name == 'push' && '["3.10"]' || env.TEST_MATRIX_PYTHON }}' >> $GITHUB_OUTPUT
+          echo 'os=${{ github.event_name == 'push' && '["ubuntu-latest"]' || env.TEST_MATRIX_OS }}' >> "$GITHUB_OUTPUT"
+          echo 'python-version=${{ github.event_name == 'push' && '["3.10"]' || env.TEST_MATRIX_PYTHON }}' >> "$GITHUB_OUTPUT"
 
   run:
     name: Python ${{ matrix.python-version }} on ${{ startsWith(matrix.os, 'macos-') && 'macOS' || startsWith(matrix.os, 'windows-') && 'Windows' || 'Linux' }}
diff --git a/.github/workflows/amazon_bedrock.yml b/.github/workflows/amazon_bedrock.yml
index a9704799c5..fe45a9a56c 100644
--- a/.github/workflows/amazon_bedrock.yml
+++ b/.github/workflows/amazon_bedrock.yml
@@ -54,8 +54,8 @@ jobs:
     steps:
       - id: set
         run: |
-          echo 'os=${{ github.event_name == 'push' && '["ubuntu-latest"]' || env.TEST_MATRIX_OS }}' >> $GITHUB_OUTPUT
-          echo 'python-version=${{ github.event_name == 'push' && '["3.10"]' || env.TEST_MATRIX_PYTHON }}' >> $GITHUB_OUTPUT
+          echo 'os=${{ github.event_name == 'push' && '["ubuntu-latest"]' || env.TEST_MATRIX_OS }}' >> "$GITHUB_OUTPUT"
+          echo 'python-version=${{ github.event_name == 'push' && '["3.10"]' || env.TEST_MATRIX_PYTHON }}' >> "$GITHUB_OUTPUT"
 
   run:
     name: Python ${{ matrix.python-version }} on ${{ startsWith(matrix.os, 'macos-') && 'macOS' || startsWith(matrix.os, 'windows-') && 'Windows' || 'Linux' }}
diff --git a/.github/workflows/amazon_sagemaker.yml b/.github/workflows/amazon_sagemaker.yml
index 6b697ea0a2..91197e82d5 100644
--- a/.github/workflows/amazon_sagemaker.yml
+++ b/.github/workflows/amazon_sagemaker.yml
@@ -44,8 +44,8 @@ jobs:
     steps:
       - id: set
         run: |
-          echo 'os=${{ github.event_name == 'push' && '["ubuntu-latest"]' || env.TEST_MATRIX_OS }}' >> $GITHUB_OUTPUT
-          echo 'python-version=${{ github.event_name == 'push' && '["3.10"]' || env.TEST_MATRIX_PYTHON }}' >> $GITHUB_OUTPUT
+          echo 'os=${{ github.event_name == 'push' && '["ubuntu-latest"]' || env.TEST_MATRIX_OS }}' >> "$GITHUB_OUTPUT"
+          echo 'python-version=${{ github.event_name == 'push' && '["3.10"]' || env.TEST_MATRIX_PYTHON }}' >> "$GITHUB_OUTPUT"
 
   run:
     name: Python ${{ matrix.python-version }} on ${{ startsWith(matrix.os, 'macos-') && 'macOS' || startsWith(matrix.os, 'windows-') && 'Windows' || 'Linux' }}
diff --git a/.github/workflows/anthropic.yml b/.github/workflows/anthropic.yml
index e542d59f04..e96b3911e9 100644
--- a/.github/workflows/anthropic.yml
+++ b/.github/workflows/anthropic.yml
@@ -45,8 +45,8 @@ jobs:
     steps:
       - id: set
         run: |
-          echo 'os=${{ github.event_name == 'push' && '["ubuntu-latest"]' || env.TEST_MATRIX_OS }}' >> $GITHUB_OUTPUT
-          echo 'python-version=${{ github.event_name == 'push' && '["3.10"]' || env.TEST_MATRIX_PYTHON }}' >> $GITHUB_OUTPUT
+          echo 'os=${{ github.event_name == 'push' && '["ubuntu-latest"]' || env.TEST_MATRIX_OS }}' >> "$GITHUB_OUTPUT"
+          echo 'python-version=${{ github.event_name == 'push' && '["3.10"]' || env.TEST_MATRIX_PYTHON }}' >> "$GITHUB_OUTPUT"
 
   run:
     name: Python ${{ matrix.python-version }} on ${{ startsWith(matrix.os, 'macos-') && 'macOS' || startsWith(matrix.os, 'windows-') && 'Windows' || 'Linux' }}
diff --git a/.github/workflows/arcadedb.yml b/.github/workflows/arcadedb.yml
index 302d8b68a1..9d64b19e41 100644
--- a/.github/workflows/arcadedb.yml
+++ b/.github/workflows/arcadedb.yml
@@ -47,8 +47,8 @@ jobs:
     steps:
       - id: set
         run: |
-          echo 'os=${{ github.event_name == 'push' && '["ubuntu-latest"]' || env.TEST_MATRIX_OS }}' >> $GITHUB_OUTPUT
-          echo 'python-version=${{ github.event_name == 'push' && '["3.10"]' || env.TEST_MATRIX_PYTHON }}' >> $GITHUB_OUTPUT
+          echo 'os=${{ github.event_name == 'push' && '["ubuntu-latest"]' || env.TEST_MATRIX_OS }}' >> "$GITHUB_OUTPUT"
+          echo 'python-version=${{ github.event_name == 'push' && '["3.10"]' || env.TEST_MATRIX_PYTHON }}' >> "$GITHUB_OUTPUT"
 
   run:
     name: Python ${{ matrix.python-version }} on ${{ startsWith(matrix.os, 'macos-') && 'macOS' || startsWith(matrix.os, 'windows-') && 'Windows' || 'Linux' }}
diff --git a/.github/workflows/astra.yml b/.github/workflows/astra.yml
index 62cc41df88..5f79654418 100644
--- a/.github/workflows/astra.yml
+++ b/.github/workflows/astra.yml
@@ -44,8 +44,8 @@ jobs:
     steps:
       - id: set
         run: |
-          echo 'os=${{ github.event_name == 'push' && '["ubuntu-latest"]' || env.TEST_MATRIX_OS }}' >> $GITHUB_OUTPUT
-          echo 'python-version=${{ github.event_name == 'push' && '["3.10"]' || env.TEST_MATRIX_PYTHON }}' >> $GITHUB_OUTPUT
+          echo 'os=${{ github.event_name == 'push' && '["ubuntu-latest"]' || env.TEST_MATRIX_OS }}' >> "$GITHUB_OUTPUT"
+          echo 'python-version=${{ github.event_name == 'push' && '["3.10"]' || env.TEST_MATRIX_PYTHON }}' >> "$GITHUB_OUTPUT"
 
   run:
     name: Python ${{ matrix.python-version }} on ${{ startsWith(matrix.os, 'macos-') && 'macOS' || startsWith(matrix.os, 'windows-') && 'Windows' || 'Linux' }}
diff --git a/.github/workflows/azure_ai_search.yml b/.github/workflows/azure_ai_search.yml
index a640c72ec7..6f9dd1f742 100644
--- a/.github/workflows/azure_ai_search.yml
+++ b/.github/workflows/azure_ai_search.yml
@@ -46,8 +46,8 @@ jobs:
     steps:
       - id: set
         run: |
-          echo 'os=${{ github.event_name == 'push' && '["ubuntu-latest"]' || env.TEST_MATRIX_OS }}' >> $GITHUB_OUTPUT
-          echo 'python-version=${{ github.event_name == 'push' && '["3.10"]' || env.TEST_MATRIX_PYTHON }}' >> $GITHUB_OUTPUT
+          echo 'os=${{ github.event_name == 'push' && '["ubuntu-latest"]' || env.TEST_MATRIX_OS }}' >> "$GITHUB_OUTPUT"
+          echo 'python-version=${{ github.event_name == 'push' && '["3.10"]' || env.TEST_MATRIX_PYTHON }}' >> "$GITHUB_OUTPUT"
 
   run:
     name: Python ${{ matrix.python-version }} on ${{ startsWith(matrix.os, 'macos-') && 'macOS' || startsWith(matrix.os, 'windows-') && 'Windows' || 'Linux' }}
diff --git a/.github/workflows/azure_doc_intelligence.yml b/.github/workflows/azure_doc_intelligence.yml
index 534b0f50d0..787cc8aca5 100644
--- a/.github/workflows/azure_doc_intelligence.yml
+++ b/.github/workflows/azure_doc_intelligence.yml
@@ -46,8 +46,8 @@ jobs:
     steps:
       - id: set
         run: |
-          echo 'os=${{ github.event_name == 'push' && '["ubuntu-latest"]' || env.TEST_MATRIX_OS }}' >> $GITHUB_OUTPUT
-          echo 'python-version=${{ github.event_name == 'push' && '["3.10"]' || env.TEST_MATRIX_PYTHON }}' >> $GITHUB_OUTPUT
+          echo 'os=${{ github.event_name == 'push' && '["ubuntu-latest"]' || env.TEST_MATRIX_OS }}' >> "$GITHUB_OUTPUT"
+          echo 'python-version=${{ github.event_name == 'push' && '["3.10"]' || env.TEST_MATRIX_PYTHON }}' >> "$GITHUB_OUTPUT"
 
   run:
     name: Python ${{ matrix.python-version }} on ${{ startsWith(matrix.os, 'macos-') && 'macOS' || startsWith(matrix.os, 'windows-') && 'Windows' || 'Linux' }}
diff --git a/.github/workflows/chroma.yml b/.github/workflows/chroma.yml
index 1310b05acb..de0d924c9b 100644
--- a/.github/workflows/chroma.yml
+++ b/.github/workflows/chroma.yml
@@ -44,8 +44,8 @@ jobs:
     steps:
       - id: set
         run: |
-          echo 'os=${{ github.event_name == 'push' && '["ubuntu-latest"]' || env.TEST_MATRIX_OS }}' >> $GITHUB_OUTPUT
-          echo 'python-version=${{ github.event_name == 'push' && '["3.10"]' || env.TEST_MATRIX_PYTHON }}' >> $GITHUB_OUTPUT
+          echo 'os=${{ github.event_name == 'push' && '["ubuntu-latest"]' || env.TEST_MATRIX_OS }}' >> "$GITHUB_OUTPUT"
+          echo 'python-version=${{ github.event_name == 'push' && '["3.10"]' || env.TEST_MATRIX_PYTHON }}' >> "$GITHUB_OUTPUT"
 
   run:
     name: Python ${{ matrix.python-version }} on ${{ startsWith(matrix.os, 'macos-') && 'macOS' || startsWith(matrix.os, 'windows-') && 'Windows' || 'Linux' }}
diff --git a/.github/workflows/cohere.yml b/.github/workflows/cohere.yml
index 4162e7c63a..1a92d33e11 100644
--- a/.github/workflows/cohere.yml
+++ b/.github/workflows/cohere.yml
@@ -45,8 +45,8 @@ jobs:
     steps:
       - id: set
         run: |
-          echo 'os=${{ github.event_name == 'push' && '["ubuntu-latest"]' || env.TEST_MATRIX_OS }}' >> $GITHUB_OUTPUT
-          echo 'python-version=${{ github.event_name == 'push' && '["3.10"]' || env.TEST_MATRIX_PYTHON }}' >> $GITHUB_OUTPUT
+          echo 'os=${{ github.event_name == 'push' && '["ubuntu-latest"]' || env.TEST_MATRIX_OS }}' >> "$GITHUB_OUTPUT"
+          echo 'python-version=${{ github.event_name == 'push' && '["3.10"]' || env.TEST_MATRIX_PYTHON }}' >> "$GITHUB_OUTPUT"
 
   run:
     name: Python ${{ matrix.python-version }} on ${{ startsWith(matrix.os, 'macos-') && 'macOS' || startsWith(matrix.os, 'windows-') && 'Windows' || 'Linux' }}
diff --git a/.github/workflows/cometapi.yml b/.github/workflows/cometapi.yml
index 3a55791ae4..85fb704ddb 100644
--- a/.github/workflows/cometapi.yml
+++ b/.github/workflows/cometapi.yml
@@ -45,8 +45,8 @@ jobs:
     steps:
       - id: set
         run: |
-          echo 'os=${{ github.event_name == 'push' && '["ubuntu-latest"]' || env.TEST_MATRIX_OS }}' >> $GITHUB_OUTPUT
-          echo 'python-version=${{ github.event_name == 'push' && '["3.10"]' || env.TEST_MATRIX_PYTHON }}' >> $GITHUB_OUTPUT
+          echo 'os=${{ github.event_name == 'push' && '["ubuntu-latest"]' || env.TEST_MATRIX_OS }}' >> "$GITHUB_OUTPUT"
+          echo 'python-version=${{ github.event_name == 'push' && '["3.10"]' || env.TEST_MATRIX_PYTHON }}' >> "$GITHUB_OUTPUT"
 
   run:
     name: Python ${{ matrix.python-version }} on ${{ startsWith(matrix.os, 'macos-') && 'macOS' || startsWith(matrix.os, 'windows-') && 'Windows' || 'Linux' }}
diff --git a/.github/workflows/deepeval.yml b/.github/workflows/deepeval.yml
index 479784ff1d..311a5a99eb 100644
--- a/.github/workflows/deepeval.yml
+++ b/.github/workflows/deepeval.yml
@@ -45,8 +45,8 @@ jobs:
     steps:
       - id: set
         run: |
-          echo 'os=${{ github.event_name == 'push' && '["ubuntu-latest"]' || env.TEST_MATRIX_OS }}' >> $GITHUB_OUTPUT
-          echo 'python-version=${{ github.event_name == 'push' && '["3.10"]' || env.TEST_MATRIX_PYTHON }}' >> $GITHUB_OUTPUT
+          echo 'os=${{ github.event_name == 'push' && '["ubuntu-latest"]' || env.TEST_MATRIX_OS }}' >> "$GITHUB_OUTPUT"
+          echo 'python-version=${{ github.event_name == 'push' && '["3.10"]' || env.TEST_MATRIX_PYTHON }}' >> "$GITHUB_OUTPUT"
 
   run:
     name: Python ${{ matrix.python-version }} on ${{ startsWith(matrix.os, 'macos-') && 'macOS' || startsWith(matrix.os, 'windows-') && 'Windows' || 'Linux' }}
diff --git a/.github/workflows/elasticsearch.yml b/.github/workflows/elasticsearch.yml
index 76f87bc96a..8c57afa172 100644
--- a/.github/workflows/elasticsearch.yml
+++ b/.github/workflows/elasticsearch.yml
@@ -44,8 +44,8 @@ jobs:
     steps:
       - id: set
         run: |
-          echo 'os=${{ github.event_name == 'push' && '["ubuntu-latest"]' || env.TEST_MATRIX_OS }}' >> $GITHUB_OUTPUT
-          echo 'python-version=${{ github.event_name == 'push' && '["3.10"]' || env.TEST_MATRIX_PYTHON }}' >> $GITHUB_OUTPUT
+          echo 'os=${{ github.event_name == 'push' && '["ubuntu-latest"]' || env.TEST_MATRIX_OS }}' >> "$GITHUB_OUTPUT"
+          echo 'python-version=${{ github.event_name == 'push' && '["3.10"]' || env.TEST_MATRIX_PYTHON }}' >> "$GITHUB_OUTPUT"
 
   run:
     name: Python ${{ matrix.python-version }} on ${{ startsWith(matrix.os, 'macos-') && 'macOS' || startsWith(matrix.os, 'windows-') && 'Windows' || 'Linux' }}
diff --git a/.github/workflows/faiss.yml b/.github/workflows/faiss.yml
index 5ff25ddb82..53a08ad410 100644
--- a/.github/workflows/faiss.yml
+++ b/.github/workflows/faiss.yml
@@ -44,8 +44,8 @@ jobs:
     steps:
       - id: set
         run: |
-          echo 'os=${{ github.event_name == 'push' && '["ubuntu-latest"]' || env.TEST_MATRIX_OS }}' >> $GITHUB_OUTPUT
-          echo 'python-version=${{ github.event_name == 'push' && '["3.10"]' || env.TEST_MATRIX_PYTHON }}' >> $GITHUB_OUTPUT
+          echo 'os=${{ github.event_name == 'push' && '["ubuntu-latest"]' || env.TEST_MATRIX_OS }}' >> "$GITHUB_OUTPUT"
+          echo 'python-version=${{ github.event_name == 'push' && '["3.10"]' || env.TEST_MATRIX_PYTHON }}' >> "$GITHUB_OUTPUT"
 
   run:
     name: Python ${{ matrix.python-version }} on ${{ startsWith(matrix.os, 'macos-') && 'macOS' || startsWith(matrix.os, 'windows-') && 'Windows' || 'Linux' }}
diff --git a/.github/workflows/fastembed.yml b/.github/workflows/fastembed.yml
index 4b2d905265..48b77efb45 100644
--- a/.github/workflows/fastembed.yml
+++ b/.github/workflows/fastembed.yml
@@ -38,8 +38,8 @@ jobs:
     steps:
       - id: set
         run: |
-          echo 'os=${{ github.event_name == 'push' && '["ubuntu-latest"]' || env.TEST_MATRIX_OS }}' >> $GITHUB_OUTPUT
-          echo 'python-version=${{ github.event_name == 'push' && '["3.10"]' || env.TEST_MATRIX_PYTHON }}' >> $GITHUB_OUTPUT
+          echo 'os=${{ github.event_name == 'push' && '["ubuntu-latest"]' || env.TEST_MATRIX_OS }}' >> "$GITHUB_OUTPUT"
+          echo 'python-version=${{ github.event_name == 'push' && '["3.10"]' || env.TEST_MATRIX_PYTHON }}' >> "$GITHUB_OUTPUT"
 
   run:
     name: Python ${{ matrix.python-version }} on ${{ startsWith(matrix.os, 'macos-') && 'macOS' || startsWith(matrix.os, 'windows-') && 'Windows' || 'Linux' }}
diff --git a/.github/workflows/firecrawl.yml b/.github/workflows/firecrawl.yml
index b9808e6458..f9eb42f74c 100644
--- a/.github/workflows/firecrawl.yml
+++ b/.github/workflows/firecrawl.yml
@@ -45,8 +45,8 @@ jobs:
     steps:
       - id: set
         run: |
-          echo 'os=${{ github.event_name == 'push' && '["ubuntu-latest"]' || env.TEST_MATRIX_OS }}' >> $GITHUB_OUTPUT
-          echo 'python-version=${{ github.event_name == 'push' && '["3.10"]' || env.TEST_MATRIX_PYTHON }}' >> $GITHUB_OUTPUT
+          echo 'os=${{ github.event_name == 'push' && '["ubuntu-latest"]' || env.TEST_MATRIX_OS }}' >> "$GITHUB_OUTPUT"
+          echo 'python-version=${{ github.event_name == 'push' && '["3.10"]' || env.TEST_MATRIX_PYTHON }}' >> "$GITHUB_OUTPUT"
 
   run:
     name: Python ${{ matrix.python-version }} on ${{ startsWith(matrix.os, 'macos-') && 'macOS' || startsWith(matrix.os, 'windows-') && 'Windows' || 'Linux' }}
diff --git a/.github/workflows/github.yml b/.github/workflows/github.yml
index 0f8b4c570e..43f553aed8 100644
--- a/.github/workflows/github.yml
+++ b/.github/workflows/github.yml
@@ -44,8 +44,8 @@ jobs:
     steps:
       - id: set
         run: |
-          echo 'os=${{ github.event_name == 'push' && '["ubuntu-latest"]' || env.TEST_MATRIX_OS }}' >> $GITHUB_OUTPUT
-          echo 'python-version=${{ github.event_name == 'push' && '["3.10"]' || env.TEST_MATRIX_PYTHON }}' >> $GITHUB_OUTPUT
+          echo 'os=${{ github.event_name == 'push' && '["ubuntu-latest"]' || env.TEST_MATRIX_OS }}' >> "$GITHUB_OUTPUT"
+          echo 'python-version=${{ github.event_name == 'push' && '["3.10"]' || env.TEST_MATRIX_PYTHON }}' >> "$GITHUB_OUTPUT"
 
   run:
     name: Python ${{ matrix.python-version }} on ${{ startsWith(matrix.os, 'macos-') && 'macOS' || startsWith(matrix.os, 'windows-') && 'Windows' || 'Linux' }}
diff --git a/.github/workflows/google_genai.yml b/.github/workflows/google_genai.yml
index 1b5fd3fa63..3aa6e7b66d 100644
--- a/.github/workflows/google_genai.yml
+++ b/.github/workflows/google_genai.yml
@@ -45,8 +45,8 @@ jobs:
     steps:
       - id: set
         run: |
-          echo 'os=${{ github.event_name == 'push' && '["ubuntu-latest"]' || env.TEST_MATRIX_OS }}' >> $GITHUB_OUTPUT
-          echo 'python-version=${{ github.event_name == 'push' && '["3.10"]' || env.TEST_MATRIX_PYTHON }}' >> $GITHUB_OUTPUT
+          echo 'os=${{ github.event_name == 'push' && '["ubuntu-latest"]' || env.TEST_MATRIX_OS }}' >> "$GITHUB_OUTPUT"
+          echo 'python-version=${{ github.event_name == 'push' && '["3.10"]' || env.TEST_MATRIX_PYTHON }}' >> "$GITHUB_OUTPUT"
 
   run:
     name: Python ${{ matrix.python-version }} on ${{ startsWith(matrix.os, 'macos-') && 'macOS' || startsWith(matrix.os, 'windows-') && 'Windows' || 'Linux' }}
diff --git a/.github/workflows/hanlp.yml b/.github/workflows/hanlp.yml
index 094026d48c..2dcaa6cbc0 100644
--- a/.github/workflows/hanlp.yml
+++ b/.github/workflows/hanlp.yml
@@ -44,8 +44,8 @@ jobs:
     steps:
       - id: set
         run: |
-          echo 'os=${{ github.event_name == 'push' && '["ubuntu-latest"]' || env.TEST_MATRIX_OS }}' >> $GITHUB_OUTPUT
-          echo 'python-version=${{ github.event_name == 'push' && '["3.10"]' || env.TEST_MATRIX_PYTHON }}' >> $GITHUB_OUTPUT
+          echo 'os=${{ github.event_name == 'push' && '["ubuntu-latest"]' || env.TEST_MATRIX_OS }}' >> "$GITHUB_OUTPUT"
+          echo 'python-version=${{ github.event_name == 'push' && '["3.10"]' || env.TEST_MATRIX_PYTHON }}' >> "$GITHUB_OUTPUT"
 
   run:
     name: Python ${{ matrix.python-version }} on ${{ startsWith(matrix.os, 'macos-') && 'macOS' || startsWith(matrix.os, 'windows-') && 'Windows' || 'Linux' }}
diff --git a/.github/workflows/jina.yml b/.github/workflows/jina.yml
index c0b366aa75..9a808740b3 100644
--- a/.github/workflows/jina.yml
+++ b/.github/workflows/jina.yml
@@ -44,8 +44,8 @@ jobs:
     steps:
       - id: set
         run: |
-          echo 'os=${{ github.event_name == 'push' && '["ubuntu-latest"]' || env.TEST_MATRIX_OS }}' >> $GITHUB_OUTPUT
-          echo 'python-version=${{ github.event_name == 'push' && '["3.10"]' || env.TEST_MATRIX_PYTHON }}' >> $GITHUB_OUTPUT
+          echo 'os=${{ github.event_name == 'push' && '["ubuntu-latest"]' || env.TEST_MATRIX_OS }}' >> "$GITHUB_OUTPUT"
+          echo 'python-version=${{ github.event_name == 'push' && '["3.10"]' || env.TEST_MATRIX_PYTHON }}' >> "$GITHUB_OUTPUT"
 
   run:
     name: Python ${{ matrix.python-version }} on ${{ startsWith(matrix.os, 'macos-') && 'macOS' || startsWith(matrix.os, 'windows-') && 'Windows' || 'Linux' }}
diff --git a/.github/workflows/kreuzberg.yml b/.github/workflows/kreuzberg.yml
index a3b4d6afc9..ef0dbd1f25 100644
--- a/.github/workflows/kreuzberg.yml
+++ b/.github/workflows/kreuzberg.yml
@@ -44,8 +44,8 @@ jobs:
     steps:
       - id: set
         run: |
-          echo 'os=${{ github.event_name == 'push' && '["ubuntu-latest"]' || env.TEST_MATRIX_OS }}' >> $GITHUB_OUTPUT
-          echo 'python-version=${{ github.event_name == 'push' && '["3.10"]' || env.TEST_MATRIX_PYTHON }}' >> $GITHUB_OUTPUT
+          echo 'os=${{ github.event_name == 'push' && '["ubuntu-latest"]' || env.TEST_MATRIX_OS }}' >> "$GITHUB_OUTPUT"
+          echo 'python-version=${{ github.event_name == 'push' && '["3.10"]' || env.TEST_MATRIX_PYTHON }}' >> "$GITHUB_OUTPUT"
 
   run:
     name: Python ${{ matrix.python-version }} on ${{ startsWith(matrix.os, 'macos-') && 'macOS' || startsWith(matrix.os, 'windows-') && 'Windows' || 'Linux' }}
diff --git a/.github/workflows/langfuse.yml b/.github/workflows/langfuse.yml
index 2b6d050adf..5d56bcfd13 100644
--- a/.github/workflows/langfuse.yml
+++ b/.github/workflows/langfuse.yml
@@ -49,8 +49,8 @@ jobs:
     steps:
       - id: set
         run: |
-          echo 'os=${{ github.event_name == 'push' && '["ubuntu-latest"]' || env.TEST_MATRIX_OS }}' >> $GITHUB_OUTPUT
-          echo 'python-version=${{ github.event_name == 'push' && '["3.10"]' || env.TEST_MATRIX_PYTHON }}' >> $GITHUB_OUTPUT
+          echo 'os=${{ github.event_name == 'push' && '["ubuntu-latest"]' || env.TEST_MATRIX_OS }}' >> "$GITHUB_OUTPUT"
+          echo 'python-version=${{ github.event_name == 'push' && '["3.10"]' || env.TEST_MATRIX_PYTHON }}' >> "$GITHUB_OUTPUT"
 
   run:
     name: Python ${{ matrix.python-version }} on ${{ startsWith(matrix.os, 'macos-') && 'macOS' || startsWith(matrix.os, 'windows-') && 'Windows' || 'Linux' }}
diff --git a/.github/workflows/lara.yml b/.github/workflows/lara.yml
index 948a3dd7a7..125a998461 100644
--- a/.github/workflows/lara.yml
+++ b/.github/workflows/lara.yml
@@ -45,9 +45,9 @@ jobs:
       python-version: ${{ steps.set.outputs.python-version }}
     steps:
       - id: set
-        run: |pip install hatch
-          echo 'os=${{ github.event_name == 'push' && '["ubuntu-latest"]' || env.TEST_MATRIX_OS }}' >> $GITHUB_OUTPUT
-          echo 'python-version=${{ github.event_name == 'push' && '["3.10"]' || env.TEST_MATRIX_PYTHON }}' >> $GITHUB_OUTPUT
+        run: |
+          echo 'os=${{ github.event_name == 'push' && '["ubuntu-latest"]' || env.TEST_MATRIX_OS }}' >> "$GITHUB_OUTPUT"
+          echo 'python-version=${{ github.event_name == 'push' && '["3.10"]' || env.TEST_MATRIX_PYTHON }}' >> "$GITHUB_OUTPUT"
 
   run:
     name: Python ${{ matrix.python-version }} on ${{ startsWith(matrix.os, 'macos-') && 'macOS' || startsWith(matrix.os, 'windows-') && 'Windows' || 'Linux' }}
diff --git a/.github/workflows/libreoffice.yml b/.github/workflows/libreoffice.yml
index 82eb076922..bd57d74687 100644
--- a/.github/workflows/libreoffice.yml
+++ b/.github/workflows/libreoffice.yml
@@ -44,8 +44,8 @@ jobs:
     steps:
       - id: set
         run: |
-          echo 'os=${{ github.event_name == 'push' && '["ubuntu-latest"]' || env.TEST_MATRIX_OS }}' >> $GITHUB_OUTPUT
-          echo 'python-version=${{ github.event_name == 'push' && '["3.10"]' || env.TEST_MATRIX_PYTHON }}' >> $GITHUB_OUTPUT
+          echo 'os=${{ github.event_name == 'push' && '["ubuntu-latest"]' || env.TEST_MATRIX_OS }}' >> "$GITHUB_OUTPUT"
+          echo 'python-version=${{ github.event_name == 'push' && '["3.10"]' || env.TEST_MATRIX_PYTHON }}' >> "$GITHUB_OUTPUT"
 
   run:
     name: Python ${{ matrix.python-version }} on ${{ startsWith(matrix.os, 'macos-') && 'macOS' || startsWith(matrix.os, 'windows-') && 'Windows' || 'Linux' }}
@@ -85,7 +85,8 @@ jobs:
 
       - name: Install LibreOffice headless (Windows)
         if: runner.os == 'Windows'
-        run: | 
+        shell: pwsh
+        run: |
           choco install libreoffice -y
           echo "C:\Program Files\LibreOffice\program" | Out-File -FilePath $env:GITHUB_PATH -Encoding utf8 -Append
 
diff --git a/.github/workflows/llama_cpp.yml b/.github/workflows/llama_cpp.yml
index 1b58018791..d92455ff00 100644
--- a/.github/workflows/llama_cpp.yml
+++ b/.github/workflows/llama_cpp.yml
@@ -42,7 +42,7 @@ jobs:
       - id: set
         run: |
           if [ "${{ github.event_name }}" = "push" ]; then
-            echo 'matrix=[{"os":"ubuntu-latest","python-version":"3.10"}]' >> $GITHUB_OUTPUT
+            echo 'matrix=[{"os":"ubuntu-latest","python-version":"3.10"}]' >> "$GITHUB_OUTPUT"
           else
             MATRIX='['
             MATRIX+='{"os":"ubuntu-latest","python-version":"3.10"},'
@@ -55,7 +55,7 @@ jobs:
             MATRIX+='{"os":"macos-latest","python-version":"3.10"},'
             MATRIX+='{"os":"macos-latest","python-version":"3.12"}'
             MATRIX+=']'
-            echo "matrix=$MATRIX" >> $GITHUB_OUTPUT
+            echo "matrix=$MATRIX" >> "$GITHUB_OUTPUT"
           fi
 
   run:
diff --git a/.github/workflows/llama_stack.yml b/.github/workflows/llama_stack.yml
index d81c5709ba..d908e3a4ab 100644
--- a/.github/workflows/llama_stack.yml
+++ b/.github/workflows/llama_stack.yml
@@ -44,8 +44,8 @@ jobs:
     steps:
       - id: set
         run: |
-          echo 'os=${{ github.event_name == 'push' && '["ubuntu-latest"]' || env.TEST_MATRIX_OS }}' >> $GITHUB_OUTPUT
-          echo 'python-version=${{ github.event_name == 'push' && '["3.10"]' || env.TEST_MATRIX_PYTHON }}' >> $GITHUB_OUTPUT
+          echo 'os=${{ github.event_name == 'push' && '["ubuntu-latest"]' || env.TEST_MATRIX_OS }}' >> "$GITHUB_OUTPUT"
+          echo 'python-version=${{ github.event_name == 'push' && '["3.10"]' || env.TEST_MATRIX_PYTHON }}' >> "$GITHUB_OUTPUT"
 
   run:
     name: Python ${{ matrix.python-version }} on ${{ startsWith(matrix.os, 'macos-') && 'macOS' || startsWith(matrix.os, 'windows-') && 'Windows' || 'Linux' }}
@@ -122,7 +122,7 @@ jobs:
           SERVER_PID=$!
 
           # Wait up to ~120s for health; fail fast if process dies
-          for i in {1..60}; do
+          for _ in {1..60}; do
             if curl -fsS http://localhost:8321/v1/models >/dev/null; then
               echo "Llama Stack Server started successfully."
               break
diff --git a/.github/workflows/markitdown.yml b/.github/workflows/markitdown.yml
index c9c01acc35..dfb290ba24 100644
--- a/.github/workflows/markitdown.yml
+++ b/.github/workflows/markitdown.yml
@@ -44,8 +44,8 @@ jobs:
     steps:
       - id: set
         run: |
-          echo 'os=${{ github.event_name == 'push' && '["ubuntu-latest"]' || env.TEST_MATRIX_OS }}' >> $GITHUB_OUTPUT
-          echo 'python-version=${{ github.event_name == 'push' && '["3.10"]' || env.TEST_MATRIX_PYTHON }}' >> $GITHUB_OUTPUT
+          echo 'os=${{ github.event_name == 'push' && '["ubuntu-latest"]' || env.TEST_MATRIX_OS }}' >> "$GITHUB_OUTPUT"
+          echo 'python-version=${{ github.event_name == 'push' && '["3.10"]' || env.TEST_MATRIX_PYTHON }}' >> "$GITHUB_OUTPUT"
 
   run:
     name: Python ${{ matrix.python-version }} on ${{ startsWith(matrix.os, 'macos-') && 'macOS' || startsWith(matrix.os, 'windows-') && 'Windows' || 'Linux' }}
diff --git a/.github/workflows/mcp.yml b/.github/workflows/mcp.yml
index d5e8b3fb84..d2c7506858 100644
--- a/.github/workflows/mcp.yml
+++ b/.github/workflows/mcp.yml
@@ -46,8 +46,8 @@ jobs:
     steps:
       - id: set
         run: |
-          echo 'os=${{ github.event_name == 'push' && '["ubuntu-latest"]' || env.TEST_MATRIX_OS }}' >> $GITHUB_OUTPUT
-          echo 'python-version=${{ github.event_name == 'push' && '["3.10"]' || env.TEST_MATRIX_PYTHON }}' >> $GITHUB_OUTPUT
+          echo 'os=${{ github.event_name == 'push' && '["ubuntu-latest"]' || env.TEST_MATRIX_OS }}' >> "$GITHUB_OUTPUT"
+          echo 'python-version=${{ github.event_name == 'push' && '["3.10"]' || env.TEST_MATRIX_PYTHON }}' >> "$GITHUB_OUTPUT"
 
   run:
     name: Python ${{ matrix.python-version }} on ${{ startsWith(matrix.os, 'macos-') && 'macOS' || startsWith(matrix.os, 'windows-') && 'Windows' || 'Linux' }}
diff --git a/.github/workflows/meta_llama.yml b/.github/workflows/meta_llama.yml
index d93e8a28d9..ddbf272bf9 100644
--- a/.github/workflows/meta_llama.yml
+++ b/.github/workflows/meta_llama.yml
@@ -45,11 +45,11 @@ jobs:
     steps:
       - id: set
         run: |
-          echo 'os=${{ github.event_name == 'push' && '["ubuntu-latest"]' || env.TEST_MATRIX_OS }}' >> $GITHUB_OUTPUT
-          echo 'python-version=${{ github.event_name == 'push' && '["3.10"]' || env.TEST_MATRIX_PYTHON }}' >> $GITHUB_OUTPUT
+          echo 'os=${{ github.event_name == 'push' && '["ubuntu-latest"]' || env.TEST_MATRIX_OS }}' >> "$GITHUB_OUTPUT"
+          echo 'python-version=${{ github.event_name == 'push' && '["3.10"]' || env.TEST_MATRIX_PYTHON }}' >> "$GITHUB_OUTPUT"
 
   run:
-    name: Python ${{ matrpip install hatch{{ startsWith(matrix.os, 'macos-') && 'macOS' || startsWith(matrix.os, 'windows-') && 'Windows' || 'Linux' }}
+    name: Python ${{ matrix.python-version }} on ${{ startsWith(matrix.os, 'macos-') && 'macOS' || startsWith(matrix.os, 'windows-') && 'Windows' || 'Linux' }}
     needs: compute-test-matrix
     permissions:
       contents: write
diff --git a/.github/workflows/mistral.yml b/.github/workflows/mistral.yml
index 2f866de805..03d79465e6 100644
--- a/.github/workflows/mistral.yml
+++ b/.github/workflows/mistral.yml
@@ -45,8 +45,8 @@ jobs:
     steps:
       - id: set
         run: |
-          echo 'os=${{ github.event_name == 'push' && '["ubuntu-latest"]' || env.TEST_MATRIX_OS }}' >> $GITHUB_OUTPUT
-          echo 'python-version=${{ github.event_name == 'push' && '["3.10"]' || env.TEST_MATRIX_PYTHON }}' >> $GITHUB_OUTPUT
+          echo 'os=${{ github.event_name == 'push' && '["ubuntu-latest"]' || env.TEST_MATRIX_OS }}' >> "$GITHUB_OUTPUT"
+          echo 'python-version=${{ github.event_name == 'push' && '["3.10"]' || env.TEST_MATRIX_PYTHON }}' >> "$GITHUB_OUTPUT"
 
   run:
     name: Python ${{ matrix.python-version }} on ${{ startsWith(matrix.os, 'macos-') && 'macOS' || startsWith(matrix.os, 'windows-') && 'Windows' || 'Linux' }}
diff --git a/.github/workflows/mongodb_atlas.yml b/.github/workflows/mongodb_atlas.yml
index bdbf4ffaf1..a5452f9b05 100644
--- a/.github/workflows/mongodb_atlas.yml
+++ b/.github/workflows/mongodb_atlas.yml
@@ -46,8 +46,8 @@ jobs:
     steps:
       - id: set
         run: |
-          echo 'os=${{ github.event_name == 'push' && '["ubuntu-latest"]' || env.TEST_MATRIX_OS }}' >> $GITHUB_OUTPUT
-          echo 'python-version=${{ github.event_name == 'push' && '["3.10"]' || env.TEST_MATRIX_PYTHON }}' >> $GITHUB_OUTPUT
+          echo 'os=${{ github.event_name == 'push' && '["ubuntu-latest"]' || env.TEST_MATRIX_OS }}' >> "$GITHUB_OUTPUT"
+          echo 'python-version=${{ github.event_name == 'push' && '["3.10"]' || env.TEST_MATRIX_PYTHON }}' >> "$GITHUB_OUTPUT"
 
   run:
     name: Python ${{ matrix.python-version }} on ${{ startsWith(matrix.os, 'macos-') && 'macOS' || startsWith(matrix.os, 'windows-') && 'Windows' || 'Linux' }}
diff --git a/.github/workflows/nvidia.yml b/.github/workflows/nvidia.yml
index 06f716fb8b..f223130748 100644
--- a/.github/workflows/nvidia.yml
+++ b/.github/workflows/nvidia.yml
@@ -46,8 +46,8 @@ jobs:
     steps:
       - id: set
         run: |
-          echo 'os=${{ github.event_name == 'push' && '["ubuntu-latest"]' || env.TEST_MATRIX_OS }}' >> $GITHUB_OUTPUT
-          echo 'python-version=${{ github.event_name == 'push' && '["3.10"]' || env.TEST_MATRIX_PYTHON }}' >> $GITHUB_OUTPUT
+          echo 'os=${{ github.event_name == 'push' && '["ubuntu-latest"]' || env.TEST_MATRIX_OS }}' >> "$GITHUB_OUTPUT"
+          echo 'python-version=${{ github.event_name == 'push' && '["3.10"]' || env.TEST_MATRIX_PYTHON }}' >> "$GITHUB_OUTPUT"
 
   run:
     name: Python ${{ matrix.python-version }} on ${{ startsWith(matrix.os, 'macos-') && 'macOS' || startsWith(matrix.os, 'windows-') && 'Windows' || 'Linux' }}
diff --git a/.github/workflows/ollama.yml b/.github/workflows/ollama.yml
index d946261308..6c948a95bb 100644
--- a/.github/workflows/ollama.yml
+++ b/.github/workflows/ollama.yml
@@ -47,8 +47,8 @@ jobs:
     steps:
       - id: set
         run: |
-          echo 'os=${{ github.event_name == 'push' && '["ubuntu-latest"]' || env.TEST_MATRIX_OS }}' >> $GITHUB_OUTPUT
-          echo 'python-version=${{ github.event_name == 'push' && '["3.10"]' || env.TEST_MATRIX_PYTHON }}' >> $GITHUB_OUTPUT
+          echo 'os=${{ github.event_name == 'push' && '["ubuntu-latest"]' || env.TEST_MATRIX_OS }}' >> "$GITHUB_OUTPUT"
+          echo 'python-version=${{ github.event_name == 'push' && '["3.10"]' || env.TEST_MATRIX_PYTHON }}' >> "$GITHUB_OUTPUT"
 
   run:
     name: Python ${{ matrix.python-version }} on ${{ startsWith(matrix.os, 'macos-') && 'macOS' || startsWith(matrix.os, 'windows-') && 'Windows' || 'Linux' }}
diff --git a/.github/workflows/openrouter.yml b/.github/workflows/openrouter.yml
index a5bb0a2b73..e9227ba1c2 100644
--- a/.github/workflows/openrouter.yml
+++ b/.github/workflows/openrouter.yml
@@ -45,8 +45,8 @@ jobs:
     steps:
       - id: set
         run: |
-          echo 'os=${{ github.event_name == 'push' && '["ubuntu-latest"]' || env.TEST_MATRIX_OS }}' >> $GITHUB_OUTPUT
-          echo 'python-version=${{ github.event_name == 'push' && '["3.10"]' || env.TEST_MATRIX_PYTHON }}' >> $GITHUB_OUTPUT
+          echo 'os=${{ github.event_name == 'push' && '["ubuntu-latest"]' || env.TEST_MATRIX_OS }}' >> "$GITHUB_OUTPUT"
+          echo 'python-version=${{ github.event_name == 'push' && '["3.10"]' || env.TEST_MATRIX_PYTHON }}' >> "$GITHUB_OUTPUT"
 
   run:
     name: Python ${{ matrix.python-version }} on ${{ startsWith(matrix.os, 'macos-') && 'macOS' || startsWith(matrix.os, 'windows-') && 'Windows' || 'Linux' }}
diff --git a/.github/workflows/opensearch.yml b/.github/workflows/opensearch.yml
index 4579b523a5..13cdd70ebf 100644
--- a/.github/workflows/opensearch.yml
+++ b/.github/workflows/opensearch.yml
@@ -44,8 +44,8 @@ jobs:
     steps:
       - id: set
         run: |
-          echo 'os=${{ github.event_name == 'push' && '["ubuntu-latest"]' || env.TEST_MATRIX_OS }}' >> $GITHUB_OUTPUT
-          echo 'python-version=${{ github.event_name == 'push' && '["3.10"]' || env.TEST_MATRIX_PYTHON }}' >> $GITHUB_OUTPUT
+          echo 'os=${{ github.event_name == 'push' && '["ubuntu-latest"]' || env.TEST_MATRIX_OS }}' >> "$GITHUB_OUTPUT"
+          echo 'python-version=${{ github.event_name == 'push' && '["3.10"]' || env.TEST_MATRIX_PYTHON }}' >> "$GITHUB_OUTPUT"
 
   run:
     name: Python ${{ matrix.python-version }} on ${{ startsWith(matrix.os, 'macos-') && 'macOS' || startsWith(matrix.os, 'windows-') && 'Windows' || 'Linux' }}
diff --git a/.github/workflows/optimum.yml b/.github/workflows/optimum.yml
index 12a5236e59..db7db9c083 100644
--- a/.github/workflows/optimum.yml
+++ b/.github/workflows/optimum.yml
@@ -44,8 +44,8 @@ jobs:
     steps:
       - id: set
         run: |
-          echo 'os=${{ github.event_name == 'push' && '["ubuntu-latest"]' || env.TEST_MATRIX_OS }}' >> $GITHUB_OUTPUT
-          echo 'python-version=${{ github.event_name == 'push' && '["3.10"]' || env.TEST_MATRIX_PYTHON }}' >> $GITHUB_OUTPUT
+          echo 'os=${{ github.event_name == 'push' && '["ubuntu-latest"]' || env.TEST_MATRIX_OS }}' >> "$GITHUB_OUTPUT"
+          echo 'python-version=${{ github.event_name == 'push' && '["3.10"]' || env.TEST_MATRIX_PYTHON }}' >> "$GITHUB_OUTPUT"
 
   run:
     name: Python ${{ matrix.python-version }} on ${{ startsWith(matrix.os, 'macos-') && 'macOS' || startsWith(matrix.os, 'windows-') && 'Windows' || 'Linux' }}
diff --git a/.github/workflows/paddleocr.yml b/.github/workflows/paddleocr.yml
index 9264916a90..a2b8aa1956 100644
--- a/.github/workflows/paddleocr.yml
+++ b/.github/workflows/paddleocr.yml
@@ -46,8 +46,8 @@ jobs:
     steps:
       - id: set
         run: |
-          echo 'os=${{ github.event_name == 'push' && '["ubuntu-latest"]' || env.TEST_MATRIX_OS }}' >> $GITHUB_OUTPUT
-          echo 'python-version=${{ github.event_name == 'push' && '["3.10"]' || env.TEST_MATRIX_PYTHON }}' >> $GITHUB_OUTPUT
+          echo 'os=${{ github.event_name == 'push' && '["ubuntu-latest"]' || env.TEST_MATRIX_OS }}' >> "$GITHUB_OUTPUT"
+          echo 'python-version=${{ github.event_name == 'push' && '["3.10"]' || env.TEST_MATRIX_PYTHON }}' >> "$GITHUB_OUTPUT"
 
   run:
     name: Python ${{ matrix.python-version }} on ${{ startsWith(matrix.os, 'macos-') && 'macOS' || startsWith(matrix.os, 'windows-') && 'Windows' || 'Linux' }}
diff --git a/.github/workflows/pgvector.yml b/.github/workflows/pgvector.yml
index 7fec29861e..c40efa3852 100644
--- a/.github/workflows/pgvector.yml
+++ b/.github/workflows/pgvector.yml
@@ -44,8 +44,8 @@ jobs:
     steps:
       - id: set
         run: |
-          echo 'os=${{ github.event_name == 'push' && '["ubuntu-latest"]' || env.TEST_MATRIX_OS }}' >> $GITHUB_OUTPUT
-          echo 'python-version=${{ github.event_name == 'push' && '["3.10"]' || env.TEST_MATRIX_PYTHON }}' >> $GITHUB_OUTPUT
+          echo 'os=${{ github.event_name == 'push' && '["ubuntu-latest"]' || env.TEST_MATRIX_OS }}' >> "$GITHUB_OUTPUT"
+          echo 'python-version=${{ github.event_name == 'push' && '["3.10"]' || env.TEST_MATRIX_PYTHON }}' >> "$GITHUB_OUTPUT"
 
   run:
     name: Python ${{ matrix.python-version }} on ${{ startsWith(matrix.os, 'macos-') && 'macOS' || startsWith(matrix.os, 'windows-') && 'Windows' || 'Linux' }}
diff --git a/.github/workflows/pinecone.yml b/.github/workflows/pinecone.yml
index 4572ce3a67..99042a4979 100644
--- a/.github/workflows/pinecone.yml
+++ b/.github/workflows/pinecone.yml
@@ -45,8 +45,8 @@ jobs:
     steps:
       - id: set
         run: |
-          echo 'os=${{ github.event_name == 'push' && '["ubuntu-latest"]' || env.TEST_MATRIX_OS }}' >> $GITHUB_OUTPUT
-          echo 'python-version=${{ github.event_name == 'push' && '["3.10"]' || env.TEST_MATRIX_PYTHON }}' >> $GITHUB_OUTPUT
+          echo 'os=${{ github.event_name == 'push' && '["ubuntu-latest"]' || env.TEST_MATRIX_OS }}' >> "$GITHUB_OUTPUT"
+          echo 'python-version=${{ github.event_name == 'push' && '["3.10"]' || env.TEST_MATRIX_PYTHON }}' >> "$GITHUB_OUTPUT"
 
   run:
     name: Python ${{ matrix.python-version }} on ${{ startsWith(matrix.os, 'macos-') && 'macOS' || startsWith(matrix.os, 'windows-') && 'Windows' || 'Linux' }}
diff --git a/.github/workflows/pyversity.yml b/.github/workflows/pyversity.yml
index 147c40742e..796e3d76cb 100644
--- a/.github/workflows/pyversity.yml
+++ b/.github/workflows/pyversity.yml
@@ -38,8 +38,8 @@ jobs:
     steps:
       - id: set
         run: |
-          echo 'os=${{ github.event_name == 'push' && '["ubuntu-latest"]' || env.TEST_MATRIX_OS }}' >> $GITHUB_OUTPUT
-          echo 'python-version=${{ github.event_name == 'push' && '["3.10"]' || env.TEST_MATRIX_PYTHON }}' >> $GITHUB_OUTPUT
+          echo 'os=${{ github.event_name == 'push' && '["ubuntu-latest"]' || env.TEST_MATRIX_OS }}' >> "$GITHUB_OUTPUT"
+          echo 'python-version=${{ github.event_name == 'push' && '["3.10"]' || env.TEST_MATRIX_PYTHON }}' >> "$GITHUB_OUTPUT"
 
   run:
     name: Python ${{ matrix.python-version }} on ${{ startsWith(matrix.os, 'macos-') && 'macOS' || startsWith(matrix.os, 'windows-') && 'Windows' || 'Linux' }}
diff --git a/.github/workflows/qdrant.yml b/.github/workflows/qdrant.yml
index cc45355766..2aead5b65b 100644
--- a/.github/workflows/qdrant.yml
+++ b/.github/workflows/qdrant.yml
@@ -44,8 +44,8 @@ jobs:
     steps:
       - id: set
         run: |
-          echo 'os=${{ github.event_name == 'push' && '["ubuntu-latest"]' || env.TEST_MATRIX_OS }}' >> $GITHUB_OUTPUT
-          echo 'python-version=${{ github.event_name == 'push' && '["3.10"]' || env.TEST_MATRIX_PYTHON }}' >> $GITHUB_OUTPUT
+          echo 'os=${{ github.event_name == 'push' && '["ubuntu-latest"]' || env.TEST_MATRIX_OS }}' >> "$GITHUB_OUTPUT"
+          echo 'python-version=${{ github.event_name == 'push' && '["3.10"]' || env.TEST_MATRIX_PYTHON }}' >> "$GITHUB_OUTPUT"
 
   run:
     name: Python ${{ matrix.python-version }} on ${{ startsWith(matrix.os, 'macos-') && 'macOS' || startsWith(matrix.os, 'windows-') && 'Windows' || 'Linux' }}
diff --git a/.github/workflows/ragas.yml b/.github/workflows/ragas.yml
index 42f8d4f6e8..4a2690dc6b 100644
--- a/.github/workflows/ragas.yml
+++ b/.github/workflows/ragas.yml
@@ -45,8 +45,8 @@ jobs:
     steps:
       - id: set
         run: |
-          echo 'os=${{ github.event_name == 'push' && '["ubuntu-latest"]' || env.TEST_MATRIX_OS }}' >> $GITHUB_OUTPUT
-          echo 'python-version=${{ github.event_name == 'push' && '["3.10"]' || env.TEST_MATRIX_PYTHON }}' >> $GITHUB_OUTPUT
+          echo 'os=${{ github.event_name == 'push' && '["ubuntu-latest"]' || env.TEST_MATRIX_OS }}' >> "$GITHUB_OUTPUT"
+          echo 'python-version=${{ github.event_name == 'push' && '["3.10"]' || env.TEST_MATRIX_PYTHON }}' >> "$GITHUB_OUTPUT"
 
   run:
     name: Python ${{ matrix.python-version }} on ${{ startsWith(matrix.os, 'macos-') && 'macOS' || startsWith(matrix.os, 'windows-') && 'Windows' || 'Linux' }}
diff --git a/.github/workflows/snowflake.yml b/.github/workflows/snowflake.yml
index c9271fd05b..9a6c29d96c 100644
--- a/.github/workflows/snowflake.yml
+++ b/.github/workflows/snowflake.yml
@@ -44,8 +44,8 @@ jobs:
     steps:
       - id: set
         run: |
-          echo 'os=${{ github.event_name == 'push' && '["ubuntu-latest"]' || env.TEST_MATRIX_OS }}' >> $GITHUB_OUTPUT
-          echo 'python-version=${{ github.event_name == 'push' && '["3.10"]' || env.TEST_MATRIX_PYTHON }}' >> $GITHUB_OUTPUT
+          echo 'os=${{ github.event_name == 'push' && '["ubuntu-latest"]' || env.TEST_MATRIX_OS }}' >> "$GITHUB_OUTPUT"
+          echo 'python-version=${{ github.event_name == 'push' && '["3.10"]' || env.TEST_MATRIX_PYTHON }}' >> "$GITHUB_OUTPUT"
 
   run:
     name: Python ${{ matrix.python-version }} on ${{ startsWith(matrix.os, 'macos-') && 'macOS' || startsWith(matrix.os, 'windows-') && 'Windows' || 'Linux' }}
diff --git a/.github/workflows/stackit.yml b/.github/workflows/stackit.yml
index 26e335d3a0..70e263460a 100644
--- a/.github/workflows/stackit.yml
+++ b/.github/workflows/stackit.yml
@@ -45,8 +45,8 @@ jobs:
     steps:
       - id: set
         run: |
-          echo 'os=${{ github.event_name == 'push' && '["ubuntu-latest"]' || env.TEST_MATRIX_OS }}' >> $GITHUB_OUTPUT
-          echo 'python-version=${{ github.event_name == 'push' && '["3.10"]' || env.TEST_MATRIX_PYTHON }}' >> $GITHUB_OUTPUT
+          echo 'os=${{ github.event_name == 'push' && '["ubuntu-latest"]' || env.TEST_MATRIX_OS }}' >> "$GITHUB_OUTPUT"
+          echo 'python-version=${{ github.event_name == 'push' && '["3.10"]' || env.TEST_MATRIX_PYTHON }}' >> "$GITHUB_OUTPUT"
 
   run:
     name: Python ${{ matrix.python-version }} on ${{ startsWith(matrix.os, 'macos-') && 'macOS' || startsWith(matrix.os, 'windows-') && 'Windows' || 'Linux' }}
diff --git a/.github/workflows/tavily.yml b/.github/workflows/tavily.yml
index 7746594670..42fccf69a7 100644
--- a/.github/workflows/tavily.yml
+++ b/.github/workflows/tavily.yml
@@ -44,8 +44,8 @@ jobs:
     steps:
       - id: set
         run: |
-          echo 'os=${{ github.event_name == 'push' && '["ubuntu-latest"]' || env.TEST_MATRIX_OS }}' >> $GITHUB_OUTPUT
-          echo 'python-version=${{ github.event_name == 'push' && '["3.10"]' || env.TEST_MATRIX_PYTHON }}' >> $GITHUB_OUTPUT
+          echo 'os=${{ github.event_name == 'push' && '["ubuntu-latest"]' || env.TEST_MATRIX_OS }}' >> "$GITHUB_OUTPUT"
+          echo 'python-version=${{ github.event_name == 'push' && '["3.10"]' || env.TEST_MATRIX_PYTHON }}' >> "$GITHUB_OUTPUT"
 
   run:
     name: Python ${{ matrix.python-version }} on ${{ startsWith(matrix.os, 'macos-') && 'macOS' || startsWith(matrix.os, 'windows-') && 'Windows' || 'Linux' }}
diff --git a/.github/workflows/togetherai.yml b/.github/workflows/togetherai.yml
index 015acde728..a483e5bdc9 100644
--- a/.github/workflows/togetherai.yml
+++ b/.github/workflows/togetherai.yml
@@ -45,8 +45,8 @@ jobs:
     steps:
       - id: set
         run: |
-          echo 'os=${{ github.event_name == 'push' && '["ubuntu-latest"]' || env.TEST_MATRIX_OS }}' >> $GITHUB_OUTPUT
-          echo 'python-version=${{ github.event_name == 'push' && '["3.10"]' || env.TEST_MATRIX_PYTHON }}' >> $GITHUB_OUTPUT
+          echo 'os=${{ github.event_name == 'push' && '["ubuntu-latest"]' || env.TEST_MATRIX_OS }}' >> "$GITHUB_OUTPUT"
+          echo 'python-version=${{ github.event_name == 'push' && '["3.10"]' || env.TEST_MATRIX_PYTHON }}' >> "$GITHUB_OUTPUT"
 
   run:
     name: Python ${{ matrix.python-version }} on ${{ startsWith(matrix.os, 'macos-') && 'macOS' || startsWith(matrix.os, 'windows-') && 'Windows' || 'Linux' }}
diff --git a/.github/workflows/unstructured.yml b/.github/workflows/unstructured.yml
index 49a558ad92..7a36528501 100644
--- a/.github/workflows/unstructured.yml
+++ b/.github/workflows/unstructured.yml
@@ -44,8 +44,8 @@ jobs:
     steps:
       - id: set
         run: |
-          echo 'os=${{ github.event_name == 'push' && '["ubuntu-latest"]' || env.TEST_MATRIX_OS }}' >> $GITHUB_OUTPUT
-          echo 'python-version=${{ github.event_name == 'push' && '["3.10"]' || env.TEST_MATRIX_PYTHON }}' >> $GITHUB_OUTPUT
+          echo 'os=${{ github.event_name == 'push' && '["ubuntu-latest"]' || env.TEST_MATRIX_OS }}' >> "$GITHUB_OUTPUT"
+          echo 'python-version=${{ github.event_name == 'push' && '["3.10"]' || env.TEST_MATRIX_PYTHON }}' >> "$GITHUB_OUTPUT"
 
   run:
     name: Python ${{ matrix.python-version }} on ${{ startsWith(matrix.os, 'macos-') && 'macOS' || startsWith(matrix.os, 'windows-') && 'Windows' || 'Linux' }}
@@ -60,7 +60,7 @@ jobs:
         os: ${{ fromJSON(needs.compute-test-matrix.outputs.os) }}
         python-version: ${{ fromJSON(needs.compute-test-matrix.outputs.python-version) }}
 
-    steps:pip install hatch
+    steps:
       - name: Free up disk space
         working-directory: .
         run: |
diff --git a/.github/workflows/valkey.yml b/.github/workflows/valkey.yml
index ecc52a58d5..3eaa7ab1fa 100644
--- a/.github/workflows/valkey.yml
+++ b/.github/workflows/valkey.yml
@@ -44,8 +44,8 @@ jobs:
     steps:
       - id: set
         run: |
-          echo 'os=${{ github.event_name == 'push' && '["ubuntu-latest"]' || env.TEST_MATRIX_OS }}' >> $GITHUB_OUTPUT
-          echo 'python-version=${{ github.event_name == 'push' && '["3.10"]' || env.TEST_MATRIX_PYTHON }}' >> $GITHUB_OUTPUT
+          echo 'os=${{ github.event_name == 'push' && '["ubuntu-latest"]' || env.TEST_MATRIX_OS }}' >> "$GITHUB_OUTPUT"
+          echo 'python-version=${{ github.event_name == 'push' && '["3.10"]' || env.TEST_MATRIX_PYTHON }}' >> "$GITHUB_OUTPUT"
 
   run:
     name: Python ${{ matrix.python-version }} on ${{ startsWith(matrix.os, 'macos-') && 'macOS' || startsWith(matrix.os, 'windows-') && 'Windows' || 'Linux' }}
diff --git a/.github/workflows/watsonx.yml b/.github/workflows/watsonx.yml
index 7008e734e3..a7118bdac1 100644
--- a/.github/workflows/watsonx.yml
+++ b/.github/workflows/watsonx.yml
@@ -46,8 +46,8 @@ jobs:
     steps:
       - id: set
         run: |
-          echo 'os=${{ github.event_name == 'push' && '["ubuntu-latest"]' || env.TEST_MATRIX_OS }}' >> $GITHUB_OUTPUT
-          echo 'python-version=${{ github.event_name == 'push' && '["3.10"]' || env.TEST_MATRIX_PYTHON }}' >> $GITHUB_OUTPUT
+          echo 'os=${{ github.event_name == 'push' && '["ubuntu-latest"]' || env.TEST_MATRIX_OS }}' >> "$GITHUB_OUTPUT"
+          echo 'python-version=${{ github.event_name == 'push' && '["3.10"]' || env.TEST_MATRIX_PYTHON }}' >> "$GITHUB_OUTPUT"
 
   run:
     name: Python ${{ matrix.python-version }} on ${{ startsWith(matrix.os, 'macos-') && 'macOS' || startsWith(matrix.os, 'windows-') && 'Windows' || 'Linux' }}
diff --git a/.github/workflows/weave.yml b/.github/workflows/weave.yml
index 48061363fa..0ba4aaeb3a 100644
--- a/.github/workflows/weave.yml
+++ b/.github/workflows/weave.yml
@@ -46,8 +46,8 @@ jobs:
     steps:
       - id: set
         run: |
-          echo 'os=${{ github.event_name == 'push' && '["ubuntu-latest"]' || env.TEST_MATRIX_OS }}' >> $GITHUB_OUTPUT
-          echo 'python-version=${{ github.event_name == 'push' && '["3.10"]' || env.TEST_MATRIX_PYTHON }}' >> $GITHUB_OUTPUT
+          echo 'os=${{ github.event_name == 'push' && '["ubuntu-latest"]' || env.TEST_MATRIX_OS }}' >> "$GITHUB_OUTPUT"
+          echo 'python-version=${{ github.event_name == 'push' && '["3.10"]' || env.TEST_MATRIX_PYTHON }}' >> "$GITHUB_OUTPUT"
 
   run:
     name: Python ${{ matrix.python-version }} on ${{ startsWith(matrix.os, 'macos-') && 'macOS' || startsWith(matrix.os, 'windows-') && 'Windows' || 'Linux' }}
diff --git a/.github/workflows/weaviate.yml b/.github/workflows/weaviate.yml
index 0ea536285f..e6db4dd744 100644
--- a/.github/workflows/weaviate.yml
+++ b/.github/workflows/weaviate.yml
@@ -44,8 +44,8 @@ jobs:
     steps:
       - id: set
         run: |
-          echo 'os=${{ github.event_name == 'push' && '["ubuntu-latest"]' || env.TEST_MATRIX_OS }}' >> $GITHUB_OUTPUT
-          echo 'python-version=${{ github.event_name == 'push' && '["3.10"]' || env.TEST_MATRIX_PYTHON }}' >> $GITHUB_OUTPUT
+          echo 'os=${{ github.event_name == 'push' && '["ubuntu-latest"]' || env.TEST_MATRIX_OS }}' >> "$GITHUB_OUTPUT"
+          echo 'python-version=${{ github.event_name == 'push' && '["3.10"]' || env.TEST_MATRIX_PYTHON }}' >> "$GITHUB_OUTPUT"
 
   run:
     name: Python ${{ matrix.python-version }} on ${{ startsWith(matrix.os, 'macos-') && 'macOS' || startsWith(matrix.os, 'windows-') && 'Windows' || 'Linux' }}