resolved the comments

.ci/quickstart_test/go.integration.cloudbuild.yaml

@@ -0,0 +1,47 @@
+# Copyright 2025 Google LLC
+#
+# Licensed under the Apache License, Version 2.0 (the "License");
+# you may not use this file except in compliance with the License.
+# You may obtain a copy of the License at
+#
+#      http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing, software
+# distributed under the License is distributed on an "AS IS" BASIS,
+# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+# See the License for the specific language governing permissions and
+# limitations under the License.
+
+steps:
+  - name: 'golang:1.25.1'
+    id: 'go-quickstart-test'
+    entrypoint: 'bash'
+    args:
+      # The '-c' flag tells bash to execute the following string as a command.
+      # The 'set -ex' enables debug output and exits on error for easier troubleshooting.
+      - -c
+      - |
+        set -ex
+        export VERSION=$(cat ./cmd/version.txt)
+        chmod +x .ci/quickstart_test/run_go_tests.sh
+        .ci/quickstart_test/run_go_tests.sh
+    env:
+      - 'CLOUD_SQL_INSTANCE=${_CLOUD_SQL_INSTANCE}'
+      - 'GCP_PROJECT=${_GCP_PROJECT}'
+      - 'DATABASE_NAME=${_DATABASE_NAME}'
+      - 'DB_USER=${_DB_USER}'
+    secretEnv: ['TOOLS_YAML_CONTENT', 'GOOGLE_API_KEY', 'DB_PASSWORD']
+
+availableSecrets:
+  secretManager:
+  - versionName: projects/${_GCP_PROJECT}/secrets/${_TOOLS_YAML_SECRET}/versions/7
+    env: 'TOOLS_YAML_CONTENT'
+  - versionName: projects/${_GCP_PROJECT_NUMBER}/secrets/${_API_KEY_SECRET}/versions/latest
+    env: 'GOOGLE_API_KEY'
+  - versionName: projects/${_GCP_PROJECT}/secrets/${_DB_PASS_SECRET}/versions/latest
+    env: 'DB_PASSWORD'
+
+timeout: 1000s
+
+options:
+  logging: CLOUD_LOGGING_ONLY

.ci/quickstart_test/js.integration.cloudbuild.yaml

@@ -0,0 +1,47 @@
+# Copyright 2025 Google LLC
+#
+# Licensed under the Apache License, Version 2.0 (the "License");
+# you may not use this file except in compliance with the License.
+# You may obtain a copy of the License at
+#
+#      http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing, software
+# distributed under the License is distributed on an "AS IS" BASIS,
+# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+# See the License for the specific language governing permissions and
+# limitations under the License.
+
+steps:
+  - name: 'node:22'
+    id: 'js-quickstart-test'
+    entrypoint: 'bash'
+    args:
+      # The '-c' flag tells bash to execute the following string as a command.
+      # The 'set -ex' enables debug output and exits on error for easier troubleshooting.
+      - -c
+      - |
+        set -ex
+        export VERSION=$(cat ./cmd/version.txt)
+        chmod +x .ci/quickstart_test/run_js_tests.sh
+        .ci/quickstart_test/run_js_tests.sh
+    env:
+      - 'CLOUD_SQL_INSTANCE=${_CLOUD_SQL_INSTANCE}'
+      - 'GCP_PROJECT=${_GCP_PROJECT}'
+      - 'DATABASE_NAME=${_DATABASE_NAME}'
+      - 'DB_USER=${_DB_USER}'
+    secretEnv: ['TOOLS_YAML_CONTENT', 'GOOGLE_API_KEY', 'DB_PASSWORD']
+
+availableSecrets:
+  secretManager:
+  - versionName: projects/${_GCP_PROJECT}/secrets/${_TOOLS_YAML_SECRET}/versions/6
+    env: 'TOOLS_YAML_CONTENT'
+  - versionName: projects/${_GCP_PROJECT_NUMBER}/secrets/${_API_KEY_SECRET}/versions/latest
+    env: 'GOOGLE_API_KEY'
+  - versionName: projects/${_GCP_PROJECT}/secrets/${_DB_PASS_SECRET}/versions/latest
+    env: 'DB_PASSWORD'
+
+timeout: 1000s
+
+options:
+  logging: CLOUD_LOGGING_ONLY

.ci/quickstart_test/py.integration.cloudbuild.yaml

@@ -0,0 +1,47 @@
+# Copyright 2025 Google LLC
+#
+# Licensed under the Apache License, Version 2.0 (the "License");
+# you may not use this file except in compliance with the License.
+# You may obtain a copy of the License at
+#
+#      http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing, software
+# distributed under the License is distributed on an "AS IS" BASIS,
+# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+# See the License for the specific language governing permissions and
+# limitations under the License.
+
+steps:
+  - name: 'gcr.io/google.com/cloudsdktool/cloud-sdk:537.0.0'
+    id: 'python-quickstart-test'
+    entrypoint: 'bash'
+    args:
+      # The '-c' flag tells bash to execute the following string as a command.
+      # The 'set -ex' enables debug output and exits on error for easier troubleshooting.
+      - -c
+      - |
+        set -ex
+        export VERSION=$(cat ./cmd/version.txt)
+        chmod +x .ci/quickstart_test/run_py_tests.sh
+        .ci/quickstart_test/run_py_tests.sh
+    env:
+      - 'CLOUD_SQL_INSTANCE=${_CLOUD_SQL_INSTANCE}'
+      - 'GCP_PROJECT=${_GCP_PROJECT}'
+      - 'DATABASE_NAME=${_DATABASE_NAME}'
+      - 'DB_USER=${_DB_USER}'
+    secretEnv: ['TOOLS_YAML_CONTENT', 'GOOGLE_API_KEY', 'DB_PASSWORD']
+
+availableSecrets:
+  secretManager:
+  - versionName: projects/${_GCP_PROJECT}/secrets/${_TOOLS_YAML_SECRET}/versions/5
+    env: 'TOOLS_YAML_CONTENT'
+  - versionName: projects/${_GCP_PROJECT_NUMBER}/secrets/${_API_KEY_SECRET}/versions/latest
+    env: 'GOOGLE_API_KEY'
+  - versionName: projects/${_GCP_PROJECT}/secrets/${_DB_PASS_SECRET}/versions/latest
+    env: 'DB_PASSWORD'
+
+timeout: 1000s
+
+options:
+  logging: CLOUD_LOGGING_ONLY

.ci/quickstart_test/run_go_tests.sh

@@ -0,0 +1,125 @@
+# Copyright 2025 Google LLC
+#
+# Licensed under the Apache License, Version 2.0 (the "License");
+# you may not use this file except in compliance with the License.
+# You may obtain a copy of the License at
+#
+#      http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing, software
+# distributed under the License is distributed on an "AS IS" BASIS,
+# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+# See the License for the specific language governing permissions and
+# limitations under the License.
+
+#!/bin/bash
+
+set -e
+
+TABLE_NAME="hotels_go"
+QUICKSTART_GO_DIR="docs/en/getting-started/quickstart/go"
+SQL_FILE=".ci/quickstart_test/setup_hotels_sample.sql"
+
+PROXY_PID=""
+TOOLBOX_PID=""
+
+install_system_packages() {
+  apt-get update && apt-get install -y \
+    postgresql-client \
+    wget \
+    gettext-base  \
+    netcat-openbsd
+}
+
+start_cloud_sql_proxy() {
+  wget "https://storage.googleapis.com/cloud-sql-connectors/cloud-sql-proxy/v2.10.0/cloud-sql-proxy.linux.amd64" -O /usr/local/bin/cloud-sql-proxy
+  chmod +x /usr/local/bin/cloud-sql-proxy
+  cloud-sql-proxy "${CLOUD_SQL_INSTANCE}" &
+  PROXY_PID=$!
+
+  for i in {1..30}; do
+    if nc -z 127.0.0.1 5432; then
+      echo "Cloud SQL Proxy is up and running."
+      return
+    fi
+    sleep 1
+  done
+
+  echo "Cloud SQL Proxy failed to start within the timeout period."
+  exit 1
+}
+
+setup_toolbox() {
+  TOOLBOX_YAML="/tools.yaml"
+  echo "${TOOLS_YAML_CONTENT}" > "$TOOLBOX_YAML"
+  if [ ! -f "$TOOLBOX_YAML" ]; then echo "Failed to create tools.yaml"; exit 1; fi
+  wget "https://storage.googleapis.com/genai-toolbox/v${VERSION}/linux/amd64/toolbox" -O "/toolbox"
+  chmod +x "/toolbox"
+  /toolbox --tools-file "$TOOLBOX_YAML" &
+  TOOLBOX_PID=$!
+  sleep 2
+}
+
+setup_orch_table() {
+  export TABLE_NAME
+  envsubst < "$SQL_FILE" | psql -h "$PGHOST" -p "$PGPORT" -U "$DB_USER" -d "$DATABASE_NAME"
+}
+
+run_orch_test() {
+  local orch_dir="$1"
+  local orch_name
+  orch_name=$(basename "$orch_dir")
+
+  if [ "$orch_name" == "openAI" ]; then
+      echo -e "\nSkipping framework '${orch_name}': Temporarily excluded."
+      return
+  fi
+
+  (
+    set -e
+    setup_orch_table
+
+    echo "--- Preparing module for $orch_name ---"
+    cd "$orch_dir"
+
+    if [ -f "go.mod" ]; then
+      go mod tidy
+    fi
+
+    cd ..
+
+    export ORCH_NAME="$orch_name"
+
+    echo "--- Running tests for $orch_name ---"
+    go test -v ./...
+  )
+}
+
+cleanup_all() {
+  echo "--- Final cleanup: Shutting down processes and dropping table ---"
+  if [ -n "$TOOLBOX_PID" ]; then
+    kill $TOOLBOX_PID || true
+  fi
+  if [ -n "$PROXY_PID" ]; then
+    kill $PROXY_PID || true
+  fi
+}
+trap cleanup_all EXIT
+
+# Main script execution
+install_system_packages
+start_cloud_sql_proxy
+
+export PGHOST=127.0.0.1
+export PGPORT=5432
+export PGPASSWORD="$DB_PASSWORD"
+export GOOGLE_API_KEY="$GOOGLE_API_KEY"
+
+setup_toolbox
+
+for ORCH_DIR in "$QUICKSTART_GO_DIR"/*/; do
+  if [ ! -d "$ORCH_DIR" ]; then
+    continue
+  fi
+  run_orch_test "$ORCH_DIR"
+done

.ci/quickstart_test/run_js_tests.sh

@@ -0,0 +1,125 @@
+# Copyright 2025 Google LLC
+# 
+# Licensed under the Apache License, Version 2.0 (the "License");
+# you may not use this file except in compliance with the License.
+# You may obtain a copy of the License at
+# 
+#      http://www.apache.org/licenses/LICENSE-2.0
+# 
+# Unless required by applicable law or agreed to in writing, software
+# distributed under the License is distributed on an "AS IS" BASIS,
+# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+# See the License for the specific language governing permissions and
+# limitations under the License.
+
+#!/bin/bash
+
+set -e
+
+TABLE_NAME="hotels_js"
+QUICKSTART_JS_DIR="docs/en/getting-started/quickstart/js"
+SQL_FILE=".ci/quickstart_test/setup_hotels_sample.sql"
+
+# Initialize process IDs to empty at the top of the script
+PROXY_PID=""
+TOOLBOX_PID=""
+
+install_system_packages() {
+  apt-get update && apt-get install -y \
+    postgresql-client \
+    wget \
+    gettext-base  \
+    netcat-openbsd
+}
+
+start_cloud_sql_proxy() {
+  wget "https://storage.googleapis.com/cloud-sql-connectors/cloud-sql-proxy/v2.10.0/cloud-sql-proxy.linux.amd64" -O /usr/local/bin/cloud-sql-proxy
+  chmod +x /usr/local/bin/cloud-sql-proxy
+  cloud-sql-proxy "${CLOUD_SQL_INSTANCE}" &
+  PROXY_PID=$!
+
+  for i in {1..30}; do
+    if nc -z 127.0.0.1 5432; then
+      echo "Cloud SQL Proxy is up and running."
+      return
+    fi
+    sleep 1
+  done
+
+  echo "Cloud SQL Proxy failed to start within the timeout period."
+  exit 1
+}
+
+setup_toolbox() {
+  TOOLBOX_YAML="/tools.yaml"
+  echo "${TOOLS_YAML_CONTENT}" > "$TOOLBOX_YAML"
+  if [ ! -f "$TOOLBOX_YAML" ]; then echo "Failed to create tools.yaml"; exit 1; fi
+  wget "https://storage.googleapis.com/genai-toolbox/v${VERSION}/linux/amd64/toolbox" -O "/toolbox"
+  chmod +x "/toolbox"
+  /toolbox --tools-file "$TOOLBOX_YAML" &
+  TOOLBOX_PID=$!
+  sleep 2
+}
+
+setup_orch_table() {
+  export TABLE_NAME
+  envsubst < "$SQL_FILE" | psql -h "$PGHOST" -p "$PGPORT" -U "$DB_USER" -d "$DATABASE_NAME"
+}
+
+run_orch_test() {
+  local orch_dir="$1"
+  local orch_name
+  orch_name=$(basename "$orch_dir")
+
+  (
+    set -e
+    echo "--- Preparing environment for $orch_name ---"
+    setup_orch_table
+
+    cd "$orch_dir"
+    echo "Installing dependencies for $orch_name..."
+    if [ -f "package-lock.json" ]; then
+      npm ci
+    else
+      npm install
+    fi
+
+    cd ..
+
+    echo "--- Running tests for $orch_name ---"
+    export ORCH_NAME="$orch_name"
+    node --test quickstart.test.js
+
+    echo "--- Cleaning environment for $orch_name ---"
+    rm -rf "${orch_name}/node_modules"
+  )
+}
+
+cleanup_all() {
+  echo "--- Final cleanup: Shutting down processes and dropping table ---"
+  if [ -n "$TOOLBOX_PID" ]; then
+    kill $TOOLBOX_PID || true
+  fi
+  if [ -n "$PROXY_PID" ]; then
+    kill $PROXY_PID || true
+  fi
+}
+trap cleanup_all EXIT
+
+# Main script execution
+install_system_packages
+start_cloud_sql_proxy
+
+export PGHOST=127.0.0.1
+export PGPORT=5432
+export PGPASSWORD="$DB_PASSWORD"
+export GOOGLE_API_KEY="$GOOGLE_API_KEY"
+
+setup_toolbox
+
+for ORCH_DIR in "$QUICKSTART_JS_DIR"/*/; do
+  if [ ! -d "$ORCH_DIR" ]; then
+    continue
+  fi
+  run_orch_test "$ORCH_DIR"
+done

.ci/quickstart_test/run_py_tests.sh

@@ -0,0 +1,115 @@
+# Copyright 2025 Google LLC
+# 
+# Licensed under the Apache License, Version 2.0 (the "License");
+# you may not use this file except in compliance with the License.
+# You may obtain a copy of the License at
+# 
+#      http://www.apache.org/licenses/LICENSE-2.0
+# 
+# Unless required by applicable law or agreed to in writing, software
+# distributed under the License is distributed on an "AS IS" BASIS,
+# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+# See the License for the specific language governing permissions and
+# limitations under the License.
+
+#!/bin/bash
+
+set -e
+
+TABLE_NAME="hotels_python"
+QUICKSTART_PYTHON_DIR="docs/en/getting-started/quickstart/python"
+SQL_FILE=".ci/quickstart_test/setup_hotels_sample.sql"
+
+PROXY_PID=""
+TOOLBOX_PID=""
+
+install_system_packages() {
+  apt-get update && apt-get install -y \
+    postgresql-client \
+    python3-venv \
+    wget \
+    gettext-base  \
+    netcat-openbsd
+}
+
+start_cloud_sql_proxy() {
+  wget "https://storage.googleapis.com/cloud-sql-connectors/cloud-sql-proxy/v2.10.0/cloud-sql-proxy.linux.amd64" -O /usr/local/bin/cloud-sql-proxy
+  chmod +x /usr/local/bin/cloud-sql-proxy
+  cloud-sql-proxy "${CLOUD_SQL_INSTANCE}" &
+  PROXY_PID=$!
+
+  for i in {1..30}; do
+    if nc -z 127.0.0.1 5432; then
+      echo "Cloud SQL Proxy is up and running."
+      return
+    fi
+    sleep 1
+  done
+
+  echo "Cloud SQL Proxy failed to start within the timeout period."
+  exit 1
+}
+
+setup_toolbox() {
+  TOOLBOX_YAML="/tools.yaml"
+  echo "${TOOLS_YAML_CONTENT}" > "$TOOLBOX_YAML"
+  if [ ! -f "$TOOLBOX_YAML" ]; then echo "Failed to create tools.yaml"; exit 1; fi
+  wget "https://storage.googleapis.com/genai-toolbox/v${VERSION}/linux/amd64/toolbox" -O "/toolbox"
+  chmod +x "/toolbox"
+  /toolbox --tools-file "$TOOLBOX_YAML" &
+  TOOLBOX_PID=$!
+  sleep 2
+}
+
+setup_orch_table() {
+  export TABLE_NAME
+  envsubst < "$SQL_FILE" | psql -h "$PGHOST" -p "$PGPORT" -U "$DB_USER" -d "$DATABASE_NAME"
+}
+
+run_orch_test() {
+  local orch_dir="$1"
+  local orch_name
+  orch_name=$(basename "$orch_dir")
+  (
+    set -e
+    setup_orch_table
+    cd "$orch_dir"
+    local VENV_DIR=".venv"
+    python3 -m venv "$VENV_DIR"
+    source "$VENV_DIR/bin/activate"
+    pip install -r requirements.txt
+    echo "--- Running tests for $orch_name ---"
+    cd ..
+    ORCH_NAME="$orch_name" pytest
+    rm -rf "$VENV_DIR"
+  )
+}
+
+cleanup_all() {
+  echo "--- Final cleanup: Shutting down processes and dropping table ---"
+  if [ -n "$TOOLBOX_PID" ]; then
+    kill $TOOLBOX_PID || true
+  fi
+  if [ -n "$PROXY_PID" ]; then
+    kill $PROXY_PID || true
+  fi
+}
+trap cleanup_all EXIT
+
+# Main script execution
+install_system_packages
+start_cloud_sql_proxy
+
+export PGHOST=127.0.0.1
+export PGPORT=5432
+export PGPASSWORD="$DB_PASSWORD"
+export GOOGLE_API_KEY="$GOOGLE_API_KEY"
+
+setup_toolbox
+
+for ORCH_DIR in "$QUICKSTART_PYTHON_DIR"/*/; do
+  if [ ! -d "$ORCH_DIR" ]; then
+    continue
+  fi
+  run_orch_test "$ORCH_DIR"
+done

.ci/universal/integration.cloudbuild.yaml

@@ -1,59 +0,0 @@
-# Copyright 2026 Google LLC
-#
-# Licensed under the Apache License, Version 2.0 (the "License");
-# you may not use this file except in compliance with the License.
-# You may obtain a copy of the License at
-#
-#      http://www.apache.org/licenses/LICENSE-2.0
-#
-# Unless required by applicable law or agreed to in writing, software
-# distributed under the License is distributed on an "AS IS" BASIS,
-# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
-# See the License for the specific language governing permissions and
-# limitations under the License.
-
-steps:
-  - name: "${_IMAGE}"
-    id: "universal-test"
-    entrypoint: "bash"
-    args:
-      - -c
-      - |
-        set -ex
-        chmod +x .ci/universal/run_tests.sh
-        .ci/universal/run_tests.sh
-    env:
-      - "CLOUD_SQL_INSTANCE=${_CLOUD_SQL_INSTANCE}"
-      - "GCP_PROJECT=${_GCP_PROJECT}"
-      - "DATABASE_NAME=${_DATABASE_NAME}"
-      - "DB_USER=${_DB_USER}"
-      - "TARGET_ROOT=${_TARGET_ROOT}"
-      - "TARGET_LANG=${_TARGET_LANG}"
-      - "TABLE_NAME=${_TABLE_NAME}"
-      - "SQL_FILE=${_SQL_FILE}"
-      - "AGENT_FILE_PATTERN=${_AGENT_FILE_PATTERN}"
-    secretEnv: ["TOOLS_YAML_CONTENT", "GOOGLE_API_KEY", "DB_PASSWORD"]
-
-availableSecrets:
-  secretManager:
-    - versionName: projects/${_GCP_PROJECT}/secrets/${_TOOLS_YAML_SECRET}/versions/5
-      env: "TOOLS_YAML_CONTENT"
-    - versionName: projects/${_GCP_PROJECT_NUMBER}/secrets/${_API_KEY_SECRET}/versions/latest
-      env: "GOOGLE_API_KEY"
-    - versionName: projects/${_GCP_PROJECT}/secrets/${_DB_PASS_SECRET}/versions/latest
-      env: "DB_PASSWORD"
-
-
-timeout: 1200s
-
-substitutions:
-  _TARGET_LANG: "python"
-  _IMAGE: "python:3.11"
-  _TARGET_ROOT: "docs/en/getting-started/quickstart/python"
-  _TABLE_NAME: "hotels_python"
-  _SQL_FILE: ".ci/universal/setup_hotels.sql"
-  _AGENT_FILE_PATTERN: "quickstart.py"
-  _LOG_BUCKET: "toolbox-test-logs"
-
-options:
-  logging: CLOUD_LOGGING_ONLY

.ci/universal/run_tests.sh

@@ -1,173 +0,0 @@
-#!/bin/bash
-# Copyright 2026 Google LLC
-# 
-# Licensed under the Apache License, Version 2.0 (the "License");
-# you may not use this file except in compliance with the License.
-# You may obtain a copy of the License at
-# 
-#      http://www.apache.org/licenses/LICENSE-2.0
-# 
-# Unless required by applicable law or agreed to in writing, software
-# distributed under the License is distributed on an "AS IS" BASIS,
-# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
-# See the License for the specific language governing permissions and
-# limitations under the License.
-
-set -e
-
-# --- Configuration (from Environment Variables) ---
-# TARGET_ROOT: The directory to search for tests (e.g., docs/en/getting-started/quickstart/js)
-# TARGET_LANG: python, js, go
-# TABLE_NAME: Database table name to use
-# SQL_FILE: Path to the SQL setup file
-# AGENT_FILE_PATTERN: Filename to look for (e.g., quickstart.js or agent.py)
-
-VERSION=$(cat ./cmd/version.txt)
-
-# Process IDs & Logs
-PROXY_PID=""
-TOOLBOX_PID=""
-PROXY_LOG="cloud_sql_proxy.log"
-TOOLBOX_LOG="toolbox_server.log"
-
-install_system_packages() {
-  echo "Installing system packages..."
-  apt-get update && apt-get install -y \
-    postgresql-client \
-    wget \
-    gettext-base  \
-    netcat-openbsd
-    
-  if [[ "$TARGET_LANG" == "python" ]]; then
-    apt-get install -y python3-venv
-  fi
-}
-
-start_cloud_sql_proxy() {
-  echo "Starting Cloud SQL Proxy..."
-  wget -q "https://storage.googleapis.com/cloud-sql-connectors/cloud-sql-proxy/v2.10.0/cloud-sql-proxy.linux.amd64" -O /usr/local/bin/cloud-sql-proxy
-  chmod +x /usr/local/bin/cloud-sql-proxy
-  cloud-sql-proxy "${CLOUD_SQL_INSTANCE}" > "$PROXY_LOG" 2>&1 &
-  PROXY_PID=$!
-
-  # Health Check
-  for i in {1..30}; do
-    if nc -z 127.0.0.1 5432; then
-      echo "Cloud SQL Proxy is up and running."
-      return
-    fi
-    sleep 1
-  done
-  echo "ERROR: Cloud SQL Proxy failed to start. Logs:"
-  cat "$PROXY_LOG"
-  exit 1
-}
-
-setup_toolbox() {
-  echo "Setting up Toolbox server..."
-  TOOLBOX_YAML="/tools.yaml"
-  echo "${TOOLS_YAML_CONTENT}" > "$TOOLBOX_YAML"
-  wget -q "https://storage.googleapis.com/genai-toolbox/v${VERSION}/linux/amd64/toolbox" -O "/toolbox"
-  chmod +x "/toolbox"
-  /toolbox --tools-file "$TOOLBOX_YAML" > "$TOOLBOX_LOG" 2>&1 &
-  TOOLBOX_PID=$!
-  
-  # Health Check
-  for i in {1..15}; do
-    if nc -z 127.0.0.1 5000; then
-      echo "Toolbox server is up and running."
-      return
-    fi
-    sleep 1
-  done
-  echo "ERROR: Toolbox server failed to start. Logs:"
-  cat "$TOOLBOX_LOG"
-  exit 1
-}
-
-setup_db_table() {
-  echo "Setting up database table $TABLE_NAME using $SQL_FILE..."
-  export TABLE_NAME
-  envsubst < "$SQL_FILE" | psql -h 127.0.0.1 -p 5432 -U "$DB_USER" -d "$DATABASE_NAME"
-}
-
-run_python_test() {
-  local dir=$1
-  local name=$(basename "$dir")
-  echo "--- Running Python Test: $name ---"
-  (
-    cd "$dir"
-    python3 -m venv .venv
-    source .venv/bin/activate
-    pip install -q -r requirements.txt pytest
-    
-    cd ..
-    # If there is a pytest file in the parent directory (like agent_test.py or quickstart_test.py)
-    # we use it. Otherwise we just run the agent.
-    local test_file=$(find . -maxdepth 1 -name "*test.py" | head -n 1)
-    if [ -n "$test_file" ]; then
-        echo "Found native test: $test_file. Running pytest..."
-        export ORCH_NAME="$name"
-        export PYTHONPATH="../" 
-        pytest "$test_file"
-    else
-        echo "No native test found. running agent directly..."
-        export PYTHONPATH="../"
-        python3 "${name}/${AGENT_FILE_PATTERN}"
-    fi
-    rm -rf "${name}/.venv"
-  )
-}
-
-run_js_test() {
-  local dir=$1
-  local name=$(basename "$dir")
-  echo "--- Running JS Test: $name ---"
-  (
-    cd "$dir"
-    if [ -f "package-lock.json" ]; then npm ci -q; else npm install -q; fi
-    
-    cd ..
-    # Looking for a JS test file in the parent directory
-    local test_file=$(find . -maxdepth 1 -name "*test.js" | head -n 1)
-    if [ -n "$test_file" ]; then
-        echo "Found native test: $test_file. Running node --test..."
-        export ORCH_NAME="$name"
-        node --test "$test_file"
-    else
-        echo "No native test found. running agent directly..."
-        node "${name}/${AGENT_FILE_PATTERN}"
-    fi
-    rm -rf "${name}/node_modules"
-  )
-}
-
-cleanup() {
-  echo "Cleaning up background processes..."
-  [ -n "$TOOLBOX_PID" ] && kill "$TOOLBOX_PID" || true
-  [ -n "$PROXY_PID" ] && kill "$PROXY_PID" || true
-}
-trap cleanup EXIT
-
-# --- Execution ---
-install_system_packages
-start_cloud_sql_proxy
-
-export PGHOST=127.0.0.1
-export PGPORT=5432
-export PGPASSWORD="$DB_PASSWORD"
-export GOOGLE_API_KEY="$GOOGLE_API_KEY"
-
-setup_toolbox
-setup_db_table
-
-echo "Scanning $TARGET_ROOT for tests with pattern $AGENT_FILE_PATTERN..."
-
-find "$TARGET_ROOT" -name "$AGENT_FILE_PATTERN" | while read -r agent_file; do
-    sample_dir=$(dirname "$agent_file")
-    if [[ "$TARGET_LANG" == "python" ]]; then
-        run_python_test "$sample_dir"
-    elif [[ "$TARGET_LANG" == "js" ]]; then
-        run_js_test "$sample_dir"
-    fi
-done

.lycheeignore

@@ -37,6 +37,7 @@ https://dev.mysql.com/doc/refman/8.4/en/sql-prepared-statements.html
 https://dev.mysql.com/doc/refman/8.4/en/user-names.html
 
 # npmjs links can occasionally trigger rate limiting during high-frequency CI builds
+https://www.npmjs.com/package/@toolbox-sdk/server
 https://www.npmjs.com/package/@toolbox-sdk/core
 https://www.npmjs.com/package/@toolbox-sdk/adk
 https://www.oceanbase.com/

docs/en/getting-started/quickstart/js/genkit/quickstart.js

@@ -53,7 +53,7 @@ export async function main() {
 
   for (const query of queries) {
     conversationHistory.push({ role: "user", content: [{ text: query }] });
-    let response = await ai.generate({
+    const response = await ai.generate({
       messages: conversationHistory,
       tools: tools,
     });

docs/en/how-to/invoke_tool.md

@@ -13,12 +13,12 @@ The `invoke` command allows you to invoke tools defined in your configuration di
 
 {{< notice tip >}}
 **Keep configurations minimal:** The `invoke` command initializes *all* resources (sources, tools, etc.) defined in your configuration files during execution. To ensure fast response times, consider using a minimal configuration file containing only the tools you need for the specific invocation.
-{{< /notice >}}
+{{< notice tip >}}
 
-## Before you begin
+## Prerequisites
 
-1. Make sure you have the `toolbox` binary installed or built.
+- You have the `toolbox` binary installed or built.
-2. Make sure you have a valid tool configuration file (e.g., `tools.yaml`).
+- You have a valid tool configuration file (e.g., `tools.yaml`).
 
 ## Basic Usage
 

docs/en/reference/prebuilt-tools.md

@@ -414,10 +414,10 @@ See [Usage Examples](../reference/cli.md#examples).
         entries.
     *   **Dataplex Editor** (`roles/dataplex.editor`) to modify entries.
 *   **Tools:**
-    *   `search_entries`: Searches for entries in Dataplex Catalog.
+    *   `dataplex_search_entries`: Searches for entries in Dataplex Catalog.
-    *   `lookup_entry`: Retrieves a specific entry from Dataplex
+    *   `dataplex_lookup_entry`: Retrieves a specific entry from Dataplex
         Catalog.
-    *   `search_aspect_types`: Finds aspect types relevant to the
+    *   `dataplex_search_aspect_types`: Finds aspect types relevant to the
         query.
 
 ## Firestore

tests/alloydbpg/alloydb_pg_integration_test.go

@@ -139,13 +139,24 @@ func TestAlloyDBPgToolEndpoints(t *testing.T) {
 
 	// set up data for param tool
 	createParamTableStmt, insertParamTableStmt, paramToolStmt, idParamToolStmt, nameParamToolStmt, arrayToolStmt, paramTestParams := tests.GetPostgresSQLParamToolInfo(tableNameParam)
-	teardownTable1 := tests.SetupPostgresSQLTable(t, ctx, pool, createParamTableStmt, insertParamTableStmt, tableNameParam, paramTestParams)
+	teardownTable1, err := tests.SetupPostgresSQLTable(t, ctx, pool, createParamTableStmt, insertParamTableStmt, tableNameParam, paramTestParams)
-	defer teardownTable1(t)
+	if teardownTable1 != nil {
+		defer teardownTable1(t)
+	}
+	if err != nil {
+		t.Fatalf("Setup failed: %v", err)
+	}
 
 	// set up data for auth tool
 	createAuthTableStmt, insertAuthTableStmt, authToolStmt, authTestParams := tests.GetPostgresSQLAuthToolInfo(tableNameAuth)
-	teardownTable2 := tests.SetupPostgresSQLTable(t, ctx, pool, createAuthTableStmt, insertAuthTableStmt, tableNameAuth, authTestParams)
+
-	defer teardownTable2(t)
+	teardownTable2, err := tests.SetupPostgresSQLTable(t, ctx, pool, createAuthTableStmt, insertAuthTableStmt, tableNameAuth, authTestParams)
+	if teardownTable2 != nil {
+		defer teardownTable2(t)
+	}
+	if err != nil {
+		t.Fatalf("Setup failed: %v", err)
+	}
 
 	// Set up table for semanti search
 	vectorTableName, tearDownVectorTable := tests.SetupPostgresVectorTable(t, ctx, pool)

tests/bigquery/bigquery_integration_test.go

@@ -84,7 +84,6 @@ func TestBigQueryToolEndpoints(t *testing.T) {
 	if err != nil {
 		t.Fatalf("unable to create Cloud SQL connection pool: %s", err)
 	}
-
 	// create table name with UUID
 	datasetName := fmt.Sprintf("temp_toolbox_test_%s", strings.ReplaceAll(uuid.New().String(), "-", ""))
 	tableName := fmt.Sprintf("param_table_%s", strings.ReplaceAll(uuid.New().String(), "-", ""))
@@ -122,27 +121,42 @@ func TestBigQueryToolEndpoints(t *testing.T) {
 
 	// set up data for param tool
 	createParamTableStmt, insertParamTableStmt, paramToolStmt, idParamToolStmt, nameParamToolStmt, arrayToolStmt, paramTestParams := getBigQueryParamToolInfo(tableNameParam)
-	teardownTable1 := setupBigQueryTable(t, ctx, client, createParamTableStmt, insertParamTableStmt, datasetName, tableNameParam, paramTestParams)
+	teardownTable1, err := setupBigQueryTable(t, ctx, client, createParamTableStmt, insertParamTableStmt, datasetName, tableNameParam, paramTestParams)
+	if err != nil {
+		t.Fatalf("failed to setup param table: %s", err)
+	}
 	defer teardownTable1(t)
 
 	// set up data for auth tool
 	createAuthTableStmt, insertAuthTableStmt, authToolStmt, authTestParams := getBigQueryAuthToolInfo(tableNameAuth)
-	teardownTable2 := setupBigQueryTable(t, ctx, client, createAuthTableStmt, insertAuthTableStmt, datasetName, tableNameAuth, authTestParams)
+	teardownTable2, err := setupBigQueryTable(t, ctx, client, createAuthTableStmt, insertAuthTableStmt, datasetName, tableNameAuth, authTestParams)
+	if err != nil {
+		t.Fatalf("failed to setup auth table: %s", err)
+	}
 	defer teardownTable2(t)
 
 	// set up data for data type test tool
 	createDataTypeTableStmt, insertDataTypeTableStmt, dataTypeToolStmt, arrayDataTypeToolStmt, dataTypeTestParams := getBigQueryDataTypeTestInfo(tableNameDataType)
-	teardownTable3 := setupBigQueryTable(t, ctx, client, createDataTypeTableStmt, insertDataTypeTableStmt, datasetName, tableNameDataType, dataTypeTestParams)
+	teardownTable3, err := setupBigQueryTable(t, ctx, client, createDataTypeTableStmt, insertDataTypeTableStmt, datasetName, tableNameDataType, dataTypeTestParams)
+	if err != nil {
+		t.Fatalf("failed to setup data type table: %s", err)
+	}
 	defer teardownTable3(t)
 
 	// set up data for forecast tool
 	createForecastTableStmt, insertForecastTableStmt, forecastTestParams := getBigQueryForecastToolInfo(tableNameForecast)
-	teardownTable4 := setupBigQueryTable(t, ctx, client, createForecastTableStmt, insertForecastTableStmt, datasetName, tableNameForecast, forecastTestParams)
+	teardownTable4, err := setupBigQueryTable(t, ctx, client, createForecastTableStmt, insertForecastTableStmt, datasetName, tableNameForecast, forecastTestParams)
+	if err != nil {
+		t.Fatalf("failed to setup forecast table: %s", err)
+	}
 	defer teardownTable4(t)
 
 	// set up data for analyze contribution tool
 	createAnalyzeContributionTableStmt, insertAnalyzeContributionTableStmt, analyzeContributionTestParams := getBigQueryAnalyzeContributionToolInfo(tableNameAnalyzeContribution)
-	teardownTable5 := setupBigQueryTable(t, ctx, client, createAnalyzeContributionTableStmt, insertAnalyzeContributionTableStmt, datasetName, tableNameAnalyzeContribution, analyzeContributionTestParams)
+	teardownTable5, err := setupBigQueryTable(t, ctx, client, createAnalyzeContributionTableStmt, insertAnalyzeContributionTableStmt, datasetName, tableNameAnalyzeContribution, analyzeContributionTestParams)
+	if err != nil {
+		t.Fatalf("failed to setup analyze contribution table: %s", err)
+	}
 	defer teardownTable5(t)
 
 	// Write config into a file and pass it to command
@@ -231,52 +245,79 @@ func TestBigQueryToolWithDatasetRestriction(t *testing.T) {
 	// Setup allowed table
 	allowedTableNameParam1 := fmt.Sprintf("`%s.%s.%s`", BigqueryProject, allowedDatasetName1, allowedTableName1)
 	createAllowedTableStmt1 := fmt.Sprintf("CREATE TABLE %s (id INT64)", allowedTableNameParam1)
-	teardownAllowed1 := setupBigQueryTable(t, ctx, client, createAllowedTableStmt1, "", allowedDatasetName1, allowedTableNameParam1, nil)
+	teardownAllowed1, err:= setupBigQueryTable(t, ctx, client, createAllowedTableStmt1, "", allowedDatasetName1, allowedTableNameParam1, nil)
+	if err != nil {
+		t.Fatalf("failed to setup allowed table 1: %s", err)
+	}
 	defer teardownAllowed1(t)
 
 	allowedTableNameParam2 := fmt.Sprintf("`%s.%s.%s`", BigqueryProject, allowedDatasetName2, allowedTableName2)
 	createAllowedTableStmt2 := fmt.Sprintf("CREATE TABLE %s (id INT64)", allowedTableNameParam2)
-	teardownAllowed2 := setupBigQueryTable(t, ctx, client, createAllowedTableStmt2, "", allowedDatasetName2, allowedTableNameParam2, nil)
+	teardownAllowed2, err:= setupBigQueryTable(t, ctx, client, createAllowedTableStmt2, "", allowedDatasetName2, allowedTableNameParam2, nil)
+	if err != nil {
+		t.Fatalf("failed to setup allowed table 2: %s", err)
+	}
 	defer teardownAllowed2(t)
 
 	// Setup allowed forecast table
 	allowedForecastTableFullName1 := fmt.Sprintf("`%s.%s.%s`", BigqueryProject, allowedDatasetName1, allowedForecastTableName1)
 	createForecastStmt1, insertForecastStmt1, forecastParams1 := getBigQueryForecastToolInfo(allowedForecastTableFullName1)
-	teardownAllowedForecast1 := setupBigQueryTable(t, ctx, client, createForecastStmt1, insertForecastStmt1, allowedDatasetName1, allowedForecastTableFullName1, forecastParams1)
+	teardownAllowedForecast1, err:= setupBigQueryTable(t, ctx, client, createForecastStmt1, insertForecastStmt1, allowedDatasetName1, allowedForecastTableFullName1, forecastParams1)
+	if err != nil {
+		t.Fatalf("failed to setup allowed forecast table 1: %s", err)
+	}
 	defer teardownAllowedForecast1(t)
 
 	allowedForecastTableFullName2 := fmt.Sprintf("`%s.%s.%s`", BigqueryProject, allowedDatasetName2, allowedForecastTableName2)
 	createForecastStmt2, insertForecastStmt2, forecastParams2 := getBigQueryForecastToolInfo(allowedForecastTableFullName2)
-	teardownAllowedForecast2 := setupBigQueryTable(t, ctx, client, createForecastStmt2, insertForecastStmt2, allowedDatasetName2, allowedForecastTableFullName2, forecastParams2)
+	teardownAllowedForecast2, err:= setupBigQueryTable(t, ctx, client, createForecastStmt2, insertForecastStmt2, allowedDatasetName2, allowedForecastTableFullName2, forecastParams2)
+	if err != nil {
+		t.Fatalf("failed to setup allowed forecast table 2: %s", err)
+	}	
 	defer teardownAllowedForecast2(t)
 
 	// Setup disallowed table
 	disallowedTableNameParam := fmt.Sprintf("`%s.%s.%s`", BigqueryProject, disallowedDatasetName, disallowedTableName)
 	createDisallowedTableStmt := fmt.Sprintf("CREATE TABLE %s (id INT64)", disallowedTableNameParam)
-	teardownDisallowed := setupBigQueryTable(t, ctx, client, createDisallowedTableStmt, "", disallowedDatasetName, disallowedTableNameParam, nil)
+	teardownDisallowed, err:= setupBigQueryTable(t, ctx, client, createDisallowedTableStmt, "", disallowedDatasetName, disallowedTableNameParam, nil)
+	if err != nil {
+		t.Fatalf("failed to setup disallowed table: %s", err)
+	}
 	defer teardownDisallowed(t)
 
 	// Setup disallowed forecast table
 	disallowedForecastTableFullName := fmt.Sprintf("`%s.%s.%s`", BigqueryProject, disallowedDatasetName, disallowedForecastTableName)
 	createDisallowedForecastStmt, insertDisallowedForecastStmt, disallowedForecastParams := getBigQueryForecastToolInfo(disallowedForecastTableFullName)
-	teardownDisallowedForecast := setupBigQueryTable(t, ctx, client, createDisallowedForecastStmt, insertDisallowedForecastStmt, disallowedDatasetName, disallowedForecastTableFullName, disallowedForecastParams)
+	teardownDisallowedForecast, err:= setupBigQueryTable(t, ctx, client, createDisallowedForecastStmt, insertDisallowedForecastStmt, disallowedDatasetName, disallowedForecastTableFullName, disallowedForecastParams)
+	if err != nil {
+		t.Fatalf("failed to setup disallowed forecast table: %s", err)
+	}
 	defer teardownDisallowedForecast(t)
 
 	// Setup allowed analyze contribution table
 	allowedAnalyzeContributionTableFullName1 := fmt.Sprintf("`%s.%s.%s`", BigqueryProject, allowedDatasetName1, allowedAnalyzeContributionTableName1)
 	createAnalyzeContributionStmt1, insertAnalyzeContributionStmt1, analyzeContributionParams1 := getBigQueryAnalyzeContributionToolInfo(allowedAnalyzeContributionTableFullName1)
-	teardownAllowedAnalyzeContribution1 := setupBigQueryTable(t, ctx, client, createAnalyzeContributionStmt1, insertAnalyzeContributionStmt1, allowedDatasetName1, allowedAnalyzeContributionTableFullName1, analyzeContributionParams1)
+	teardownAllowedAnalyzeContribution1, err:= setupBigQueryTable(t, ctx, client, createAnalyzeContributionStmt1, insertAnalyzeContributionStmt1, allowedDatasetName1, allowedAnalyzeContributionTableFullName1, analyzeContributionParams1)
+	if err != nil {
+		t.Fatalf("failed to setup allowed analyze contribution table 1: %s", err)
+	}
 	defer teardownAllowedAnalyzeContribution1(t)
 
 	allowedAnalyzeContributionTableFullName2 := fmt.Sprintf("`%s.%s.%s`", BigqueryProject, allowedDatasetName2, allowedAnalyzeContributionTableName2)
 	createAnalyzeContributionStmt2, insertAnalyzeContributionStmt2, analyzeContributionParams2 := getBigQueryAnalyzeContributionToolInfo(allowedAnalyzeContributionTableFullName2)
-	teardownAllowedAnalyzeContribution2 := setupBigQueryTable(t, ctx, client, createAnalyzeContributionStmt2, insertAnalyzeContributionStmt2, allowedDatasetName2, allowedAnalyzeContributionTableFullName2, analyzeContributionParams2)
+	teardownAllowedAnalyzeContribution2, err:= setupBigQueryTable(t, ctx, client, createAnalyzeContributionStmt2, insertAnalyzeContributionStmt2, allowedDatasetName2, allowedAnalyzeContributionTableFullName2, analyzeContributionParams2)
+	if err != nil {
+		t.Fatalf("failed to setup allowed analyze contribution table 2: %s", err)
+	}
 	defer teardownAllowedAnalyzeContribution2(t)
 
 	// Setup disallowed analyze contribution table
 	disallowedAnalyzeContributionTableFullName := fmt.Sprintf("`%s.%s.%s`", BigqueryProject, disallowedDatasetName, disallowedAnalyzeContributionTableName)
 	createDisallowedAnalyzeContributionStmt, insertDisallowedAnalyzeContributionStmt, disallowedAnalyzeContributionParams := getBigQueryAnalyzeContributionToolInfo(disallowedAnalyzeContributionTableFullName)
-	teardownDisallowedAnalyzeContribution := setupBigQueryTable(t, ctx, client, createDisallowedAnalyzeContributionStmt, insertDisallowedAnalyzeContributionStmt, disallowedDatasetName, disallowedAnalyzeContributionTableFullName, disallowedAnalyzeContributionParams)
+	teardownDisallowedAnalyzeContribution, err:= setupBigQueryTable(t, ctx, client, createDisallowedAnalyzeContributionStmt, insertDisallowedAnalyzeContributionStmt, disallowedDatasetName, disallowedAnalyzeContributionTableFullName, disallowedAnalyzeContributionParams)
+	if err != nil {
+		t.Fatalf("failed to setup disallowed analyze contribution table: %s", err)
+	}
 	defer teardownDisallowedAnalyzeContribution(t)
 
 	// Configure source with dataset restriction.
@@ -438,7 +479,10 @@ func TestBigQueryWriteModeBlocked(t *testing.T) {
 		t.Fatalf("unable to create BigQuery connection: %s", err)
 	}
 	createParamTableStmt, insertParamTableStmt, _, _, _, _, paramTestParams := getBigQueryParamToolInfo(tableNameParam)
-	teardownTable := setupBigQueryTable(t, ctx, client, createParamTableStmt, insertParamTableStmt, datasetName, tableNameParam, paramTestParams)
+	teardownTable ,err:= setupBigQueryTable(t, ctx, client, createParamTableStmt, insertParamTableStmt, datasetName, tableNameParam, paramTestParams)
+	if err != nil {
+		t.Fatalf("failed to setup BigQuery table: %s", err)
+	}
 	defer teardownTable(t)
 
 	toolsFile := map[string]any{
@@ -623,7 +667,7 @@ func getBigQueryTmplToolStatement() (string, string) {
 	return tmplSelectCombined, tmplSelectFilterCombined
 }
 
-func setupBigQueryTable(t *testing.T, ctx context.Context, client *bigqueryapi.Client, createStatement, insertStatement, datasetName string, tableName string, params []bigqueryapi.QueryParameter) func(*testing.T) {
+func setupBigQueryTable(t *testing.T, ctx context.Context, client *bigqueryapi.Client, createStatement, insertStatement, datasetName string, tableName string, params []bigqueryapi.QueryParameter) (func(*testing.T), error) {
 	// Create dataset
 	dataset := client.Dataset(datasetName)
 	_, err := dataset.Metadata(ctx)
@@ -699,7 +743,7 @@ func setupBigQueryTable(t *testing.T, ctx context.Context, client *bigqueryapi.C
 		} else if err != nil {
 			t.Errorf("Failed to list tables in dataset %s to check emptiness: %v.", datasetName, err)
 		}
-	}
+	}, nil
 }
 
 func addBigQueryPrebuiltToolsConfig(t *testing.T, config map[string]any) map[string]any {

tests/cloudsqlpg/cloud_sql_pg_integration_test.go

@@ -124,13 +124,23 @@ func TestCloudSQLPgSimpleToolEndpoints(t *testing.T) {
 
 	// set up data for param tool
 	createParamTableStmt, insertParamTableStmt, paramToolStmt, idParamToolStmt, nameParamToolStmt, arrayToolStmt, paramTestParams := tests.GetPostgresSQLParamToolInfo(tableNameParam)
-	teardownTable1 := tests.SetupPostgresSQLTable(t, ctx, pool, createParamTableStmt, insertParamTableStmt, tableNameParam, paramTestParams)
+	teardownTable1, err := tests.SetupPostgresSQLTable(t, ctx, pool, createParamTableStmt, insertParamTableStmt, tableNameParam, paramTestParams)
-	defer teardownTable1(t)
+	if teardownTable1 != nil {
+		defer teardownTable1(t)
+	}
+	if err != nil {
+		t.Fatalf("Setup failed: %v", err)
+	}
 
 	// set up data for auth tool
 	createAuthTableStmt, insertAuthTableStmt, authToolStmt, authTestParams := tests.GetPostgresSQLAuthToolInfo(tableNameAuth)
-	teardownTable2 := tests.SetupPostgresSQLTable(t, ctx, pool, createAuthTableStmt, insertAuthTableStmt, tableNameAuth, authTestParams)
+	teardownTable2, err := tests.SetupPostgresSQLTable(t, ctx, pool, createAuthTableStmt, insertAuthTableStmt, tableNameAuth, authTestParams)
-	defer teardownTable2(t)
+	if teardownTable2 != nil {
+		defer teardownTable2(t)
+	}
+	if err != nil {
+		t.Fatalf("Setup failed: %v", err)
+	}
 
 	// Set up table for semantic search
 	vectorTableName, tearDownVectorTable := tests.SetupPostgresVectorTable(t, ctx, pool)

tests/common.go

@@ -613,31 +613,36 @@ func GetMySQLWants() (string, string, string, string) {
 
 // SetupPostgresSQLTable creates and inserts data into a table of tool
 // compatible with postgres-sql tool
-func SetupPostgresSQLTable(t *testing.T, ctx context.Context, pool *pgxpool.Pool, createStatement, insertStatement, tableName string, params []any) func(*testing.T) {
+func SetupPostgresSQLTable(t *testing.T, ctx context.Context, pool *pgxpool.Pool, createStatement, insertStatement, tableName string, params []any) (func(*testing.T), error) {
 	err := pool.Ping(ctx)
 	if err != nil {
-		t.Fatalf("unable to connect to test database: %s", err)
+		// Return nil for the function and the error itself
+		return nil, fmt.Errorf("unable to connect to test database: %w", err)
 	}
 
 	// Create table
-	_, err = pool.Query(ctx, createStatement)
+	_, err = pool.Exec(ctx, createStatement)
 	if err != nil {
-		t.Fatalf("unable to create test table %s: %s", tableName, err)
+		return nil, fmt.Errorf("unable to create test table %s: %w", tableName, err)
 	}
 
 	// Insert test data
-	_, err = pool.Query(ctx, insertStatement, params...)
+	_, err = pool.Exec(ctx, insertStatement, params...)
 	if err != nil {
-		t.Fatalf("unable to insert test data: %s", err)
+		// partially cleanup if insert fails
+		teardown := func(t *testing.T) {
+			_, _ = pool.Exec(ctx, fmt.Sprintf("DROP TABLE IF EXISTS %s;", tableName))
+		}
+		return teardown, fmt.Errorf("unable to insert test data: %w", err)
 	}
 
+	// Return the cleanup function and nil for error
 	return func(t *testing.T) {
-		// tear down test
+		_, err = pool.Exec(ctx, fmt.Sprintf("DROP TABLE IF EXISTS %s;", tableName))
-		_, err = pool.Exec(ctx, fmt.Sprintf("DROP TABLE %s;", tableName))
 		if err != nil {
 			t.Errorf("Teardown failed: %s", err)
 		}
-	}
+	}, nil
 }
 
 // SetupMsSQLTable creates and inserts data into a table of tool

tests/oracle/oracle_integration_test.go

@@ -89,12 +89,18 @@ func TestOracleSimpleToolEndpoints(t *testing.T) {
 
 	// set up data for param tool
 	createParamTableStmt, insertParamTableStmt, paramToolStmt, idParamToolStmt, nameParamToolStmt, arrayToolStmt, paramTestParams := getOracleParamToolInfo(tableNameParam)
-	teardownTable1 := setupOracleTable(t, ctx, db, createParamTableStmt, insertParamTableStmt, tableNameParam, paramTestParams)
+	teardownTable1, err := setupOracleTable(t, ctx, db, createParamTableStmt, insertParamTableStmt, tableNameParam, paramTestParams)
+	if err != nil {
+		t.Fatalf("failed to setup Oracle table %s: %v", tableNameParam, err)
+	}
 	defer teardownTable1(t)
 
 	// set up data for auth tool
 	createAuthTableStmt, insertAuthTableStmt, authToolStmt, authTestParams := getOracleAuthToolInfo(tableNameAuth)
-	teardownTable2 := setupOracleTable(t, ctx, db, createAuthTableStmt, insertAuthTableStmt, tableNameAuth, authTestParams)
+	teardownTable2, err := setupOracleTable(t, ctx, db, createAuthTableStmt, insertAuthTableStmt, tableNameAuth, authTestParams)
+	if err != nil {
+		t.Fatalf("failed to setup Oracle table %s: %v", tableNameAuth, err)
+	}
 	defer teardownTable2(t)
 
 	// Write config into a file and pass it to command
@@ -135,31 +141,31 @@ func TestOracleSimpleToolEndpoints(t *testing.T) {
 	tests.RunToolInvokeWithTemplateParameters(t, tableNameTemplateParam)
 }
 
-func setupOracleTable(t *testing.T, ctx context.Context, pool *sql.DB, createStatement, insertStatement, tableName string, params []any) func(*testing.T) {
+func setupOracleTable(t *testing.T, ctx context.Context, pool *sql.DB, createStatement, insertStatement, tableName string, params []any) (func(*testing.T), error) {
 	err := pool.PingContext(ctx)
 	if err != nil {
-		t.Fatalf("unable to connect to test database: %s", err)
+		return nil, fmt.Errorf("unable to connect to test database: %w", err)
 	}
 
 	// Create table
 	_, err = pool.QueryContext(ctx, createStatement)
 	if err != nil {
-		t.Fatalf("unable to create test table %s: %s", tableName, err)
+		return nil, fmt.Errorf("unable to create test table %s: %w", tableName, err)
 	}
 
 	// Insert test data
 	_, err = pool.QueryContext(ctx, insertStatement, params...)
 	if err != nil {
-		t.Fatalf("unable to insert test data: %s", err)
+		return nil, fmt.Errorf("unable to insert test data: %w", err)
 	}
 
 	return func(t *testing.T) {
 		// tear down test
-		_, err = pool.ExecContext(ctx, fmt.Sprintf("DROP TABLE %s", tableName))
+		_, err = pool.ExecContext(ctx, fmt.Sprintf("DROP TABLE %s CASCADE CONSTRAINTS", tableName))
 		if err != nil {
 			t.Errorf("Teardown failed: %s", err)
 		}
-	}
+	}, nil
 }
 
 func getOracleParamToolInfo(tableName string) (string, string, string, string, string, string, []any) {

tests/postgres/postgres_integration_test.go

@@ -103,13 +103,24 @@ func TestPostgres(t *testing.T) {
 
 	// set up data for param tool
 	createParamTableStmt, insertParamTableStmt, paramToolStmt, idParamToolStmt, nameParamToolStmt, arrayToolStmt, paramTestParams := tests.GetPostgresSQLParamToolInfo(tableNameParam)
-	teardownTable1 := tests.SetupPostgresSQLTable(t, ctx, pool, createParamTableStmt, insertParamTableStmt, tableNameParam, paramTestParams)
+	// teardownTable1 := tests.SetupPostgresSQLTable(t, ctx, pool, createParamTableStmt, insertParamTableStmt, tableNameParam, paramTestParams)
-	defer teardownTable1(t)
+	teardownTable1, err := tests.SetupPostgresSQLTable(t, ctx, pool, createParamTableStmt, insertParamTableStmt, tableNameParam, paramTestParams)
+	if teardownTable1 != nil {
+		defer teardownTable1(t)
+	}
+	if err != nil {
+		t.Fatalf("Setup failed: %v", err)
+	}
 
 	// set up data for auth tool
 	createAuthTableStmt, insertAuthTableStmt, authToolStmt, authTestParams := tests.GetPostgresSQLAuthToolInfo(tableNameAuth)
-	teardownTable2 := tests.SetupPostgresSQLTable(t, ctx, pool, createAuthTableStmt, insertAuthTableStmt, tableNameAuth, authTestParams)
+	teardownTable2, err := tests.SetupPostgresSQLTable(t, ctx, pool, createAuthTableStmt, insertAuthTableStmt, tableNameAuth, authTestParams)
-	defer teardownTable2(t)
+	if teardownTable2 != nil {
+		defer teardownTable2(t)
+	}
+	if err != nil {
+		t.Fatalf("Setup failed: %v", err)
+	}
 
 	// Set up table for semantic search
 	vectorTableName, tearDownVectorTable := tests.SetupPostgresVectorTable(t, ctx, pool)

tests/spanner/spanner_integration_test.go

@@ -115,23 +115,35 @@ func TestSpannerToolEndpoints(t *testing.T) {
 		SpannerInstance,
 		SpannerDatabase,
 	)
-	teardownTable1 := setupSpannerTable(t, ctx, adminClient, dataClient, createParamTableStmt, insertParamTableStmt, tableNameParam, dbString, paramTestParams)
+	teardownTable1, err := setupSpannerTable(t, ctx, adminClient, dataClient, createParamTableStmt, insertParamTableStmt, tableNameParam, dbString, paramTestParams)
+	if err != nil {
+		t.Fatalf("failed to setup Spanner table %s: %v", tableNameParam, err)
+	}
 	defer teardownTable1(t)
 
 	// set up data for auth tool
 	createAuthTableStmt, insertAuthTableStmt, authToolStmt, authTestParams := getSpannerAuthToolInfo(tableNameAuth)
-	teardownTable2 := setupSpannerTable(t, ctx, adminClient, dataClient, createAuthTableStmt, insertAuthTableStmt, tableNameAuth, dbString, authTestParams)
+	teardownTable2, err := setupSpannerTable(t, ctx, adminClient, dataClient, createAuthTableStmt, insertAuthTableStmt, tableNameAuth, dbString, authTestParams)
+	if err != nil {
+		t.Fatalf("failed to setup Spanner table %s: %v", tableNameAuth, err)
+	}
 	defer teardownTable2(t)
 
 	// set up data for template param tool
 	createStatementTmpl := fmt.Sprintf("CREATE TABLE %s (id INT64, name STRING(MAX), age INT64) PRIMARY KEY (id)", tableNameTemplateParam)
-	teardownTableTmpl := setupSpannerTable(t, ctx, adminClient, dataClient, createStatementTmpl, "", tableNameTemplateParam, dbString, nil)
+	teardownTableTmpl, err := setupSpannerTable(t, ctx, adminClient, dataClient, createStatementTmpl, "", tableNameTemplateParam, dbString, nil)
+	if err != nil {
+		t.Fatalf("failed to setup Spanner table %s: %v", tableNameTemplateParam, err)
+	}
 	defer teardownTableTmpl(t)
 
 	// set up for graph tool
 	nodeTableName := "node_table_" + strings.ReplaceAll(uuid.New().String(), "-", "")
 	createNodeStatementTmpl := fmt.Sprintf("CREATE TABLE %s (id INT64 NOT NULL) PRIMARY KEY (id)", nodeTableName)
-	teardownNodeTableTmpl := setupSpannerTable(t, ctx, adminClient, dataClient, createNodeStatementTmpl, "", nodeTableName, dbString, nil)
+	teardownNodeTableTmpl, err := setupSpannerTable(t, ctx, adminClient, dataClient, createNodeStatementTmpl, "", nodeTableName, dbString, nil)
+	if err != nil {
+		t.Fatalf("failed to setup Spanner table %s: %v", nodeTableName, err)
+	}
 	defer teardownNodeTableTmpl(t)
 
 	edgeTableName := "edge_table_" + strings.ReplaceAll(uuid.New().String(), "-", "")
@@ -143,7 +155,10 @@ func TestSpannerToolEndpoints(t *testing.T) {
 	) PRIMARY KEY (id, target_id),
 	 INTERLEAVE IN PARENT %[2]s ON DELETE CASCADE
 	`, edgeTableName, nodeTableName)
-	teardownEdgeTableTmpl := setupSpannerTable(t, ctx, adminClient, dataClient, createEdgeStatementTmpl, "", edgeTableName, dbString, nil)
+	teardownEdgeTableTmpl, err := setupSpannerTable(t, ctx, adminClient, dataClient, createEdgeStatementTmpl, "", edgeTableName, dbString, nil)
+	if err != nil {
+		t.Fatalf("failed to setup Spanner table %s: %v", edgeTableName, err)
+	}
 	defer teardownEdgeTableTmpl(t)
 
 	graphName := "graph_" + strings.ReplaceAll(uuid.New().String(), "-", "")
@@ -243,7 +258,7 @@ func getSpannerAuthToolInfo(tableName string) (string, string, string, map[strin
 
 // setupSpannerTable creates and inserts data into a table of tool
 // compatible with spanner-sql tool
-func setupSpannerTable(t *testing.T, ctx context.Context, adminClient *database.DatabaseAdminClient, dataClient *spanner.Client, createStatement, insertStatement, tableName, dbString string, params map[string]any) func(*testing.T) {
+func setupSpannerTable(t *testing.T, ctx context.Context, adminClient *database.DatabaseAdminClient, dataClient *spanner.Client, createStatement, insertStatement, tableName, dbString string, params map[string]any) (func(*testing.T), error) {
 
 	// Create table
 	op, err := adminClient.UpdateDatabaseDdl(ctx, &databasepb.UpdateDatabaseDdlRequest{
@@ -251,11 +266,11 @@ func setupSpannerTable(t *testing.T, ctx context.Context, adminClient *database.
 		Statements: []string{createStatement},
 	})
 	if err != nil {
-		t.Fatalf("unable to start create table operation %s: %s", tableName, err)
+		return nil, fmt.Errorf("unable to start create table operation %s: %w", tableName, err)
 	}
 	err = op.Wait(ctx)
 	if err != nil {
-		t.Fatalf("unable to create test table %s: %s", tableName, err)
+		return nil, fmt.Errorf("unable to create test table %s: %w", tableName, err)
 	}
 
 	// Insert test data
@@ -269,7 +284,7 @@ func setupSpannerTable(t *testing.T, ctx context.Context, adminClient *database.
 			return err
 		})
 		if err != nil {
-			t.Fatalf("unable to insert test data: %s", err)
+			return nil, fmt.Errorf("unable to insert test data: %w", err)
 		}
 	}
 
@@ -288,7 +303,7 @@ func setupSpannerTable(t *testing.T, ctx context.Context, adminClient *database.
 		if opErr != nil {
 			t.Errorf("Teardown failed: %s", opErr)
 		}
-	}
+	}, nil
 }
 
 // setupSpannerGraph creates a graph and inserts data into it.