Merge branch 'sts-python-ci' of https://github.com/googleapis/genai-toolbox into sts-python-poc

Co-authored-by: Twisha Bansal <58483338+twishabansal@users.noreply.github.com>

.ci/integration.cloudbuild.yaml

@@ -194,26 +194,6 @@ steps:
           dataplex \
           dataplex
 
-  - id: "dataform"
-    name: golang:1
-    waitFor: ["compile-test-binary"]
-    entrypoint: /bin/bash
-    env:
-      - "GOPATH=/gopath"
-    secretEnv: ["CLIENT_ID"]
-    volumes:
-      - name: "go"
-        path: "/gopath"
-    args:
-      - -c
-      - |
-        apt-get update && apt-get install -y npm && \
-        npm install -g @dataform/cli && \
-        .ci/test_with_coverage.sh \
-          "Dataform" \
-          dataform \
-          dataform
-
   - id: "postgres"
     name: golang:1
     waitFor: ["compile-test-binary"]
@@ -537,8 +517,6 @@ steps:
       - "FIRESTORE_PROJECT=$PROJECT_ID"
       - "SERVICE_ACCOUNT_EMAIL=$SERVICE_ACCOUNT_EMAIL"
       - "LOOKER_VERIFY_SSL=$_LOOKER_VERIFY_SSL"
-      - "LOOKER_PROJECT=$_LOOKER_PROJECT"
-      - "LOOKER_LOCATION=$_LOOKER_LOCATION"
     secretEnv:
       [
         "CLIENT_ID",
@@ -684,51 +662,6 @@ steps:
       - |
         ./yugabytedb.test -test.v
 
- 
-  - id: "cassandra"
-    name: golang:1
-    waitFor: ["compile-test-binary"]
-    entrypoint: /bin/bash
-    env:
-      - "GOPATH=/gopath"
-      - "SERVICE_ACCOUNT_EMAIL=$SERVICE_ACCOUNT_EMAIL"
-    secretEnv: ["CLIENT_ID", "CASSANDRA_USER", "CASSANDRA_PASS", "CASSANDRA_HOST"]
-    volumes:
-      - name: "go"
-        path: "/gopath"
-    args:
-      - -c
-      - |
-        .ci/test_with_coverage.sh \
-          "Cassandra" \
-          cassandra \
-          cassandra
-
-  - id: "oracle"
-    name: ghcr.io/oracle/oraclelinux8-instantclient:21
-    waitFor: ["install-dependencies"]
-    entrypoint: /bin/bash
-    env:
-      - "GOPATH=/gopath"
-      - "SERVICE_ACCOUNT_EMAIL=$SERVICE_ACCOUNT_EMAIL"
-      - "ORACLE_SERVER_NAME=$_ORACLE_SERVER_NAME"
-    secretEnv: ["CLIENT_ID", "ORACLE_USER", "ORACLE_PASS", "ORACLE_HOST"]
-    volumes:
-      - name: "go"
-        path: "/gopath"
-    args:
-      - -c
-      - |
-          # Install the C compiler and Oracle SDK headers needed for cgo
-          dnf install -y gcc oracle-instantclient-devel
-
-          # Install Go
-          curl -L -o go.tar.gz "https://go.dev/dl/go1.25.1.linux-amd64.tar.gz"
-          tar -C /usr/local -xzf go.tar.gz
-          export PATH="/usr/local/go/bin:$$PATH"
-
-          go test ./tests/oracle
-            
 availableSecrets:
   secretManager:
     - versionName: projects/$PROJECT_ID/secrets/cloud_sql_pg_user/versions/latest
@@ -813,18 +746,6 @@ availableSecrets:
       env: YUGABYTEDB_USER
     - versionName: projects/$PROJECT_ID/secrets/yugabytedb_pass/versions/latest
       env: YUGABYTEDB_PASS
-    - versionName: projects/$PROJECT_ID/secrets/cassandra_user/versions/latest
-      env: CASSANDRA_USER
-    - versionName: projects/$PROJECT_ID/secrets/cassandra_pass/versions/latest
-      env: CASSANDRA_PASS
-    - versionName: projects/$PROJECT_ID/secrets/cassandra_host/versions/latest
-      env: CASSANDRA_HOST
-    - versionName: projects/$PROJECT_ID/secrets/oracle_user/versions/latest
-      env: ORACLE_USER
-    - versionName: projects/$PROJECT_ID/secrets/oracle_pass/versions/latest
-      env: ORACLE_PASS
-    - versionName: projects/$PROJECT_ID/secrets/oracle_host/versions/latest
-      env: ORACLE_HOST
 
 options:
   logging: CLOUD_LOGGING_ONLY
@@ -857,8 +778,6 @@ substitutions:
   _DGRAPHURL: "https://play.dgraph.io"
   _COUCHBASE_BUCKET: "couchbase-bucket"
   _COUCHBASE_SCOPE: "couchbase-scope"
-  _LOOKER_LOCATION: "us"
-  _LOOKER_PROJECT: "149671255749"
   _LOOKER_VERIFY_SSL: "true"
   _TIDB_HOST: 127.0.0.1
   _TIDB_PORT: "4000"
@@ -876,4 +795,3 @@ substitutions:
   _YUGABYTEDB_DATABASE: "yugabyte"
   _YUGABYTEDB_PORT: "5433"
   _YUGABYTEDB_LOADBALANCE: "false"
-  _ORACLE_SERVER_NAME: "FREEPDB1"

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

@@ -1,47 +0,0 @@
-# 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

@@ -1,47 +0,0 @@
-# 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:20'
-    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/run_go_tests.sh

@@ -1,125 +0,0 @@
-# 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

@@ -1,123 +0,0 @@
-# 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"
-    if [ -f "package.json" ]; then
-      echo "Installing dependencies for $orch_name..."
-      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

.github/PULL_REQUEST_TEMPLATE.md

@@ -1,10 +1,12 @@
 ## Description
 
+---
 > Should include a concise description of the changes (bug or feature), it's
 > impact, along with a summary of the solution
 
 ## PR Checklist
 
+---
 > Thank you for opening a Pull Request! Before submitting your PR, there are a
 > few things you can do to make sure it goes smoothly:
 
@@ -12,7 +14,7 @@
   [CONTRIBUTING.md](https://github.com/googleapis/genai-toolbox/blob/main/CONTRIBUTING.md)
 - [ ] Make sure to open an issue as a
   [bug/issue](https://github.com/googleapis/genai-toolbox/issues/new/choose)
-  before writing your code! That way we can discuss the change, evaluate
+  before writing your code!  That way we can discuss the change, evaluate
   designs, and agree on the general idea
 - [ ] Ensure the tests and linter pass
 - [ ] Code coverage does not decrease (if any source code was changed)

.github/release-please.yml

@@ -37,4 +37,4 @@ extraFiles: [
     "docs/en/how-to/connect-ide/postgres_mcp.md",
     "docs/en/how-to/connect-ide/neo4j_mcp.md",
     "docs/en/how-to/connect-ide/sqlite_mcp.md",
-]
+]

.github/workflows/cloud_build_failure_reporter.yml

@@ -37,7 +37,7 @@ jobs:
     runs-on: 'ubuntu-latest'
 
     steps:
-      - uses: 'actions/github-script@ed597411d8f924073f98dfc5c65a23a2325f34cd' # v8
+      - uses: 'actions/github-script@f28e40c7f34bde8b3046d885e986cb6290c5673b' # v7
         with:
           script: |-
                   // parse test names

.github/workflows/deploy_dev_docs.yaml

@@ -1,84 +0,0 @@
-# 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.
-
-name: "Deploy In-development docs"
-
-permissions:
-  contents: write
-
-on:
-  push:
-    branches:
-      - main
-    paths:
-      - 'docs/**'
-      - 'github/workflows/docs**'
-      - '.hugo/**'
-
-  # Allow triggering manually.
-  workflow_dispatch:
-
-jobs:
-  deploy:
-    runs-on: ubuntu-24.04
-    defaults:
-      run:
-        working-directory: .hugo
-    concurrency:
-      group: ${{ github.workflow }}-${{ github.ref }}
-      cancel-in-progress: true
-    steps:
-      - uses: actions/checkout@08c6903cd8c0fde910a37f88322edcfb5dd907a8 # v5
-        with:
-          fetch-depth: 0 # Fetch all history for .GitInfo and .Lastmod
-
-      - name: Setup Hugo
-        uses: peaceiris/actions-hugo@75d2e84710de30f6ff7268e08f310b60ef14033f # v3
-        with:
-          hugo-version: "0.145.0"
-          extended: true
-
-      - name: Setup Node
-        uses: actions/setup-node@49933ea5288caeca8642d1e84afbd3f7d6820020 # v4
-        with:
-          node-version: "22"
-
-      - name: Cache dependencies
-        uses: actions/cache@0400d5f644dc74513175e3cd8d07132dd4860809 # v4
-        with:
-          path: ~/.npm
-          key: ${{ runner.os }}-node-${{ hashFiles('**/package-lock.json') }}
-          restore-keys: |
-            ${{ runner.os }}-node-
-
-      - run: npm ci
-      - run: hugo --minify
-        env:
-          HUGO_BASEURL: https://${{ github.repository_owner }}.github.io/${{ github.event.repository.name }}/dev
-          HUGO_RELATIVEURLS: false
-
-      - name: Create Staging Directory
-        run: |
-          mkdir staging
-          mv public staging/dev
-          mv staging/dev/releases.releases staging/releases.releases
-
-      - name: Deploy
-        uses: peaceiris/actions-gh-pages@4f9cc6602d3f66b9c108549d475ec49e8ef4d45e # v4
-        with:
-          github_token: ${{ secrets.GITHUB_TOKEN }}
-          publish_dir: ./.hugo/staging
-          publish_branch: versioned-gh-pages
-          keep_files: true
-          commit_message: "deploy: ${{ github.event.head_commit.message }}"

.github/workflows/deploy_previous_version_docs.yaml

@@ -1,104 +0,0 @@
-# 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.
-
-name: "Deploy Previous Version Docs"
-
-on:
-  workflow_dispatch:
-    inputs:
-      version_tag:
-        description: 'The old version tag to build docs for (e.g., v0.15.0)'
-        required: true
-        type: string
-
-jobs:
-  build_and_deploy:
-    runs-on: ubuntu-latest
-    permissions:
-      contents: write
-
-    steps:
-      - name: Checkout main branch (for latest templates and theme)
-        uses: actions/checkout@v4
-        with:
-          ref: 'main'
-          submodules: 'recursive'
-          fetch-depth: 0
-
-      - name: Checkout old content from tag into a temporary directory
-        uses: actions/checkout@v4
-        with:
-          ref: ${{ github.event.inputs.version_tag }}
-          path: 'old_version_source' # Checkout into a temp subdir
-          # Sparse checkout to only get the content directory
-          sparse-checkout: |
-            docs
-
-      - name: Replace content with old version
-        run: |
-          # Remove the current content directory from the main branch checkout
-          rm -rf docs/
-          # Move the old content directory into place
-          mv ./old_version_source/docs docs
-
-      - name: Setup Hugo and Node
-        uses: peaceiris/actions-hugo@v3
-        with:
-          hugo-version: "0.145.0"
-          extended: true
-      - uses: actions/setup-node@v4
-        with:
-          node-version: "22"
-
-      - name: Install Dependencies
-        run: npm ci
-        working-directory: .hugo
-
-      - name: Build Hugo Site for Archived Version
-        run: hugo --minify
-        working-directory: .hugo
-        env:
-          HUGO_BASEURL: https://${{ github.repository_owner }}.github.io/${{ github.event.repository.name }}/${{ github.event.inputs.version_tag }}/
-          HUGO_RELATIVEURLS: false
-
-      - name: Deploy to gh-pages
-        uses: peaceiris/actions-gh-pages@v4
-        with:
-          github_token: ${{ secrets.GITHUB_TOKEN }}
-          publish_dir: .hugo/public
-          publish_branch: versioned-gh-pages
-          destination_dir: ./${{ github.event.inputs.version_tag }}
-          keep_files: true
-          allow_empty_commit: true
-          commit_message: "docs(backport): deploy docs for ${{ github.event.inputs.version_tag }}"
-
-      - name: Clean Build Directory
-        run: rm -rf .hugo/public
-
-      - name: Build Hugo Site
-        run: hugo --minify
-        working-directory: .hugo
-        env:
-          HUGO_BASEURL: https://${{ github.repository_owner }}.github.io/${{ github.event.repository.name }}/
-          HUGO_RELATIVEURLS: false
-
-      - name: Deploy to root
-        uses: peaceiris/actions-gh-pages@v4
-        with:
-          github_token: ${{ secrets.GITHUB_TOKEN }}
-          publish_dir: .hugo/public
-          publish_branch: versioned-gh-pages
-          keep_files: true
-          allow_empty_commit: true
-          commit_message: "deploy: docs to root for ${{ github.event.inputs.version_tag }}"

.github/workflows/deploy_versioned_docs.yaml

@@ -1,86 +0,0 @@
-# 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.
-
-name: "Deploy Versioned Docs"
-
-permissions:
-  contents: write
-
-on:
-  release:
-    types: [published]
-
-jobs:
-  deploy:
-    runs-on: ubuntu-24.04
-    steps:
-      - name: Checkout Code at Tag
-        uses: actions/checkout@v4
-        with:
-          ref: ${{ github.event.release.tag_name }}
-
-      - name: Get Version from Release Tag
-        run: echo "VERSION=${{ github.event.release.tag_name }}" >> $GITHUB_ENV
-
-      - name: Setup Hugo
-        uses: peaceiris/actions-hugo@v3
-        with:
-          hugo-version: "0.145.0"
-          extended: true
-
-      - name: Setup Node
-        uses: actions/setup-node@v4
-        with:
-          node-version: "22"
-
-      - name: Install Dependencies
-        run: npm ci
-        working-directory: .hugo
-
-      - name: Build Hugo Site
-        run: hugo --minify
-        working-directory: .hugo
-        env:
-          HUGO_BASEURL: https://${{ github.repository_owner }}.github.io/${{ github.event.repository.name }}/${{ env.VERSION }}/
-          HUGO_RELATIVEURLS: false
-
-      - name: Deploy
-        uses: peaceiris/actions-gh-pages@v4
-        with:
-          github_token: ${{ secrets.GITHUB_TOKEN }}
-          publish_dir: .hugo/public
-          publish_branch: versioned-gh-pages
-          destination_dir: ./${{ env.VERSION }}
-          keep_files: true
-          commit_message: "deploy: docs for ${{ env.VERSION }}"
-
-      - name: Clean Build Directory
-        run: rm -rf .hugo/public
-
-      - name: Build Hugo Site
-        run: hugo --minify
-        working-directory: .hugo
-        env:
-          HUGO_BASEURL: https://${{ github.repository_owner }}.github.io/${{ github.event.repository.name }}/
-          HUGO_RELATIVEURLS: false
-
-      - name: Deploy to root
-        uses: peaceiris/actions-gh-pages@v4
-        with:
-          github_token: ${{ secrets.GITHUB_TOKEN }}
-          publish_dir: .hugo/public
-          publish_branch: versioned-gh-pages
-          keep_files: true
-          allow_empty_commit: true
-          commit_message: "deploy: docs to root for ${{ env.VERSION }}"

.github/workflows/docs_deploy.yaml

@@ -50,7 +50,7 @@ jobs:
           extended: true
 
       - name: Setup Node
-        uses: actions/setup-node@a0853c24544627f65ddf259abe73b1d18a591444 # v5
+        uses: actions/setup-node@49933ea5288caeca8642d1e84afbd3f7d6820020 # v4
         with:
           node-version: "22"
 

.github/workflows/docs_preview_clean.yaml

@@ -36,7 +36,7 @@ jobs:
     steps:
       - uses: actions/checkout@08c6903cd8c0fde910a37f88322edcfb5dd907a8 # v5
         with:
-          ref: versioned-gh-pages
+          ref: gh-pages
 
       - name: Remove Preview
         run: |
@@ -48,7 +48,7 @@ jobs:
           git push
 
       - name: Comment
-        uses: actions/github-script@ed597411d8f924073f98dfc5c65a23a2325f34cd # v8
+        uses: actions/github-script@f28e40c7f34bde8b3046d885e986cb6290c5673b # v7
         with:
           script: |
             github.rest.issues.createComment({
@@ -56,4 +56,4 @@ jobs:
               owner: context.repo.owner,
               repo: context.repo.repo,
               body: "🧨 Preview deployments removed."
-            })
+            })

.github/workflows/docs_preview_deploy.yaml

@@ -62,7 +62,7 @@ jobs:
           extended: true
 
       - name: Setup Node
-        uses: actions/setup-node@a0853c24544627f65ddf259abe73b1d18a591444 # v5
+        uses: actions/setup-node@49933ea5288caeca8642d1e84afbd3f7d6820020 # v4
         with:
           node-version: "22"
 
@@ -86,12 +86,11 @@ jobs:
         with:
           github_token: ${{ secrets.GITHUB_TOKEN }}
           publish_dir: .hugo/public
-          publish_branch: versioned-gh-pages
           destination_dir: ./previews/PR-${{ github.event.number }}
           commit_message: "stage: PR-${{ github.event.number }}: ${{ github.event.head_commit.message }}"
 
       - name: Comment
-        uses: actions/github-script@ed597411d8f924073f98dfc5c65a23a2325f34cd # v8
+        uses: actions/github-script@f28e40c7f34bde8b3046d885e986cb6290c5673b # v7
         with:
           script: |
             github.rest.issues.createComment({

.github/workflows/lint.yaml

@@ -36,7 +36,7 @@ jobs:
     steps:
       - name: Remove PR Label
         if: "${{ github.event.action == 'labeled' && github.event.label.name == 'tests: run' }}"
-        uses: actions/github-script@ed597411d8f924073f98dfc5c65a23a2325f34cd # v8.0.0
+        uses: actions/github-script@f28e40c7f34bde8b3046d885e986cb6290c5673b # v7.1.0
         with:
           github-token: ${{ secrets.GITHUB_TOKEN }}
           script: |
@@ -51,9 +51,9 @@ jobs:
               console.log('Failed to remove label. Another job may have already removed it!');
             }
       - name: Setup Go
-        uses: actions/setup-go@44694675825211faa026b3c33043df3e48a5fa00 # v6.0.0
+        uses: actions/setup-go@d35c59abb061a4a6fb18e82ac0862c26744d6ab5 # v5.5.0
         with:
-          go-version: "1.25"
+          go-version: "1.22"
       - name: Checkout code
         uses: actions/checkout@08c6903cd8c0fde910a37f88322edcfb5dd907a8 # v5.0.0
         with:

.github/workflows/tests.yaml

@@ -41,7 +41,7 @@ jobs:
     steps:
       - name: Remove PR label
         if: "${{ github.event.action == 'labeled' && github.event.label.name == 'tests: run' }}"
-        uses: actions/github-script@ed597411d8f924073f98dfc5c65a23a2325f34cd # v8.0.0
+        uses: actions/github-script@f28e40c7f34bde8b3046d885e986cb6290c5673b # v7.1.0
         with:
           github-token: ${{ secrets.GITHUB_TOKEN }}
           script: |
@@ -57,9 +57,9 @@ jobs:
             }
 
       - name: Setup Go
-        uses: actions/setup-go@44694675825211faa026b3c33043df3e48a5fa00 # v6.0.0
+        uses: actions/setup-go@d35c59abb061a4a6fb18e82ac0862c26744d6ab5 # v5.5.0
         with:
-          go-version: "1.24"
+          go-version: "1.22"
 
       - name: Checkout code
         uses: actions/checkout@08c6903cd8c0fde910a37f88322edcfb5dd907a8 # v5.0.0

.hugo/hugo.toml

@@ -1,5 +1,5 @@
 title = 'MCP Toolbox for Databases'
-relativeURLs = false
+relativeURLs = true
 
 languageCode = 'en-us'
 defaultContentLanguage = "en"
@@ -36,7 +36,6 @@ ignoreFiles = ["quickstart/shared", "quickstart/python", "quickstart/js", "quick
   github_project_repo = "https://github.com/googleapis/genai-toolbox"
   github_subdir = "docs"
   offlineSearch = true
-  version_menu = "Releases"
   [params.ui]
     ul_show = 100
     showLightDarkModeMenu = true
@@ -44,50 +43,6 @@ ignoreFiles = ["quickstart/shared", "quickstart/python", "quickstart/js", "quick
     sidebar_menu_foldable = true
     sidebar_menu_compact = false
 
-[[params.versions]]
-  version = "Dev"
-  url = "https://googleapis.github.io/genai-toolbox/dev/"
-
-# Add a new version block here before every release
-# The order of versions in this file is mirrored into the dropdown
-
-[[params.versions]]
-  version = "v0.16.0"
-  url = "https://googleapis.github.io/genai-toolbox/v0.16.0/"
-
-[[params.versions]]
-  version = "v0.15.0"
-  url = "https://googleapis.github.io/genai-toolbox/v0.15.0/"
-
-[[params.versions]]
-  version = "v0.14.0"
-  url = "https://googleapis.github.io/genai-toolbox/v0.14.0/"
-
-[[params.versions]]
-  version = "v0.13.0"
-  url = "https://googleapis.github.io/genai-toolbox/v0.13.0/"
-
-[[params.versions]]
-  version = "v0.12.0"
-  url = "https://googleapis.github.io/genai-toolbox/v0.12.0/"
-
-[[params.versions]]
-  version = "v0.11.0"
-  url = "https://googleapis.github.io/genai-toolbox/v0.11.0/"
-
-[[params.versions]]
-  version = "v0.10.0"
-  url = "https://googleapis.github.io/genai-toolbox/v0.10.0/"
-
-[[params.versions]]
-  version = "v0.9.0"
-  url = "https://googleapis.github.io/genai-toolbox/v0.9.0/"
-
-[[params.versions]]
-  version = "v0.8.0"
-  url = "https://googleapis.github.io/genai-toolbox/v0.8.0/"
-
-
 [[menu.main]]
   name = "GitHub"
   weight = 50
@@ -112,13 +67,6 @@ ignoreFiles = ["quickstart/shared", "quickstart/python", "quickstart/js", "quick
     baseName = "llms-full"
     isPlainText = true
     root = true
-  [outputFormats.releases]
-    baseName = 'releases'
-    isPlainText = true
-    mediaType = 'text/releases'
-
-[mediaTypes."text/releases"]
-  suffixes = ["releases"]
 
 [outputs]
-  home = ["HTML", "RSS", "LLMS", "LLMS-FULL", "releases"]
+  home = ["HTML", "RSS", "LLMS", "LLMS-FULL"]

.hugo/layouts/_default/home.releases.releases

@@ -1,9 +0,0 @@
-{{ if .Site.Params.versions -}}
-  {{ $path := "" -}}
-  {{ if .Site.Params.version_menu_pagelinks -}}
-    {{ $path = .Page.RelPermalink -}}
-  {{ end -}}
-  {{ range .Site.Params.versions -}}
-  <a class="dropdown-item" href="{{ .url }}{{ $path }}">{{ .version }}</a>
-  {{ end -}}
-{{ end -}}

.hugo/layouts/partials/hooks/head-end.html

@@ -1 +0,0 @@
-<script src='{{ .Site.BaseURL }}js/w3.js' type="application/x-javascript"></script>

.hugo/layouts/partials/navbar-version-selector.html

@@ -1,12 +0,0 @@
-{{ if .Site.Params.versions -}}
-<a class="nav-link dropdown-toggle" href="#" id="navbarDropdown" role="button" data-bs-toggle="dropdown" aria-expanded="false">
-   {{ .Site.Params.version_menu }}
-</a>
-<div class="dropdown-menu" aria-labelledby="navbarDropdown">
-   <div w3-include-html="/genai-toolbox/releases.releases" w3-include-html-default='<a class="dropdown-item" href="/genai-toolbox/dev/">Dev</a>'></div>
-   <script>
-     // This must run after the w3.js script has loaded.
-     w3.includeHTML();
-   </script>
-</div>
-{{ end -}}

.hugo/static/js/w3.js

@@ -1,405 +0,0 @@
-/* W3.JS 1.04 April 2019 by w3schools.com */
-"use strict";
-var w3 = {};
-w3.hide = function (sel) {
-  w3.hideElements(w3.getElements(sel));
-};
-w3.hideElements = function (elements) {
-  var i, l = elements.length;
-  for (i = 0; i < l; i++) {
-    w3.hideElement(elements[i]);
-  }
-};
-w3.hideElement = function (element) {
-  w3.styleElement(element, "display", "none");
-};
-w3.show = function (sel, a) {
-  var elements = w3.getElements(sel);
-  if (a) {w3.hideElements(elements);}
-  w3.showElements(elements);
-};
-w3.showElements = function (elements) {
-  var i, l = elements.length;
-  for (i = 0; i < l; i++) {
-    w3.showElement(elements[i]);
-  }
-};
-w3.showElement = function (element) {
-  w3.styleElement(element, "display", "block");
-};
-w3.addStyle = function (sel, prop, val) {
-  w3.styleElements(w3.getElements(sel), prop, val);
-};
-w3.styleElements = function (elements, prop, val) {
-  var i, l = elements.length;
-  for (i = 0; i < l; i++) {
-    w3.styleElement(elements[i], prop, val);
-  }
-};
-w3.styleElement = function (element, prop, val) {
-  element.style.setProperty(prop, val);
-};
-w3.toggleShow = function (sel) {
-  var i, x = w3.getElements(sel), l = x.length;
-  for (i = 0; i < l; i++) {
-    if (x[i].style.display == "none") {
-      w3.styleElement(x[i], "display", "block");
-    } else {
-      w3.styleElement(x[i], "display", "none");
-    }
-  }
-};
-w3.addClass = function (sel, name) {
-  w3.addClassElements(w3.getElements(sel), name);
-};
-w3.addClassElements = function (elements, name) {
-  var i, l = elements.length;
-  for (i = 0; i < l; i++) {
-    w3.addClassElement(elements[i], name);
-  }
-};
-w3.addClassElement = function (element, name) {
-  var i, arr1, arr2;
-  arr1 = element.className.split(" ");
-  arr2 = name.split(" ");
-  for (i = 0; i < arr2.length; i++) {
-    if (arr1.indexOf(arr2[i]) == -1) {element.className += " " + arr2[i];}
-  }
-};
-w3.removeClass = function (sel, name) {
-  w3.removeClassElements(w3.getElements(sel), name);
-};
-w3.removeClassElements = function (elements, name) {
-  var i, l = elements.length, arr1, arr2, j;
-  for (i = 0; i < l; i++) {
-    w3.removeClassElement(elements[i], name);
-  }
-};
-w3.removeClassElement = function (element, name) {
-  var i, arr1, arr2;
-  arr1 = element.className.split(" ");
-  arr2 = name.split(" ");
-  for (i = 0; i < arr2.length; i++) {
-    while (arr1.indexOf(arr2[i]) > -1) {
-      arr1.splice(arr1.indexOf(arr2[i]), 1);
-    }
-  }
-  element.className = arr1.join(" ");
-};
-w3.toggleClass = function (sel, c1, c2) {
-  w3.toggleClassElements(w3.getElements(sel), c1, c2);
-};
-w3.toggleClassElements = function (elements, c1, c2) {
-  var i, l = elements.length;
-  for (i = 0; i < l; i++) {
-    w3.toggleClassElement(elements[i], c1, c2);
-  }
-};
-w3.toggleClassElement = function (element, c1, c2) {
-  var t1, t2, t1Arr, t2Arr, j, arr, allPresent;
-  t1 = (c1 || "");
-  t2 = (c2 || "");
-  t1Arr = t1.split(" ");
-  t2Arr = t2.split(" ");
-  arr = element.className.split(" ");
-  if (t2Arr.length == 0) {
-    allPresent = true;
-    for (j = 0; j < t1Arr.length; j++) {
-      if (arr.indexOf(t1Arr[j]) == -1) {allPresent = false;}
-    }
-    if (allPresent) {
-      w3.removeClassElement(element, t1);
-    } else {
-      w3.addClassElement(element, t1);
-    }
-  } else {
-    allPresent = true;
-    for (j = 0; j < t1Arr.length; j++) {
-      if (arr.indexOf(t1Arr[j]) == -1) {allPresent = false;}
-    }
-    if (allPresent) {
-      w3.removeClassElement(element, t1);
-      w3.addClassElement(element, t2);
-    } else {
-      w3.removeClassElement(element, t2);
-      w3.addClassElement(element, t1);
-    }
-  }
-};
-w3.getElements = function (id) {
-  if (typeof id == "object") {
-    return [id];
-  } else {
-    return document.querySelectorAll(id);
-  }
-};
-w3.filterHTML = function(id, sel, filter) {
-  var a, b, c, i, ii, iii, hit;
-  a = w3.getElements(id);
-  for (i = 0; i < a.length; i++) {
-    b = a[i].querySelectorAll(sel);
-    for (ii = 0; ii < b.length; ii++) {
-      hit = 0;
-      if (b[ii].innerText.toUpperCase().indexOf(filter.toUpperCase()) > -1) {
-        hit = 1;
-      }
-      c = b[ii].getElementsByTagName("*");
-      for (iii = 0; iii < c.length; iii++) {
-        if (c[iii].innerText.toUpperCase().indexOf(filter.toUpperCase()) > -1) {
-          hit = 1;
-        }
-      }
-      if (hit == 1) {
-        b[ii].style.display = "";
-      } else {
-        b[ii].style.display = "none";
-      }
-    }
-  }
-};
-w3.sortHTML = function(id, sel, sortvalue) {
-  var a, b, i, ii, y, bytt, v1, v2, cc, j;
-  a = w3.getElements(id);
-  for (i = 0; i < a.length; i++) {
-    for (j = 0; j < 2; j++) {
-      cc = 0;
-      y = 1;
-      while (y == 1) {
-        y = 0;
-        b = a[i].querySelectorAll(sel);
-        for (ii = 0; ii < (b.length - 1); ii++) {
-          bytt = 0;
-          if (sortvalue) {
-            v1 = b[ii].querySelector(sortvalue).innerText;
-            v2 = b[ii + 1].querySelector(sortvalue).innerText;
-          } else {
-            v1 = b[ii].innerText;
-            v2 = b[ii + 1].innerText;
-          }
-          v1 = v1.toLowerCase();
-          v2 = v2.toLowerCase();
-          if ((j == 0 && (v1 > v2)) || (j == 1 && (v1 < v2))) {
-            bytt = 1;
-            break;
-          }
-        }
-        if (bytt == 1) {
-          b[ii].parentNode.insertBefore(b[ii + 1], b[ii]);
-          y = 1;
-          cc++;
-        }
-      }
-      if (cc > 0) {break;}
-    }
-  }
-};
-w3.slideshow = function (sel, ms, func) {
-  var i, ss, x = w3.getElements(sel), l = x.length;
-  ss = {};
-  ss.current = 1;
-  ss.x = x;
-  ss.ondisplaychange = func;
-  if (!isNaN(ms) || ms == 0) {
-    ss.milliseconds = ms;
-  } else {
-    ss.milliseconds = 1000;
-  }
-  ss.start = function() {
-    ss.display(ss.current)
-    if (ss.ondisplaychange) {ss.ondisplaychange();}
-    if (ss.milliseconds > 0) {
-      window.clearTimeout(ss.timeout);
-      ss.timeout = window.setTimeout(ss.next, ss.milliseconds);
-    }
-  };
-  ss.next = function() {
-    ss.current += 1;
-    if (ss.current > ss.x.length) {ss.current = 1;}
-    ss.start();
-  };
-  ss.previous = function() {
-    ss.current -= 1;
-    if (ss.current < 1) {ss.current = ss.x.length;}
-    ss.start();
-  };
-  ss.display = function (n) {
-    w3.styleElements(ss.x, "display", "none");
-    w3.styleElement(ss.x[n - 1], "display", "block");
-  }
-  ss.start();
-  return ss;
-};
-w3.includeHTML = function(cb) {
-  var z, i, elmnt, file, xhttp;
-  z = document.getElementsByTagName("*");
-  for (i = 0; i < z.length; i++) {
-    elmnt = z[i];
-    file = elmnt.getAttribute("w3-include-html");
-    if (file) {
-      xhttp = new XMLHttpRequest();
-      xhttp.onreadystatechange = function() {
-        if (this.readyState == 4) {
-          if (this.status == 200) {elmnt.innerHTML = this.responseText;}
-          if (this.status == 404) {
-            if (elmnt.getAttribute("w3-include-html-default")) {
-              elmnt.innerHTML = elmnt.getAttribute("w3-include-html-default");
-            }
-            else { elmnt.innerHTML = "Page not found."; }
-          }
-          elmnt.removeAttribute("w3-include-html");
-          w3.includeHTML(cb);
-        }
-      }
-      xhttp.open("GET", file, true);
-      xhttp.send();
-      return;
-    }
-  }
-  if (cb) cb();
-};
-w3.getHttpData = function (file, func) {
-  w3.http(file, function () {
-    if (this.readyState == 4 && this.status == 200) {
-      func(this.responseText);
-    }
-  });
-};
-w3.getHttpObject = function (file, func) {
-  w3.http(file, function () {
-    if (this.readyState == 4 && this.status == 200) {
-      func(JSON.parse(this.responseText));
-    }
-  });
-};
-w3.displayHttp = function (id, file) {
-  w3.http(file, function () {
-    if (this.readyState == 4 && this.status == 200) {
-      w3.displayObject(id, JSON.parse(this.responseText));
-    }
-  });
-};
-w3.http = function (target, readyfunc, xml, method) {
-  var httpObj;
-  if (!method) {method = "GET"; }
-  if (window.XMLHttpRequest) {
-    httpObj = new XMLHttpRequest();
-  } else if (window.ActiveXObject) {
-    httpObj = new ActiveXObject("Microsoft.XMLHTTP");
-  }
-  if (httpObj) {
-    if (readyfunc) {httpObj.onreadystatechange = readyfunc;}
-    httpObj.open(method, target, true);
-    httpObj.send(xml);
-  }
-};
-w3.getElementsByAttribute = function (x, att) {
-  var arr = [], arrCount = -1, i, l, y = x.getElementsByTagName("*"), z = att.toUpperCase();
-  l = y.length;
-  for (i = -1; i < l; i += 1) {
-    if (i == -1) {y[i] = x;}
-    if (y[i].getAttribute(z) !== null) {arrCount += 1; arr[arrCount] = y[i];}
-  }
-  return arr;
-};  
-w3.dataObject = {},
-w3.displayObject = function (id, data) {
-  var htmlObj, htmlTemplate, html, arr = [], a, l, rowClone, x, j, i, ii, cc, repeat, repeatObj, repeatX = "";
-  htmlObj = document.getElementById(id);
-  htmlTemplate = init_template(id, htmlObj);
-  html = htmlTemplate.cloneNode(true);
-  arr = w3.getElementsByAttribute(html, "w3-repeat");
-  l = arr.length;
-  for (j = (l - 1); j >= 0; j -= 1) {
-    cc = arr[j].getAttribute("w3-repeat").split(" ");
-    if (cc.length == 1) {
-      repeat = cc[0];
-    } else {
-      repeatX = cc[0];
-      repeat = cc[2];
-    }
-    arr[j].removeAttribute("w3-repeat");
-    repeatObj = data[repeat];
-    if (repeatObj && typeof repeatObj == "object" && repeatObj.length != "undefined") {
-      i = 0;
-      for (x in repeatObj) {
-        i += 1;
-        rowClone = arr[j];
-        rowClone = w3_replace_curly(rowClone, "element", repeatX, repeatObj[x]);
-        a = rowClone.attributes;
-        for (ii = 0; ii < a.length; ii += 1) {
-          a[ii].value = w3_replace_curly(a[ii], "attribute", repeatX, repeatObj[x]).value;
-        }
-        (i === repeatObj.length) ? arr[j].parentNode.replaceChild(rowClone, arr[j]) : arr[j].parentNode.insertBefore(rowClone, arr[j]);
-      }
-    } else {
-      console.log("w3-repeat must be an array. " + repeat + " is not an array.");
-      continue;
-    }
-  }
-  html = w3_replace_curly(html, "element");
-  htmlObj.parentNode.replaceChild(html, htmlObj);
-  function init_template(id, obj) {
-    var template;
-    template = obj.cloneNode(true);
-    if (w3.dataObject.hasOwnProperty(id)) {return w3.dataObject[id];}
-    w3.dataObject[id] = template;
-    return template;
-  }
-  function w3_replace_curly(elmnt, typ, repeatX, x) {
-    var value, rowClone, pos1, pos2, originalHTML, lookFor, lookForARR = [], i, cc, r;
-    rowClone = elmnt.cloneNode(true);
-    pos1 = 0;
-    while (pos1 > -1) {
-      originalHTML = (typ == "attribute") ? rowClone.value : rowClone.innerHTML;
-      pos1 = originalHTML.indexOf("{{", pos1);
-      if (pos1 === -1) {break;}
-      pos2 = originalHTML.indexOf("}}", pos1 + 1);
-      lookFor = originalHTML.substring(pos1 + 2, pos2);
-      lookForARR = lookFor.split("||");
-      value = undefined;
-      for (i = 0; i < lookForARR.length; i += 1) {
-        lookForARR[i] = lookForARR[i].replace(/^\s+|\s+$/gm, ''); //trim
-        if (x) {value = x[lookForARR[i]];}
-        if (value == undefined && data) {value = data[lookForARR[i]];}
-        if (value == undefined) {
-          cc = lookForARR[i].split(".");
-          if (cc[0] == repeatX) {value = x[cc[1]]; }
-        }
-        if (value == undefined) {
-          if (lookForARR[i] == repeatX) {value = x;}
-        }
-        if (value == undefined) {
-          if (lookForARR[i].substr(0, 1) == '"') {
-            value = lookForARR[i].replace(/"/g, "");
-          } else if (lookForARR[i].substr(0,1) == "'") {
-            value = lookForARR[i].replace(/'/g, "");
-          }
-        }
-        if (value != undefined) {break;}
-      }
-      if (value != undefined) {
-        r = "{{" + lookFor + "}}";
-        if (typ == "attribute") {
-          rowClone.value = rowClone.value.replace(r, value);
-        } else {
-          w3_replace_html(rowClone, r, value);
-        }
-      }
-      pos1 = pos1 + 1;
-    }
-    return rowClone;
-  }
-  function w3_replace_html(a, r, result) {
-    var b, l, i, a, x, j;
-    if (a.hasAttributes()) {
-      b = a.attributes;
-      l = b.length;
-      for (i = 0; i < l; i += 1) {
-        if (b[i].value.indexOf(r) > -1) {b[i].value = b[i].value.replace(r, result);}
-      }
-    }
-    x = a.getElementsByTagName("*");
-    l = x.length;
-    a.innerHTML = a.innerHTML.replace(r, result);
-  }
-};

CHANGELOG.md

@@ -1,65 +1,5 @@
 # Changelog
 
-## [0.17.0](https://github.com/googleapis/genai-toolbox/compare/v0.16.0...v0.17.0) (2025-10-10)
-
-
-### ⚠ BREAKING CHANGES
-
-* **tools/bigquery-get-table-info:** add allowed dataset support ([#1093](https://github.com/googleapis/genai-toolbox/issues/1093))
-* **tool/bigquery-list-dataset-ids:** add allowed datasets support ([#1573](https://github.com/googleapis/genai-toolbox/issues/1573))
-
-### Features
-
-* Add configs and workflows for docs versioning ([#1611](https://github.com/googleapis/genai-toolbox/issues/1611)) ([21ac98b](https://github.com/googleapis/genai-toolbox/commit/21ac98bc065e95bde911d66185c67d8380891bf8))
-* Add metadata in MCP Manifest for Toolbox auth ([#1395](https://github.com/googleapis/genai-toolbox/issues/1395)) ([0b3dac4](https://github.com/googleapis/genai-toolbox/commit/0b3dac41322f7aaa5a19df571686fa8fd4338ca5))
-* Add program name to MySQL connections ([#1617](https://github.com/googleapis/genai-toolbox/issues/1617)) ([c4a22b8](https://github.com/googleapis/genai-toolbox/commit/c4a22b8d3bd0307325215ebd2f30ba37927cd37e))
-* **source/bigquery:** Add optional write mode config ([#1157](https://github.com/googleapis/genai-toolbox/issues/1157)) ([63adc78](https://github.com/googleapis/genai-toolbox/commit/63adc78beae949dfe5e300c50e5ceef073e9652c))
-* **sources/mssql:** Add app name to MSSQL ([#1620](https://github.com/googleapis/genai-toolbox/issues/1620)) ([1536d1f](https://github.com/googleapis/genai-toolbox/commit/1536d1fdabb9d7f73dbdeebeb05a83d9a3b78e1c))
-* **sources/oracle:** Add Oracle Source and Tool ([#1456](https://github.com/googleapis/genai-toolbox/issues/1456)) ([3a19a50](https://github.com/googleapis/genai-toolbox/commit/3a19a50ff211e33429de1d05338d353359a52987))
-* **tools/bigquery-list-dataset-ids:** Add allowed datasets support ([#1573](https://github.com/googleapis/genai-toolbox/issues/1573)) ([1a44c67](https://github.com/googleapis/genai-toolbox/commit/1a44c671ec593e764a2d2f67f70a98ceec20a168))
-* **tools/bigquery-get-table-info:** Add allowed dataset support ([#1093](https://github.com/googleapis/genai-toolbox/issues/1093)) ([acb205c](https://github.com/googleapis/genai-toolbox/commit/acb205ca4761d59ce97b804827230978c8c98ede))
-* **tools/dataform:** Add dataform compile tool ([#1470](https://github.com/googleapis/genai-toolbox/issues/1470)) ([3be9b7b](https://github.com/googleapis/genai-toolbox/commit/3be9b7b3bdf112fe7303706e56e9f39935cde661))
-* **tools/looker:** Add support for pulse, vacuum and analyze audit and performance functions on a Looker instance ([#1581](https://github.com/googleapis/genai-toolbox/issues/1581)) ([5aed4e1](https://github.com/googleapis/genai-toolbox/commit/5aed4e136d0091731d2ded10ec076ee789e1987c))
-* **tools/looker:** Enable access to the Conversational Analytics API for Looker ([#1596](https://github.com/googleapis/genai-toolbox/issues/1596)) ([2d5a93e](https://github.com/googleapis/genai-toolbox/commit/2d5a93e312990c8a9f3170c7e9c655f97cf11712))
-
-
-### Bug Fixes
-
-* Added google_ml_integration extension to use alloydb ai-nl support api ([#1445](https://github.com/googleapis/genai-toolbox/issues/1445)) ([dbc477a](https://github.com/googleapis/genai-toolbox/commit/dbc477ab0f832495cf51f73ea16ae363472d6eed))
-* Fix broken links ([#1625](https://github.com/googleapis/genai-toolbox/issues/1625)) ([36c6584](https://github.com/googleapis/genai-toolbox/commit/36c658472ccdeb6cddd8a4452a8b3438aeb0a744))
-* Remove duplicated build type in Dockerfile ([#1598](https://github.com/googleapis/genai-toolbox/issues/1598)) ([b43c945](https://github.com/googleapis/genai-toolbox/commit/b43c94575d86aa65b0528d59f9b41d30b439fee5))
-* **source/bigquery:** Allowed datasets project id issue with client oauth ([#1663](https://github.com/googleapis/genai-toolbox/issues/1663)) ([f4cf486](https://github.com/googleapis/genai-toolbox/commit/f4cf486fa929299fef076cf71689776e5dec19c1))
-* **sources/looker:** Allow Looker to be configured without setting a Client Id or Secret ([#1496](https://github.com/googleapis/genai-toolbox/issues/1496)) ([67d8221](https://github.com/googleapis/genai-toolbox/commit/67d8221a2e780df54a81f0f7e8f7e41e4bf1a82e))
-* **tools/looker:** Refactor run-inline-query logic to helper function ([#1497](https://github.com/googleapis/genai-toolbox/issues/1497)) ([62af39d](https://github.com/googleapis/genai-toolbox/commit/62af39d751443eb758586663969b162c868a233f))
-* **tools/mysql-list-tables:** Update sql query to resolve subquery scope error ([#1629](https://github.com/googleapis/genai-toolbox/issues/1629)) ([94e19d8](https://github.com/googleapis/genai-toolbox/commit/94e19d87e54e831b80eb766572e48bc7370305d8))
-
-
-### Miscellaneous Chores
-
-* Release 0.17.0 ([#1676](https://github.com/googleapis/genai-toolbox/issues/1676)) ([7e22cb4](https://github.com/googleapis/genai-toolbox/commit/7e22cb455d2709559c198024f3e782ef1a4bbacb))
-
-## [0.16.0](https://github.com/googleapis/genai-toolbox/compare/v0.15.0...v0.16.0) (2025-09-25)
-
-
-### ⚠ BREAKING CHANGES
-
-* **tool/bigquery-execute-sql:** add allowed datasets support ([#1443](https://github.com/googleapis/genai-toolbox/issues/1443))
-* **tool/bigquery-forecast:** add allowed datasets support ([#1412](https://github.com/googleapis/genai-toolbox/issues/1412))
-
-### Features
-
-* **cassandra:** Add Cassandra Source and Tool ([#1012](https://github.com/googleapis/genai-toolbox/issues/1012)) ([6e42053](https://github.com/googleapis/genai-toolbox/commit/6e420534ee894da4a8d226acb6cdb63d0d5d9ce5))
-* **sources/postgres:** Add application_name ([#1504](https://github.com/googleapis/genai-toolbox/issues/1504)) ([72a2366](https://github.com/googleapis/genai-toolbox/commit/72a2366b28870aa6f81c4f890f4770ec5ecffdba))
-* **tools/bigquery-execute-sql:** Add allowed datasets support ([#1443](https://github.com/googleapis/genai-toolbox/issues/1443)) ([9501ebb](https://github.com/googleapis/genai-toolbox/commit/9501ebbdbcba871b98663185c690308dda1729b5))
-* **tools/bigquery-forecast:** Add allowed datasets support ([#1412](https://github.com/googleapis/genai-toolbox/issues/1412)) ([88bac7e](https://github.com/googleapis/genai-toolbox/commit/88bac7e36f5ebb6ad18773bff30b85ef678431e7))
-* **tools/clickhouse-list-tables:** Add list-tables tool ([#1446](https://github.com/googleapis/genai-toolbox/issues/1446)) ([69a3caf](https://github.com/googleapis/genai-toolbox/commit/69a3cafabec5a40e2776d71de3587c0d16c722a2))
-
-
-### Bug Fixes
-
-* **tool/mongodb-find:** Fix find tool `limit` field ([#1570](https://github.com/googleapis/genai-toolbox/issues/1570)) ([4166bf7](https://github.com/googleapis/genai-toolbox/commit/4166bf7ab85732f64b877d5f20235057df919049))
-* **tools/mongodb:** Concat filter params only once in mongodb update tools ([#1545](https://github.com/googleapis/genai-toolbox/issues/1545)) ([295f9dc](https://github.com/googleapis/genai-toolbox/commit/295f9dc41a43f0a4bdbd99e465bf2be01249084e))
-
 ## [0.15.0](https://github.com/googleapis/genai-toolbox/compare/v0.14.0...v0.15.0) (2025-09-18)
 
 

DEVELOPER.md

@@ -135,22 +135,6 @@ go test -race -v ./...
     go test -race -v ./tests/alloydbpg
     ```
 
-1. **Timeout:** The integration test should have a timeout on the server.
-   Look for code like this:
-
-   ```go
-   ctx, cancel := context.WithTimeout(context.Background(), time.Minute)
-   defer cancel()
-
-   cmd, cleanup, err := tests.StartCmd(ctx, toolsFile, args...)
-   if err != nil {
-     t.Fatalf("command initialization returned an error: %s", err)
-   }
-   defer cleanup()
-   ```
-
-   Be sure to set the timeout to a reasonable value for your tests.
-
 #### Running on Pull Requests
 
 * **Internal Contributors:** Testing workflows should trigger automatically.
@@ -245,24 +229,6 @@ Follow these steps to preview documentation changes locally using a Hugo server:
 
 ### Previewing Documentation on Pull Requests
 
-### Document Versioning Setup
-
-There are 3 GHA workflows we use to achieve document versioning:
-
-1. **Deploy In-development docs:**
-    This workflow is run on every commit merged into the main branch. It deploys the built site to the `/dev/` subdirectory for the in-development documentation.
-
-1. **Deploy Versioned Docs:**
-    When a new GitHub Release is published, it performs two deployments based on the new release tag.
-    One to the new version subdirectory and one to the root directory of the versioned-gh-pages branch.
-
-    **Note:** Before the release PR from release-please is merged, add the newest version into the hugo.toml file.
-
-1. **Deploy Previous Version Docs:**
-    This is a manual workflow, started from the GitHub Actions UI.
-    To rebuild and redeploy documentation for an already released version that were released before this new system was in place. This workflow can be started on the UI by providing the git version tag which you want to create the documentation for.
-    The specific versioned subdirectory and the root docs are updated on the versioned-gh-pages branch.
-
 #### Contributors
 
 Request a repo owner to run the preview deployment workflow on your PR. A

Dockerfile

@@ -25,7 +25,7 @@ ARG COMMIT_SHA=""
 
 RUN go get ./...
 RUN CGO_ENABLED=0 GOOS=${TARGETOS} GOARCH=${TARGETARCH} \
-    go build -ldflags "-X github.com/googleapis/genai-toolbox/cmd.buildType=${BUILD_TYPE} -X github.com/googleapis/genai-toolbox/cmd.commitSha=${COMMIT_SHA}"
+    go build -ldflags "-X github.com/googleapis/genai-toolbox/cmd.buildType=container.${BUILD_TYPE} -X github.com/googleapis/genai-toolbox/cmd.commitSha=${COMMIT_SHA}"
 
 # Final Stage
 FROM gcr.io/distroless/static:nonroot

README.md

@@ -33,6 +33,7 @@ documentation](https://googleapis.github.io/genai-toolbox/).
 - [Getting Started](#getting-started)
   - [Installing the server](#installing-the-server)
   - [Running the server](#running-the-server)
+    - [Homebrew Users](#homebrew-users)
   - [Integrating your application](#integrating-your-application)
 - [Configuration](#configuration)
   - [Sources](#sources)
@@ -114,57 +115,13 @@ following instructions for your OS and CPU architecture.
 To install Toolbox as a binary:
 
 <!-- {x-release-please-start-version} -->
-> <details>
-> <summary>Linux (AMD64)</summary>
->
-> To install Toolbox as a binary on Linux (AMD64):
->
-> ```sh
-> # see releases page for other versions
-> export VERSION=0.17.0
-> curl -L -o toolbox https://storage.googleapis.com/genai-toolbox/v$VERSION/linux/amd64/toolbox
-> chmod +x toolbox
-> ```
->
-> </details>
-> <details>
-> <summary>macOS (Apple Silicon)</summary>
->
-> To install Toolbox as a binary on macOS (Apple Silicon):
->
-> ```sh
-> # see releases page for other versions
-> export VERSION=0.17.0
-> curl -L -o toolbox https://storage.googleapis.com/genai-toolbox/v$VERSION/darwin/arm64/toolbox
-> chmod +x toolbox
-> ```
->
-> </details>
-> <details>
-> <summary>macOS (Intel)</summary>
->
-> To install Toolbox as a binary on macOS (Intel):
->
-> ```sh
-> # see releases page for other versions
-> export VERSION=0.17.0
-> curl -L -o toolbox https://storage.googleapis.com/genai-toolbox/v$VERSION/darwin/amd64/toolbox
-> chmod +x toolbox
-> ```
->
-> </details>
-> <details>
-> <summary>Windows (AMD64)</summary>
->
-> To install Toolbox as a binary on Windows (AMD64):
->
-> ```powershell
-> # see releases page for other versions
-> $VERSION = "0.17.0"
-> Invoke-WebRequest -Uri "https://storage.googleapis.com/genai-toolbox/v$VERSION/windows/amd64/toolbox.exe" -OutFile "toolbox.exe"
-> ```
->
-> </details>
+```sh
+# see releases page for other versions
+export VERSION=0.15.0
+curl -O https://storage.googleapis.com/genai-toolbox/v$VERSION/linux/amd64/toolbox
+chmod +x toolbox
+```
+
 </details>
 
 <details>
@@ -173,7 +130,7 @@ You can also install Toolbox as a container:
 
 ```sh
 # see releases page for other versions
-export VERSION=0.17.0
+export VERSION=0.15.0
 docker pull us-central1-docker.pkg.dev/database-toolbox/toolbox/toolbox:$VERSION
 ```
 
@@ -197,23 +154,12 @@ To install from source, ensure you have the latest version of
 [Go installed](https://go.dev/doc/install), and then run the following command:
 
 ```sh
-go install github.com/googleapis/genai-toolbox@v0.17.0
+go install github.com/googleapis/genai-toolbox@v0.15.0
 ```
 <!-- {x-release-please-end} -->
 
 </details>
 
-<details>
-<summary>Gemini CLI Extensions</summary>
-
-To install Gemini CLI Extensions for MCP Toolbox, run the following command:
-
-```sh
-gemini extensions install https://github.com/gemini-cli-extensions/mcp-toolbox
-```
-
-</details>
-
 ### Running the server
 
 [Configure](#configuration) a `tools.yaml` to define your tools, and then
@@ -287,16 +233,6 @@ toolbox --tools-file "tools.yaml"
 
 </details>
 
-<details>
-
-<summary>Gemini CLI</summary>
-
-Interact with your custom tools using natural language. Check
-[gemini-cli-extensions/mcp-toolbox](https://github.com/gemini-cli-extensions/mcp-toolbox)
-for more information.
-
-</details>
-
 You can use `toolbox help` for a full list of flags! To stop the server, send a
 terminate signal (`ctrl+c` on most platforms).
 

cmd/root.go

@@ -64,7 +64,6 @@ import (
 	_ "github.com/googleapis/genai-toolbox/internal/tools/bigquery/bigquerysearchcatalog"
 	_ "github.com/googleapis/genai-toolbox/internal/tools/bigquery/bigquerysql"
 	_ "github.com/googleapis/genai-toolbox/internal/tools/bigtable"
-	_ "github.com/googleapis/genai-toolbox/internal/tools/cassandra/cassandracql"
 	_ "github.com/googleapis/genai-toolbox/internal/tools/clickhouse/clickhouseexecutesql"
 	_ "github.com/googleapis/genai-toolbox/internal/tools/clickhouse/clickhouselistdatabases"
 	_ "github.com/googleapis/genai-toolbox/internal/tools/clickhouse/clickhouselisttables"
@@ -80,7 +79,6 @@ import (
 	_ "github.com/googleapis/genai-toolbox/internal/tools/cloudsqlmysql/cloudsqlmysqlcreateinstance"
 	_ "github.com/googleapis/genai-toolbox/internal/tools/cloudsqlpg/cloudsqlpgcreateinstances"
 	_ "github.com/googleapis/genai-toolbox/internal/tools/couchbase"
-	_ "github.com/googleapis/genai-toolbox/internal/tools/dataform/dataformcompilelocal"
 	_ "github.com/googleapis/genai-toolbox/internal/tools/dataplex/dataplexlookupentry"
 	_ "github.com/googleapis/genai-toolbox/internal/tools/dataplex/dataplexsearchaspecttypes"
 	_ "github.com/googleapis/genai-toolbox/internal/tools/dataplex/dataplexsearchentries"
@@ -98,7 +96,6 @@ import (
 	_ "github.com/googleapis/genai-toolbox/internal/tools/firestore/firestorevalidaterules"
 	_ "github.com/googleapis/genai-toolbox/internal/tools/http"
 	_ "github.com/googleapis/genai-toolbox/internal/tools/looker/lookeradddashboardelement"
-	_ "github.com/googleapis/genai-toolbox/internal/tools/looker/lookerconversationalanalytics"
 	_ "github.com/googleapis/genai-toolbox/internal/tools/looker/lookergetdashboards"
 	_ "github.com/googleapis/genai-toolbox/internal/tools/looker/lookergetdimensions"
 	_ "github.com/googleapis/genai-toolbox/internal/tools/looker/lookergetexplores"
@@ -107,9 +104,6 @@ import (
 	_ "github.com/googleapis/genai-toolbox/internal/tools/looker/lookergetmeasures"
 	_ "github.com/googleapis/genai-toolbox/internal/tools/looker/lookergetmodels"
 	_ "github.com/googleapis/genai-toolbox/internal/tools/looker/lookergetparameters"
-	_ "github.com/googleapis/genai-toolbox/internal/tools/looker/lookerhealthanalyze"
-	_ "github.com/googleapis/genai-toolbox/internal/tools/looker/lookerhealthpulse"
-	_ "github.com/googleapis/genai-toolbox/internal/tools/looker/lookerhealthvacuum"
 	_ "github.com/googleapis/genai-toolbox/internal/tools/looker/lookermakedashboard"
 	_ "github.com/googleapis/genai-toolbox/internal/tools/looker/lookermakelook"
 	_ "github.com/googleapis/genai-toolbox/internal/tools/looker/lookerquery"
@@ -139,8 +133,6 @@ import (
 	_ "github.com/googleapis/genai-toolbox/internal/tools/neo4j/neo4jschema"
 	_ "github.com/googleapis/genai-toolbox/internal/tools/oceanbase/oceanbaseexecutesql"
 	_ "github.com/googleapis/genai-toolbox/internal/tools/oceanbase/oceanbasesql"
-	_ "github.com/googleapis/genai-toolbox/internal/tools/oracle/oracleexecutesql"
-	_ "github.com/googleapis/genai-toolbox/internal/tools/oracle/oraclesql"
 	_ "github.com/googleapis/genai-toolbox/internal/tools/postgres/postgresexecutesql"
 	_ "github.com/googleapis/genai-toolbox/internal/tools/postgres/postgreslistactivequeries"
 	_ "github.com/googleapis/genai-toolbox/internal/tools/postgres/postgreslistavailableextensions"
@@ -167,7 +159,6 @@ import (
 	_ "github.com/googleapis/genai-toolbox/internal/sources/alloydbpg"
 	_ "github.com/googleapis/genai-toolbox/internal/sources/bigquery"
 	_ "github.com/googleapis/genai-toolbox/internal/sources/bigtable"
-	_ "github.com/googleapis/genai-toolbox/internal/sources/cassandra"
 	_ "github.com/googleapis/genai-toolbox/internal/sources/clickhouse"
 	_ "github.com/googleapis/genai-toolbox/internal/sources/cloudmonitoring"
 	_ "github.com/googleapis/genai-toolbox/internal/sources/cloudsqladmin"
@@ -186,7 +177,6 @@ import (
 	_ "github.com/googleapis/genai-toolbox/internal/sources/mysql"
 	_ "github.com/googleapis/genai-toolbox/internal/sources/neo4j"
 	_ "github.com/googleapis/genai-toolbox/internal/sources/oceanbase"
-	_ "github.com/googleapis/genai-toolbox/internal/sources/oracle"
 	_ "github.com/googleapis/genai-toolbox/internal/sources/postgres"
 	_ "github.com/googleapis/genai-toolbox/internal/sources/redis"
 	_ "github.com/googleapis/genai-toolbox/internal/sources/spanner"
@@ -663,6 +653,20 @@ func watchChanges(ctx context.Context, watchDirs map[string]bool, watchedFiles m
 	}
 }
 
+// updateLogLevel checks if Toolbox have to update the existing log level set by users.
+// stdio doesn't support "debug" and "info" logs.
+func updateLogLevel(stdio bool, logLevel string) bool {
+	if stdio {
+		switch strings.ToUpper(logLevel) {
+		case log.Debug, log.Info:
+			return true
+		default:
+			return false
+		}
+	}
+	return false
+}
+
 func resolveWatcherInputs(toolsFile string, toolsFiles []string, toolsFolder string) (map[string]bool, map[string]bool) {
 	var relevantFiles []string
 
@@ -691,6 +695,10 @@ func resolveWatcherInputs(toolsFile string, toolsFiles []string, toolsFolder str
 }
 
 func run(cmd *Command) error {
+	if updateLogLevel(cmd.cfg.Stdio, cmd.cfg.LogLevel.String()) {
+		cmd.cfg.LogLevel = server.StringLevel(log.Warn)
+	}
+
 	ctx, cancel := context.WithCancel(cmd.Context())
 	defer cancel()
 
@@ -714,22 +722,16 @@ func run(cmd *Command) error {
 		cancel()
 	}(ctx)
 
-	// If stdio, set logger's out stream (usually DEBUG and INFO logs) to errStream
-	loggerOut := cmd.outStream
-	if cmd.cfg.Stdio {
-		loggerOut = cmd.errStream
-	}
-
 	// Handle logger separately from config
 	switch strings.ToLower(cmd.cfg.LoggingFormat.String()) {
 	case "json":
-		logger, err := log.NewStructuredLogger(loggerOut, cmd.errStream, cmd.cfg.LogLevel.String())
+		logger, err := log.NewStructuredLogger(cmd.outStream, cmd.errStream, cmd.cfg.LogLevel.String())
 		if err != nil {
 			return fmt.Errorf("unable to initialize logger: %w", err)
 		}
 		cmd.logger = logger
 	case "standard":
-		logger, err := log.NewStdLogger(loggerOut, cmd.errStream, cmd.cfg.LogLevel.String())
+		logger, err := log.NewStdLogger(cmd.outStream, cmd.errStream, cmd.cfg.LogLevel.String())
 		if err != nil {
 			return fmt.Errorf("unable to initialize logger: %w", err)
 		}

cmd/root_test.go

@@ -1244,7 +1244,6 @@ func TestPrebuiltTools(t *testing.T) {
 	mysql_config, _ := prebuiltconfigs.Get("mysql")
 	mssql_config, _ := prebuiltconfigs.Get("mssql")
 	looker_config, _ := prebuiltconfigs.Get("looker")
-	lookerca_config, _ := prebuiltconfigs.Get("looker-conversational-analytics")
 	postgresconfig, _ := prebuiltconfigs.Get("postgres")
 	spanner_config, _ := prebuiltconfigs.Get("spanner")
 	spannerpg_config, _ := prebuiltconfigs.Get("spanner-postgres")
@@ -1328,9 +1327,6 @@ func TestPrebuiltTools(t *testing.T) {
 	t.Setenv("LOOKER_CLIENT_SECRET", "your_looker_client_secret")
 	t.Setenv("LOOKER_VERIFY_SSL", "true")
 
-	t.Setenv("LOOKER_PROJECT", "your_project_id")
-	t.Setenv("LOOKER_LOCATION", "us")
-
 	t.Setenv("SQLITE_DATABASE", "test.db")
 
 	t.Setenv("NEO4J_URI", "bolt://localhost:7687")
@@ -1493,17 +1489,7 @@ func TestPrebuiltTools(t *testing.T) {
 			wantToolset: server.ToolsetConfigs{
 				"looker_tools": tools.ToolsetConfig{
 					Name:      "looker_tools",
-					ToolNames: []string{"get_models", "get_explores", "get_dimensions", "get_measures", "get_filters", "get_parameters", "query", "query_sql", "query_url", "get_looks", "run_look", "make_look", "get_dashboards", "make_dashboard", "add_dashboard_element", "health_pulse", "health_analyze", "health_vacuum"},
-				},
-			},
-		},
-		{
-			name: "looker-conversational-analytics prebuilt tools",
-			in:   lookerca_config,
-			wantToolset: server.ToolsetConfigs{
-				"looker_conversational_analytics_tools": tools.ToolsetConfig{
-					Name:      "looker_conversational_analytics_tools",
-					ToolNames: []string{"ask_data_insights", "get_models", "get_explores"},
+					ToolNames: []string{"get_models", "get_explores", "get_dimensions", "get_measures", "get_filters", "get_parameters", "query", "query_sql", "query_url", "get_looks", "run_look", "make_look", "get_dashboards", "make_dashboard", "add_dashboard_element"},
 				},
 			},
 		},
@@ -1611,3 +1597,51 @@ func TestPrebuiltTools(t *testing.T) {
 		})
 	}
 }
+
+func TestUpdateLogLevel(t *testing.T) {
+	tcs := []struct {
+		desc     string
+		stdio    bool
+		logLevel string
+		want     bool
+	}{
+		{
+			desc:     "no stdio",
+			stdio:    false,
+			logLevel: "info",
+			want:     false,
+		},
+		{
+			desc:     "stdio with info log",
+			stdio:    true,
+			logLevel: "info",
+			want:     true,
+		},
+		{
+			desc:     "stdio with debug log",
+			stdio:    true,
+			logLevel: "debug",
+			want:     true,
+		},
+		{
+			desc:     "stdio with warn log",
+			stdio:    true,
+			logLevel: "warn",
+			want:     false,
+		},
+		{
+			desc:     "stdio with error log",
+			stdio:    true,
+			logLevel: "error",
+			want:     false,
+		},
+	}
+	for _, tc := range tcs {
+		t.Run(tc.desc, func(t *testing.T) {
+			got := updateLogLevel(tc.stdio, tc.logLevel)
+			if got != tc.want {
+				t.Fatalf("incorrect indication to update log level: got %t, want %t", got, tc.want)
+			}
+		})
+	}
+}

cmd/version.txt

@@ -1 +1 @@
-0.17.0
+0.15.0

docs/en/getting-started/colab_quickstart.ipynb

@@ -234,7 +234,7 @@
       },
       "outputs": [],
       "source": [
-        "version = \"0.17.0\" # x-release-please-version\n",
+        "version = \"0.15.0\" # x-release-please-version\n",
         "! curl -O https://storage.googleapis.com/genai-toolbox/v{version}/linux/amd64/toolbox\n",
         "\n",
         "# Make the binary executable\n",

docs/en/getting-started/introduction/_index.md

@@ -81,50 +81,23 @@ following instructions for your OS and CPU architecture.
 <!-- {x-release-please-start-version} -->
 {{< tabpane text=true >}}
 {{% tab header="Binary" lang="en" %}}
-{{< tabpane text=true >}}
-{{% tab header="Linux (AMD64)" lang="en" %}}
-To install Toolbox as a binary on Linux (AMD64):
+
+To install Toolbox as a binary:
+
 ```sh
 # see releases page for other versions
-export VERSION=0.17.0
-curl -L -o toolbox https://storage.googleapis.com/genai-toolbox/v$VERSION/linux/amd64/toolbox
+export VERSION=0.15.0
+curl -O https://storage.googleapis.com/genai-toolbox/v$VERSION/linux/amd64/toolbox
 chmod +x toolbox
 ```
-{{% /tab %}}
-{{% tab header="macOS (Apple Silicon)" lang="en" %}}
-To install Toolbox as a binary on macOS (Apple Silicon):
-```sh
-# see releases page for other versions
-export VERSION=0.17.0
-curl -L -o toolbox https://storage.googleapis.com/genai-toolbox/v$VERSION/darwin/arm64/toolbox
-chmod +x toolbox
-```
-{{% /tab %}}
-{{% tab header="macOS (Intel)" lang="en" %}}
-To install Toolbox as a binary on macOS (Intel):
-```sh
-# see releases page for other versions
-export VERSION=0.17.0
-curl -L -o toolbox https://storage.googleapis.com/genai-toolbox/v$VERSION/darwin/amd64/toolbox
-chmod +x toolbox
-```
-{{% /tab %}}
-{{% tab header="Windows (AMD64)" lang="en" %}}
-To install Toolbox as a binary on Windows (AMD64):
-```powershell
-# see releases page for other versions
-$VERSION = "0.17.0"
-Invoke-WebRequest -Uri "https://storage.googleapis.com/genai-toolbox/v$VERSION/windows/amd64/toolbox.exe" -OutFile "toolbox.exe"
-```
-{{% /tab %}}
-{{< /tabpane >}}
+
 {{% /tab %}}
 {{% tab header="Container image" lang="en" %}}
 You can also install Toolbox as a container:
 
 ```sh
 # see releases page for other versions
-export VERSION=0.17.0
+export VERSION=0.15.0
 docker pull us-central1-docker.pkg.dev/database-toolbox/toolbox/toolbox:$VERSION
 ```
 
@@ -143,7 +116,7 @@ To install from source, ensure you have the latest version of
 [Go installed](https://go.dev/doc/install), and then run the following command:
 
 ```sh
-go install github.com/googleapis/genai-toolbox@v0.17.0
+go install github.com/googleapis/genai-toolbox@v0.15.0
 ```
 
 {{% /tab %}}

docs/en/getting-started/mcp_quickstart/_index.md

@@ -105,7 +105,7 @@ In this section, we will download Toolbox, configure our tools in a
     <!-- {x-release-please-start-version} -->
     ```bash
     export OS="linux/amd64" # one of linux/amd64, darwin/arm64, darwin/amd64, or windows/amd64
-    curl -O https://storage.googleapis.com/genai-toolbox/v0.17.0/$OS/toolbox
+    curl -O https://storage.googleapis.com/genai-toolbox/v0.15.0/$OS/toolbox
     ```
     <!-- {x-release-please-end} -->
 

docs/en/getting-started/quickstart/go/genAI/go.mod

@@ -4,7 +4,7 @@ go 1.24.6
 
 require (
 	github.com/googleapis/mcp-toolbox-sdk-go v0.3.0
-	google.golang.org/genai v1.28.0
+	google.golang.org/genai v1.25.0
 )
 
 require (

docs/en/getting-started/quickstart/go/genAI/go.sum

@@ -102,8 +102,8 @@ golang.org/x/time v0.12.0 h1:ScB/8o8olJvc+CQPWrK3fPZNfh7qgwCrY0zJmoEQLSE=
 golang.org/x/time v0.12.0/go.mod h1:CDIdPxbZBQxdj6cxyCIdrNogrJKMJ7pr37NYpMcMDSg=
 google.golang.org/api v0.248.0 h1:hUotakSkcwGdYUqzCRc5yGYsg4wXxpkKlW5ryVqvC1Y=
 google.golang.org/api v0.248.0/go.mod h1:yAFUAF56Li7IuIQbTFoLwXTCI6XCFKueOlS7S9e4F9k=
-google.golang.org/genai v1.28.0 h1:6qpUWFH3PkHPhxNnu3wjaCVJ6Jri1EIR7ks07f9IpIk=
-google.golang.org/genai v1.28.0/go.mod h1:7pAilaICJlQBonjKKJNhftDFv3SREhZcTe9F6nRcjbg=
+google.golang.org/genai v1.23.0 h1:0VkQPd1CVT5FbykwkWvnB7jq1d+PZFuVf0n57UyyOzs=
+google.golang.org/genai v1.23.0/go.mod h1:QPj5NGJw+3wEOHg+PrsWwJKvG6UC84ex5FR7qAYsN/M=
 google.golang.org/genproto v0.0.0-20250603155806-513f23925822 h1:rHWScKit0gvAPuOnu87KpaYtjK5zBMLcULh7gxkCXu4=
 google.golang.org/genproto v0.0.0-20250603155806-513f23925822/go.mod h1:HubltRL7rMh0LfnQPkMH4NPDFEWp0jw3vixw7jEM53s=
 google.golang.org/genproto/googleapis/api v0.0.0-20250818200422-3122310a409c h1:AtEkQdl5b6zsybXcbz00j1LwNodDuH6hVifIaNqk7NQ=

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

@@ -48,7 +48,7 @@ func main() {
 	// Initialize Genkit
 	g, err := genkit.Init(ctx,
 		genkit.WithPlugins(&googlegenai.GoogleAI{}),
-		genkit.WithDefaultModel("googleai/gemini-2.0-flash"),
+		genkit.WithDefaultModel("googleai/gemini-1.5-flash"),
 	)
 	if err != nil {
 		log.Fatalf("Failed to init genkit: %v\n", err)

docs/en/getting-started/quickstart/go/langchain/quickstart.go

@@ -59,7 +59,7 @@ func main() {
 	ctx := context.Background()
 
 	// Initialize the Google AI client (LLM).
-	llm, err := googleai.New(ctx, googleai.WithAPIKey(genaiKey), googleai.WithDefaultModel("gemini-2.0-flash"))
+	llm, err := googleai.New(ctx, googleai.WithAPIKey(genaiKey), googleai.WithDefaultModel("gemini-1.5-flash"))
 	if err != nil {
 		log.Fatalf("Failed to create Google AI client: %v", err)
 	}

docs/en/getting-started/quickstart/js/llamaindex/package-lock.json

@@ -345,10 +345,9 @@
       "integrity": "sha512-Oei9OH4tRh0YqU3GxhX79dM/mwVgvbZJaSNaRk+bshkj0S5cfHcgYakreBjrHwatXKbz+IoIdYLxrKim2MjW0Q=="
     },
     "node_modules/axios": {
-      "version": "1.12.2",
-      "resolved": "https://registry.npmjs.org/axios/-/axios-1.12.2.tgz",
-      "integrity": "sha512-vMJzPewAlRyOgxV2dU0Cuz2O8zzzx9VYtbJOaBgXFeLc4IV/Eg50n4LowmehOOR61S8ZMpc2K5Sa7g6A4jfkUw==",
-      "license": "MIT",
+      "version": "1.11.0",
+      "resolved": "https://registry.npmjs.org/axios/-/axios-1.11.0.tgz",
+      "integrity": "sha512-1Lx3WLFQWm3ooKDYZD1eXmoGO9fxYQjrycfHFC8P0sCfQVXyROp0p9PFWBehewBOdCwHc+f/b8I0fMto5eSfwA==",
       "dependencies": {
         "follow-redirects": "^1.15.6",
         "form-data": "^4.0.4",

docs/en/getting-started/quickstart/python/adk/quickstart.py

@@ -11,7 +11,6 @@ import os
 # TODO(developer): replace this with your Google API key
 
 api_key = os.environ.get("GOOGLE_API_KEY") or "your-api-key" # Set your API key here
-os.environ["GOOGLE_API_KEY"] = api_key
 
 async def main():
   with ToolboxSyncClient("http://127.0.0.1:5000") as toolbox_client:

docs/en/getting-started/quickstart/python/adk/requirements.txt

@@ -1,3 +1,3 @@
-google-adk==1.15.0
-toolbox-core==0.5.2
+google-adk==1.14.1
+toolbox-core==0.5.0
 pytest==8.4.2

docs/en/getting-started/quickstart/python/core/quickstart.py

@@ -113,4 +113,4 @@ async def main():
             else:
                 print(response.text)
 
-asyncio.run(main())
+asyncio.run(main())

docs/en/getting-started/quickstart/python/core/requirements.txt

@@ -1,3 +1,3 @@
-google-genai==1.42.0
-toolbox-core==0.5.2
+google-genai==1.38.0
+toolbox-core==0.5.0
 pytest==8.4.2

docs/en/getting-started/quickstart/python/langchain/requirements.txt

@@ -1,5 +1,5 @@
 langchain==0.3.27
 langchain-google-vertexai==2.1.2
-langgraph==0.6.8
+langgraph==0.6.7
 toolbox-langchain==0.5.2
 pytest==8.4.2

docs/en/getting-started/quickstart/python/llamaindex/requirements.txt

@@ -1,4 +1,4 @@
-llama-index==0.14.3
-llama-index-llms-google-genai==0.6.0
+llama-index==0.14.2
+llama-index-llms-google-genai==0.5.0
 toolbox-llamaindex==0.5.2
 pytest==8.4.2

docs/en/getting-started/quickstart/shared/configure_toolbox.md

@@ -13,7 +13,7 @@ In this section, we will download Toolbox, configure our tools in a
     <!-- {x-release-please-start-version} -->
     ```bash
     export OS="linux/amd64" # one of linux/amd64, darwin/arm64, darwin/amd64, or windows/amd64
-    curl -O https://storage.googleapis.com/genai-toolbox/v0.17.0/$OS/toolbox
+    curl -O https://storage.googleapis.com/genai-toolbox/v0.15.0/$OS/toolbox
     ```
     <!-- {x-release-please-end} -->
 

docs/en/how-to/connect-ide/looker_mcp.md

@@ -48,19 +48,19 @@ to expose your developer assistant tools to a Looker instance:
    <!-- {x-release-please-start-version} -->
 {{< tabpane persist=header >}}
 {{< tab header="linux/amd64" lang="bash" >}}
-curl -O https://storage.googleapis.com/genai-toolbox/v0.17.0/linux/amd64/toolbox
+curl -O https://storage.googleapis.com/genai-toolbox/v0.15.0/linux/amd64/toolbox
 {{< /tab >}}
 
 {{< tab header="darwin/arm64" lang="bash" >}}
-curl -O https://storage.googleapis.com/genai-toolbox/v0.17.0/darwin/arm64/toolbox
+curl -O https://storage.googleapis.com/genai-toolbox/v0.15.0/darwin/arm64/toolbox
 {{< /tab >}}
 
 {{< tab header="darwin/amd64" lang="bash" >}}
-curl -O https://storage.googleapis.com/genai-toolbox/v0.17.0/darwin/amd64/toolbox
+curl -O https://storage.googleapis.com/genai-toolbox/v0.15.0/darwin/amd64/toolbox
 {{< /tab >}}
 
 {{< tab header="windows/amd64" lang="bash" >}}
-curl -O https://storage.googleapis.com/genai-toolbox/v0.17.0/windows/amd64/toolbox.exe
+curl -O https://storage.googleapis.com/genai-toolbox/v0.15.0/windows/amd64/toolbox.exe
 {{< /tab >}}
 {{< /tabpane >}}
     <!-- {x-release-please-end} -->

docs/en/how-to/connect-ide/mssql_mcp.md

@@ -45,19 +45,19 @@ instance:
    <!-- {x-release-please-start-version} -->
    {{< tabpane persist=header >}}
 {{< tab header="linux/amd64" lang="bash" >}}
-curl -O https://storage.googleapis.com/genai-toolbox/v0.17.0/linux/amd64/toolbox
+curl -O https://storage.googleapis.com/genai-toolbox/v0.15.0/linux/amd64/toolbox
 {{< /tab >}}
 
 {{< tab header="darwin/arm64" lang="bash" >}}
-curl -O https://storage.googleapis.com/genai-toolbox/v0.17.0/darwin/arm64/toolbox
+curl -O https://storage.googleapis.com/genai-toolbox/v0.15.0/darwin/arm64/toolbox
 {{< /tab >}}
 
 {{< tab header="darwin/amd64" lang="bash" >}}
-curl -O https://storage.googleapis.com/genai-toolbox/v0.17.0/darwin/amd64/toolbox
+curl -O https://storage.googleapis.com/genai-toolbox/v0.15.0/darwin/amd64/toolbox
 {{< /tab >}}
 
 {{< tab header="windows/amd64" lang="bash" >}}
-curl -O https://storage.googleapis.com/genai-toolbox/v0.17.0/windows/amd64/toolbox.exe
+curl -O https://storage.googleapis.com/genai-toolbox/v0.15.0/windows/amd64/toolbox.exe
 {{< /tab >}}
 {{< /tabpane >}}
     <!-- {x-release-please-end} -->

docs/en/how-to/connect-ide/mysql_mcp.md

@@ -43,19 +43,19 @@ expose your developer assistant tools to a MySQL instance:
    <!-- {x-release-please-start-version} -->
    {{< tabpane persist=header >}}
 {{< tab header="linux/amd64" lang="bash" >}}
-curl -O https://storage.googleapis.com/genai-toolbox/v0.17.0/linux/amd64/toolbox
+curl -O https://storage.googleapis.com/genai-toolbox/v0.15.0/linux/amd64/toolbox
 {{< /tab >}}
 
 {{< tab header="darwin/arm64" lang="bash" >}}
-curl -O https://storage.googleapis.com/genai-toolbox/v0.17.0/darwin/arm64/toolbox
+curl -O https://storage.googleapis.com/genai-toolbox/v0.15.0/darwin/arm64/toolbox
 {{< /tab >}}
 
 {{< tab header="darwin/amd64" lang="bash" >}}
-curl -O https://storage.googleapis.com/genai-toolbox/v0.17.0/darwin/amd64/toolbox
+curl -O https://storage.googleapis.com/genai-toolbox/v0.15.0/darwin/amd64/toolbox
 {{< /tab >}}
 
 {{< tab header="windows/amd64" lang="bash" >}}
-curl -O https://storage.googleapis.com/genai-toolbox/v0.17.0/windows/amd64/toolbox.exe
+curl -O https://storage.googleapis.com/genai-toolbox/v0.15.0/windows/amd64/toolbox.exe
 {{< /tab >}}
 {{< /tabpane >}}
     <!-- {x-release-please-end} -->

docs/en/how-to/connect-ide/neo4j_mcp.md

@@ -44,19 +44,19 @@ expose your developer assistant tools to a Neo4j instance:
    <!-- {x-release-please-start-version} -->
    {{< tabpane persist=header >}}
 {{< tab header="linux/amd64" lang="bash" >}}
-curl -O https://storage.googleapis.com/genai-toolbox/v0.17.0/linux/amd64/toolbox
+curl -O https://storage.googleapis.com/genai-toolbox/v0.15.0/linux/amd64/toolbox
 {{< /tab >}}
 
 {{< tab header="darwin/arm64" lang="bash" >}}
-curl -O https://storage.googleapis.com/genai-toolbox/v0.17.0/darwin/arm64/toolbox
+curl -O https://storage.googleapis.com/genai-toolbox/v0.15.0/darwin/arm64/toolbox
 {{< /tab >}}
 
 {{< tab header="darwin/amd64" lang="bash" >}}
-curl -O https://storage.googleapis.com/genai-toolbox/v0.17.0/darwin/amd64/toolbox
+curl -O https://storage.googleapis.com/genai-toolbox/v0.15.0/darwin/amd64/toolbox
 {{< /tab >}}
 
 {{< tab header="windows/amd64" lang="bash" >}}
-curl -O https://storage.googleapis.com/genai-toolbox/v0.17.0/windows/amd64/toolbox.exe
+curl -O https://storage.googleapis.com/genai-toolbox/v0.15.0/windows/amd64/toolbox.exe
 {{< /tab >}}
 {{< /tabpane >}}
     <!-- {x-release-please-end} -->

docs/en/how-to/connect-ide/postgres_mcp.md

@@ -56,19 +56,19 @@ Omni](https://cloud.google.com/alloydb/omni/current/docs/overview).
    <!-- {x-release-please-start-version} -->
    {{< tabpane persist=header >}}
 {{< tab header="linux/amd64" lang="bash" >}}
-curl -O https://storage.googleapis.com/genai-toolbox/v0.17.0/linux/amd64/toolbox
+curl -O https://storage.googleapis.com/genai-toolbox/v0.15.0/linux/amd64/toolbox
 {{< /tab >}}
 
 {{< tab header="darwin/arm64" lang="bash" >}}
-curl -O https://storage.googleapis.com/genai-toolbox/v0.17.0/darwin/arm64/toolbox
+curl -O https://storage.googleapis.com/genai-toolbox/v0.15.0/darwin/arm64/toolbox
 {{< /tab >}}
 
 {{< tab header="darwin/amd64" lang="bash" >}}
-curl -O https://storage.googleapis.com/genai-toolbox/v0.17.0/darwin/amd64/toolbox
+curl -O https://storage.googleapis.com/genai-toolbox/v0.15.0/darwin/amd64/toolbox
 {{< /tab >}}
 
 {{< tab header="windows/amd64" lang="bash" >}}
-curl -O https://storage.googleapis.com/genai-toolbox/v0.17.0/windows/amd64/toolbox.exe
+curl -O https://storage.googleapis.com/genai-toolbox/v0.15.0/windows/amd64/toolbox.exe
 {{< /tab >}}
 {{< /tabpane >}}
     <!-- {x-release-please-end} -->

docs/en/how-to/connect-ide/sqlite_mcp.md

@@ -43,19 +43,19 @@ to expose your developer assistant tools to a SQLite instance:
    <!-- {x-release-please-start-version} -->
    {{< tabpane persist=header >}}
 {{< tab header="linux/amd64" lang="bash" >}}
-curl -O https://storage.googleapis.com/genai-toolbox/v0.17.0/linux/amd64/toolbox
+curl -O https://storage.googleapis.com/genai-toolbox/v0.15.0/linux/amd64/toolbox
 {{< /tab >}}
 
 {{< tab header="darwin/arm64" lang="bash" >}}
-curl -O https://storage.googleapis.com/genai-toolbox/v0.17.0/darwin/arm64/toolbox
+curl -O https://storage.googleapis.com/genai-toolbox/v0.15.0/darwin/arm64/toolbox
 {{< /tab >}}
 
 {{< tab header="darwin/amd64" lang="bash" >}}
-curl -O https://storage.googleapis.com/genai-toolbox/v0.17.0/darwin/amd64/toolbox
+curl -O https://storage.googleapis.com/genai-toolbox/v0.15.0/darwin/amd64/toolbox
 {{< /tab >}}
 
 {{< tab header="windows/amd64" lang="bash" >}}
-curl -O https://storage.googleapis.com/genai-toolbox/v0.17.0/windows/amd64/toolbox.exe
+curl -O https://storage.googleapis.com/genai-toolbox/v0.15.0/windows/amd64/toolbox.exe
 {{< /tab >}}
 {{< /tabpane >}}
     <!-- {x-release-please-end} -->

docs/en/how-to/connect_via_geminicli.md

@@ -1,38 +0,0 @@
----
-title: Connect via Gemini CLI Extensions
-type: docs
-weight: 2
-description: "Connect to Toolbox via Gemini CLI Extensions."
----
-
-## Gemini CLI Extensions
-
-[Gemini CLI][gemini-cli] is an open-source AI agent designed to assist with development workflows by assisting with coding, debugging, data exploration, and content creation. Its mission is to provide an agentic interface for interacting with database and analytics services and popular open-source databases.
-
-### How extensions work
-Gemini CLI is highly extensible, allowing for the addition of new tools and capabilities through extensions. You can load the extensions from a GitHub URL, a local directory, or a configurable registry. They provide new tools, slash commands, and prompts to assist with your workflow.
-
-Use the Gemini CLI Extensions to load prebuilt or custom tools to interact with your databases. 
-
-[gemini-cli]: https://google-gemini.github.io/gemini-cli/
-
-Below are a list of Gemini CLI Extensions powered by MCP Toolbox:
-
-* [alloydb](https://github.com/gemini-cli-extensions/alloydb)
-* [alloydb-observability](https://github.com/gemini-cli-extensions/alloydb-observability)
-* [bigquery-conversational-analytics](https://github.com/gemini-cli-extensions/bigquery-conversational-analytics)
-* [bigquery-data-analytics](https://github.com/gemini-cli-extensions/bigquery-data-analytics)
-* [cloud-sql-mysql](https://github.com/gemini-cli-extensions/cloud-sql-mysql)
-* [cloud-sql-mysql-observability](https://github.com/gemini-cli-extensions/cloud-sql-mysql-observability)
-* [cloud-sql-postgresql](https://github.com/gemini-cli-extensions/cloud-sql-postgresql)
-* [cloud-sql-postgresql-observability](https://github.com/gemini-cli-extensions/cloud-sql-postgresql-observability)
-* [cloud-sql-sqlserver](https://github.com/gemini-cli-extensions/cloud-sql-sqlserver)
-* [cloud-sql-sqlserver-observability](https://github.com/gemini-cli-extensions/cloud-sql-sqlserver-observability)
-* [dataplex](https://github.com/gemini-cli-extensions/dataplex)
-* [firestore-native](https://github.com/gemini-cli-extensions/firestore-native)
-* [looker](https://github.com/gemini-cli-extensions/looker)
-* [mcp-toolbox](https://github.com/gemini-cli-extensions/mcp-toolbox)
-* [mysql](https://github.com/gemini-cli-extensions/mysql)
-* [postgres](https://github.com/gemini-cli-extensions/postgres)
-* [spanner](https://github.com/gemini-cli-extensions/spanner)
-* [sql-server](https://github.com/gemini-cli-extensions/sql-server)

docs/en/reference/prebuilt-tools.md

@@ -84,8 +84,6 @@ details on how to connect your AI tools (IDEs) to databases via Toolbox and MCP.
 *   **Environment Variables:**
     *   `BIGQUERY_PROJECT`: The GCP project ID.
     *   `BIGQUERY_LOCATION`: (Optional) The dataset location.
-    *   `BIGQUERY_USE_CLIENT_OAUTH`: (Optional) If `true`, forwards the client's
-        OAuth access token for authentication. Defaults to `false`.
 *   **Permissions:**
     *   **BigQuery User** (`roles/bigquery.user`) to execute queries and view
         metadata.
@@ -134,10 +132,6 @@ details on how to connect your AI tools (IDEs) to databases via Toolbox and MCP.
     *   `list_tables`: Lists tables in the database.
     *   `get_query_plan`: Provides information about how MySQL executes a SQL
         statement.
-    *   `list_active_queries`: Lists ongoing queries.
-    *   `list_tables_missing_unique_indexes`: Looks for tables that do not have
-        primary or unique key contraint.
-    *   `list_table_fragmentation`: Displays table fragmentation in MySQL.
 
 ## Cloud SQL for MySQL Observability
 
@@ -360,10 +354,6 @@ details on how to connect your AI tools (IDEs) to databases via Toolbox and MCP.
     *   `LOOKER_CLIENT_ID`: The client ID for the Looker API.
     *   `LOOKER_CLIENT_SECRET`: The client secret for the Looker API.
     *   `LOOKER_VERIFY_SSL`: Whether to verify SSL certificates.
-    *   `LOOKER_USE_CLIENT_OAUTH`: Whether to use OAuth for authentication.
-    *   `LOOKER_SHOW_HIDDEN_MODELS`: Whether to show hidden models.
-    *   `LOOKER_SHOW_HIDDEN_EXPLORES`: Whether to show hidden explores.
-    *   `LOOKER_SHOW_HIDDEN_FIELDS`: Whether to show hidden fields.
 *   **Permissions:**
     *   A Looker account with permissions to access the desired models,
         explores, and data is required.
@@ -383,35 +373,6 @@ details on how to connect your AI tools (IDEs) to databases via Toolbox and MCP.
     *   `get_dashboards`: Searches for saved dashboards.
     *   `make_dashboard`: Creates a new dashboard.
     *   `add_dashboard_element`: Adds a tile to a dashboard.
-    *   `health_pulse`: Test the health of a Looker instance.
-    *   `health_analyze`: Analyze the LookML usage of a Looker instance.
-    *   `health_vacuum`: Suggest LookML elements that can be removed.
-
-## Looker Conversational Analytics
-
-*   `--prebuilt` value: `looker-conversational-analytics`
-*   **Environment Variables:**
-    *   `LOOKER_BASE_URL`: The URL of your Looker instance.
-    *   `LOOKER_CLIENT_ID`: The client ID for the Looker API.
-    *   `LOOKER_CLIENT_SECRET`: The client secret for the Looker API.
-    *   `LOOKER_VERIFY_SSL`: Whether to verify SSL certificates.
-    *   `LOOKER_USE_CLIENT_OAUTH`: Whether to use OAuth for authentication.
-    *   `LOOKER_PROJECT`: The GCP Project to use for Conversational Analytics.
-    *   `LOOKER_LOCATION`: The GCP Location to use for Conversational Analytics.
-*   **Permissions:**
-    *   A Looker account with permissions to access the desired models,
-        explores, and data is required.
-    *   **Looker Instance User** (`roles/looker.instanceUser`): IAM role to
-        access Looker.
-    *   **Gemini for Google Cloud User** (`roles/cloudaicompanion.user`): IAM
-        role to access Conversational Analytics.
-    *   **Gemini Data Analytics Stateless Chat User (Beta)**
-        (`roles/geminidataanalytics.dataAgentStatelessUser`): IAM role to
-        access Conversational Analytics.
-*   **Tools:**
-    *   `ask_data_insights`: Ask a question of the data.
-    *   `get_models`: Retrieves the list of LookML models.
-    *   `get_explores`: Retrieves the list of explores in a model.
 
 ## Microsoft SQL Server
 
@@ -446,10 +407,6 @@ details on how to connect your AI tools (IDEs) to databases via Toolbox and MCP.
     *   `list_tables`: Lists tables in the database.
     *   `get_query_plan`: Provides information about how MySQL executes a SQL
         statement.
-    *   `list_active_queries`: Lists ongoing queries.
-    *   `list_tables_missing_unique_indexes`: Looks for tables that do not have
-        primary or unique key contraint.
-    *   `list_table_fragmentation`: Displays table fragmentation in MySQL.
 
 ## OceanBase
 

docs/en/resources/sources/bigquery.md

@@ -119,7 +119,6 @@ sources:
     kind: "bigquery"
     project: "my-project-id"
     # location: "US" # Optional: Specifies the location for query jobs.
-    # writeMode: "allowed" # One of: allowed, blocked, protected. Defaults to "allowed".
     # allowedDatasets: # Optional: Restricts tool access to a specific list of datasets.
     #   - "my_dataset_1"
     #   - "other_project.my_dataset_2"
@@ -134,7 +133,6 @@ sources:
     project: "my-project-id"
     useClientOAuth: true
     # location: "US" # Optional: Specifies the location for query jobs.
-    # writeMode: "allowed" # One of: allowed, blocked, protected. Defaults to "allowed".
     # allowedDatasets: # Optional: Restricts tool access to a specific list of datasets.
     #   - "my_dataset_1"
     #   - "other_project.my_dataset_2"
@@ -147,6 +145,5 @@ sources:
 | kind            |  string  |     true     | Must be "bigquery".                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                 |
 | project         |  string  |     true     | Id of the Google Cloud project to use for billing and as the default project for BigQuery resources.                                                                                                                                                                                                                                                                                                                                                                                                                |
 | location        |  string  |    false     | Specifies the location (e.g., 'us', 'asia-northeast1') in which to run the query job. This location must match the location of any tables referenced in the query. Defaults to the table's location or 'US' if the location cannot be determined. [Learn More](https://cloud.google.com/bigquery/docs/locations)                                                                                                                                                                                                    |
-| writeMode       |  string  |    false     | Controls the write behavior for tools. `allowed` (default): All queries are permitted. `blocked`: Only `SELECT` statements are allowed for the `bigquery-execute-sql` tool. `protected`: Enables session-based execution where all tools associated with this source instance share the same [BigQuery session](https://cloud.google.com/bigquery/docs/sessions-intro). This allows for stateful operations using temporary tables (e.g., `CREATE TEMP TABLE`). For `bigquery-execute-sql`, `SELECT` statements can be used on all tables, but write operations are restricted to the session's temporary dataset. For tools like `bigquery-sql`, `bigquery-forecast`, and `bigquery-analyze-contribution`, the `writeMode` restrictions do not apply, but they will operate within the shared session. **Note:** The `protected` mode cannot be used with `useClientOAuth: true`. It is also not recommended for multi-user server environments, as all users would share the same session. A session is terminated automatically after 24 hours of inactivity or after 7 days, whichever comes first. A new session is created on the next request, and any temporary data from the previous session will be lost. |
 | allowedDatasets | []string |    false     | An optional list of dataset IDs that tools using this source are allowed to access. If provided, any tool operation attempting to access a dataset not in this list will be rejected. To enforce this, two types of operations are also disallowed: 1) Dataset-level operations (e.g., `CREATE SCHEMA`), and 2) operations where table access cannot be statically analyzed (e.g., `EXECUTE IMMEDIATE`, `CREATE PROCEDURE`). If a single dataset is provided, it will be treated as the default for prebuilt tools. |
-| useClientOAuth  |   bool   |    false     | If true, forwards the client's OAuth access token from the "Authorization" header to downstream queries. **Note:** This cannot be used with `writeMode: protected`.                                                                                                                                                                                                                                                                                                                                                |
+| useClientOAuth  |   bool   |    false     | If true, forwards the client's OAuth access token from the "Authorization" header to downstream queries.                                                                                                                                                                                                                                                                                                                                                                                                            |

docs/en/resources/sources/cassandra.md

@@ -1,57 +0,0 @@
----
-title: "Cassandra"
-type: docs
-weight: 1
-description: >
-  Cassandra is a NoSQL distributed database known for its horizontal scalability, distributed architecture, and flexible schema definition.
----
-
-## About
-
-[Cassandra][cassandra-docs] is a NoSQL distributed database. By design, NoSQL databases are lightweight, open-source, non-relational, and largely distributed. Counted among their strengths are horizontal scalability, distributed architectures, and a flexible approach to schema definition.
-
-[cassandra-docs]: https://cassandra.apache.org/
-
-## Available Tools
-
-- [`cassandra-cql`](../tools/cassandra/cassandra-cql.md)  
-  Run parameterized CQL queries in Cassandra.
-
-
-## Example
-
-```yaml
-sources:
-    my-cassandra-source:
-        kind: cassandra
-        hosts:
-            - 127.0.0.1
-        keyspace: my_keyspace
-        protoVersion: 4
-        username: ${USER_NAME}
-        password: ${PASSWORD}
-        caPath: /path/to/ca.crt # Optional: path to CA certificate
-        certPath: /path/to/client.crt # Optional: path to client certificate
-        keyPath: /path/to/client.key # Optional: path to client key
-        enableHostVerification: true # Optional: enable host verification
-```
-
-{{< notice tip >}}
-Use environment variable replacement with the format ${ENV_NAME}
-instead of hardcoding your secrets into the configuration file.
-{{< /notice >}}
-
-## Reference
-
-| **field**              | **type**  | **required** | **description**                                                                                       |
-|------------------------|:---------:|:------------:|-------------------------------------------------------------------------------------------------------|
-| kind                   |  string   |     true     | Must be "cassandra".                                                                                  |
-| hosts                  |  string[] |     true     | List of IP addresses to connect to (e.g., ["192.168.1.1:9042", "192.168.1.2:9042","192.168.1.3:9042"]). The default port is 9042 if not specified.                                    |
-| keyspace               |  string   |     true     | Name of the Cassandra keyspace to connect to (e.g., "my_keyspace").                                   |
-| protoVersion           |  integer  |    false     | Protocol version for the Cassandra connection (e.g., 4).                                              |
-| username               |  string   |    false     | Name of the Cassandra user to connect as (e.g., "my-cassandra-user").                                 |
-| password               |  string   |    false     | Password of the Cassandra user (e.g., "my-password").                                                 |
-| caPath                 |  string   |    false     | Path to the CA certificate for SSL/TLS (e.g., "/path/to/ca.crt").                                     |
-| certPath               |  string   |    false     | Path to the client certificate for SSL/TLS (e.g., "/path/to/client.crt").                             |
-| keyPath                |  string   |    false     | Path to the client key for SSL/TLS (e.g., "/path/to/client.key").                                     |
-| enableHostVerification |  boolean  |    false     | Enable host verification for SSL/TLS (e.g., true). By default, host verification is disabled.         |

docs/en/resources/sources/cloud-sql-admin.md

@@ -11,7 +11,7 @@ aliases:
 ## About
 
 The `cloud-sql-admin` source provides a client to interact with the [Google
-Cloud SQL Admin API](https://cloud.google.com/sql/docs/mysql/admin-api). This
+Cloud SQL Admin API](https://cloud.google.com/sql/docs/mysql/admin-api/v1). This
 allows tools to perform administrative tasks on Cloud SQL instances, such as
 creating users and databases.
 

docs/en/resources/sources/firebird.md

@@ -31,7 +31,7 @@ maintenance.
 This source uses standard authentication. You will need to [create a Firebird
 user][fb-users] to login to the database with.
 
-[fb-users]: https://www.firebirdsql.org/refdocs/langrefupd25-security-sql-user-mgmt.html#langrefupd25-security-create-user
+[fb-users]: https://firebirdsql.org/refdocs/langrefupd25-sql-create-user.html
 
 ## Example
 

docs/en/resources/sources/looker.md

@@ -16,7 +16,7 @@ in the cloud, on GCP, or on premises.
 
 ## Requirements
 
-### Looker User
+### Database User
 
 This source only uses API authentication. You will need to
 [create an API user][looker-user] to login to Looker.
@@ -24,35 +24,6 @@ This source only uses API authentication. You will need to
 [looker-user]:
     https://cloud.google.com/looker/docs/api-auth#authentication_with_an_sdk
 
-{{< notice note >}}
-To use the Conversational Analytics API, you will need to have the following
-Google Cloud Project API enabled and IAM permissions.
-{{< /notice >}}
-
-### API Enablement in GCP
-
-Enable the following APIs in your Google Cloud Project:
-
-```
-gcloud services enable geminidataanalytics.googleapis.com --project=$PROJECT_ID
-gcloud services enable cloudaicompanion.googleapis.com --project=$PROJECT_ID
-```
-
-### IAM Permissions in GCP
-
-In addition to [setting the ADC for your server][set-adc], you need to ensure
-the IAM identity has been given the following IAM roles (or corresponding
-permissions):
-
-- `roles/looker.instanceUser`
-- `roles/cloudaicompanion.user`
-- `roles/geminidataanalytics.dataAgentStatelessUser`
-
-To initialize the application default credential run `gcloud auth login --update-adc`
-in your environment before starting MCP Toolbox.
-
-[set-adc]: https://cloud.google.com/docs/authentication/provide-credentials-adc
-
 ## Example
 
 ```yaml
@@ -62,8 +33,6 @@ sources:
         base_url: http://looker.example.com
         client_id: ${LOOKER_CLIENT_ID}
         client_secret: ${LOOKER_CLIENT_SECRET}
-        project: ${LOOKER_PROJECT}
-        location: ${LOOKER_LOCATION}
         verify_ssl: true
         timeout: 600s
 ```
@@ -81,8 +50,6 @@ The client id and client secret are seemingly random character sequences
 assigned by the looker server. If you are using Looker OAuth you don't need
 these settings
 
-The `project` and `location` fields are utilized **only** when using the conversational analytics tool.
-
 {{< notice tip >}}
 Use environment variable replacement with the format ${ENV_NAME}
 instead of hardcoding your secrets into the configuration file.
@@ -97,8 +64,6 @@ instead of hardcoding your secrets into the configuration file.
 | client_id            |  string  |    false     | The client id assigned by Looker.                                                         |
 | client_secret        |  string  |    false     | The client secret assigned by Looker.                                                     |
 | verify_ssl           |  string  |    false     | Whether to check the ssl certificate of the server.                                       |
-| project              |  string  |    false     | The project id to use in Google Cloud.                                                    |
-| location             |  string  |    false     | The location to use in Google Cloud. (default: us)                                        |
 | timeout              |  string  |    false     | Maximum time to wait for query execution (e.g. "30s", "2m"). By default, 120s is applied. |
 | use_client_oauth     |  string  |    false     | Use OAuth tokens instead of client_id and client_secret. (default: false)                 |
 | show_hidden_models   |  string  |    false     | Show or hide hidden models. (default: true)                                               |

docs/en/resources/sources/oracle.md

@@ -1,104 +0,0 @@
----
-title: "Oracle"
-type: docs
-weight: 1
-description: >
-  Oracle Database is a widely-used relational database management system.
----
-
-## About
-
-[Oracle Database][oracle-docs] is a multi-model database management system produced and marketed by Oracle Corporation. It is commonly used for running online transaction processing (OLTP), data warehousing (DW), and mixed (OLTP & DW) database workloads.
-
-[oracle-docs]: https://www.oracle.com/database/
-
-## Available Tools
-
-- [`oracle-sql`](../tools/oracle/oracle-sql.md)
-  Execute pre-defined prepared SQL queries in Oracle.
-
-- [`oracle-execute-sql`](../tools/oracle/oracle-execute-sql.md)
-  Run parameterized SQL queries in Oracle.
-
-## Requirements
-
-### Database User
-
-This source uses standard authentication. You will need to [create an Oracle user][oracle-users] to log in to the database with the necessary permissions.
-
-[oracle-users]:
-    https://docs.oracle.com/en/database/oracle/oracle-database/21/sqlrf/CREATE-USER.html
-
-### Oracle Instant Client (OIC)
-
-The underlying database driver requires the [Oracle Instant Client][oracle-ic] libraries to connect to the database. These libraries must be installed on the machine where the application is running.
-
-After installing the client, ensure the library path is correctly configured for your operating system (e.g., by setting the `LD_LIBRARY_PATH` environment variable on Linux or adding the directory to the `PATH` on Windows) so the application can find the necessary files at runtime.
-
-[oracle-ic]: https://www.oracle.com/database/technologies/instant-client/downloads.html
-
-## Connection Methods
-
-You can configure the connection to your Oracle database using one of the following three methods. **You should only use one method** in your source configuration.
-
-### Basic Connection (Host/Port/Service Name)
-
-This is the most straightforward method, where you provide the connection details as separate fields:
-
-- `host`: The IP address or hostname of the database server.
-- `port`: The port number the Oracle listener is running on (typically 1521).
-- `serviceName`: The service name for the database instance you wish to connect to.
-
-### Connection String
-
-As an alternative, you can provide all the connection details in a single `connectionString`. This is a convenient way to consolidate the connection information. The typical format is `hostname:port/servicename`.
-
-### TNS Alias
-
-For environments that use a `tnsnames.ora` configuration file, you can connect using a TNS (Transparent Network Substrate) alias.
-
-- `tnsAlias`: Specify the alias name defined in your `tnsnames.ora` file.
-- `tnsAdmin` (Optional): If your configuration file is not in a standard location, you can use this field to provide the path to the directory containing it. This setting will override the `TNS_ADMIN` environment variable.
-
-## Example
-
-```yaml
-sources:
-    my-oracle-source:
-        kind: oracle
-        # --- Choose one connection method ---
-        # 1. Host, Port, and Service Name
-        host: 127.0.0.1
-        port: 1521
-        serviceName: XEPDB1
-
-        # 2. Direct Connection String
-        connectionString: "127.0.0.1:1521/XEPDB1"
-
-        # 3. TNS Alias (requires tnsnames.ora)
-        tnsAlias: "MY_DB_ALIAS"
-        tnsAdmin: "/opt/oracle/network/admin" # Optional: overrides TNS_ADMIN env var
-
-        user: ${USER_NAME}
-        password: ${PASSWORD}
-
-```
-
-{{< notice tip >}}
-Use environment variable replacement with the format ${ENV_NAME}
-instead of hardcoding your secrets into the configuration file.
-{{< /notice >}}
-
-## Reference
-
-| **field**        | **type** | **required** | **description**                                                                                                             |
-|------------------|:--------:|:------------:|-----------------------------------------------------------------------------------------------------------------------------|
-| kind             |  string  |     true     | Must be "oracle".                                                                                                           |
-| user             |  string  |     true     | Name of the Oracle user to connect as (e.g. "my-oracle-user").                                                              |
-| password         |  string  |     true     | Password of the Oracle user (e.g. "my-password").                                                                           |
-| host             |  string  |    false     | IP address or hostname to connect to (e.g. "127.0.0.1"). Required if not using `connectionString` or `tnsAlias`.            |
-| port             | integer  |    false     | Port to connect to (e.g. "1521"). Required if not using `connectionString` or `tnsAlias`.                                   |
-| serviceName      |  string  |    false     | The Oracle service name of the database to connect to. Required if not using `connectionString` or `tnsAlias`.              |
-| connectionString |  string  |    false     | A direct connection string (e.g. "hostname:port/servicename"). Use as an alternative to `host`, `port`, and `serviceName`.  |
-| tnsAlias         |  string  |    false     | A TNS alias from a `tnsnames.ora` file. Use as an alternative to `host`/`port` or `connectionString`.                       |
-| tnsAdmin         |  string  |    false     | Path to the directory containing the `tnsnames.ora` file. This overrides the `TNS_ADMIN` environment variable if it is set. |

docs/en/resources/sources/redis.md

@@ -16,7 +16,7 @@ lists, sets, sorted sets with range queries, bitmaps, hyperloglogs, and
 geospatial indexes with radius queries.
 
 If you are new to Redis, you can find installation and getting started guides on
-the [official Redis website](https://redis.io/docs/).
+the [official Redis website](https://redis.io/docs/getting-started/).
 
 ## Available Tools
 

docs/en/resources/tools/alloydb/alloydb-create-cluster.md

@@ -14,8 +14,9 @@ This tool provisions a cluster with a **private IP address** within the specifie
   **Permissions & APIs Required:**
   Before using, ensure the following on your GCP project:
 
-1. The [AlloyDB API](https://console.cloud.google.com/apis/library/alloydb.googleapis.com) is enabled.
-2. The user or service account executing the tool has one of the following IAM roles:
+1.  The [AlloyDB API](https://console.cloud.google.com/apis/library/alloydb.googleapis.com) is enabled.
+2.  The user or service account executing the tool has one of the following IAM roles:
+
 
     - `roles/alloydb.admin` (the AlloyDB Admin predefined IAM role)
     - `roles/owner` (the Owner basic IAM role)

docs/en/resources/tools/alloydb/alloydb-create-user.md

@@ -15,14 +15,14 @@ or `ALLOYDB_IAM_USER`) within a specified cluster. It is compatible with
 **Permissions & APIs Required:**
 Before using, ensure the following on your GCP project:
 
-1. The [AlloyDB
+1.  The [AlloyDB
     API](https://console.cloud.google.com/apis/library/alloydb.googleapis.com)
     is enabled.
-2. The user or service account executing the tool has one of the following IAM
+2.  The user or service account executing the tool has one of the following IAM
     roles:
-    - `roles/alloydb.admin` (the AlloyDB Admin predefined IAM role)
-    - `roles/owner` (the Owner basic IAM role)
-    - `roles/editor` (the Editor basic IAM role)
+    -   `roles/alloydb.admin` (the AlloyDB Admin predefined IAM role)
+    -   `roles/owner` (the Owner basic IAM role)
+    -   `roles/editor` (the Editor basic IAM role)
 
 The tool takes the following input parameters:
 

docs/en/resources/tools/bigquery/bigquery-analyze-contribution.md

@@ -39,13 +39,6 @@ It's compatible with the following sources:
   insights. Can be `'NO_PRUNING'` or `'PRUNE_REDUNDANT_INSIGHTS'`. Defaults to
   `'PRUNE_REDUNDANT_INSIGHTS'`.
 
-The behavior of this tool is influenced by the `writeMode` setting on its `bigquery` source:
-
-- **`allowed` (default) and `blocked`:** These modes do not impose any special restrictions on the `bigquery-analyze-contribution` tool.
-- **`protected`:** This mode enables session-based execution. The tool will operate within the same BigQuery session as other
-  tools using the same source. This allows the `input_data` parameter to be a query that references temporary resources (e.g., 
-  `TEMP` tables) created within that session.
-
 
 ## Example
 

docs/en/resources/tools/bigquery/bigquery-execute-sql.md

@@ -15,32 +15,9 @@ It's compatible with the following sources:
 
 - [bigquery](../../sources/bigquery.md)
 
-`bigquery-execute-sql` accepts the following parameters:
-- **`sql`** (required): The GoogleSQL statement to execute.
-- **`dry_run`** (optional): If set to `true`, the query is validated but not run,
-  returning information about the execution instead. Defaults to `false`.
-
-The behavior of this tool is influenced by the `writeMode` setting on its `bigquery` source:
-
-- **`allowed` (default):** All SQL statements are permitted.
-- **`blocked`:** Only `SELECT` statements are allowed. Any other type of statement (e.g., `INSERT`, `UPDATE`, `CREATE`) will be rejected.
-- **`protected`:** This mode enables session-based execution. `SELECT` statements can be used on all tables, while write operations are allowed only for the session's temporary dataset (e.g., `CREATE TEMP TABLE ...`). This prevents modifications to permanent datasets while allowing stateful, multi-step operations within a secure session.
-
-The tool's behavior is influenced by the `allowedDatasets` restriction on the
-`bigquery` source. Similar to `writeMode`, this setting provides an additional layer of security by controlling which datasets can be accessed:
-
-- **Without `allowedDatasets` restriction:** The tool can execute any valid GoogleSQL
-  query.
-- **With `allowedDatasets` restriction:** Before execution, the tool performs a dry run
-  to analyze the query.
-  It will reject the query if it attempts to access any table outside the
-  allowed `datasets` list. To enforce this restriction, the following operations
-  are also disallowed:
-  - **Dataset-level operations** (e.g., `CREATE SCHEMA`, `ALTER SCHEMA`).
-  - **Unanalyzable operations** where the accessed tables cannot be determined
-    statically (e.g., `EXECUTE IMMEDIATE`, `CREATE PROCEDURE`, `CALL`).
-
-> **Note:** This tool is intended for developer assistant workflows with human-in-the-loop and shouldn't be used for production agents.
+`bigquery-execute-sql` takes a required `sql` input parameter and runs the SQL
+statement against the configured `source`. It also supports an optional `dry_run`
+parameter to validate a query without executing it.
 
 ## Example
 

docs/en/resources/tools/bigquery/bigquery-forecast.md

@@ -33,20 +33,6 @@ query based on the provided parameters:
 - **horizon** (integer, optional): The number of future time steps you want to
   predict. It defaults to 10 if not specified.
 
-The behavior of this tool is influenced by the `writeMode` setting on its `bigquery` source:
-
-- **`allowed` (default) and `blocked`:** These modes do not impose any special restrictions on the `bigquery-forecast` tool.
-- **`protected`:** This mode enables session-based execution. The tool will operate within the same BigQuery session as other
-  tools using the same source. This allows the `history_data` parameter to be a query that references temporary resources (e.g., 
-  `TEMP` tables) created within that session.
-
-The tool's behavior is also influenced by the `allowedDatasets` restriction on the `bigquery` source:
-
-- **Without `allowedDatasets` restriction:** The tool can use any table or query for the `history_data` parameter.
-- **With `allowedDatasets` restriction:** The tool verifies that the `history_data` parameter only accesses tables within the allowed datasets.
-  - If `history_data` is a table ID, the tool checks if the table's dataset is in the allowed list.
-  - If `history_data` is a query, the tool performs a dry run to analyze the query and rejects it if it accesses any table outside the allowed list.
-
 ## Example
 
 ```yaml

docs/en/resources/tools/bigquery/bigquery-get-table-info.md

@@ -15,20 +15,10 @@ It's compatible with the following sources:
 
 - [bigquery](../../sources/bigquery.md)
 
-`bigquery-get-table-info` accepts the following parameters:
-- **`table`** (required): The name of the table for which to retrieve metadata.
-- **`dataset`** (required): The dataset containing the specified table.
-- **`project`** (optional): The Google Cloud project ID. If not provided, the
-  tool defaults to the project from the source configuration.
-
-The tool's behavior regarding these parameters is influenced by the
-`allowedDatasets` restriction on the `bigquery` source:
-- **Without `allowedDatasets` restriction:** The tool can retrieve metadata for
-  any table specified by the `table`, `dataset`, and `project` parameters.
-- **With `allowedDatasets` restriction:** Before retrieving metadata, the tool
-  verifies that the requested dataset is in the allowed list. If it is not, the
-  request is denied. If only one dataset is specified in the `allowedDatasets`
-  list, it will be used as the default value for the `dataset` parameter.
+`bigquery-get-table-info` takes `dataset` and `table` parameters to specify
+the target table. It also optionally accepts a `project` parameter to define
+the Google Cloud project ID. If the `project` parameter is not provided, the
+tool defaults to using the project defined in the source configuration.
 
 ## Example
 

docs/en/resources/tools/bigquery/bigquery-list-dataset-ids.md

@@ -15,17 +15,9 @@ It's compatible with the following sources:
 
 - [bigquery](../../sources/bigquery.md)
 
-`bigquery-list-dataset-ids` accepts the following parameter:
-- **`project`** (optional): Defines the Google Cloud project ID. If not provided,
-  the tool defaults to the project from the source configuration.
-
-The tool's behavior regarding this parameter is influenced by the
-`allowedDatasets` restriction on the `bigquery` source:
-- **Without `allowedDatasets` restriction:** The tool can list datasets from any
-  project specified by the `project` parameter.
-- **With `allowedDatasets` restriction:** The tool directly returns the
-  pre-configured list of dataset IDs from the source, and the `project`
-  parameter is ignored.
+`bigquery-list-dataset-ids` optionally accepts a `project` parameter to define
+the Google Cloud project ID. If the `project` parameter is not provided, the
+tool defaults to using the project defined in the source configuration.
 
 ## Example
 

docs/en/resources/tools/bigquery/bigquery-list-table-ids.md

@@ -16,15 +16,13 @@ It's compatible with the following sources:
 - [bigquery](../../sources/bigquery.md)
 
 `bigquery-list-table-ids` accepts the following parameters:
-
 - **`dataset`** (required): Specifies the dataset from which to list table IDs.
 - **`project`** (optional): Defines the Google Cloud project ID. If not provided,
 the tool defaults to the project from the source configuration.
 
-The tool's behavior regarding these parameters is influenced by the
+The tool's behavior regarding these parameters is influenced by the 
 `allowedDatasets` restriction on the `bigquery` source:
-
-- **Without `allowedDatasets` restriction:** The tool can list tables from any
+- **Without `allowedDatasets` restriction:** The tool can list tables from any 
 dataset specified by the `dataset` and `project` parameters.
 - **With `allowedDatasets` restriction:** Before listing tables, the tool verifies
 that the requested dataset is in the allowed list. If it is not, the request is

docs/en/resources/tools/bigquery/bigquery-search-catalog.md

@@ -61,4 +61,4 @@ tools:
 |-------------|:------------------------------------------:|:------------:|--------------------------------------------------------------------------------------------------|
 | kind        |                   string                   |     true     | Must be "bigquery-search-catalog".                                                               |
 | source      |                   string                   |     true     | Name of the source the tool should execute on.                                                   |
-| description |                   string                   |     true     | Description of the tool that is passed to the LLM.                                               |
+| description |                   string                   |     true     | Description of the tool that is passed to the LLM.                                               |

docs/en/resources/tools/bigquery/bigquery-sql.md

@@ -15,11 +15,6 @@ the following sources:
 
 - [bigquery](../../sources/bigquery.md)
 
-The behavior of this tool is influenced by the `writeMode` setting on its `bigquery` source:
-
-- **`allowed` (default) and `blocked`:** These modes do not impose any restrictions on the `bigquery-sql` tool. The pre-defined SQL statement will be executed as-is.
-- **`protected`:** This mode enables session-based execution. The tool will operate within the same BigQuery session as other tools using the same source, allowing it to interact with temporary resources like `TEMP` tables created within that session.
-
 ### GoogleSQL
 
 BigQuery uses [GoogleSQL][bigquery-googlesql] for querying data. The integration

docs/en/resources/tools/cassandra/_index.md

@@ -1,7 +0,0 @@
----
-title: "Cassandra"
-type: docs
-weight: 1
-description: > 
-  Tools that work with Cassandra Sources.
----

docs/en/resources/tools/cassandra/cassandra-cql.md

@@ -1,96 +0,0 @@
----
-title: "cassandra-cql"
-type: docs
-weight: 1
-description: > 
-  A "cassandra-cql" tool executes a pre-defined CQL statement against a Cassandra
-  database.
-aliases:
-- /resources/tools/cassandra-cql
----
-
-## About
-
-A `cassandra-cql` tool executes a pre-defined CQL statement against a Cassandra
-database. It's compatible with any of the following sources:
-
-- [cassandra](../sources/cassandra.md)
-
-The specified CQL statement is executed as a [prepared statement][cassandra-prepare],
-and expects parameters in the CQL query to be in the form of placeholders `?`.
-
-[cassandra-prepare]: https://docs.datastax.com/en/developer/go-driver/4.8/cql-prepared-statements/
-
-## Example
-
-> **Note:** This tool uses parameterized queries to prevent CQL injections.
-> Query parameters can be used as substitutes for arbitrary expressions.
-> Parameters cannot be used as substitutes for keyspaces, table names, column names,
-> or other parts of the query.
-
-```yaml
-tools:
-  search_users_by_email:
-    kind: cassandra-cql
-    source: my-cassandra-cluster
-    statement: |
-      SELECT user_id, email, first_name, last_name, created_at 
-      FROM users 
-      WHERE email = ?
-    description: |
-      Use this tool to retrieve specific user information by their email address.
-      Takes an email address and returns user details including user ID, email, 
-      first name, last name, and account creation timestamp.
-      Do NOT use this tool with a user ID or other identifiers.
-      Example:
-      {{
-          "email": "user@example.com",
-      }}
-    parameters:
-      - name: email
-        type: string
-        description: User's email address
-```
-
-### Example with Template Parameters
-
-> **Note:** This tool allows direct modifications to the CQL statement,
-> including keyspaces, table names, and column names. **This makes it more
-> vulnerable to CQL injections**. Using basic parameters only (see above) is
-> recommended for performance and safety reasons. For more details, please check
-> [templateParameters](../#template-parameters).
-
-```yaml
-tools:
-  list_keyspace_table:
-    kind: cassandra-cql
-    source: my-cassandra-cluster
-    statement: |
-      SELECT * FROM {{.keyspace}}.{{.tableName}};
-    description: |
-      Use this tool to list all information from a specific table in a keyspace.
-      Example:
-      {{
-          "keyspace": "my_keyspace",
-          "tableName": "users",
-      }}
-    templateParameters:
-      - name: keyspace
-        type: string
-        description: Keyspace containing the table
-      - name: tableName
-        type: string
-        description: Table to select from
-```
-
-## Reference
-
-| **field**          |                  **type**                        | **required** | **description**                                                                                                                            |
-|--------------------|:------------------------------------------------:|:------------:|--------------------------------------------------------------------------------------------------------------------------------------------|
-| kind               |                   string                         |     true     | Must be "cassandra-cql".                                                                                                                   |
-| source             |                   string                         |     true     | Name of the source the CQL should execute on.                                                                                              |
-| description        |                   string                         |     true     | Description of the tool that is passed to the LLM.                                                                                         |
-| statement          |                   string                         |     true     | CQL statement to execute.                                                                                                                  |
-| authRequired       |                []string                         |    false     | List of authentication requirements for the source.                                                                                        |
-| parameters         | [parameters](../#specifying-parameters)       |    false     | List of [parameters](../#specifying-parameters) that will be inserted into the CQL statement.                                           |
-| templateParameters | [templateParameters](../#template-parameters) |    false     | List of [templateParameters](../#template-parameters) that will be inserted into the CQL statement before executing prepared statement. |

docs/en/resources/tools/clickhouse/clickhouse-list-databases.md

@@ -14,8 +14,8 @@ A `clickhouse-list-databases` tool lists all available databases in a ClickHouse
 instance. It's compatible with the [clickhouse](../../sources/clickhouse.md)
 source.
 
-This tool executes the `SHOW DATABASES` command and returns a list of all
-databases accessible to the configured user, making it useful for database
+This tool executes the `SHOW DATABASES` command and returns a list of all 
+databases accessible to the configured user, making it useful for database 
 discovery and exploration tasks.
 
 ## Example
@@ -31,11 +31,9 @@ tools:
 ## Return Value
 
 The tool returns an array of objects, where each object contains:
-
 - `name`: The name of the database
 
 Example response:
-
 ```json
 [
   {"name": "default"},

docs/en/resources/tools/clickhouse/clickhouse-list-tables.md

@@ -57,4 +57,4 @@ Example response:
 | source             | string             | true         | Name of the ClickHouse source to list tables from.       |
 | description        | string             | true         | Description of the tool that is passed to the LLM.       |
 | authRequired       | array of string    | false        | Authentication services required to use this tool.       |
-| parameters         | array of Parameter | false        | Parameters for the tool (see Parameters section above).  |
+| parameters         | array of Parameter | false        | Parameters for the tool (see Parameters section above).  |

docs/en/resources/tools/clickhouse/clickhouse-sql.md

@@ -79,4 +79,4 @@ tools:
 | description        |       string       |     true     | Description of the tool that is passed to the LLM.    |
 | statement          |       string       |     true     | The SQL statement template to execute.                |
 | parameters         | array of Parameter |    false     | Parameters for prepared statement values.             |
-| templateParameters | array of Parameter |    false     | Parameters for SQL statement template customization.  |
+| templateParameters | array of Parameter |    false     | Parameters for SQL statement template customization.  |

docs/en/resources/tools/dataform/_index.md

@@ -1,7 +0,0 @@
----
-title: "Dataform"
-type: docs
-weight: 1
-description: > 
-  Tools that work with Dataform.
----

docs/en/resources/tools/dataform/dataform-compile-local.md

@@ -1,51 +0,0 @@
----
-title: "dataform-compile-local"
-type: docs
-weight: 1
-description: > 
-  A "dataform-compile-local" tool runs the `dataform compile` CLI command on a local project directory.
-aliases:
-- /resources/tools/dataform-compile-local
----
-
-## About
-
-A `dataform-compile-local` tool runs the `dataform compile` command on a local Dataform project.
-
-It is a standalone tool and **is not** compatible with any sources.
-
-At invocation time, the tool executes `dataform compile --json` in the specified project directory and returns the resulting JSON object from the CLI.
-
-`dataform-compile-local` takes the following parameter:
-
-- `project_dir` (string): The absolute or relative path to the local Dataform project directory. The server process must have read access to this path.
-
-## Requirements
-
-### Dataform CLI
-
-This tool executes the `dataform` command-line interface (CLI) via a system call. You must have the **`dataform` CLI** installed and available in the server's system `PATH`.
-
-You can typically install the CLI via `npm`:
-
-```bash
-npm install -g @dataform/cli
-```
-
-See the [official Dataform documentation](https://www.google.com/search?q=https://cloud.google.com/dataform/docs/install-dataform-cli) for more details.
-
-## Example
-
-```yaml
-tools:  
-  my_dataform_compiler:  
-    kind: dataform-compile-local  
-    description: Use this tool to compile a local Dataform project.
-```
-
-## Reference
-
-| **field** | **type** | **required** | **description** |
-| :---- | :---- | :---- | :---- |
-| kind | string | true | Must be "dataform-compile-local". |
-| description | string | true | Description of the tool that is passed to the LLM. |

docs/en/resources/tools/dataplex/dataplex-lookup-entry.md

@@ -21,15 +21,14 @@ form: projects/{project}/locations/{location} and also a required `entry`
 parameter which is the resource name of the entry in the following form:
 projects/{project}/locations/{location}/entryGroups/{entryGroup}/entries/{entry}.
 It also optionally accepts following parameters:
-
-- `view` - View to control which parts of an entry the service should return.
+  - `view` - View to control which parts of an entry the service should return.
     It takes integer values from 1-4 corresponding to type of view - BASIC,
     FULL, CUSTOM, ALL
-- `aspectTypes` - Limits the aspects returned to the provided aspect types in
+  - `aspectTypes` - Limits the aspects returned to the provided aspect types in
     the format
     `projects/{project}/locations/{location}/aspectTypes/{aspectType}`. It only
     works for CUSTOM view.
-- `paths` - Limits the aspects returned to those associated with the provided
+  - `paths` - Limits the aspects returned to those associated with the provided
     paths within the Entry. It only works for CUSTOM view.
 
 ## Requirements
@@ -37,13 +36,13 @@ It also optionally accepts following parameters:
 ### IAM Permissions
 
 Dataplex uses [Identity and Access Management (IAM)][iam-overview] to control
-user and group access to Dataplex resources. Toolbox will use your
-[Application Default Credentials (ADC)][adc] to authorize and authenticate when
+user and group access to Dataplex resources. Toolbox will use your 
+[Application Default Credentials (ADC)][adc] to authorize and authenticate when 
 interacting with [Dataplex][dataplex-docs].
 
 In addition to [setting the ADC for your server][set-adc], you need to ensure
 the IAM identity has been given the correct IAM permissions for the tasks you
-intend to perform. See [Dataplex Universal Catalog IAM permissions][iam-permissions]
+intend to perform. See [Dataplex Universal Catalog IAM permissions][iam-permissions] 
 and [Dataplex Universal Catalog IAM roles][iam-roles] for more information on
 applying IAM permissions and roles to an identity.
 
@@ -69,4 +68,4 @@ tools:
 |-------------|:--------:|:------------:|----------------------------------------------------|
 | kind        |  string  |     true     | Must be "dataplex-lookup-entry".                   |
 | source      |  string  |     true     | Name of the source the tool should execute on.     |
-| description |  string  |     true     | Description of the tool that is passed to the LLM. |
+| description |  string  |     true     | Description of the tool that is passed to the LLM. |

docs/en/resources/tools/dataplex/dataplex-search-aspect-types.md

@@ -62,4 +62,4 @@ tools:
 |-------------|:--------:|:------------:|----------------------------------------------------|
 | kind        |  string  |     true     | Must be "dataplex-search-aspect-types".            |
 | source      |  string  |     true     | Name of the source the tool should execute on.     |
-| description |  string  |     true     | Description of the tool that is passed to the LLM. |
+| description |  string  |     true     | Description of the tool that is passed to the LLM. |

docs/en/resources/tools/firestore/firestore-add-documents.md

@@ -256,7 +256,6 @@ tools:
 ## Error Handling
 
 Common errors include:
-
 - Invalid collection path
 - Missing or invalid document data
 - Permission denied (if Firestore security rules block the operation)

docs/en/resources/tools/firestore/firestore-query-collection.md

@@ -8,7 +8,7 @@ aliases:
 - /resources/tools/firestore-query-collection
 ---
 
-## About
+# About
 
 The `firestore-query-collection` tool allows you to query Firestore collections
 with filters, ordering, and limit capabilities.

docs/en/resources/tools/firestore/firestore-query.md

@@ -146,7 +146,6 @@ templates throughout the configuration.
 ## Filter Format
 
 ### Simple Filter
-
 ```json
 {
   "field": "age",
@@ -156,7 +155,6 @@ templates throughout the configuration.
 ```
 
 ### AND Filter
-
 ```json
 {
   "and": [
@@ -167,7 +165,6 @@ templates throughout the configuration.
 ```
 
 ### OR Filter
-
 ```json
 {
   "or": [
@@ -178,7 +175,6 @@ templates throughout the configuration.
 ```
 
 ### Nested Filters
-
 ```json
 {
   "or": [
@@ -212,7 +208,6 @@ The tool supports all Firestore native JSON value types:
 ### Complex Type Examples
 
 **GeoPoint:**
-
 ```json
 {
   "field": "location",
@@ -227,7 +222,6 @@ The tool supports all Firestore native JSON value types:
 ```
 
 **Array:**
-
 ```json
 {
   "field": "tags",
@@ -372,7 +366,6 @@ curl -X POST http://localhost:5000/api/tool/your-tool-name/invoke \
 ### Response Format
 
 **Without analyzeQuery:**
-
 ```json
 [
   {
@@ -391,7 +384,6 @@ curl -X POST http://localhost:5000/api/tool/your-tool-name/invoke \
 ```
 
 **With analyzeQuery:**
-
 ```json
 {
   "documents": [...],

docs/en/resources/tools/firestore/firestore-update-document.md

@@ -41,7 +41,6 @@ The tool requires Firestore's native JSON format for document data. Each field
 must be wrapped with its type indicator:
 
 ### Basic Types
-
 - **String**: `{"stringValue": "your string"}`
 - **Integer**: `{"integerValue": "123"}` or `{"integerValue": 123}`
 - **Double**: `{"doubleValue": 123.45}`
@@ -51,7 +50,6 @@ must be wrapped with its type indicator:
 - **Timestamp**: `{"timestampValue": "2025-01-07T10:00:00Z"}` (RFC3339 format)
 
 ### Complex Types
-
 - **GeoPoint**: `{"geoPointValue": {"latitude": 34.052235, "longitude": -118.243683}}`
 - **Array**: `{"arrayValue": {"values": [{"stringValue": "item1"}, {"integerValue": "2"}]}}`
 - **Map**: `{"mapValue": {"fields": {"key1": {"stringValue": "value1"}, "key2": {"booleanValue": true}}}}`
@@ -80,6 +78,7 @@ deleted. To delete a field, include it in the `updateMask` but omit it from
 | source      |     string     |     true     | Name of the Firestore source to update documents in.     |
 | description |     string     |     true     | Description of the tool that is passed to the LLM.       |
 
+
 ## Examples
 
 ### Basic Document Update (Full Merge)
@@ -156,7 +155,6 @@ To delete fields, include them in the `updateMask` but omit them from `documentD
 ```
 
 In this example:
-
 - `name` will be updated to "John Smith"
 - `temporaryField` and `obsoleteData` will be deleted from the document (they are in the mask but not in the data)
 
@@ -304,11 +302,8 @@ tools:
       - google-oauth
       - api-key
 ```
-
 ## Error Handling
-
 Common errors include:
-
 - Document not found (when using update with a non-existent document)
 - Invalid document path
 - Missing or invalid document data
@@ -316,7 +311,6 @@ Common errors include:
 - Invalid data type conversions
 
 ## Best Practices
-
 1. **Use update masks for precision**: When you only need to update specific fields, use the `updateMask` parameter to avoid unintended changes
 2. **Always use typed values**: Every field must be wrapped with its appropriate type indicator (e.g., `{"stringValue": "text"}`)
 3. **Integer values can be strings**: The tool accepts integer values as strings (e.g., `{"integerValue": "1500"}`)

docs/en/resources/tools/looker/looker-add-dashboard-element.md

@@ -3,7 +3,8 @@ title: "looker-add-dashboard-element"
 type: docs
 weight: 1
 description: >
-  "looker-add-dashboard-element" creates a dashboard element in the given dashboard.
+  "looker-add-dashboard-element" generates a Looker look in the users personal folder in
+  Looker
 aliases:
 - /resources/tools/looker-add-dashboard-element
 ---

docs/en/resources/tools/looker/looker-conversational-analytics.md

@@ -1,45 +0,0 @@
----
-title: "looker-conversational-analytics"
-type: docs
-weight: 1
-description: >
-  The "looker-conversational-analytics" tool will use the Conversational
-  Analaytics API to analyze data from Looker
-aliases:
-- /resources/tools/looker-conversational-analytics
----
-
-## About
-
-A `looker-conversational-analytics` tool allows you to ask questions about your Looker data.
-
-It's compatible with the following sources:
-
-- [looker](../../sources/looker.md)
-
-`looker-conversational-analytics` accepts two parameters:
-
-1. `user_query_with_context`: The question asked of the Conversational Analytics system.
-2. `explore_references`: A list of one to five explores that can be queried to answer the
-   question. The form of the entry is `[{"model": "model name", "explore": "explore name"}, ...]`
-
-## Example
-
-```yaml
-tools:
-    ask_data_insights:
-        kind: looker-conversational-analytics
-        source: looker-source
-        description: |
-          Use this tool to perform data analysis, get insights,
-          or answer complex questions about the contents of specific
-          Looker explores.
-```
-
-## Reference
-
-| **field**   | **type** | **required** | **description**                                   |
-|-------------|:--------:|:------------:|----------------------------------------------------|
-| kind        |  string  |     true     | Must be "lookerca-conversational-analytics".       |
-| source      |  string  |     true     | Name of the source the SQL should execute on.      |
-| description |  string  |     true     | Description of the tool that is passed to the LLM. |

docs/en/resources/tools/looker/looker-get-dashboards.md

@@ -3,7 +3,8 @@ title: "looker-get-dashboards"
 type: docs
 weight: 1
 description: >
-  "looker-get-dashboards" tool searches for a saved Dashboard by name or description.
+  "looker-get-dashboards" searches for saved Looks in a Looker
+  source.
 aliases:
 - /resources/tools/looker-get-dashboards
 ---

docs/en/resources/tools/looker/looker-health-analyze.md

@@ -1,63 +0,0 @@
----
-title: "looker-health-analyze"
-type: docs
-weight: 1
-description: >
-  "looker-health-analyze" provides a set of analytical commands for a Looker instance, allowing users to analyze projects, models, and explores.
-aliases:
-- /resources/tools/looker-health-analyze
----
-
-## About
-
-The `looker-health-analyze` tool performs various analysis tasks on a Looker instance. The `action` parameter selects the type of analysis to perform:
-
-- `projects`: Analyzes all projects or a specified project, reporting on the number of models and view files, as well as Git connection and validation status.
-- `models`: Analyzes all models or a specified model, providing a count of explores, unused explores, and total query counts.
-- `explores`: Analyzes all explores or a specified explore, reporting on the number of joins, unused joins, fields, unused fields, and query counts. Being classified as **Unused** is determined by whether a field has been used as a field or filter within the past 90 days in production.
-
-## Parameters
-
-| **field** | **type** | **required** | **description** |
-| :--- | :--- | :--- | :--- |
-| kind | string | true | Must be "looker-health-analyze" |
-| source | string | true | Looker source name |
-| action | string | true | The analysis to perform: `projects`, `models`, or `explores`. |
-| project | string | false | The name of the Looker project to analyze. |
-| model | string | false | The name of the Looker model to analyze. Required for `explores` actions. |
-| explore | string | false | The name of the Looker explore to analyze. Required for the `explores` action. |
-| timeframe | int | false | The timeframe in days to analyze. Defaults to 90. |
-| min_queries | int | false | The minimum number of queries for a model or explore to be considered used. Defaults to 1. |
-
-## Example
-
-Analyze all models in `thelook` project.
-
-```yaml
-tools:
-  analyze-tool:
-    kind: looker-health-analyze
-    source: looker-source
-    description: |
-      Analyzes Looker projects, models, and explores.
-      Specify the `action` parameter to select the type of analysis.
-    parameters:
-      action: models
-      project: "thelook"
-
-Analyze all the explores in the `ecomm` model of `thelook` project. Specifically look at usage within the past 20 days. Usage minimum should be at least 10 queries.
-
-```yaml
-tools:
-  analyze-tool:
-    kind: looker-health-analyze
-    source: looker-source
-    description: |
-      Analyzes Looker projects, models, and explores.
-      Specify the `action` parameter to select the type of analysis.
-    parameters:
-      action: explores
-      project: "thelook"
-      model: "ecomm"
-      timeframe: 20
-      min_queries: 10

docs/en/resources/tools/looker/looker-health-pulse.md

@@ -1,55 +0,0 @@
----
-title: "looker-health-pulse"
-type: docs
-weight: 1
-description: >
-  "looker-health-pulse" performs health checks on a Looker instance, with multiple actions available (e.g., checking database connections, dashboard performance, etc).
-aliases:
-- /resources/tools/looker-health-pulse
----
-
-## About
-
-The `looker-health-pulse` tool performs health checks on a Looker instance. The `action` parameter selects the type of check to perform:
-
-- `check_db_connections`: Checks all database connections, runs supported tests, and reports query counts.
-- `check_dashboard_performance`: Finds dashboards with slow running queries in the last 7 days.
-- `check_dashboard_errors`: Lists dashboards with erroring queries in the last 7 days.
-- `check_explore_performance`: Lists the slowest explores in the last 7 days and reports average query runtime.
-- `check_schedule_failures`: Lists schedules that have failed in the last 7 days.
-- `check_legacy_features`: Lists enabled legacy features. (*To note, this function is not available in Looker Core. You will get an error running this command with a Core instance configured.*)
-
-## Parameters
-
-| **field**     | **type** | **required** | **description**                             |
-|---------------|:--------:|:------------:|---------------------------------------------|
-| kind          | string   | true         | Must be "looker-health-pulse"                      |
-| source        | string   | true         | Looker source name                          |
-| action        | string   | true         | The health check to perform                 |
-
-## Example
-
-```yaml
-tools:
-  pulse:
-    kind: looker-health-pulse
-    source: looker-source
-    description: |
-      Pulse Tool
-
-      Performs health checks on Looker instance.
-      Specify the `action` parameter to select the check.
-    parameters:
-      action: check_dashboard_performance
-```
-
-## Reference
-
-| **action**                | **description**                                                                |
-|---------------------------|--------------------------------------------------------------------------------|
-| check_db_connections      | Checks all database connections and reports query counts and errors            |
-| check_dashboard_performance | Finds dashboards with slow queries (>30s) in the last 7 days                 |
-| check_dashboard_errors    | Lists dashboards with erroring queries in the last 7 days                      |
-| check_explore_performance | Lists slowest explores and average query runtime                               |
-| check_schedule_failures   | Lists failed schedules in the last 7 days                                      |
-| check_legacy_features     | Lists enabled legacy features                                                  |

docs/en/resources/tools/looker/looker-health-vacuum.md

@@ -1,63 +0,0 @@
----
-title: "looker-health-vacuum"
-type: docs
-weight: 1
-description: >
-  "looker-health-vacuum" provides a set of commands to audit and identify unused LookML objects in a Looker instance.
-aliases:
-- /resources/tools/looker-health-vacuum
----
-
-## About
-
-The `looker-health-vacuum` tool helps you identify unused LookML objects such as models, explores, joins, and fields. The `action` parameter selects the type of vacuum to perform:
-
-- `models`: Identifies unused explores within a model.
-- `explores`: Identifies unused joins and fields within an explore.
-
-## Parameters
-
-| **field** | **type** | **required** | **description** |
-| :--- | :--- | :--- | :--- |
-| kind | string | true | Must be "looker-health-vacuum" |
-| source | string | true | Looker source name |
-| action | string | true | The vacuum to perform: `models`, or `explores`. |
-| project | string | false | The name of the Looker project to vacuum. |
-| model | string | false | The name of the Looker model to vacuum. |
-| explore | string | false | The name of the Looker explore to vacuum. |
-| timeframe | int | false | The timeframe in days to analyze for usage. Defaults to 90. |
-| min_queries | int | false | The minimum number of queries for an object to be considered used. Defaults to 1. |
-
-## Example
-
-Identify unnused fields (*in this case, less than 1 query in the last 20 days*) and joins in the `order_items` explore and `thelook` model
-
-```yaml
-tools:
-  vacuum-tool:
-    kind: looker-health-vacuum
-    source: looker-source
-    description: |
-      Vacuums the Looker instance by identifying unused explores, fields, and joins.
-    parameters:
-      action: explores
-      project: "thelook_core"
-      model: "thelook"
-      explore: "order_items"
-      timeframe: 20
-      min_queries: 1
-```
-
-Identify unnused explores across all models in `thelook_core` project. 
-
-```yaml
-tools:
-  vacuum-tool:
-    kind: looker-health-vacuum
-    source: looker-source
-    description: |
-      Vacuums the Looker instance by identifying unused explores, fields, and joins.
-    parameters:
-      action: models
-      project: "thelook_core"
-     

docs/en/resources/tools/oracle/_index.md

@@ -1,7 +0,0 @@
----
-title: "Oracle"
-type: docs
-weight: 1
-description: > 
-  Tools that work with Oracle Sources.
---- 

docs/en/resources/tools/oracle/oracle-execute-sql.md

@@ -1,31 +0,0 @@
----
-title: "oracle-execute-sql"
-type: docs
-weight: 1
-description: > 
-  An "oracle-execute-sql" tool executes a SQL statement against an Oracle database.
-aliases:
-- /resources/tools/oracle-execute-sql
----
-
-## About
-
-An `oracle-execute-sql` tool executes a SQL statement against an Oracle
-database. It's compatible with the following source:
-
-- [oracle](../../sources/oracle.md)
-
-`oracle-execute-sql` takes one input parameter `sql` and runs the sql
-statement against the `source`.
-
-> **Note:** This tool is intended for developer assistant workflows with
-> human-in-the-loop and shouldn't be used for production agents.
-
-## Example
-
-```yaml
-tools:
-  execute_sql_tool:
-    kind: oracle-execute-sql
-    source: my-oracle-instance
-    description: Use this tool to execute sql statement.

docs/en/resources/tools/oracle/oracle-sql.md

@@ -1,57 +0,0 @@
----
-title: "oracle-sql"
-type: docs
-weight: 1
-description: > 
-  An "oracle-sql" tool executes a pre-defined SQL statement against an Oracle database.
-aliases:
-- /resources/tools/oracle-sql
----
-
-## About
-
-An `oracle-sql` tool executes a pre-defined SQL statement against an
-Oracle database. It's compatible with the following source:
-
-- [oracle](../../sources/oracle.md)
-
-The specified SQL statement is executed using [prepared statements][oracle-stmt]
-for security and performance. It expects parameter placeholders in the SQL query
-to be in the native Oracle format (e.g., `:1`, `:2`).
-
-[oracle-stmt]: https://docs.oracle.com/javase/tutorial/jdbc/basics/prepared.html
-
-## Example
-
-> **Note:** This tool uses parameterized queries to prevent SQL injections.
-> Query parameters can be used as substitutes for arbitrary expressions.
-> Parameters cannot be used as substitutes for identifiers, column names, table
-> names, or other parts of the query.
-
-```yaml
-tools:
-  search_flights_by_number:
-    kind: oracle-sql
-    source: my-oracle-instance
-    statement: |
-      SELECT * FROM flights
-      WHERE airline = :1
-      AND flight_number = :2
-      FETCH FIRST 10 ROWS ONLY
-    description: |
-      Use this tool to get information for a specific flight.
-      Takes an airline code and flight number and returns info on the flight.
-      Do NOT use this tool with a flight id. Do NOT guess an airline code or flight number.
-      Example:
-      {{
-          "airline": "CY",
-          "flight_number": "888",
-      }}
-    parameters:
-      - name: airline
-        type: string
-        description: Airline unique 2 letter identifier
-      - name: flight_number
-        type: string
-        description: 1 to 4 digit number
-```

docs/en/resources/tools/postgres/postgres-list-available-extensions.md

@@ -3,8 +3,7 @@ title: "postgres-list-available-extensions"
 type: docs
 weight: 1
 description: >
-  The "postgres-list-available-extensions" tool retrieves all PostgreSQL
-  extensions available for installation on a Postgres database.
+  The "postgres-list-available-extensions" tool retrieves all PostgreSQL extensions available for installation on a Postgres database.
 aliases:
 - /resources/tools/postgres-list-available-extensions
 ---

docs/en/resources/tools/postgres/postgres-list-installed-extensions.md

@@ -3,8 +3,7 @@ title: "postgres-list-installed-extensions"
 type: docs
 weight: 1
 description: >
-  The "postgres-list-installed-extensions" tool retrieves all PostgreSQL
-  extensions installed on a Postgres database.
+  The "postgres-list-installed-extensions" tool retrieves all PostgreSQL extensions installed on a Postgres database.
 aliases:
 - /resources/tools/postgres-list-installed-extensions
 ---

docs/en/resources/tools/postgres/postgres-list-tables.md

@@ -3,8 +3,7 @@ title: "postgres-list-tables"
 type: docs
 weight: 1
 description: >
-  The "postgres-list-tables" tool lists schema information for all or specified
-  tables in a Postgres database.
+  The "postgres-list-tables" tool lists schema information for all or specified tables in a Postgres database.
 aliases:
 - /resources/tools/postgres-list-tables
 ---
@@ -21,12 +20,12 @@ following sources:
 
 `postgres-list-tables` lists detailed schema information (object type, columns,
 constraints, indexes, triggers, owner, comment) as JSON for user-created tables
-(ordinary or partitioned). The tool takes the following input parameters: *
- `table_names` (optional): Filters by a comma-separated list of names. By
- default, it lists all tables in user schemas.* `output_format` (optional):
- Indicate the output format of table schema. `simple` will return only the
- table names, `detailed` will return the full table information. Default:
- `detailed`.
+(ordinary or partitioned). The tool takes the following input parameters:
+	* `table_names` (optional): Filters by a comma-separated list of names. By
+	default, it lists all tables in user schemas.
+	* `output_format` (optional): Indicate the output format of table schema.
+	`simple` will return only the table names, `detailed` will return the full
+	table information. Default: `detailed`.
 
 ## Example
 
@@ -35,8 +34,7 @@ tools:
   postgres_list_tables:
     kind: postgres-list-tables
     source: postgres-source
-    description: Use this tool to retrieve schema information for all or
-    specified tables. Output format can be simple (only table names) or detailed.
+    description: Use this tool to retrieve schema information for all or specified tables. Output format can be simple (only table names) or detailed.
 ```
 
 ## Reference

docs/en/resources/tools/spanner/spanner-execute-sql.md

@@ -34,10 +34,9 @@ tools:
 
 ## Reference
 
-| **field**   | **type** | **required** | **description**                                                                          |
-|-------------|:--------:|:------------:|------------------------------------------------------------------------------------------|
-| kind        |  string  |     true     | Must be "spanner-execute-sql".                                                           |
-| source      |  string  |     true     | Name of the source the SQL should execute on.                                            |
-| description |  string  |     true     | Description of the tool that is passed to the LLM.                                       |
-| readOnly    |   bool   |    false     | When set to `true`, the `statement` is run as a read-only transaction. Default: `false`. |
-
+| **field**   |                  **type**                  | **required** | **description**                                                                                  |
+|-------------|:------------------------------------------:|:------------:|--------------------------------------------------------------------------------------------------|
+| kind        |                   string                   |     true     | Must be "spanner-execute-sql".                                                                   |
+| source      |                   string                   |     true     | Name of the source the SQL should execute on.                                                    |
+| description |                   string                   |     true     | Description of the tool that is passed to the LLM.                                               |
+| readOnly    |                   bool                     |     false    | When set to `true`, the `statement` is run as a read-only transaction. Default: `false`.         |

docs/en/samples/alloydb/ai-nl/alloydb_ai_nl.ipynb

@@ -297,8 +297,7 @@
         "setup_queries = [\n",
         "  # Install required extension to use the AlloyDB AI natural language support API\n",
         "  \"\"\"CREATE EXTENSION IF NOT EXISTS alloydb_ai_nl cascade;\"\"\",\n",
-        "  \"\"\"CREATE EXTENSION IF NOT EXISTS google_ml_integration; \"\"\",\n",
-        "  \n",
+        "\n",
         "  # Create schema\n",
         "  \"\"\"CREATE SCHEMA IF NOT EXISTS nla_demo;\"\"\",\n",
         "\n",
@@ -690,18 +689,15 @@
       "source": [
         "async def run_queries(pool):\n",
         "  async with pool.connect() as db_conn:\n",
-        "\n",
         "    # Verify the generated context for the tables\n",
         "    for query in verify_context_queries:\n",
         "      response = await db_conn.execute(sqlalchemy.text(query))\n",
         "      print(\"Verify the context:\", response.mappings().all())\n",
         "\n",
-        "      \n",
         "    # Update context that needs revision\n",
         "    for query in update_context_queries:\n",
         "      await db_conn.execute(sqlalchemy.text(query))\n",
         "\n",
-        "      \n",
         "    # The resulting context entries in the alloydb_ai_nl.generated_schema_context_view \n",
         "    # view are applied to the corresponding schema objects, and the comments are overwritten.\n",
         "    for query in apply_generated_context_queries:\n",
@@ -771,7 +767,7 @@
       },
       "outputs": [],
       "source": [
-        "version = \"0.17.0\" # x-release-please-version\n",
+        "version = \"0.15.0\" # x-release-please-version\n",
         "! curl -L -o /content/toolbox https://storage.googleapis.com/genai-toolbox/v{version}/linux/amd64/toolbox\n",
         "\n",
         "# Make the binary executable\n",

docs/en/samples/alloydb/ai-nl/index.md

@@ -6,4 +6,4 @@ description: >
   An end to end tutorial for building an ADK agent using the AlloyDB AI NL tool.
 ---
 
-{{< ipynb "alloydb_ai_nl.ipynb" >}}
+{{< ipynb "alloydb_ai_nl.ipynb" >}}

docs/en/samples/alloydb/mcp_quickstart.md

@@ -123,7 +123,7 @@ In this section, we will download and install the Toolbox binary.
     <!-- {x-release-please-start-version} -->
     ```bash
     export OS="linux/amd64" # one of linux/amd64, darwin/arm64, darwin/amd64, or windows/amd64
-    export VERSION="0.17.0"
+    export VERSION="0.15.0"
     curl -O https://storage.googleapis.com/genai-toolbox/v$VERSION/$OS/toolbox
     ```
     <!-- {x-release-please-end} -->
@@ -361,4 +361,4 @@ Run the Toolbox server, pointing to the `tools.yaml` file created earlier:
 
 - Learn more about [MCP Inspector](../../how-to/connect_via_mcp.md).
 - Learn more about [Toolbox Resources](../../resources/).
-- Learn more about [Toolbox How-to guides](../../how-to/).
+- Learn more about [Toolbox How-to guides](../../how-to/).

docs/en/samples/bigquery/colab_quickstart_bigquery.ipynb

@@ -220,7 +220,7 @@
       },
       "outputs": [],
       "source": [
-        "version = \"0.17.0\" # x-release-please-version\n",
+        "version = \"0.15.0\" # x-release-please-version\n",
         "! curl -O https://storage.googleapis.com/genai-toolbox/v{version}/linux/amd64/toolbox\n",
         "\n",
         "# Make the binary executable\n",

docs/en/samples/bigquery/local_quickstart.md

@@ -179,7 +179,7 @@ to use BigQuery, and then run the Toolbox server.
     <!-- {x-release-please-start-version} -->
     ```bash
     export OS="linux/amd64" # one of linux/amd64, darwin/arm64, darwin/amd64, or windows/amd64
-    curl -O https://storage.googleapis.com/genai-toolbox/v0.17.0/$OS/toolbox
+    curl -O https://storage.googleapis.com/genai-toolbox/v0.15.0/$OS/toolbox
     ```
     <!-- {x-release-please-end} -->
 

docs/en/samples/bigquery/mcp_quickstart/_index.md

@@ -98,7 +98,7 @@ In this section, we will download Toolbox, configure our tools in a
     <!-- {x-release-please-start-version} -->
     ```bash
     export OS="linux/amd64" # one of linux/amd64, darwin/arm64, darwin/amd64, or windows/amd64
-    curl -O https://storage.googleapis.com/genai-toolbox/v0.17.0/$OS/toolbox
+    curl -O https://storage.googleapis.com/genai-toolbox/v0.15.0/$OS/toolbox
     ```
     <!-- {x-release-please-end} -->