draft: add invoke interface to postgres source

.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=$_LOOKER_LOCATION"
     secretEnv:
       [
         "CLIENT_ID",
@@ -703,46 +681,7 @@ steps:
           "Cassandra" \
           cassandra \
           cassandra
-
-  - id: "oracle"
-    name: golang:1
-    waitFor: ["compile-test-binary"]
-    entrypoint: /bin/bash
-    env:
-      - "GOPATH=/gopath"
-      - "SERVICE_ACCOUNT_EMAIL=$SERVICE_ACCOUNT_EMAIL"
-      - "ORACLE_SERVER_NAME=$_ORACLE_SERVER_NAME"
-    secretEnv: ["CLIENT_ID", "ORACLE_USER", "ORACLE_PASS", "ORACLE_HOST"]
-    volumes:
-      - name: "go"
-        path: "/gopath"
-    args:
-      - -c
-      - |
-        .ci/test_with_coverage.sh \
-          "Oracle" \
-          oracle \
-          oracle
-
-  - id: "serverless-spark"
-    name: golang:1
-    waitFor: ["compile-test-binary"]
-    entrypoint: /bin/bash
-    env:
-      - "GOPATH=/gopath"
-      - "SERVERLESS_SPARK_PROJECT=$PROJECT_ID"
-      - "SERVERLESS_SPARK_LOCATION=$_REGION"
-    secretEnv: ["CLIENT_ID"]
-    volumes:
-      - name: "go"
-        path: "/gopath"
-    args:
-      - -c
-      - |
-        .ci/test_with_coverage.sh \
-          "Serverless Spark" \
-          serverlessspark
-            
+          
 availableSecrets:
   secretManager:
     - versionName: projects/$PROJECT_ID/secrets/cloud_sql_pg_user/versions/latest
@@ -833,12 +772,6 @@ availableSecrets:
       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
@@ -871,8 +804,6 @@ 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"
@@ -890,4 +821,3 @@ substitutions:
   _YUGABYTEDB_DATABASE: "yugabyte"
   _YUGABYTEDB_PORT: "5433"
   _YUGABYTEDB_LOADBALANCE: "false"
-  _ORACLE_SERVER_NAME: "FREEPDB1"

.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

@@ -37,5 +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",
-    "gemini-extension.json",
-]
+]

.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

@@ -1,85 +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
-    # This shared concurrency group ensures only one docs deployment runs at a time.
-    concurrency:
-      group: docs-deployment
-      cancel-in-progress: false
-    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@2028fbc5c25fe9cf00d9f06a71cc4710d4507903 # v6
-        with:
-          node-version: "22"
-
-      - name: Cache dependencies
-        uses: actions/cache@0057852bfaa89a56745cba8c7296529d2fc39830 # 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@08c6903cd8c0fde910a37f88322edcfb5dd907a8 # v5
-        with:
-          ref: 'main'
-          submodules: 'recursive'
-          fetch-depth: 0
-
-      - name: Checkout old content from tag into a temporary directory
-        uses: actions/checkout@08c6903cd8c0fde910a37f88322edcfb5dd907a8 # v5
-        with:
-          ref: ${{ github.event.inputs.version_tag }}
-          path: 'old_version_source' # Checkout into a temp subdir
-          # Sparse checkout to only get the content directory
-          sparse-checkout: |
-            docs
-
-      - name: Replace content with old version
-        run: |
-          # Remove the current content directory from the main branch checkout
-          rm -rf docs/
-          # Move the old content directory into place
-          mv ./old_version_source/docs docs
-
-      - name: Setup Hugo and Node
-        uses: peaceiris/actions-hugo@75d2e84710de30f6ff7268e08f310b60ef14033f # v3
-        with:
-          hugo-version: "0.145.0"
-          extended: true
-      - uses: actions/setup-node@2028fbc5c25fe9cf00d9f06a71cc4710d4507903 # v6
-        with:
-          node-version: "22"
-
-      - name: Install Dependencies
-        run: npm ci
-        working-directory: .hugo
-
-      - name: Build Hugo Site for Archived Version
-        run: hugo --minify
-        working-directory: .hugo
-        env:
-          HUGO_BASEURL: https://${{ 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@4f9cc6602d3f66b9c108549d475ec49e8ef4d45e # 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@4f9cc6602d3f66b9c108549d475ec49e8ef4d45e # 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

@@ -1,90 +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
-    # This shared concurrency group ensures only one docs deployment runs at a time.
-    concurrency:
-      group: docs-deployment
-      cancel-in-progress: false
-    steps:
-      - name: Checkout Code at Tag
-        uses: actions/checkout@08c6903cd8c0fde910a37f88322edcfb5dd907a8 # v5
-        with:
-          ref: ${{ github.event.release.tag_name }}
-
-      - name: Get Version from Release Tag
-        run: echo "VERSION=${{ github.event.release.tag_name }}" >> $GITHUB_ENV
-
-      - name: Setup Hugo
-        uses: peaceiris/actions-hugo@75d2e84710de30f6ff7268e08f310b60ef14033f # v3
-        with:
-          hugo-version: "0.145.0"
-          extended: true
-
-      - name: Setup Node
-        uses: actions/setup-node@2028fbc5c25fe9cf00d9f06a71cc4710d4507903 # v6
-        with:
-          node-version: "22"
-
-      - name: Install Dependencies
-        run: npm ci
-        working-directory: .hugo
-
-      - name: Build Hugo Site
-        run: hugo --minify
-        working-directory: .hugo
-        env:
-          HUGO_BASEURL: https://${{ github.repository_owner }}.github.io/${{ github.event.repository.name }}/${{ env.VERSION }}/
-          HUGO_RELATIVEURLS: false
-
-      - name: Deploy
-        uses: peaceiris/actions-gh-pages@4f9cc6602d3f66b9c108549d475ec49e8ef4d45e # 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@4f9cc6602d3f66b9c108549d475ec49e8ef4d45e # 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

@@ -50,12 +50,12 @@ jobs:
           extended: true
 
       - name: Setup Node
-        uses: actions/setup-node@2028fbc5c25fe9cf00d9f06a71cc4710d4507903 # v6
+        uses: actions/setup-node@49933ea5288caeca8642d1e84afbd3f7d6820020 # v4
         with:
           node-version: "22"
 
       - name: Cache dependencies
-        uses: actions/cache@0057852bfaa89a56745cba8c7296529d2fc39830 # v4
+        uses: actions/cache@0400d5f644dc74513175e3cd8d07132dd4860809 # v4
         with:
           path: ~/.npm
           key: ${{ runner.os }}-node-${{ hashFiles('**/package-lock.json') }}

.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

@@ -62,12 +62,12 @@ jobs:
           extended: true
 
       - name: Setup Node
-        uses: actions/setup-node@2028fbc5c25fe9cf00d9f06a71cc4710d4507903 # v6
+        uses: actions/setup-node@49933ea5288caeca8642d1e84afbd3f7d6820020 # v4
         with:
           node-version: "22"
 
       - name: Cache dependencies
-        uses: actions/cache@0057852bfaa89a56745cba8c7296529d2fc39830 # v4
+        uses: actions/cache@0400d5f644dc74513175e3cd8d07132dd4860809 # v4
         with:
           path: ~/.npm
           key: ${{ runner.os }}-node-${{ hashFiles('**/package-lock.json') }}
@@ -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
@@ -44,58 +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 = "v0.18.0"
-  url = "https://googleapis.github.io/genai-toolbox/v0.18.0/"
-  
-[[params.versions]]
-  version = "v0.17.0"
-  url = "https://googleapis.github.io/genai-toolbox/v0.17.0/"
-  
-[[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
@@ -120,13 +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

@@ -1,58 +1,5 @@
 # Changelog
 
-## [0.18.0](https://github.com/googleapis/genai-toolbox/compare/v0.17.0...v0.18.0) (2025-10-23)
-
-
-### Features
-
-* Support `allowedValues`, `escape`, `minValue` and `maxValue` for parameters ([#1770](https://github.com/googleapis/genai-toolbox/issues/1770)) ([eaf7740](https://github.com/googleapis/genai-toolbox/commit/eaf77406fd386c12315d67eb685dc69e0415c516))
-* **tools/looker:** Tools to allow the agent to retrieve, create, modify, and delete LookML project files. ([#1673](https://github.com/googleapis/genai-toolbox/issues/1673)) ([089081f](https://github.com/googleapis/genai-toolbox/commit/089081feb0e32f9eb65d00df5987392d413a4081))
-
-
-### Bug Fixes
-
-* **sources/mysql:** Escape mysql user agent ([#1707](https://github.com/googleapis/genai-toolbox/issues/1707)) ([eeb694c](https://github.com/googleapis/genai-toolbox/commit/eeb694c20facc40a38bfa67073c4cb1f3dd657ff))
-* **sources/mysql:** Escape program_name for MySQL ([#1717](https://github.com/googleapis/genai-toolbox/issues/1717)) ([02f7f8a](https://github.com/googleapis/genai-toolbox/commit/02f7f8af979057efe99fd138cb1b958130355b68))
-* **tools/http:** Allow 2xx status code on tool invocation ([#1761](https://github.com/googleapis/genai-toolbox/issues/1761)) ([a06d0d8](https://github.com/googleapis/genai-toolbox/commit/a06d0d8735fbec29bea97457248845a8c6b4aa3c))
-* **tools/http:** Omit optional nil query parameters ([#1762](https://github.com/googleapis/genai-toolbox/issues/1762)) ([bd16ba3](https://github.com/googleapis/genai-toolbox/commit/bd16ba3921e6177065780e5f29870859b8e18e4f))
-* **tools/looker:** Looker file content calls should not use url.QueryEscape ([#1758](https://github.com/googleapis/genai-toolbox/issues/1758)) ([336de1b](https://github.com/googleapis/genai-toolbox/commit/336de1bd04b869d322c0fd1f4667eb652159d791))
-
-
-## [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))
-* **tools/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/alloydb,cloudsqlpg,cloudsqlmysql,cloudsqlmssql:** Support PSC connection ([#1686](https://github.com/googleapis/genai-toolbox/issues/1686)) ([9d2bf79](https://github.com/googleapis/genai-toolbox/commit/9d2bf79becfda104ef77f34b8d4b22cbedbc4bf3))
-* **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))
-* **sources/oracle:** Switch Oracle driver from godror to go-ora ([#1685](https://github.com/googleapis/genai-toolbox/issues/1685)) ([8faf376](https://github.com/googleapis/genai-toolbox/commit/8faf37667e371b4ed88ebb892e8784b67611ba64))
-* **tool/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))
-
 ## [0.16.0](https://github.com/googleapis/genai-toolbox/compare/v0.15.0...v0.16.0) (2025-09-25)
 
 

DEVELOPER.md

@@ -135,29 +135,11 @@ 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.
 * **External Contributors:** Request Toolbox maintainers to trigger the testing
   workflows on your PR.
-  * Maintainers can comment `/gcbrun` to execute the integration tests.
-  * Maintainers can add the label `tests:run` to execute the unit tests.
 
 #### Test Resources
 
@@ -185,9 +167,6 @@ variables for each source.
 * Couchbase - setup in the test project via the Marketplace
 * DGraph - using the public dgraph interface <https://play.dgraph.io> for
   testing
-* Looker
-  * The Cloud Build service account is a user for conversational analytics
-  * The Looker instance runs under google.com:looker-sandbox.
 * Memorystore Redis - setup in the test project using a Memorystore for Redis
   standalone instance
   * Memorystore Redis Cluster, Memorystore Valkey standalone, and Memorystore
@@ -250,24 +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
@@ -335,16 +296,10 @@ for instructions on developing Toolbox SDKs.
 
 ### Team
 
-Team `@googleapis/senseai-eco` has been set as
+Team, `@googleapis/senseai-eco`, has been set as
 [CODEOWNERS](.github/CODEOWNERS). The GitHub TeamSync tool is used to create
 this team from MDB Group, `senseai-eco`.
 
-Team `@googleapis/toolbox-contributors` has write access to this repo. They
-can create branches and approve test runs. But they do not have the ability
-to approve PRs for main. TeamSync is used to create this team from the MDB
-Group `toolbox-contributors`. Googlers who are developing for MCP-Toolbox
-but aren't part of the core team should join this group.
-
 ### Releasing
 
 Toolbox has two types of releases: versioned and continuous. It uses Google

MCP-TOOLBOX-EXTENSION.md

@@ -1,189 +0,0 @@
-This document helps you find and install the right Gemini CLI extension to interact with your databases.
-
-## How to Install an Extension
-
-To install any of the extensions listed below, use the `gemini extensions install` command followed by the extension's GitHub repository URL.
-
-For complete instructions on finding, installing, and managing extensions, please see the [official Gemini CLI extensions documentation](https://github.com/google-gemini/gemini-cli/blob/main/docs/extensions/index.md).
-
-**Example Installation Command:**
-
-```bash
-gemini extensions install https://github.com/gemini-cli-extensions/EXTENSION_NAME
-```
-
-Make sure the user knows:
-* These commands are not supported from within the CLI
-* These commands will only be reflected in active CLI sessions on restart
-* Extensions require Application Default Credentials in your environment. See [Set up ADC for a local development environment](https://cloud.google.com/docs/authentication/set-up-adc-local-dev-environment) to learn how you can provide either your user credentials or service account credentials to ADC in a local development environment.
-* Most extensions require you to set environment variables to connect to a database. If there is a link provided for the configuration, fetch the web page and return the configuration.
-
------
-
-## Find Your Database Extension
-
-Find your database or service in the list below to get the correct installation command.
-
-**Note on Observability:** Extensions with `-observability` in their name are designed to help you understand the health and performance of your database instances, often by analyzing metrics and logs.
-
-### Google Cloud Managed Databases
-
-#### BigQuery
-
-  * For data analytics and querying:
-    ```bash
-    gemini extensions install https://github.com/gemini-cli-extensions/bigquery-data-analytics
-    ```
-
-    Configuration: https://github.com/gemini-cli-extensions/bigquery-data-analytics/tree/main?tab=readme-ov-file#configuration
-
-  * For conversational analytics (using natural language):
-    ```bash
-    gemini extensions install https://github.com/gemini-cli-extensions/bigquery-conversational-analytics
-    ```
-    
-    Configuration: https://github.com/gemini-cli-extensions/bigquery-conversational-analytics/tree/main?tab=readme-ov-file#configuration
-
-#### Cloud SQL for MySQL
-
-  * Main Extension:
-    ```bash
-    gemini extensions install https://github.com/gemini-cli-extensions/cloud-sql-mysql
-    ```
-    Configuration: https://github.com/gemini-cli-extensions/cloud-sql-mysql/tree/main?tab=readme-ov-file#configuration
-
-  * Observability:
-    ```bash
-    gemini extensions install https://github.com/gemini-cli-extensions/cloud-sql-mysql-observability
-    ```
-
-    If you are looking for self-hosted MySQL, consider the `mysql` extension.
-
-#### Cloud SQL for PostgreSQL
-
-  * Main Extension:
-    ```bash
-    gemini extensions install https://github.com/gemini-cli-extensions/cloud-sql-postgresql
-    ```
-    Configuration: https://github.com/gemini-cli-extensions/cloud-sql-postgresql/tree/main?tab=readme-ov-file#configuration
-
-  * Observability:
-    ```bash
-    gemini extensions install https://github.com/gemini-cli-extensions/cloud-sql-postgresql-observability
-    ```
-
-    If you are looking for other PostgreSQL options, consider the `postgres` extension for self-hosted instances, or the `alloydb` extension for AlloyDB for PostgreSQL.
-
-#### Cloud SQL for SQL Server
-
-  * Main Extension:
-    ```bash
-    gemini extensions install https://github.com/gemini-cli-extensions/cloud-sql-sqlserver
-    ```
-    
-    Configuration: https://github.com/gemini-cli-extensions/cloud-sql-sqlserver/tree/main?tab=readme-ov-file#configuration
-
-  * Observability:
-    ```bash
-    gemini extensions install https://github.com/gemini-cli-extensions/cloud-sql-sqlserver-observability
-    ```
-
-    If you are looking for self-hosted SQL Server, consider the `sql-server` extension.
-
-#### AlloyDB for PostgreSQL
-
-  * Main Extension:
-    ```bash
-    gemini extensions install https://github.com/gemini-cli-extensions/alloydb
-    ```
-    
-    Configuration: https://github.com/gemini-cli-extensions/alloydb/tree/main?tab=readme-ov-file#configuration
-
-  * Observability:
-    ```bash
-    gemini extensions install https://github.com/gemini-cli-extensions/alloydb-observability
-    ```
-
-    If you are looking for other PostgreSQL options, consider the `postgres` extension for self-hosted instances, or the `cloud-sql-postgresql` extension for Cloud SQL for PostgreSQL.
-
-#### Spanner
-
-  * For querying Spanner databases:
-    ```bash
-    gemini extensions install https://github.com/gemini-cli-extensions/spanner
-    ```
-    
-    Configuration: https://github.com/gemini-cli-extensions/spanner/tree/main?tab=readme-ov-file#configuration
-
-#### Firestore
-
-  * For querying Firestore in Native Mode:
-    ```bash
-    gemini extensions install https://github.com/gemini-cli-extensions/firestore-native
-    ```
-
-    Configuration: https://github.com/gemini-cli-extensions/firestore-native/tree/main?tab=readme-ov-file#configuration
-
-### Other Google Cloud Data Services
-
-#### Dataplex
-
-  * For interacting with Dataplex data lakes and assets:
-    ```bash
-    gemini extensions install https://github.com/gemini-cli-extensions/dataplex
-    ```
-
-    Configuration: https://github.com/gemini-cli-extensions/dataplex/tree/main?tab=readme-ov-file#configuration
-
-#### Looker
-
-  * For querying Looker instances:
-    ```bash
-    gemini extensions install https://github.com/gemini-cli-extensions/looker
-    ```
-
-    Configuration: https://github.com/gemini-cli-extensions/looker/tree/main?tab=readme-ov-file#configuration
-
-### Other Database Engines
-
-These extensions are for connecting to database instances not managed by Cloud SQL (e.g., self-hosted on-prem, on a VM, or in another cloud).
-
-  * MySQL:
-    ```bash
-    gemini extensions install https://github.com/gemini-cli-extensions/mysql
-    ```
-    
-    Configuration: https://github.com/gemini-cli-extensions/mysql/tree/main?tab=readme-ov-file#configuration
-
-    If you are looking for Google Cloud managed MySQL, consider the `cloud-sql-mysql` extension.
-
-  * PostgreSQL:
-    ```bash
-    gemini extensions install https://github.com/gemini-cli-extensions/postgres
-    ```
-    
-    Configuration: https://github.com/gemini-cli-extensions/postgres/tree/main?tab=readme-ov-file#configuration
-
-    If you are looking for Google Cloud managed PostgreSQL, consider the `cloud-sql-postgresql` or `alloydb` extensions.
-
-  * SQL Server:
-    ```bash
-    gemini extensions install https://github.com/gemini-cli-extensions/sql-server
-    ```
-
-    Configuration: https://github.com/gemini-cli-extensions/sql-server/tree/main?tab=readme-ov-file#configuration
-
-    If you are looking for Google Cloud managed SQL Server, consider the `cloud-sql-sqlserver` extension.
-
-### Custom Tools
-
-#### MCP Toolbox
-
-  * For connecting to MCP Toolbox servers:
-
-    This extension can be used with any Google Cloud database to build custom tools. For more information, see the [MCP Toolbox documentation](https://googleapis.github.io/genai-toolbox/getting-started/introduction/).
-    ```bash
-    gemini extensions install https://github.com/gemini-cli-extensions/mcp-toolbox
-    ```
-
-    Configuration: https://github.com/gemini-cli-extensions/mcp-toolbox/tree/main?tab=readme-ov-file#configuration

README.md

@@ -34,7 +34,6 @@ documentation](https://googleapis.github.io/genai-toolbox/).
   - [Installing the server](#installing-the-server)
   - [Running the server](#running-the-server)
   - [Integrating your application](#integrating-your-application)
-  - [Using Toolbox with Gemini CLI Extensions](#using-toolbox-with-gemini-cli-extensions)
 - [Configuration](#configuration)
   - [Sources](#sources)
   - [Tools](#tools)
@@ -119,10 +118,9 @@ To install Toolbox as a binary:
 > <summary>Linux (AMD64)</summary>
 >
 > To install Toolbox as a binary on Linux (AMD64):
->
 > ```sh
 > # see releases page for other versions
-> export VERSION=0.18.0
+> export VERSION=0.16.0
 > curl -L -o toolbox https://storage.googleapis.com/genai-toolbox/v$VERSION/linux/amd64/toolbox
 > chmod +x toolbox
 > ```
@@ -132,10 +130,9 @@ To install Toolbox as a binary:
 > <summary>macOS (Apple Silicon)</summary>
 >
 > To install Toolbox as a binary on macOS (Apple Silicon):
->
 > ```sh
 > # see releases page for other versions
-> export VERSION=0.18.0
+> export VERSION=0.16.0
 > curl -L -o toolbox https://storage.googleapis.com/genai-toolbox/v$VERSION/darwin/arm64/toolbox
 > chmod +x toolbox
 > ```
@@ -145,10 +142,9 @@ To install Toolbox as a binary:
 > <summary>macOS (Intel)</summary>
 >
 > To install Toolbox as a binary on macOS (Intel):
->
 > ```sh
 > # see releases page for other versions
-> export VERSION=0.18.0
+> export VERSION=0.16.0
 > curl -L -o toolbox https://storage.googleapis.com/genai-toolbox/v$VERSION/darwin/amd64/toolbox
 > chmod +x toolbox
 > ```
@@ -158,10 +154,9 @@ To install Toolbox as a binary:
 > <summary>Windows (AMD64)</summary>
 >
 > To install Toolbox as a binary on Windows (AMD64):
->
 > ```powershell
 > # see releases page for other versions
-> $VERSION = "0.18.0"
+> $VERSION = "0.16.0"
 > Invoke-WebRequest -Uri "https://storage.googleapis.com/genai-toolbox/v$VERSION/windows/amd64/toolbox.exe" -OutFile "toolbox.exe"
 > ```
 >
@@ -174,7 +169,7 @@ You can also install Toolbox as a container:
 
 ```sh
 # see releases page for other versions
-export VERSION=0.18.0
+export VERSION=0.16.0
 docker pull us-central1-docker.pkg.dev/database-toolbox/toolbox/toolbox:$VERSION
 ```
 
@@ -198,7 +193,7 @@ 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@v0.18.0
+go install github.com/googleapis/genai-toolbox@v0.16.0
 ```
 <!-- {x-release-please-end} -->
 
@@ -229,9 +224,9 @@ To run Toolbox from binary:
 ./toolbox --tools-file "tools.yaml"
 ```
 
-> ⓘ Note  
-> Toolbox enables dynamic reloading by default. To disable, use the
-> `--disable-reload` flag.
+ⓘ **NOTE:**  
+Toolbox enables dynamic reloading by default. To disable, use the
+`--disable-reload` flag.
 
 </details>
 
@@ -249,9 +244,9 @@ us-central1-docker.pkg.dev/database-toolbox/toolbox/toolbox:$VERSION \
 --tools-file "/app/tools.yaml"
 ```
 
-> ⓘ Note  
-> The `-v` flag mounts your local `tools.yaml` into the container, and `-p` maps
-> the container's port `5000` to your host's port `5000`.
+ⓘ **NOTE:**  
+The `-v` flag mounts your local `tools.yaml` into the container, and `-p` maps
+the container's port `5000` to your host's port `5000`.
 
 </details>
 
@@ -266,11 +261,11 @@ and run:
 go run .
 ```
 
-> ⓘ Note  
-> This command runs the project from source, and is more suitable for development
-> and testing. It does **not** compile a binary into your `$GOPATH`. If you want
-> to compile a binary instead, refer the [Developer
-> Documentation](./DEVELOPER.md#building-the-binary).
+ⓘ **NOTE:**  
+This command runs the project from source, and is more suitable for development
+and testing. It does **not** compile a binary into your `$GOPATH`. If you want
+to compile a binary instead, refer the [Developer
+Documentation](./DEVELOPER.md#building-the-binary).
 
 </details>
 
@@ -626,11 +621,13 @@ For more detailed instructions on using the Toolbox Core SDK, see the
     package main
     import (
       "context"
-      "log"
+      "encoding/json"
 
+      "github.com/firebase/genkit/go/ai"
       "github.com/firebase/genkit/go/genkit"
       "github.com/googleapis/mcp-toolbox-sdk-go/core"
       "github.com/googleapis/mcp-toolbox-sdk-go/tbgenkit"
+      "github.com/invopop/jsonschema"
     )
 
     func main() {
@@ -638,7 +635,7 @@ For more detailed instructions on using the Toolbox Core SDK, see the
       // Update the url to point to your server
       URL := "http://127.0.0.1:5000"
       ctx := context.Background()
-      g := genkit.Init(ctx)
+      g, err := genkit.Init(ctx)
 
       client, err := core.NewToolboxClient(URL)
 
@@ -651,7 +648,6 @@ For more detailed instructions on using the Toolbox Core SDK, see the
       if err != nil {
         log.Fatalf("Failed to convert tool: %v\n", err)
       }
-      log.Printf("Successfully converted tool: %s", genkitTool.Name())
     }
     ```
 
@@ -765,51 +761,6 @@ For more detailed instructions on using the Toolbox Core SDK, see the
 </blockquote>
 </details>
 
-### Using Toolbox with Gemini CLI Extensions
-
-[Gemini CLI extensions][gemini-cli-extensions] provide tools to interact
-directly with your data sources from command line. Below is a list of Gemini CLI
-extensions that are built on top of **Toolbox**. They allow you to interact with
-your data sources through pre-defined or custom tools with natural language.
-Click into the link to see detailed instructions on their usage.
-
-To use **custom** tools with Gemini CLI:
-
-- [MCP Toolbox](https://github.com/gemini-cli-extensions/mcp-toolbox)
-
-To use [prebuilt tools][prebuilt] with Gemini CLI:
-
-- [AlloyDB for PostgreSQL](https://github.com/gemini-cli-extensions/alloydb)
-- [AlloyDB for PostgreSQL
-  Observability](https://github.com/gemini-cli-extensions/alloydb-observability)
-- [BigQuery Data
-  Analytics](https://github.com/gemini-cli-extensions/bigquery-data-analytics)
-- [BigQuery Conversational
-  Analytics](https://github.com/gemini-cli-extensions/bigquery-conversational-analytics)
-- [Cloud SQL for
-  MySQL](https://github.com/gemini-cli-extensions/cloud-sql-mysql)
-- [Cloud SQL for MySQL
-  Observability](https://github.com/gemini-cli-extensions/cloud-sql-mysql-observability)
-- [Cloud SQL for
-  PostgreSQL](https://github.com/gemini-cli-extensions/cloud-sql-postgresql)
-- [Cloud SQL for PostgreSQL
-  Observability](https://github.com/gemini-cli-extensions/cloud-sql-postgresql-observability)
-- [Cloud SQL for SQL
-  Server](https://github.com/gemini-cli-extensions/cloud-sql-sqlserver)
-- [Cloud SQL for SQL Server
-  Observability](https://github.com/gemini-cli-extensions/cloud-sql-sqlserver-observability)
-- [Looker](https://github.com/gemini-cli-extensions/looker)
-- [Dataplex](https://github.com/gemini-cli-extensions/dataplex)
-- [MySQL](https://github.com/gemini-cli-extensions/mysql)
-- [PostgreSQL](https://github.com/gemini-cli-extensions/postgres)
-- [Spanner](https://github.com/gemini-cli-extensions/spanner)
-- [Firestore](https://github.com/gemini-cli-extensions/firestore-native)
-- [SQL Server](https://github.com/gemini-cli-extensions/sql-server)
-
-[prebuilt]: https://googleapis.github.io/genai-toolbox/reference/prebuilt-tools/
-[gemini-cli-extensions]:
-    https://github.com/google-gemini/gemini-cli/blob/main/docs/extensions/index.md
-
 ## Configuration
 
 The primary way to configure Toolbox is through the `tools.yaml` file. If you

cmd/root.go

@@ -80,7 +80,6 @@ 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"
@@ -98,15 +97,6 @@ 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/lookercreateprojectfile"
-	_ "github.com/googleapis/genai-toolbox/internal/tools/looker/lookerconversationalanalytics"
-	_ "github.com/googleapis/genai-toolbox/internal/tools/looker/lookerdeleteprojectfile"
-	_ "github.com/googleapis/genai-toolbox/internal/tools/looker/lookerdevmode"
-	_ "github.com/googleapis/genai-toolbox/internal/tools/looker/lookergetconnectiondatabases"
-	_ "github.com/googleapis/genai-toolbox/internal/tools/looker/lookergetconnections"
-	_ "github.com/googleapis/genai-toolbox/internal/tools/looker/lookergetconnectionschemas"
-	_ "github.com/googleapis/genai-toolbox/internal/tools/looker/lookergetconnectiontables"
-	_ "github.com/googleapis/genai-toolbox/internal/tools/looker/lookergetconnectiontablecolumns"
 	_ "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"
@@ -115,19 +105,12 @@ 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/lookergetprojectfile"
-	_ "github.com/googleapis/genai-toolbox/internal/tools/looker/lookergetprojectfiles"
-	_ "github.com/googleapis/genai-toolbox/internal/tools/looker/lookergetprojects"
-	_ "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"
 	_ "github.com/googleapis/genai-toolbox/internal/tools/looker/lookerquerysql"
 	_ "github.com/googleapis/genai-toolbox/internal/tools/looker/lookerqueryurl"
 	_ "github.com/googleapis/genai-toolbox/internal/tools/looker/lookerrunlook"
-	_ "github.com/googleapis/genai-toolbox/internal/tools/looker/lookerupdateprojectfile"
 	_ "github.com/googleapis/genai-toolbox/internal/tools/mongodb/mongodbaggregate"
 	_ "github.com/googleapis/genai-toolbox/internal/tools/mongodb/mongodbdeletemany"
 	_ "github.com/googleapis/genai-toolbox/internal/tools/mongodb/mongodbdeleteone"
@@ -151,18 +134,13 @@ 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"
 	_ "github.com/googleapis/genai-toolbox/internal/tools/postgres/postgreslistinstalledextensions"
 	_ "github.com/googleapis/genai-toolbox/internal/tools/postgres/postgreslisttables"
-	_ "github.com/googleapis/genai-toolbox/internal/tools/postgres/postgreslistviews"
 	_ "github.com/googleapis/genai-toolbox/internal/tools/postgres/postgressql"
 	_ "github.com/googleapis/genai-toolbox/internal/tools/redis"
-	_ "github.com/googleapis/genai-toolbox/internal/tools/serverlessspark/serverlesssparkgetbatch"
-	_ "github.com/googleapis/genai-toolbox/internal/tools/serverlessspark/serverlesssparklistbatches"
 	_ "github.com/googleapis/genai-toolbox/internal/tools/spanner/spannerexecutesql"
 	_ "github.com/googleapis/genai-toolbox/internal/tools/spanner/spannerlisttables"
 	_ "github.com/googleapis/genai-toolbox/internal/tools/spanner/spannersql"
@@ -201,10 +179,8 @@ 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/serverlessspark"
 	_ "github.com/googleapis/genai-toolbox/internal/sources/spanner"
 	_ "github.com/googleapis/genai-toolbox/internal/sources/sqlite"
 	_ "github.com/googleapis/genai-toolbox/internal/sources/tidb"

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")
@@ -1254,7 +1253,6 @@ func TestPrebuiltTools(t *testing.T) {
 	cloudsqlpgobsvconfig, _ := prebuiltconfigs.Get("cloud-sql-postgres-observability")
 	cloudsqlmysqlobsvconfig, _ := prebuiltconfigs.Get("cloud-sql-mysql-observability")
 	cloudsqlmssqlobsvconfig, _ := prebuiltconfigs.Get("cloud-sql-mssql-observability")
-	serverless_spark_config, _ := prebuiltconfigs.Get("serverless-spark")
 
 	// Set environment variables
 	t.Setenv("API_KEY", "your_api_key")
@@ -1306,9 +1304,6 @@ func TestPrebuiltTools(t *testing.T) {
 	t.Setenv("CLOUD_SQL_MSSQL_PASSWORD", "your_cloudsql_mssql_password")
 	t.Setenv("CLOUD_SQL_POSTGRES_PASSWORD", "your_cloudsql_pg_password")
 
-	t.Setenv("SERVERLESS_SPARK_PROJECT", "your_gcp_project_id")
-	t.Setenv("SERVERLESS_SPARK_LOCATION", "your_gcp_location")
-
 	t.Setenv("POSTGRES_HOST", "localhost")
 	t.Setenv("POSTGRES_PORT", "5432")
 	t.Setenv("POSTGRES_DATABASE", "your_postgres_db")
@@ -1332,9 +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")
@@ -1397,7 +1389,7 @@ func TestPrebuiltTools(t *testing.T) {
 			wantToolset: server.ToolsetConfigs{
 				"alloydb_postgres_database_tools": tools.ToolsetConfig{
 					Name:      "alloydb_postgres_database_tools",
-					ToolNames: []string{"execute_sql", "list_tables", "list_active_queries", "list_available_extensions", "list_installed_extensions", "list_autovacuum_configurations", "list_memory_configurations", "list_top_bloated_tables", "list_replication_slots", "list_invalid_indexes", "get_query_plan", "list_views"},
+					ToolNames: []string{"execute_sql", "list_tables", "list_active_queries", "list_available_extensions", "list_installed_extensions", "list_autovacuum_configurations", "list_memory_configurations", "list_top_bloated_tables", "list_replication_slots", "list_invalid_indexes", "get_query_plan"},
 				},
 			},
 		},
@@ -1427,7 +1419,7 @@ func TestPrebuiltTools(t *testing.T) {
 			wantToolset: server.ToolsetConfigs{
 				"cloud_sql_postgres_database_tools": tools.ToolsetConfig{
 					Name:      "cloud_sql_postgres_database_tools",
-					ToolNames: []string{"execute_sql", "list_tables", "list_active_queries", "list_available_extensions", "list_installed_extensions", "list_autovacuum_configurations", "list_memory_configurations", "list_top_bloated_tables", "list_replication_slots", "list_invalid_indexes", "get_query_plan", "list_views"},
+					ToolNames: []string{"execute_sql", "list_tables", "list_active_queries", "list_available_extensions", "list_installed_extensions", "list_autovacuum_configurations", "list_memory_configurations", "list_top_bloated_tables", "list_replication_slots", "list_invalid_indexes", "get_query_plan"},
 				},
 			},
 		},
@@ -1461,16 +1453,6 @@ func TestPrebuiltTools(t *testing.T) {
 				},
 			},
 		},
-		{
-			name: "serverless spark prebuilt tools",
-			in:   serverless_spark_config,
-			wantToolset: server.ToolsetConfigs{
-				"serverless_spark_tools": tools.ToolsetConfig{
-					Name:      "serverless_spark_tools",
-					ToolNames: []string{"list_batches", "get_batch"},
-				},
-			},
-		},
 		{
 			name: "firestore prebuilt tools",
 			in:   firestoreconfig,
@@ -1507,17 +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", "dev_mode", "get_projects", "get_project_files", "get_project_file", "create_project_file", "update_project_file", "delete_project_file", "get_connections", "get_connection_schemas", "get_connection_databases", "get_connection_tables", "get_connection_table_columns"},
-				},
-			},
-		},
-		{
-			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"},
 				},
 			},
 		},
@@ -1527,7 +1499,7 @@ func TestPrebuiltTools(t *testing.T) {
 			wantToolset: server.ToolsetConfigs{
 				"postgres_database_tools": tools.ToolsetConfig{
 					Name:      "postgres_database_tools",
-					ToolNames: []string{"execute_sql", "list_tables", "list_active_queries", "list_available_extensions", "list_installed_extensions", "list_autovacuum_configurations", "list_memory_configurations", "list_top_bloated_tables", "list_replication_slots", "list_invalid_indexes", "get_query_plan", "list_views"},
+					ToolNames: []string{"execute_sql", "list_tables", "list_active_queries", "list_available_extensions", "list_installed_extensions", "list_autovacuum_configurations", "list_memory_configurations", "list_top_bloated_tables", "list_replication_slots", "list_invalid_indexes", "get_query_plan"},
 				},
 			},
 		},
@@ -1625,72 +1597,3 @@ func TestPrebuiltTools(t *testing.T) {
 		})
 	}
 }
-
-func TestMutuallyExclusiveFlags(t *testing.T) {
-	testCases := []struct {
-		desc      string
-		args      []string
-		errString string
-	}{
-		{
-			desc:      "--prebuilt and --tools-file",
-			args:      []string{"--prebuilt", "alloydb", "--tools-file", "my.yaml"},
-			errString: "--prebuilt and --tools-file/--tools-files/--tools-folder flags cannot be used simultaneously",
-		},
-		{
-			desc:      "--tools-file and --tools-files",
-			args:      []string{"--tools-file", "my.yaml", "--tools-files", "a.yaml,b.yaml"},
-			errString: "--tools-file, --tools-files, and --tools-folder flags cannot be used simultaneously",
-		},
-		{
-			desc:      "--tools-folder and --tools-files",
-			args:      []string{"--tools-folder", "./", "--tools-files", "a.yaml,b.yaml"},
-			errString: "--tools-file, --tools-files, and --tools-folder flags cannot be used simultaneously",
-		},
-	}
-
-	for _, tc := range testCases {
-		t.Run(tc.desc, func(t *testing.T) {
-			cmd := NewCommand()
-			cmd.SetArgs(tc.args)
-			err := cmd.Execute()
-			if err == nil {
-				t.Fatalf("expected an error but got none")
-			}
-			if !strings.Contains(err.Error(), tc.errString) {
-				t.Errorf("expected error message to contain %q, but got %q", tc.errString, err.Error())
-			}
-		})
-	}
-}
-
-func TestFileLoadingErrors(t *testing.T) {
-	t.Run("non-existent tools-file", func(t *testing.T) {
-		cmd := NewCommand()
-		// Use a file that is guaranteed not to exist
-		nonExistentFile := filepath.Join(t.TempDir(), "non-existent-tools.yaml")
-		cmd.SetArgs([]string{"--tools-file", nonExistentFile})
-
-		err := cmd.Execute()
-		if err == nil {
-			t.Fatal("expected an error for non-existent file but got none")
-		}
-		if !strings.Contains(err.Error(), "unable to read tool file") {
-			t.Errorf("expected error about reading file, but got: %v", err)
-		}
-	})
-
-	t.Run("non-existent tools-folder", func(t *testing.T) {
-		cmd := NewCommand()
-		nonExistentFolder := filepath.Join(t.TempDir(), "non-existent-folder")
-		cmd.SetArgs([]string{"--tools-folder", nonExistentFolder})
-
-		err := cmd.Execute()
-		if err == nil {
-			t.Fatal("expected an error for non-existent folder but got none")
-		}
-		if !strings.Contains(err.Error(), "unable to access tools folder") {
-			t.Errorf("expected error about accessing folder, but got: %v", err)
-		}
-	})
-}

cmd/version.txt

@@ -1 +1 @@
-0.18.0
+0.16.0

docs/en/getting-started/colab_quickstart.ipynb

@@ -234,7 +234,7 @@
       },
       "outputs": [],
       "source": [
-        "version = \"0.18.0\" # x-release-please-version\n",
+        "version = \"0.16.0\" # 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

@@ -86,7 +86,7 @@ following instructions for your OS and CPU architecture.
 To install Toolbox as a binary on Linux (AMD64):
 ```sh
 # see releases page for other versions
-export VERSION=0.18.0
+export VERSION=0.16.0
 curl -L -o toolbox https://storage.googleapis.com/genai-toolbox/v$VERSION/linux/amd64/toolbox
 chmod +x toolbox
 ```
@@ -95,7 +95,7 @@ chmod +x toolbox
 To install Toolbox as a binary on macOS (Apple Silicon):
 ```sh
 # see releases page for other versions
-export VERSION=0.18.0
+export VERSION=0.16.0
 curl -L -o toolbox https://storage.googleapis.com/genai-toolbox/v$VERSION/darwin/arm64/toolbox
 chmod +x toolbox
 ```
@@ -104,7 +104,7 @@ chmod +x toolbox
 To install Toolbox as a binary on macOS (Intel):
 ```sh
 # see releases page for other versions
-export VERSION=0.18.0
+export VERSION=0.16.0
 curl -L -o toolbox https://storage.googleapis.com/genai-toolbox/v$VERSION/darwin/amd64/toolbox
 chmod +x toolbox
 ```
@@ -113,7 +113,7 @@ chmod +x toolbox
 To install Toolbox as a binary on Windows (AMD64):
 ```powershell
 # see releases page for other versions
-$VERSION = "0.18.0"
+$VERSION = "0.16.0"
 Invoke-WebRequest -Uri "https://storage.googleapis.com/genai-toolbox/v$VERSION/windows/amd64/toolbox.exe" -OutFile "toolbox.exe"
 ```
 {{% /tab %}}
@@ -124,7 +124,7 @@ You can also install Toolbox as a container:
 
 ```sh
 # see releases page for other versions
-export VERSION=0.18.0
+export VERSION=0.16.0
 docker pull us-central1-docker.pkg.dev/database-toolbox/toolbox/toolbox:$VERSION
 ```
 
@@ -143,7 +143,7 @@ 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@v0.18.0
+go install github.com/googleapis/genai-toolbox@v0.16.0
 ```
 
 {{% /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/v0.18.0/$OS/toolbox
+    curl -O https://storage.googleapis.com/genai-toolbox/v0.16.0/$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 v1.33.0
+	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 v1.33.0 h1:DExzJZbSbxSRmwX2gCsZ+V9vb6rjdmsOAy47ASBgKvg=
-google.golang.org/genai v1.33.0/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/go.mod

@@ -3,22 +3,22 @@ module genkit-quickstart
 go 1.24.6
 
 require (
-	github.com/firebase/genkit/go v1.1.0
-	github.com/googleapis/mcp-toolbox-sdk-go v0.3.1-0.20251031124047-f1f6a9faa2a1
+	github.com/firebase/genkit/go v0.6.2
+	github.com/googleapis/mcp-toolbox-sdk-go v0.3.0
 )
 
 require (
 	cloud.google.com/go v0.121.6 // indirect
-	cloud.google.com/go/auth v0.17.0 // indirect
+	cloud.google.com/go/auth v0.16.5 // indirect
 	cloud.google.com/go/auth/oauth2adapt v0.2.8 // indirect
-	cloud.google.com/go/compute/metadata v0.9.0 // indirect
+	cloud.google.com/go/compute/metadata v0.8.0 // indirect
 	github.com/bahlo/generic-list-go v0.2.0 // indirect
 	github.com/buger/jsonparser v1.1.1 // indirect
 	github.com/felixge/httpsnoop v1.0.4 // indirect
 	github.com/go-logr/logr v1.4.3 // indirect
 	github.com/go-logr/stdr v1.2.2 // indirect
 	github.com/goccy/go-yaml v1.17.1 // indirect
-	github.com/google/dotprompt/go v0.0.0-20251014011017-8d056e027254 // indirect
+	github.com/google/dotprompt/go v0.0.0-20250611200215-bb73406b05ca // indirect
 	github.com/google/go-cmp v0.7.0 // indirect
 	github.com/google/s2a-go v0.1.9 // indirect
 	github.com/google/uuid v1.6.0 // indirect
@@ -32,22 +32,21 @@ require (
 	github.com/xeipuuv/gojsonpointer v0.0.0-20190905194746-02993c407bfb // indirect
 	github.com/xeipuuv/gojsonreference v0.0.0-20180127040603-bd5ef7bd5415 // indirect
 	github.com/xeipuuv/gojsonschema v1.2.0 // indirect
-	github.com/yosida95/uritemplate/v3 v3.0.2 // indirect
 	go.opentelemetry.io/auto/sdk v1.1.0 // indirect
 	go.opentelemetry.io/contrib/instrumentation/net/http/otelhttp v0.61.0 // indirect
-	go.opentelemetry.io/otel v1.37.0 // indirect
-	go.opentelemetry.io/otel/metric v1.37.0 // indirect
-	go.opentelemetry.io/otel/sdk v1.37.0 // indirect
-	go.opentelemetry.io/otel/trace v1.37.0 // indirect
-	golang.org/x/crypto v0.43.0 // indirect
-	golang.org/x/net v0.46.0 // indirect
-	golang.org/x/oauth2 v0.32.0 // indirect
-	golang.org/x/sys v0.37.0 // indirect
-	golang.org/x/text v0.30.0 // indirect
-	google.golang.org/api v0.254.0 // indirect
-	google.golang.org/genai v1.30.0 // indirect
-	google.golang.org/genproto/googleapis/rpc v0.0.0-20251022142026-3a174f9686a8 // indirect
-	google.golang.org/grpc v1.76.0 // indirect
-	google.golang.org/protobuf v1.36.10 // indirect
+	go.opentelemetry.io/otel v1.36.0 // indirect
+	go.opentelemetry.io/otel/metric v1.36.0 // indirect
+	go.opentelemetry.io/otel/sdk v1.36.0 // indirect
+	go.opentelemetry.io/otel/trace v1.36.0 // indirect
+	golang.org/x/crypto v0.41.0 // indirect
+	golang.org/x/net v0.43.0 // indirect
+	golang.org/x/oauth2 v0.30.0 // indirect
+	golang.org/x/sys v0.35.0 // indirect
+	golang.org/x/text v0.28.0 // indirect
+	google.golang.org/api v0.248.0 // indirect
+	google.golang.org/genai v1.11.1 // indirect
+	google.golang.org/genproto/googleapis/rpc v0.0.0-20250818200422-3122310a409c // indirect
+	google.golang.org/grpc v1.74.2 // indirect
+	google.golang.org/protobuf v1.36.7 // indirect
 	gopkg.in/yaml.v3 v3.0.1 // indirect
 )

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

@@ -2,22 +2,22 @@ cel.dev/expr v0.24.0 h1:56OvJKSH3hDGL0ml5uSxZmz3/3Pq4tJ+fb1unVLAFcY=
 cel.dev/expr v0.24.0/go.mod h1:hLPLo1W4QUmuYdA72RBX06QTs6MXw941piREPl3Yfiw=
 cloud.google.com/go v0.121.6 h1:waZiuajrI28iAf40cWgycWNgaXPO06dupuS+sgibK6c=
 cloud.google.com/go v0.121.6/go.mod h1:coChdst4Ea5vUpiALcYKXEpR1S9ZgXbhEzzMcMR66vI=
-cloud.google.com/go/auth v0.17.0 h1:74yCm7hCj2rUyyAocqnFzsAYXgJhrG26XCFimrc/Kz4=
-cloud.google.com/go/auth v0.17.0/go.mod h1:6wv/t5/6rOPAX4fJiRjKkJCvswLwdet7G8+UGXt7nCQ=
+cloud.google.com/go/auth v0.16.5 h1:mFWNQ2FEVWAliEQWpAdH80omXFokmrnbDhUS9cBywsI=
+cloud.google.com/go/auth v0.16.5/go.mod h1:utzRfHMP+Vv0mpOkTRQoWD2q3BatTOoWbA7gCc2dUhQ=
 cloud.google.com/go/auth/oauth2adapt v0.2.8 h1:keo8NaayQZ6wimpNSmW5OPc283g65QNIiLpZnkHRbnc=
 cloud.google.com/go/auth/oauth2adapt v0.2.8/go.mod h1:XQ9y31RkqZCcwJWNSx2Xvric3RrU88hAYYbjDWYDL+c=
-cloud.google.com/go/compute/metadata v0.9.0 h1:pDUj4QMoPejqq20dK0Pg2N4yG9zIkYGdBtwLoEkH9Zs=
-cloud.google.com/go/compute/metadata v0.9.0/go.mod h1:E0bWwX5wTnLPedCKqk3pJmVgCBSM6qQI1yTBdEb3C10=
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 cloud.google.com/go/monitoring v1.24.2/go.mod h1:x7yzPWcgDRnPEv3sI+jJGBkwl5qINf+6qY4eq0I9B4U=
-cloud.google.com/go/secretmanager v1.16.0 h1:19QT7ZsLJ8FSP1k+4esQvuCD7npMJml6hYzilxVyT+k=
-cloud.google.com/go/secretmanager v1.16.0/go.mod h1://C/e4I8D26SDTz1f3TQcddhcmiC3rMEl0S1Cakvs3Q=
-cloud.google.com/go/storage v1.57.1 h1:gzao6odNJ7dR3XXYvAgPK+Iw4fVPPznEPPyNjbaVkq8=
-cloud.google.com/go/storage v1.57.1/go.mod h1:329cwlpzALLgJuu8beyJ/uvQznDHpa2U5lGjWednkzg=
-github.com/GoogleCloudPlatform/opentelemetry-operations-go/detectors/gcp v1.29.0 h1:UQUsRi8WTzhZntp5313l+CHIAT95ojUI2lpP/ExlZa4=
-github.com/GoogleCloudPlatform/opentelemetry-operations-go/detectors/gcp v1.29.0/go.mod h1:Cz6ft6Dkn3Et6l2v2a9/RpN7epQ1GtDlO6lj8bEcOvw=
+cloud.google.com/go/secretmanager v1.15.0 h1:RtkCMgTpaBMbzozcRUGfZe46jb9a3qh5EdEtVRUATF8=
+cloud.google.com/go/secretmanager v1.15.0/go.mod h1:1hQSAhKK7FldiYw//wbR/XPfPc08eQ81oBsnRUHEvUc=
+cloud.google.com/go/storage v1.56.1 h1:n6gy+yLnHn0hTwBFzNn8zJ1kqWfR91wzdM8hjRF4wP0=
+cloud.google.com/go/storage v1.56.1/go.mod h1:C9xuCZgFl3buo2HZU/1FncgvvOgTAs/rnh4gF4lMg0s=
+github.com/GoogleCloudPlatform/opentelemetry-operations-go/detectors/gcp v1.27.0 h1:ErKg/3iS1AKcTkf3yixlZ54f9U1rljCkQyEXWUnIUxc=
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 github.com/GoogleCloudPlatform/opentelemetry-operations-go/exporter/metric v0.53.0 h1:owcC2UnmsZycprQ5RfRgjydWhuoxg71LUfyiQdijZuM=
 github.com/GoogleCloudPlatform/opentelemetry-operations-go/exporter/metric v0.53.0/go.mod h1:ZPpqegjbE99EPKsu3iUWV22A04wzGPcAY/ziSIQEEgs=
 github.com/GoogleCloudPlatform/opentelemetry-operations-go/internal/resourcemapping v0.53.0 h1:Ron4zCA/yk6U7WOBXhTJcDpsUBG9npumK6xw2auFltQ=
@@ -40,10 +40,10 @@ github.com/envoyproxy/protoc-gen-validate v1.2.1 h1:DEo3O99U8j4hBFwbJfrz9VtgcDfU
 github.com/envoyproxy/protoc-gen-validate v1.2.1/go.mod h1:d/C80l/jxXLdfEIhX1W2TmLfsJ31lvEjwamM4DxlWXU=
 github.com/felixge/httpsnoop v1.0.4 h1:NFTV2Zj1bL4mc9sqWACXbQFVBBg2W3GPvqp8/ESS2Wg=
 github.com/felixge/httpsnoop v1.0.4/go.mod h1:m8KPJKqk1gH5J9DgRY2ASl2lWCfGKXixSwevea8zH2U=
-github.com/firebase/genkit/go v1.1.0 h1:SQqzQt19gEubvUUCFV98TARFAzD30zT3QhseF3oTKqo=
-github.com/firebase/genkit/go v1.1.0/go.mod h1:ru1cIuxG1s3HeUjhnadVveDJ1yhinj+j+uUh0f0pyxE=
-github.com/go-jose/go-jose/v4 v4.1.2 h1:TK/7NqRQZfgAh+Td8AlsrvtPoUyiHh0LqVvokh+1vHI=
-github.com/go-jose/go-jose/v4 v4.1.2/go.mod h1:22cg9HWM1pOlnRiY+9cQYJ9XHmya1bYW8OeDM6Ku6Oo=
+github.com/firebase/genkit/go v0.6.2 h1:FaVJtcprfXZz0gXTtARJqUiovu/R2wuJycNn/18aNMc=
+github.com/firebase/genkit/go v0.6.2/go.mod h1:blRYK6oNgwBDX6F+gInACru6q527itviv+xruiMSUuU=
+github.com/go-jose/go-jose/v4 v4.1.0 h1:cYSYxd3pw5zd2FSXk2vGdn9igQU2PS8MuxrCOCl0FdY=
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 github.com/go-logr/logr v1.2.2/go.mod h1:jdQByPbusPIv2/zmleS9BjJVeZ6kBagPoEUsqbVz/1A=
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 github.com/go-logr/logr v1.4.3/go.mod h1:9T104GzyrTigFIr8wt5mBrctHMim0Nb2HLGrmQ40KvY=
@@ -53,8 +53,8 @@ github.com/goccy/go-yaml v1.17.1 h1:LI34wktB2xEE3ONG/2Ar54+/HJVBriAGJ55PHls4YuY=
 github.com/goccy/go-yaml v1.17.1/go.mod h1:XBurs7gK8ATbW4ZPGKgcbrY1Br56PdM69F7LkFRi1kA=
 github.com/golang/protobuf v1.5.4 h1:i7eJL8qZTpSEXOPTxNKhASYpMn+8e5Q6AdndVa1dWek=
 github.com/golang/protobuf v1.5.4/go.mod h1:lnTiLA8Wa4RWRcIUkrtSVa5nRhsEGBg48fD6rSs7xps=
-github.com/google/dotprompt/go v0.0.0-20251014011017-8d056e027254 h1:okN800+zMJOGHLJCgry+OGzhhtH6YrjQh1rluHmOacE=
-github.com/google/dotprompt/go v0.0.0-20251014011017-8d056e027254/go.mod h1:k8cjJAQWc//ac/bMnzItyOFbfT01tgRTZGgxELCuxEQ=
+github.com/google/dotprompt/go v0.0.0-20250611200215-bb73406b05ca h1:LuQ8KS5N04c37jyaq6jelLdNi0GfI6QJb8lpnYaDW9Y=
+github.com/google/dotprompt/go v0.0.0-20250611200215-bb73406b05ca/go.mod h1:dnIk+MSMnipm9uZyPIgptq7I39aDxyjBiaev/OG0W0Y=
 github.com/google/go-cmp v0.7.0 h1:wk8382ETsv4JYUZwIsn6YpYiWiBsYLSJiTsyBybVuN8=
 github.com/google/go-cmp v0.7.0/go.mod h1:pXiqmnSA92OHEEa9HXL2W4E7lf9JzCmGVUdgjX3N/iU=
 github.com/google/s2a-go v0.1.9 h1:LGD7gtMgezd8a/Xak7mEWL0PjoTQFvpRudN895yqKW0=
@@ -65,8 +65,8 @@ github.com/googleapis/enterprise-certificate-proxy v0.3.6 h1:GW/XbdyBFQ8Qe+YAmFU
 github.com/googleapis/enterprise-certificate-proxy v0.3.6/go.mod h1:MkHOF77EYAE7qfSuSS9PU6g4Nt4e11cnsDUowfwewLA=
 github.com/googleapis/gax-go/v2 v2.15.0 h1:SyjDc1mGgZU5LncH8gimWo9lW1DtIfPibOG81vgd/bo=
 github.com/googleapis/gax-go/v2 v2.15.0/go.mod h1:zVVkkxAQHa1RQpg9z2AUCMnKhi0Qld9rcmyfL1OZhoc=
-github.com/googleapis/mcp-toolbox-sdk-go v0.3.1-0.20251031124047-f1f6a9faa2a1 h1:2tNgqscblFtzD0VB1VKqV4vVMveISvepf53GsVkOaaQ=
-github.com/googleapis/mcp-toolbox-sdk-go v0.3.1-0.20251031124047-f1f6a9faa2a1/go.mod h1:ywzclXOfzsAb2Z3TJqNOi9dZej+VrF9QfuvFOOHjpX8=
+github.com/googleapis/mcp-toolbox-sdk-go v0.3.0 h1:m/en3Pp3iGc99SYejUS9iQ01QXsDKMVA+Z456P6mAxY=
+github.com/googleapis/mcp-toolbox-sdk-go v0.3.0/go.mod h1:DYgNeEV9WHpesG9O2Esr0o+s7Nag0H3h3U2JstK1g6I=
 github.com/gorilla/websocket v1.5.3 h1:saDtZ6Pbx/0u+bgYQ3q96pZgCzfhKXGPqt7kZ72aNNg=
 github.com/gorilla/websocket v1.5.3/go.mod h1:YR8l580nyteQvAITg2hZ9XVh4b55+EU/adAjf1fMHhE=
 github.com/invopop/jsonschema v0.13.0 h1:KvpoAJWEjR3uD9Kbm2HWJmqsEaHt8lBUpd0qHcIi21E=
@@ -90,8 +90,8 @@ github.com/spiffe/go-spiffe/v2 v2.5.0 h1:N2I01KCUkv1FAjZXJMwh95KK1ZIQLYbPfhaxw8W
 github.com/spiffe/go-spiffe/v2 v2.5.0/go.mod h1:P+NxobPc6wXhVtINNtFjNWGBTreew1GBUCwT2wPmb7g=
 github.com/stretchr/objx v0.1.0/go.mod h1:HFkY916IF+rwdDfMAkV7OtwuqBVzrE8GR6GFx+wExME=
 github.com/stretchr/testify v1.3.0/go.mod h1:M5WIy9Dh21IEIfnGCwXGc5bZfKNJtfHm1UVUgZn+9EI=
-github.com/stretchr/testify v1.11.1 h1:7s2iGBzp5EwR7/aIZr8ao5+dra3wiQyKjjFuvgVKu7U=
-github.com/stretchr/testify v1.11.1/go.mod h1:wZwfW3scLgRK+23gO65QZefKpKQRnfz6sD981Nm4B6U=
+github.com/stretchr/testify v1.10.0 h1:Xv5erBjTwe/5IxqUQTdXv5kgmIvbHo3QQyRwhJsOfJA=
+github.com/stretchr/testify v1.10.0/go.mod h1:r2ic/lqez/lEtzL7wO/rwa5dbSLXVDPFyf8C91i36aY=
 github.com/wk8/go-ordered-map/v2 v2.1.8 h1:5h/BUHu93oj4gIdvHHHGsScSTMijfx5PeYkE/fJgbpc=
 github.com/wk8/go-ordered-map/v2 v2.1.8/go.mod h1:5nJHM5DyteebpVlHnWMV0rPz6Zp7+xBAnxjb1X5vnTw=
 github.com/xeipuuv/gojsonpointer v0.0.0-20180127040702-4e3ac2762d5f/go.mod h1:N2zxlSyiKSe5eX1tZViRH5QA0qijqEDrYZiPEAiq3wU=
@@ -101,8 +101,6 @@ github.com/xeipuuv/gojsonreference v0.0.0-20180127040603-bd5ef7bd5415 h1:EzJWgHo
 github.com/xeipuuv/gojsonreference v0.0.0-20180127040603-bd5ef7bd5415/go.mod h1:GwrjFmJcFw6At/Gs6z4yjiIwzuJ1/+UwLxMQDVQXShQ=
 github.com/xeipuuv/gojsonschema v1.2.0 h1:LhYJRs+L4fBtjZUfuSZIKGeVu0QRy8e5Xi7D17UxZ74=
 github.com/xeipuuv/gojsonschema v1.2.0/go.mod h1:anYRn/JVcOK2ZgGU+IjEV4nwlhoK5sQluxsYJ78Id3Y=
-github.com/yosida95/uritemplate/v3 v3.0.2 h1:Ed3Oyj9yrmi9087+NczuL5BwkIc4wvTb5zIM+UJPGz4=
-github.com/yosida95/uritemplate/v3 v3.0.2/go.mod h1:ILOh0sOhIJR3+L/8afwt/kE++YT040gmv5BQTMR2HP4=
 github.com/zeebo/errs v1.4.0 h1:XNdoD/RRMKP7HD0UhJnIzUy74ISdGGxURlYG8HSWSfM=
 github.com/zeebo/errs v1.4.0/go.mod h1:sgbWHsvVuTPHcqJJGQ1WhI5KbWlHYz+2+2C/LSEtCw4=
 go.opentelemetry.io/auto/sdk v1.1.0 h1:cH53jehLUN6UFLY71z+NDOiNJqDdPRaXzTel0sJySYA=
@@ -113,48 +111,46 @@ go.opentelemetry.io/contrib/instrumentation/google.golang.org/grpc/otelgrpc v0.6
 go.opentelemetry.io/contrib/instrumentation/google.golang.org/grpc/otelgrpc v0.61.0/go.mod h1:snMWehoOh2wsEwnvvwtDyFCxVeDAODenXHtn5vzrKjo=
 go.opentelemetry.io/contrib/instrumentation/net/http/otelhttp v0.61.0 h1:F7Jx+6hwnZ41NSFTO5q4LYDtJRXBf2PD0rNBkeB/lus=
 go.opentelemetry.io/contrib/instrumentation/net/http/otelhttp v0.61.0/go.mod h1:UHB22Z8QsdRDrnAtX4PntOl36ajSxcdUMt1sF7Y6E7Q=
-go.opentelemetry.io/otel v1.37.0 h1:9zhNfelUvx0KBfu/gb+ZgeAfAgtWrfHJZcAqFC228wQ=
-go.opentelemetry.io/otel v1.37.0/go.mod h1:ehE/umFRLnuLa/vSccNq9oS1ErUlkkK71gMcN34UG8I=
-go.opentelemetry.io/otel/metric v1.37.0 h1:mvwbQS5m0tbmqML4NqK+e3aDiO02vsf/WgbsdpcPoZE=
-go.opentelemetry.io/otel/metric v1.37.0/go.mod h1:04wGrZurHYKOc+RKeye86GwKiTb9FKm1WHtO+4EVr2E=
-go.opentelemetry.io/otel/sdk v1.37.0 h1:ItB0QUqnjesGRvNcmAcU0LyvkVyGJ2xftD29bWdDvKI=
-go.opentelemetry.io/otel/sdk v1.37.0/go.mod h1:VredYzxUvuo2q3WRcDnKDjbdvmO0sCzOvVAiY+yUkAg=
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-go.opentelemetry.io/otel/sdk/metric v1.37.0/go.mod h1:cNen4ZWfiD37l5NhS+Keb5RXVWZWpRE+9WyVCpbo5ps=
-go.opentelemetry.io/otel/trace v1.37.0 h1:HLdcFNbRQBE2imdSEgm/kwqmQj1Or1l/7bW6mxVK7z4=
-go.opentelemetry.io/otel/trace v1.37.0/go.mod h1:TlgrlQ+PtQO5XFerSPUYG0JSgGyryXewPGyayAWSBS0=
+go.opentelemetry.io/otel v1.36.0 h1:UumtzIklRBY6cI/lllNZlALOF5nNIzJVb16APdvgTXg=
+go.opentelemetry.io/otel v1.36.0/go.mod h1:/TcFMXYjyRNh8khOAO9ybYkqaDBb/70aVwkNML4pP8E=
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+golang.org/x/text v0.28.0 h1:rhazDwis8INMIwQ4tpjLDzUhx6RlXqZNPEM0huQojng=
+golang.org/x/text v0.28.0/go.mod h1:U8nCwOR8jO/marOQ0QbDiOngZVEBB7MAiitBuMjXiNU=
+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 v1.11.1 h1:MgI2JVDaIQ1YMuzKFwgPciB+K6kQ8MCBMVL9u7Oa8qw=
+google.golang.org/genai v1.11.1/go.mod h1:HFXR1zT3LCdLxd/NW6IOSCczOYyRAxwaShvYbgPSeVw=
 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=
 google.golang.org/genproto/googleapis/api v0.0.0-20250818200422-3122310a409c/go.mod h1:ea2MjsO70ssTfCjiwHgI0ZFqcw45Ksuk2ckf9G468GA=
-google.golang.org/genproto/googleapis/rpc v0.0.0-20251022142026-3a174f9686a8 h1:M1rk8KBnUsBDg1oPGHNCxG4vc1f49epmTO7xscSajMk=
-google.golang.org/genproto/googleapis/rpc v0.0.0-20251022142026-3a174f9686a8/go.mod h1:7i2o+ce6H/6BluujYR+kqX3GKH+dChPTQU19wjRPiGk=
-google.golang.org/grpc v1.76.0 h1:UnVkv1+uMLYXoIz6o7chp59WfQUYA2ex/BXQ9rHZu7A=
-google.golang.org/grpc v1.76.0/go.mod h1:Ju12QI8M6iQJtbcsV+awF5a4hfJMLi4X0JLo94ULZ6c=
-google.golang.org/protobuf v1.36.10 h1:AYd7cD/uASjIL6Q9LiTjz8JLcrh/88q5UObnmY3aOOE=
-google.golang.org/protobuf v1.36.10/go.mod h1:HTf+CrKn2C3g5S8VImy6tdcUvCska2kB7j23XfzDpco=
+google.golang.org/genproto/googleapis/rpc v0.0.0-20250818200422-3122310a409c h1:qXWI/sQtv5UKboZ/zUk7h+mrf/lXORyI+n9DKDAusdg=
+google.golang.org/genproto/googleapis/rpc v0.0.0-20250818200422-3122310a409c/go.mod h1:gw1tLEfykwDz2ET4a12jcXt4couGAm7IwsVaTy0Sflo=
+google.golang.org/grpc v1.74.2 h1:WoosgB65DlWVC9FqI82dGsZhWFNBSLjQ84bjROOpMu4=
+google.golang.org/grpc v1.74.2/go.mod h1:CtQ+BGjaAIXHs/5YS3i473GqwBBa1zGQNevxdeBEXrM=
+google.golang.org/protobuf v1.36.7 h1:IgrO7UwFQGJdRNXH/sQux4R1Dj1WAKcLElzeeRaXV2A=
+google.golang.org/protobuf v1.36.7/go.mod h1:jduwjTPXsFjZGTmRluh+L6NjiWu7pchiJ2/5YcXBHnY=
 gopkg.in/check.v1 v0.0.0-20161208181325-20d25e280405/go.mod h1:Co6ibVJAznAaIkqp8huTwlJQCZ016jof/cbN4VW5Yz0=
 gopkg.in/check.v1 v1.0.0-20201130134442-10cb98267c6c h1:Hei/4ADfdWqJk1ZMxUNpqntNwaWcugrBjAiHlqqRiVk=
 gopkg.in/check.v1 v1.0.0-20201130134442-10cb98267c6c/go.mod h1:JHkPIbrfpd72SG/EVd6muEfDQjcINNoR0C8j2r3qZ4Q=

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

@@ -46,9 +46,9 @@ func main() {
 	}
 
 	// Initialize Genkit
-	g := genkit.Init(ctx,
+	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/go.mod

@@ -4,7 +4,7 @@ go 1.24.6
 
 require (
 	github.com/googleapis/mcp-toolbox-sdk-go v0.3.0
-	github.com/tmc/langchaingo v0.1.14
+	github.com/tmc/langchaingo v0.1.13
 )
 
 require (

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

@@ -76,12 +76,10 @@ github.com/pmezard/go-difflib v1.0.1-0.20181226105442-5d4384ee4fb2 h1:Jamvg5psRI
 github.com/pmezard/go-difflib v1.0.1-0.20181226105442-5d4384ee4fb2/go.mod h1:iKH77koFhYxTK1pcRnkKkqfTogsbg7gZNVY4sRDYZ/4=
 github.com/spiffe/go-spiffe/v2 v2.5.0 h1:N2I01KCUkv1FAjZXJMwh95KK1ZIQLYbPfhaxw8WS0hE=
 github.com/spiffe/go-spiffe/v2 v2.5.0/go.mod h1:P+NxobPc6wXhVtINNtFjNWGBTreew1GBUCwT2wPmb7g=
-github.com/stretchr/objx v0.5.2 h1:xuMeJ0Sdp5ZMRXx/aWO6RZxdr3beISkG5/G/aIRr3pY=
-github.com/stretchr/objx v0.5.2/go.mod h1:FRsXN1f5AsAjCGJKqEizvkpNtU+EGNCLh3NxZ/8L+MA=
 github.com/stretchr/testify v1.10.0 h1:Xv5erBjTwe/5IxqUQTdXv5kgmIvbHo3QQyRwhJsOfJA=
 github.com/stretchr/testify v1.10.0/go.mod h1:r2ic/lqez/lEtzL7wO/rwa5dbSLXVDPFyf8C91i36aY=
-github.com/tmc/langchaingo v0.1.14 h1:o1qWBPigAIuFvrG6cjTFo0cZPFEZ47ZqpOYMjM15yZc=
-github.com/tmc/langchaingo v0.1.14/go.mod h1:aKKYXYoqhIDEv7WKdpnnCLRaqXic69cX9MnDUk72378=
+github.com/tmc/langchaingo v0.1.13 h1:rcpMWBIi2y3B90XxfE4Ao8dhCQPVDMaNPnN5cGB1CaA=
+github.com/tmc/langchaingo v0.1.13/go.mod h1:vpQ5NOIhpzxDfTZK9B6tf2GM/MoaHewPWM5KXXGh7hg=
 github.com/zeebo/errs v1.4.0 h1:XNdoD/RRMKP7HD0UhJnIzUy74ISdGGxURlYG8HSWSfM=
 github.com/zeebo/errs v1.4.0/go.mod h1:sgbWHsvVuTPHcqJJGQ1WhI5KbWlHYz+2+2C/LSEtCw4=
 go.opentelemetry.io/auto/sdk v1.1.0 h1:cH53jehLUN6UFLY71z+NDOiNJqDdPRaXzTel0sJySYA=

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/go/openAI/go.mod

@@ -4,10 +4,9 @@ go 1.24.6
 
 require (
 	github.com/googleapis/mcp-toolbox-sdk-go v0.3.0
-	github.com/openai/openai-go/v3 v3.3.0
+	github.com/openai/openai-go v1.12.0
 )
 
-
 require (
 	cloud.google.com/go/auth v0.16.5 // indirect
 	cloud.google.com/go/auth/oauth2adapt v0.2.8 // indirect

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

@@ -1,11 +1,15 @@
-cel.dev/expr v0.24.0 h1:56OvJKSH3hDGL0ml5uSxZmz3/3Pq4tJ+fb1unVLAFcY=
-cel.dev/expr v0.24.0/go.mod h1:hLPLo1W4QUmuYdA72RBX06QTs6MXw941piREPl3Yfiw=
-cloud.google.com/go v0.121.6 h1:waZiuajrI28iAf40cWgycWNgaXPO06dupuS+sgibK6c=
-cloud.google.com/go v0.121.6/go.mod h1:coChdst4Ea5vUpiALcYKXEpR1S9ZgXbhEzzMcMR66vI=
+cel.dev/expr v0.23.0 h1:wUb94w6OYQS4uXraxo9U+wUAs9jT47Xvl4iPgAwM2ss=
+cel.dev/expr v0.23.0/go.mod h1:hLPLo1W4QUmuYdA72RBX06QTs6MXw941piREPl3Yfiw=
+cloud.google.com/go v0.121.1 h1:S3kTQSydxmu1JfLRLpKtxRPA7rSrYPRPEUmL/PavVUw=
+cloud.google.com/go v0.121.1/go.mod h1:nRFlrHq39MNVWu+zESP2PosMWA0ryJw8KUBZ2iZpxbw=
+cloud.google.com/go/auth v0.16.2 h1:QvBAGFPLrDeoiNjyfVunhQ10HKNYuOwZ5noee0M5df4=
+cloud.google.com/go/auth v0.16.2/go.mod h1:sRBas2Y1fB1vZTdurouM0AzuYQBMZinrUYL8EufhtEA=
 cloud.google.com/go/auth v0.16.5 h1:mFWNQ2FEVWAliEQWpAdH80omXFokmrnbDhUS9cBywsI=
 cloud.google.com/go/auth v0.16.5/go.mod h1:utzRfHMP+Vv0mpOkTRQoWD2q3BatTOoWbA7gCc2dUhQ=
 cloud.google.com/go/auth/oauth2adapt v0.2.8 h1:keo8NaayQZ6wimpNSmW5OPc283g65QNIiLpZnkHRbnc=
 cloud.google.com/go/auth/oauth2adapt v0.2.8/go.mod h1:XQ9y31RkqZCcwJWNSx2Xvric3RrU88hAYYbjDWYDL+c=
+cloud.google.com/go/compute/metadata v0.7.0 h1:PBWF+iiAerVNe8UCHxdOt6eHLVc3ydFeOCw78U8ytSU=
+cloud.google.com/go/compute/metadata v0.7.0/go.mod h1:j5MvL9PprKL39t166CoB1uVHfQMs4tFQZZcKwksXUjo=
 cloud.google.com/go/compute/metadata v0.8.0 h1:HxMRIbao8w17ZX6wBnjhcDkW6lTFpgcaobyVfZWqRLA=
 cloud.google.com/go/compute/metadata v0.8.0/go.mod h1:sYOGTp851OV9bOFJ9CH7elVvyzopvWQFNNghtDQ/Biw=
 cloud.google.com/go/iam v1.5.2 h1:qgFRAGEmd8z6dJ/qyEchAuL9jpswyODjA2lS+w234g8=
@@ -14,18 +18,18 @@ cloud.google.com/go/monitoring v1.24.2 h1:5OTsoJ1dXYIiMiuL+sYscLc9BumrL3CarVLL7d
 cloud.google.com/go/monitoring v1.24.2/go.mod h1:x7yzPWcgDRnPEv3sI+jJGBkwl5qINf+6qY4eq0I9B4U=
 cloud.google.com/go/secretmanager v1.15.0 h1:RtkCMgTpaBMbzozcRUGfZe46jb9a3qh5EdEtVRUATF8=
 cloud.google.com/go/secretmanager v1.15.0/go.mod h1:1hQSAhKK7FldiYw//wbR/XPfPc08eQ81oBsnRUHEvUc=
-cloud.google.com/go/storage v1.56.1 h1:n6gy+yLnHn0hTwBFzNn8zJ1kqWfR91wzdM8hjRF4wP0=
-cloud.google.com/go/storage v1.56.1/go.mod h1:C9xuCZgFl3buo2HZU/1FncgvvOgTAs/rnh4gF4lMg0s=
+cloud.google.com/go/storage v1.55.0 h1:NESjdAToN9u1tmhVqhXCaCwYBuvEhZLLv0gBr+2znf0=
+cloud.google.com/go/storage v1.55.0/go.mod h1:ztSmTTwzsdXe5syLVS0YsbFxXuvEmEyZj7v7zChEmuY=
 github.com/GoogleCloudPlatform/opentelemetry-operations-go/detectors/gcp v1.27.0 h1:ErKg/3iS1AKcTkf3yixlZ54f9U1rljCkQyEXWUnIUxc=
 github.com/GoogleCloudPlatform/opentelemetry-operations-go/detectors/gcp v1.27.0/go.mod h1:yAZHSGnqScoU556rBOVkwLze6WP5N+U11RHuWaGVxwY=
-github.com/GoogleCloudPlatform/opentelemetry-operations-go/exporter/metric v0.53.0 h1:owcC2UnmsZycprQ5RfRgjydWhuoxg71LUfyiQdijZuM=
-github.com/GoogleCloudPlatform/opentelemetry-operations-go/exporter/metric v0.53.0/go.mod h1:ZPpqegjbE99EPKsu3iUWV22A04wzGPcAY/ziSIQEEgs=
-github.com/GoogleCloudPlatform/opentelemetry-operations-go/internal/resourcemapping v0.53.0 h1:Ron4zCA/yk6U7WOBXhTJcDpsUBG9npumK6xw2auFltQ=
-github.com/GoogleCloudPlatform/opentelemetry-operations-go/internal/resourcemapping v0.53.0/go.mod h1:cSgYe11MCNYunTnRXrKiR/tHc0eoKjICUuWpNZoVCOo=
+github.com/GoogleCloudPlatform/opentelemetry-operations-go/exporter/metric v0.52.0 h1:QFgWzcdmJlgEAwJz/zePYVJQxfoJGRtgIqZfIUFg5oQ=
+github.com/GoogleCloudPlatform/opentelemetry-operations-go/exporter/metric v0.52.0/go.mod h1:ayYHuYU7iNcNtEs1K9k6D/Bju7u1VEHMQm5qQ1n3GtM=
+github.com/GoogleCloudPlatform/opentelemetry-operations-go/internal/resourcemapping v0.52.0 h1:wbMd4eG/fOhsCa6+IP8uEDvWF5vl7rNoUWmP5f72Tbs=
+github.com/GoogleCloudPlatform/opentelemetry-operations-go/internal/resourcemapping v0.52.0/go.mod h1:gdIm9TxRk5soClCwuB0FtdXsbqtw0aqPwBEurK9tPkw=
 github.com/cespare/xxhash/v2 v2.3.0 h1:UL815xU9SqsFlibzuggzjXhog7bL6oX9BbNZnL2UFvs=
 github.com/cespare/xxhash/v2 v2.3.0/go.mod h1:VGX0DQ3Q6kWi7AoAeZDth3/j3BFtOZR5XLFGgcrjCOs=
-github.com/cncf/xds/go v0.0.0-20250501225837-2ac532fd4443 h1:aQ3y1lwWyqYPiWZThqv1aFbZMiM9vblcSArJRf2Irls=
-github.com/cncf/xds/go v0.0.0-20250501225837-2ac532fd4443/go.mod h1:W+zGtBO5Y1IgJhy4+A9GOqVhqLpfZi+vwmdNXUehLA8=
+github.com/cncf/xds/go v0.0.0-20250326154945-ae57f3c0d45f h1:C5bqEmzEPLsHm9Mv73lSE9e9bKV23aB1vxOsmZrkl3k=
+github.com/cncf/xds/go v0.0.0-20250326154945-ae57f3c0d45f/go.mod h1:W+zGtBO5Y1IgJhy4+A9GOqVhqLpfZi+vwmdNXUehLA8=
 github.com/davecgh/go-spew v1.1.2-0.20180830191138-d8f796af33cc h1:U9qPSI2PIWSS1VwoXQT9A3Wy9MM3WgvqSxFWenqJduM=
 github.com/davecgh/go-spew v1.1.2-0.20180830191138-d8f796af33cc/go.mod h1:J7Y8YcW2NihsgmVo/mv3lAwl/skON4iLHjSsI+c5H38=
 github.com/envoyproxy/go-control-plane v0.13.4 h1:zEqyPVyku6IvWCFwux4x9RxkLOMUL+1vC9xUFv5l2/M=
@@ -52,8 +56,12 @@ github.com/google/uuid v1.6.0 h1:NIvaJDMOsjHA8n1jAhLSgzrAzy1Hgr+hNrb57e+94F0=
 github.com/google/uuid v1.6.0/go.mod h1:TIyPZe4MgqvfeYDBFedMoGGpEw/LqOeaOT+nhxU+yHo=
 github.com/googleapis/enterprise-certificate-proxy v0.3.6 h1:GW/XbdyBFQ8Qe+YAmFU9uHLo7OnF5tL52HFAgMmyrf4=
 github.com/googleapis/enterprise-certificate-proxy v0.3.6/go.mod h1:MkHOF77EYAE7qfSuSS9PU6g4Nt4e11cnsDUowfwewLA=
+github.com/googleapis/gax-go/v2 v2.14.2 h1:eBLnkZ9635krYIPD+ag1USrOAI0Nr0QYF3+/3GqO0k0=
+github.com/googleapis/gax-go/v2 v2.14.2/go.mod h1:ON64QhlJkhVtSqp4v1uaK92VyZ2gmvDQsweuyLV+8+w=
 github.com/googleapis/gax-go/v2 v2.15.0 h1:SyjDc1mGgZU5LncH8gimWo9lW1DtIfPibOG81vgd/bo=
 github.com/googleapis/gax-go/v2 v2.15.0/go.mod h1:zVVkkxAQHa1RQpg9z2AUCMnKhi0Qld9rcmyfL1OZhoc=
+github.com/googleapis/mcp-toolbox-sdk-go v0.2.0 h1:y242XXymvSDJ84FhDvSqpyjq4bOtRDy6yOxs7QR8etY=
+github.com/googleapis/mcp-toolbox-sdk-go v0.2.0/go.mod h1:Zd5cooy5sH5ThiTwzhKtZZxTkLGbPlqDZ9c8er969Ug=
 github.com/googleapis/mcp-toolbox-sdk-go v0.3.0 h1:m/en3Pp3iGc99SYejUS9iQ01QXsDKMVA+Z456P6mAxY=
 github.com/googleapis/mcp-toolbox-sdk-go v0.3.0/go.mod h1:DYgNeEV9WHpesG9O2Esr0o+s7Nag0H3h3U2JstK1g6I=
 github.com/openai/openai-go v1.12.0 h1:NBQCnXzqOTv5wsgNC36PrFEiskGfO5wccfCWDo9S1U0=
@@ -96,30 +104,46 @@ go.opentelemetry.io/otel/sdk/metric v1.36.0 h1:r0ntwwGosWGaa0CrSt8cuNuTcccMXERFw
 go.opentelemetry.io/otel/sdk/metric v1.36.0/go.mod h1:qTNOhFDfKRwX0yXOqJYegL5WRaW376QbB7P4Pb0qva4=
 go.opentelemetry.io/otel/trace v1.36.0 h1:ahxWNuqZjpdiFAyrIoQ4GIiAIhxAunQR6MUoKrsNd4w=
 go.opentelemetry.io/otel/trace v1.36.0/go.mod h1:gQ+OnDZzrybY4k4seLzPAWNwVBBVlF2szhehOBB/tGA=
+golang.org/x/crypto v0.39.0 h1:SHs+kF4LP+f+p14esP5jAoDpHU8Gu/v9lFRK6IT5imM=
+golang.org/x/crypto v0.39.0/go.mod h1:L+Xg3Wf6HoL4Bn4238Z6ft6KfEpN0tJGo53AAPC632U=
 golang.org/x/crypto v0.41.0 h1:WKYxWedPGCTVVl5+WHSSrOBT0O8lx32+zxmHxijgXp4=
 golang.org/x/crypto v0.41.0/go.mod h1:pO5AFd7FA68rFak7rOAGVuygIISepHftHnr8dr6+sUc=
+golang.org/x/net v0.41.0 h1:vBTly1HeNPEn3wtREYfy4GZ/NECgw2Cnl+nK6Nz3uvw=
+golang.org/x/net v0.41.0/go.mod h1:B/K4NNqkfmg07DQYrbwvSluqCJOOXwUjeb/5lOisjbA=
 golang.org/x/net v0.43.0 h1:lat02VYK2j4aLzMzecihNvTlJNQUq316m2Mr9rnM6YE=
 golang.org/x/net v0.43.0/go.mod h1:vhO1fvI4dGsIjh73sWfUVjj3N7CA9WkKJNQm2svM6Jg=
 golang.org/x/oauth2 v0.30.0 h1:dnDm7JmhM45NNpd8FDDeLhK6FwqbOf4MLCM9zb1BOHI=
 golang.org/x/oauth2 v0.30.0/go.mod h1:B++QgG3ZKulg6sRPGD/mqlHQs5rB3Ml9erfeDY7xKlU=
-golang.org/x/sync v0.16.0 h1:ycBJEhp9p4vXvUZNszeOq0kGTPghopOL8q0fq3vstxw=
-golang.org/x/sync v0.16.0/go.mod h1:1dzgHSNfp02xaA81J2MS99Qcpr2w7fw1gpm99rleRqA=
+golang.org/x/sync v0.15.0 h1:KWH3jNZsfyT6xfAfKiz6MRNmd46ByHDYaZ7KSkCtdW8=
+golang.org/x/sync v0.15.0/go.mod h1:1dzgHSNfp02xaA81J2MS99Qcpr2w7fw1gpm99rleRqA=
+golang.org/x/sys v0.33.0 h1:q3i8TbbEz+JRD9ywIRlyRAQbM0qF7hu24q3teo2hbuw=
+golang.org/x/sys v0.33.0/go.mod h1:BJP2sWEmIv4KK5OTEluFJCKSidICx8ciO85XgH3Ak8k=
 golang.org/x/sys v0.35.0 h1:vz1N37gP5bs89s7He8XuIYXpyY0+QlsKmzipCbUtyxI=
 golang.org/x/sys v0.35.0/go.mod h1:BJP2sWEmIv4KK5OTEluFJCKSidICx8ciO85XgH3Ak8k=
+golang.org/x/text v0.26.0 h1:P42AVeLghgTYr4+xUnTRKDMqpar+PtX7KWuNQL21L8M=
+golang.org/x/text v0.26.0/go.mod h1:QK15LZJUUQVJxhz7wXgxSy/CJaTFjd0G+YLonydOVQA=
 golang.org/x/text v0.28.0 h1:rhazDwis8INMIwQ4tpjLDzUhx6RlXqZNPEM0huQojng=
 golang.org/x/text v0.28.0/go.mod h1:U8nCwOR8jO/marOQ0QbDiOngZVEBB7MAiitBuMjXiNU=
 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 v0.242.0 h1:7Lnb1nfnpvbkCiZek6IXKdJ0MFuAZNAJKQfA1ws62xg=
+google.golang.org/api v0.242.0/go.mod h1:cOVEm2TpdAGHL2z+UwyS+kmlGr3bVWQQ6sYEqkKje50=
 google.golang.org/api v0.248.0 h1:hUotakSkcwGdYUqzCRc5yGYsg4wXxpkKlW5ryVqvC1Y=
 google.golang.org/api v0.248.0/go.mod h1:yAFUAF56Li7IuIQbTFoLwXTCI6XCFKueOlS7S9e4F9k=
-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=
-google.golang.org/genproto/googleapis/api v0.0.0-20250818200422-3122310a409c/go.mod h1:ea2MjsO70ssTfCjiwHgI0ZFqcw45Ksuk2ckf9G468GA=
+google.golang.org/genproto v0.0.0-20250505200425-f936aa4a68b2 h1:1tXaIXCracvtsRxSBsYDiSBN0cuJvM7QYW+MrpIRY78=
+google.golang.org/genproto v0.0.0-20250505200425-f936aa4a68b2/go.mod h1:49MsLSx0oWMOZqcpB3uL8ZOkAh1+TndpJ8ONoCBWiZk=
+google.golang.org/genproto/googleapis/api v0.0.0-20250603155806-513f23925822 h1:oWVWY3NzT7KJppx2UKhKmzPq4SRe0LdCijVRwvGeikY=
+google.golang.org/genproto/googleapis/api v0.0.0-20250603155806-513f23925822/go.mod h1:h3c4v36UTKzUiuaOKQ6gr3S+0hovBtUrXzTG/i3+XEc=
+google.golang.org/genproto/googleapis/rpc v0.0.0-20250603155806-513f23925822 h1:fc6jSaCT0vBduLYZHYrBBNY4dsWuvgyff9noRNDdBeE=
+google.golang.org/genproto/googleapis/rpc v0.0.0-20250603155806-513f23925822/go.mod h1:qQ0YXyHHx3XkvlzUtpXDkS29lDSafHMZBAZDc03LQ3A=
 google.golang.org/genproto/googleapis/rpc v0.0.0-20250818200422-3122310a409c h1:qXWI/sQtv5UKboZ/zUk7h+mrf/lXORyI+n9DKDAusdg=
 google.golang.org/genproto/googleapis/rpc v0.0.0-20250818200422-3122310a409c/go.mod h1:gw1tLEfykwDz2ET4a12jcXt4couGAm7IwsVaTy0Sflo=
+google.golang.org/grpc v1.73.0 h1:VIWSmpI2MegBtTuFt5/JWy2oXxtjJ/e89Z70ImfD2ok=
+google.golang.org/grpc v1.73.0/go.mod h1:50sbHOUqWoCQGI8V2HQLJM0B+LMlIUjNSZmow7EVBQc=
 google.golang.org/grpc v1.74.2 h1:WoosgB65DlWVC9FqI82dGsZhWFNBSLjQ84bjROOpMu4=
 google.golang.org/grpc v1.74.2/go.mod h1:CtQ+BGjaAIXHs/5YS3i473GqwBBa1zGQNevxdeBEXrM=
+google.golang.org/protobuf v1.36.6 h1:z1NpPI8ku2WgiWnf+t9wTPsn6eP1L7ksHUlkfLvd9xY=
+google.golang.org/protobuf v1.36.6/go.mod h1:jduwjTPXsFjZGTmRluh+L6NjiWu7pchiJ2/5YcXBHnY=
 google.golang.org/protobuf v1.36.7 h1:IgrO7UwFQGJdRNXH/sQux4R1Dj1WAKcLElzeeRaXV2A=
 google.golang.org/protobuf v1.36.7/go.mod h1:jduwjTPXsFjZGTmRluh+L6NjiWu7pchiJ2/5YcXBHnY=
 gopkg.in/yaml.v3 v3.0.1 h1:fxVm/GzAzEWqLHuvctI91KS9hhNmmWOoWu0XTYJS7CA=

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

@@ -24,6 +24,7 @@ const queries = [
 
 function mapZodTypeToOpenAPIType(zodTypeName) {
 
+    console.log(zodTypeName)
     const typeMap = {
         'ZodString': 'string',
         'ZodNumber': 'number',
@@ -115,4 +116,4 @@ export async function main() {
     }
 }
 
-main();
+main();

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

@@ -244,10 +244,9 @@
       "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/requirements.txt

@@ -1,3 +1,3 @@
-google-adk==1.15.1
+google-adk==1.15.0
 toolbox-core==0.5.2
 pytest==8.4.2

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

@@ -1,3 +1,3 @@
-google-genai==1.47.0
+google-genai==1.38.0
 toolbox-core==0.5.2
 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==1.0.1
+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==0.14.6
-llama-index-llms-google-genai==0.7.1
+llama-index==0.14.3
+llama-index-llms-google-genai==0.6.0
 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/v0.18.0/$OS/toolbox
+    curl -O https://storage.googleapis.com/genai-toolbox/v0.16.0/$OS/toolbox
     ```
     <!-- {x-release-please-end} -->
 

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

@@ -8,7 +8,7 @@ description: >
 
 <html>
   <head>
-   <link rel="canonical" href="https://cloud.google.com/alloydb/docs/quickstart/create-and-connect"/>
-    <meta http-equiv="refresh" content="0;url=https://cloud.google.com/alloydb/docs/quickstart/create-and-connect"/>
+    <link rel="canonical" href="https://cloud.google.com/alloydb/docs/create-database-with-mcp-toolbox"/>
+    <meta http-equiv="refresh" content="0;url=https://cloud.google.com/alloydb/docs/create-database-with-mcp-toolbox"/>
   </head>
 </html>

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/v0.18.0/linux/amd64/toolbox
+curl -O https://storage.googleapis.com/genai-toolbox/v0.16.0/linux/amd64/toolbox
 {{< /tab >}}
 
 {{< tab header="darwin/arm64" lang="bash" >}}
-curl -O https://storage.googleapis.com/genai-toolbox/v0.18.0/darwin/arm64/toolbox
+curl -O https://storage.googleapis.com/genai-toolbox/v0.16.0/darwin/arm64/toolbox
 {{< /tab >}}
 
 {{< tab header="darwin/amd64" lang="bash" >}}
-curl -O https://storage.googleapis.com/genai-toolbox/v0.18.0/darwin/amd64/toolbox
+curl -O https://storage.googleapis.com/genai-toolbox/v0.16.0/darwin/amd64/toolbox
 {{< /tab >}}
 
 {{< tab header="windows/amd64" lang="bash" >}}
-curl -O https://storage.googleapis.com/genai-toolbox/v0.18.0/windows/amd64/toolbox.exe
+curl -O https://storage.googleapis.com/genai-toolbox/v0.16.0/windows/amd64/toolbox.exe
 {{< /tab >}}
 {{< /tabpane >}}
     <!-- {x-release-please-end} -->
@@ -287,15 +287,8 @@ Your AI tool is now connected to Looker using MCP. Try asking your AI
 assistant to list models, explores, dimensions, and measures. Run a
 query, retrieve the SQL for a query, and run a saved Look.
 
-The full tool list is available in the [Prebuilt Tools Reference](../../reference/prebuilt-tools/#looker).
-
 The following tools are available to the LLM:
 
-### Looker Model and Query Tools
-
-These tools are used to get information about a Looker model
-and execute queries against that model.
-
 1. **get_models**: list the LookML models in Looker
 1. **get_explores**: list the explores in a given model
 1. **get_dimensions**: list the dimensions in a given explore
@@ -305,12 +298,6 @@ and execute queries against that model.
 1. **query**: Run a query and return the data
 1. **query_sql**: Return the SQL generated by Looker for a query
 1. **query_url**: Return a link to the query in Looker for further exploration
-
-### Looker Content Tools
-
-These tools get saved content (Looks and Dashboards) from a Looker
-instance and create new saved content.
-
 1. **get_looks**: Return the saved Looks that match a title or description
 1. **run_look**: Run a saved Look and return the data
 1. **make_look**: Create a saved Look in Looker and return the URL
@@ -318,33 +305,6 @@ instance and create new saved content.
 1. **make_dashboard**: Create a saved dashboard in Looker and return the URL
 1. **add_dashboard_element**: Add a tile to a dashboard
 
-### Looker Instance Health Tools
-
-These tools offer the same health check algorithms that the popular
-CLI [Henry](https://github.com/looker-open-source/henry) offers.
-
-1. **health_pulse**: Check the health of a Looker intance
-1. **health_analyze**: Analyze the usage of a Looker object
-1. **health_vacuum**: Find LookML elements that might be unused
-
-### LookML Authoring Tools
-
-These tools allow enable the caller to write and modify LookML files
-as well as get the database schema needed to write LookML effectively.
-
-1. **dev_mode**: Activate dev mode.
-1. **get_projects**: Get the list of LookML projects
-1. **get_project_files**: Get the list of files in a project
-1. **get_project_file**: Get the contents of a file in a project
-1. **create_project_file**: Create a file in a project
-1. **update_project_file**: Update the contents of a file in a project
-1. **delete_project_file**: Delete a file in a project
-1. **get_connections**: Get the list of connections
-1. **get_connection_schemas**: Get the list of schemas for a connection
-1. **get_connection_databases**: Get the list of databases for a connection
-1. **get_connection_tables**: Get the list of tables for a connection
-1. **get_connection_table_columns**: Get the list of columns for a table in a connection
-
 {{< notice note >}}
 Prebuilt tools are pre-1.0, so expect some tool changes between versions. LLMs
 will adapt to the tools available, so this shouldn't affect most users.

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/v0.18.0/linux/amd64/toolbox
+curl -O https://storage.googleapis.com/genai-toolbox/v0.16.0/linux/amd64/toolbox
 {{< /tab >}}
 
 {{< tab header="darwin/arm64" lang="bash" >}}
-curl -O https://storage.googleapis.com/genai-toolbox/v0.18.0/darwin/arm64/toolbox
+curl -O https://storage.googleapis.com/genai-toolbox/v0.16.0/darwin/arm64/toolbox
 {{< /tab >}}
 
 {{< tab header="darwin/amd64" lang="bash" >}}
-curl -O https://storage.googleapis.com/genai-toolbox/v0.18.0/darwin/amd64/toolbox
+curl -O https://storage.googleapis.com/genai-toolbox/v0.16.0/darwin/amd64/toolbox
 {{< /tab >}}
 
 {{< tab header="windows/amd64" lang="bash" >}}
-curl -O https://storage.googleapis.com/genai-toolbox/v0.18.0/windows/amd64/toolbox.exe
+curl -O https://storage.googleapis.com/genai-toolbox/v0.16.0/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/v0.18.0/linux/amd64/toolbox
+curl -O https://storage.googleapis.com/genai-toolbox/v0.16.0/linux/amd64/toolbox
 {{< /tab >}}
 
 {{< tab header="darwin/arm64" lang="bash" >}}
-curl -O https://storage.googleapis.com/genai-toolbox/v0.18.0/darwin/arm64/toolbox
+curl -O https://storage.googleapis.com/genai-toolbox/v0.16.0/darwin/arm64/toolbox
 {{< /tab >}}
 
 {{< tab header="darwin/amd64" lang="bash" >}}
-curl -O https://storage.googleapis.com/genai-toolbox/v0.18.0/darwin/amd64/toolbox
+curl -O https://storage.googleapis.com/genai-toolbox/v0.16.0/darwin/amd64/toolbox
 {{< /tab >}}
 
 {{< tab header="windows/amd64" lang="bash" >}}
-curl -O https://storage.googleapis.com/genai-toolbox/v0.18.0/windows/amd64/toolbox.exe
+curl -O https://storage.googleapis.com/genai-toolbox/v0.16.0/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/v0.18.0/linux/amd64/toolbox
+curl -O https://storage.googleapis.com/genai-toolbox/v0.16.0/linux/amd64/toolbox
 {{< /tab >}}
 
 {{< tab header="darwin/arm64" lang="bash" >}}
-curl -O https://storage.googleapis.com/genai-toolbox/v0.18.0/darwin/arm64/toolbox
+curl -O https://storage.googleapis.com/genai-toolbox/v0.16.0/darwin/arm64/toolbox
 {{< /tab >}}
 
 {{< tab header="darwin/amd64" lang="bash" >}}
-curl -O https://storage.googleapis.com/genai-toolbox/v0.18.0/darwin/amd64/toolbox
+curl -O https://storage.googleapis.com/genai-toolbox/v0.16.0/darwin/amd64/toolbox
 {{< /tab >}}
 
 {{< tab header="windows/amd64" lang="bash" >}}
-curl -O https://storage.googleapis.com/genai-toolbox/v0.18.0/windows/amd64/toolbox.exe
+curl -O https://storage.googleapis.com/genai-toolbox/v0.16.0/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/v0.18.0/linux/amd64/toolbox
+curl -O https://storage.googleapis.com/genai-toolbox/v0.16.0/linux/amd64/toolbox
 {{< /tab >}}
 
 {{< tab header="darwin/arm64" lang="bash" >}}
-curl -O https://storage.googleapis.com/genai-toolbox/v0.18.0/darwin/arm64/toolbox
+curl -O https://storage.googleapis.com/genai-toolbox/v0.16.0/darwin/arm64/toolbox
 {{< /tab >}}
 
 {{< tab header="darwin/amd64" lang="bash" >}}
-curl -O https://storage.googleapis.com/genai-toolbox/v0.18.0/darwin/amd64/toolbox
+curl -O https://storage.googleapis.com/genai-toolbox/v0.16.0/darwin/amd64/toolbox
 {{< /tab >}}
 
 {{< tab header="windows/amd64" lang="bash" >}}
-curl -O https://storage.googleapis.com/genai-toolbox/v0.18.0/windows/amd64/toolbox.exe
+curl -O https://storage.googleapis.com/genai-toolbox/v0.16.0/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/v0.18.0/linux/amd64/toolbox
+curl -O https://storage.googleapis.com/genai-toolbox/v0.16.0/linux/amd64/toolbox
 {{< /tab >}}
 
 {{< tab header="darwin/arm64" lang="bash" >}}
-curl -O https://storage.googleapis.com/genai-toolbox/v0.18.0/darwin/arm64/toolbox
+curl -O https://storage.googleapis.com/genai-toolbox/v0.16.0/darwin/arm64/toolbox
 {{< /tab >}}
 
 {{< tab header="darwin/amd64" lang="bash" >}}
-curl -O https://storage.googleapis.com/genai-toolbox/v0.18.0/darwin/amd64/toolbox
+curl -O https://storage.googleapis.com/genai-toolbox/v0.16.0/darwin/amd64/toolbox
 {{< /tab >}}
 
 {{< tab header="windows/amd64" lang="bash" >}}
-curl -O https://storage.googleapis.com/genai-toolbox/v0.18.0/windows/amd64/toolbox.exe
+curl -O https://storage.googleapis.com/genai-toolbox/v0.16.0/windows/amd64/toolbox.exe
 {{< /tab >}}
 {{< /tabpane >}}
     <!-- {x-release-please-end} -->

docs/en/how-to/deploy_toolbox.md

@@ -232,4 +232,4 @@ contain the specific error message needed to diagnose the problem.
   the logs show errors like "permission denied" when trying to access Secret
   Manager, it means the Toolbox service account is missing permissions.
     * Ensure the `toolbox-identity` service account has the **Secret Manager
-      Secret Accessor** (`roles/secretmanager.secretAccessor`) IAM role.
+      Secret Accessor** (`roles/secretmanager.secretAccessor`) IAM role.

docs/en/reference/prebuilt-tools.md

@@ -43,8 +43,6 @@ details on how to connect your AI tools (IDEs) to databases via Toolbox and MCP.
     *   `list_replication_slots`: Lists replication slots in the database.
     *   `list_invalid_indexes`: Lists invalid indexes in the database.
     *   `get_query_plan`: Generate the execution plan of a statement.
-    *   `list_views`: Lists views in the database from pg_views with a default
-        limit of 50 rows. Returns schemaname, viewname and the ownername.
 
 ## AlloyDB Postgres Admin
 
@@ -86,8 +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.
@@ -136,10 +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
 
@@ -212,8 +204,6 @@ details on how to connect your AI tools (IDEs) to databases via Toolbox and MCP.
     *   `list_replication_slots`: Lists replication slots in the database.
     *   `list_invalid_indexes`: Lists invalid indexes in the database.
     *   `get_query_plan`: Generate the execution plan of a statement.
-    *   `list_views`: Lists views in the database from pg_views with a default
-        limit of 50 rows. Returns schemaname, viewname and the ownername.
 
 ## Cloud SQL for PostgreSQL Observability
 
@@ -264,6 +254,7 @@ details on how to connect your AI tools (IDEs) to databases via Toolbox and MCP.
     *   `CLOUD_SQL_MSSQL_REGION`: The region of your Cloud SQL instance.
     *   `CLOUD_SQL_MSSQL_INSTANCE`: The ID of your Cloud SQL instance.
     *   `CLOUD_SQL_MSSQL_DATABASE`: The name of the database to connect to.
+    *   `CLOUD_SQL_MSSQL_IP_ADDRESS`: The IP address of the Cloud SQL instance.
     *   `CLOUD_SQL_MSSQL_USER`: The database username.
     *   `CLOUD_SQL_MSSQL_PASSWORD`: The password for the database user.
     *   `CLOUD_SQL_MSSQL_IP_TYPE`: (Optional) The IP type i.e. "Public" or
@@ -363,10 +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.
@@ -386,35 +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
 
@@ -449,10 +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
 
@@ -495,22 +449,6 @@ details on how to connect your AI tools (IDEs) to databases via Toolbox and MCP.
     *   `list_replication_slots`: Lists replication slots in the database.
     *   `list_invalid_indexes`: Lists invalid indexes in the database.
     *   `get_query_plan`: Generate the execution plan of a statement.
-    *   `list_views`: Lists views in the database from pg_views with a default
-        limit of 50 rows. Returns schemaname, viewname and the ownername.
-
-## Google Cloud Serverless for Apache Spark
-
-*   `--prebuilt` value: `serverless-spark`
-*   **Environment Variables:**
-    *   `SERVERLESS_SPARK_PROJECT`: The GCP project ID
-    *   `SERVERLESS_SPARK_LOCATION`: The GCP Location.
-*   **Permissions:**
-    *   **Dataproc Serverless Viewer** (`roles/dataproc.serverlessViewer`) to
-        view serverless batches.
-    *   **Dataproc Serverless Editor** (`roles/dataproc.serverlessEditor`) to
-        view serverless batches.
-*   **Tools:**
-    *   `list_batches`: Lists Spark batches.
 
 ## Spanner (GoogleSQL dialect)
 

docs/en/resources/sources/alloydb-pg.md

@@ -45,9 +45,6 @@ cluster][alloydb-free-trial].
 - [`postgres-list-installed-extensions`](../tools/postgres/postgres-list-installed-extensions.md)
   List installed extensions in a PostgreSQL database.
 
-- [`postgres-list-views`](../tools/postgres/postgres-list-views.md)
-  List views in an AlloyDB for PostgreSQL database.
-
 ### Pre-built Configurations
 
 - [AlloyDB using MCP](https://googleapis.github.io/genai-toolbox/how-to/connect-ide/alloydb_pg_mcp/)

docs/en/resources/sources/bigquery.md

@@ -65,7 +65,7 @@ avoiding full table scans or complex filters.
 - [`bigquery-sql`](../tools/bigquery/bigquery-sql.md)  
   Run SQL queries directly against BigQuery datasets.
 
-- [`bigquery-search-catalog`](../tools/bigquery/bigquery-search-catalog.md)
+- [`bigquery-search-catalog`](../tools/bigquery/bigquery-search_catalog.md)
   List all entries in Dataplex Catalog (e.g. tables, views, models) that matches
   given user query.
 
@@ -119,11 +119,9 @@ 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"
-    # impersonateServiceAccount: "service-account@project-id.iam.gserviceaccount.com" # Optional: Service account to impersonate
 ```
 
 Initialize a BigQuery source that uses the client's access token:
@@ -135,21 +133,17 @@ 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"
-    # impersonateServiceAccount: "service-account@project-id.iam.gserviceaccount.com" # Optional: Service account to impersonate
 ```
 
 ## Reference
 
-| **field**                 | **type** | **required** | **description**                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                     |
-|---------------------------|:--------:|:------------:|---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|
-| 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`.                                                                                                                                                                                                                                                                                                                                                |
-| impersonateServiceAccount |  string  |    false     | Service account email to impersonate when making BigQuery and Dataplex API calls. The authenticated principal must have the `roles/iam.serviceAccountTokenCreator` role on the target service account. [Learn More](https://cloud.google.com/iam/docs/service-account-impersonation)                                                                                                                                                                                                                                |
+| **field**       | **type** | **required** | **description**                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                     |
+|-----------------|:--------:|:------------:|---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|
+| 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)                                                                                                                                                                                                    |
+| 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.                                                                                                                                                                                                                                                                                                                                                                                                            |

docs/en/resources/sources/cassandra.md

@@ -3,12 +3,12 @@ title: "Cassandra"
 type: docs
 weight: 1
 description: >
-  Apache Cassandra is a NoSQL distributed database known for its horizontal scalability, distributed architecture, and flexible schema definition.
+  Cassandra is a NoSQL distributed database known for its horizontal scalability, distributed architecture, and flexible schema definition.
 ---
 
 ## About
 
-[Apache 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][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/
 

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/cloud-sql-mssql.md

@@ -94,6 +94,7 @@ sources:
      region: my-region
      instance: my-instance
      database: my_db
+     ipAddress: localhost
      user: ${USER_NAME}
      password: ${PASSWORD}
      # ipType: private
@@ -106,13 +107,14 @@ instead of hardcoding your secrets into the configuration file.
 
 ## Reference
 
-| **field** | **type** | **required** | **description**                                                                                      |
-|-----------|:--------:|:------------:|------------------------------------------------------------------------------------------------------|
-| kind      |  string  |     true     | Must be "cloud-sql-mssql".                                                                           |
-| project   |  string  |     true     | Id of the GCP project that the cluster was created in (e.g. "my-project-id").                        |
-| region    |  string  |     true     | Name of the GCP region that the cluster was created in (e.g. "us-central1").                         |
-| instance  |  string  |     true     | Name of the Cloud SQL instance within the cluster (e.g. "my-instance").                              |
-| database  |  string  |     true     | Name of the Cloud SQL database to connect to (e.g. "my_db").                                         |
-| user      |  string  |     true     | Name of the SQL Server user to connect as (e.g. "my-pg-user").                                       |
-| password  |  string  |     true     | Password of the SQL Server user (e.g. "my-password").                                                |
-| ipType    |  string  |    false     | IP Type of the Cloud SQL instance, must be either `public`,  `private`, or `psc`. Default: `public`. |
+| **field** | **type** | **required** | **description**                                                                             |
+|-----------|:--------:|:------------:|---------------------------------------------------------------------------------------------|
+| kind      |  string  |     true     | Must be "cloud-sql-mssql".                                                                  |
+| project   |  string  |     true     | Id of the GCP project that the cluster was created in (e.g. "my-project-id").               |
+| region    |  string  |     true     | Name of the GCP region that the cluster was created in (e.g. "us-central1").                |
+| instance  |  string  |     true     | Name of the Cloud SQL instance within the cluster (e.g. "my-instance").                     |
+| database  |  string  |     true     | Name of the Cloud SQL database to connect to (e.g. "my_db").                                |
+| ipAddress |  string  |     true     | IP address of the Cloud SQL instance to connect to.                                         |
+| user      |  string  |     true     | Name of the SQL Server user to connect as (e.g. "my-pg-user").                              |
+| password  |  string  |     true     | Password of the SQL Server user (e.g. "my-password").                                       |
+| ipType    |  string  |    false     | IP Type of the Cloud SQL instance, must be either `public` or `private`. Default: `public`. |

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

@@ -117,13 +117,13 @@ instead of hardcoding your secrets into the configuration file.
 
 ## Reference
 
-| **field** | **type** | **required** | **description**                                                                                      |
-|-----------|:--------:|:------------:|------------------------------------------------------------------------------------------------------|
-| kind      |  string  |     true     | Must be "cloud-sql-mysql".                                                                           |
-| project   |  string  |     true     | Id of the GCP project that the cluster was created in (e.g. "my-project-id").                        |
-| region    |  string  |     true     | Name of the GCP region that the cluster was created in (e.g. "us-central1").                         |
-| instance  |  string  |     true     | Name of the Cloud SQL instance within the cluster (e.g. "my-instance").                              |
-| database  |  string  |     true     | Name of the MySQL database to connect to (e.g. "my_db").                                             |
-| user      |  string  |     true     | Name of the MySQL user to connect as (e.g. "my-pg-user").                                            |
-| password  |  string  |     true     | Password of the MySQL user (e.g. "my-password").                                                     |
-| ipType    |  string  |    false     | IP Type of the Cloud SQL instance, must be either `public`,  `private`, or `psc`. Default: `public`. |
+| **field** | **type** | **required** | **description**                                                                             |
+|-----------|:--------:|:------------:|---------------------------------------------------------------------------------------------|
+| kind      |  string  |     true     | Must be "cloud-sql-mysql".                                                                  |
+| project   |  string  |     true     | Id of the GCP project that the cluster was created in (e.g. "my-project-id").               |
+| region    |  string  |     true     | Name of the GCP region that the cluster was created in (e.g. "us-central1").                |
+| instance  |  string  |     true     | Name of the Cloud SQL instance within the cluster (e.g. "my-instance").                     |
+| database  |  string  |     true     | Name of the MySQL database to connect to (e.g. "my_db").                                    |
+| user      |  string  |     true     | Name of the MySQL user to connect as (e.g. "my-pg-user").                                   |
+| password  |  string  |     true     | Password of the MySQL user (e.g. "my-password").                                            |
+| ipType    |  string  |    false     | IP Type of the Cloud SQL instance; must be one of `public` or `private`. Default: `public`. |

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

@@ -41,9 +41,6 @@ to a database by following these instructions][csql-pg-quickstart].
 - [`postgres-list-installed-extensions`](../tools/postgres/postgres-list-installed-extensions.md)
   List installed extensions in a PostgreSQL database.
 
-- [`postgres-list-views`](../tools/postgres/postgres-list-views.md)
-  List views in a PostgreSQL database.
-
 ### Pre-built Configurations
 
 - [Cloud SQL for Postgres using
@@ -153,6 +150,6 @@ instead of hardcoding your secrets into the configuration file.
 | region    |  string  |     true     | Name of the GCP region that the cluster was created in (e.g. "us-central1").                                             |
 | instance  |  string  |     true     | Name of the Cloud SQL instance within the cluster (e.g. "my-instance").                                                  |
 | database  |  string  |     true     | Name of the Postgres database to connect to (e.g. "my_db").                                                              |
-| user      |  string  |    false     | Name of the Postgres user to connect as (e.g. "my-pg-user"). Defaults to IAM auth using [ADC][adc] email if unspecified. |
-| password  |  string  |    false     | Password of the Postgres user (e.g. "my-password"). Defaults to attempting IAM authentication if unspecified.            |
-| ipType    |  string  |    false     | IP Type of the Cloud SQL instance; must be one of `public`, `private`, or `psc`. Default: `public`.                      |
+| user      |  string  |     false    | Name of the Postgres user to connect as (e.g. "my-pg-user"). Defaults to IAM auth using [ADC][adc] email if unspecified. |
+| password  |  string  |     false    | Password of the Postgres user (e.g. "my-password"). Defaults to attempting IAM authentication if unspecified.            |
+| ipType    |  string  |     false    | IP Type of the Cloud SQL instance; must be one of `public` or `private`. Default: `public`.                              |

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

@@ -1,96 +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
-
-## 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/postgres.md

@@ -35,9 +35,6 @@ reputation for reliability, feature robustness, and performance.
 - [`postgres-list-installed-extensions`](../tools/postgres/postgres-list-installed-extensions.md)
   List installed extensions in a PostgreSQL database.
 
-- [`postgres-list-views`](../tools/postgres/postgres-list-views.md)
-  List views in a PostgreSQL database.
-
 ### Pre-built Configurations
 
 - [PostgreSQL using MCP](https://googleapis.github.io/genai-toolbox/how-to/connect-ide/postgres_mcp/)

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/sources/serverless-spark.md

@@ -1,59 +0,0 @@
----
-title: "Serverless for Apache Spark"
-type: docs
-weight: 1
-description: >
-  Google Cloud Serverless for Apache Spark lets you run Spark workloads without requiring you to provision and manage your own Spark cluster.
----
-
-## About
-
-The [Serverless for Apache
-Spark](https://cloud.google.com/dataproc-serverless/docs/overview) source allows
-Toolbox to interact with Spark batches hosted on Google Cloud Serverless for
-Apache Spark.
-
-## Available Tools
-
-- [`serverless-spark-list-batches`](../tools/serverless-spark/serverless-spark-list-batches.md)
-  List and filter Serverless Spark batches.
-- [`serverless-spark-get-batch`](../tools/serverless-spark/serverless-spark-get-batch.md)
-  Get a Serverless Spark batch.
-
-## Requirements
-
-### IAM Permissions
-
-Serverless for Apache Spark uses [Identity and Access Management
-(IAM)](https://cloud.google.com/bigquery/docs/access-control) to control user
-and group access to serverless Spark resources like batches and sessions.
-
-Toolbox will use your [Application Default Credentials
-(ADC)](https://cloud.google.com/docs/authentication#adc) to authorize and
-authenticate when interacting with Google Cloud Serverless for Apache Spark.
-When using this method, you need to ensure the IAM identity associated with your
-ADC has the correct
-[permissions](https://cloud.google.com/dataproc-serverless/docs/concepts/iam)
-for the actions you intend to perform. Common roles include
-`roles/dataproc.serverlessEditor` (which includes permissions to run batches) or
-`roles/dataproc.serverlessViewer`. Follow this
-[guide](https://cloud.google.com/docs/authentication/provide-credentials-adc) to
-set up your ADC.
-
-## Example
-
-```yaml
-sources:
-  my-serverless-spark-source:
-    kind: serverless-spark
-    project: my-project-id
-    location: us-central1
-```
-
-## Reference
-
-| **field** | **type** | **required** | **description**                                                   |
-| --------- | :------: | :----------: | ----------------------------------------------------------------- |
-| kind      |  string  |     true     | Must be "serverless-spark".                                       |
-| project   |  string  |     true     | ID of the GCP project with Serverless for Apache Spark resources. |
-| location  |  string  |     true     | Location containing Serverless for Apache Spark resources.        |

docs/en/resources/sources/spanner.md

@@ -31,9 +31,6 @@ the Google Cloud console][spanner-quickstart].
 - [`spanner-execute-sql`](../tools/spanner/spanner-execute-sql.md)  
   Run structured and parameterized queries on Spanner.
 
-- [`spanner-list-tables`](../tools/spanner/spanner-list-tables.md)  
-  Retrieve schema information about tables in a Spanner database.
-
 ### Pre-built Configurations
 
 - [Spanner using MCP](https://googleapis.github.io/genai-toolbox/how-to/connect-ide/spanner_mcp/)  

docs/en/resources/tools/_index.md

@@ -77,18 +77,13 @@ the parameter.
         description: Airline unique 2 letter identifier
 ```
 
-| **field**      |    **type**    | **required** | **description**                                                                                                                                                                                                                        |
-|----------------|:--------------:|:------------:|----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|
-| name           |     string     |     true     | Name of the parameter.                                                                                                                                                                                                                 |
-| type           |     string     |     true     | Must be one of "string", "integer", "float", "boolean" "array"                                                                                                                                                                         |
-| description    |     string     |     true     | Natural language description of the parameter to describe it to the agent.                                                                                                                                                             |
-| default        | parameter type |    false     | Default value of the parameter. If provided, `required` will be `false`.                                                                                                                                                               |
-| required       |      bool      |    false     | Indicate if the parameter is required. Default to `true`.                                                                                                                                                                              |
-| allowedValues  |    []string    |    false     | Input value will be checked against this field. Regex is also supported.                                                                                                                                                               |
-| excludedValues |    []string    |    false     | Input value will be checked against this field. Regex is also supported.                                                                                                                                                               |
-| escape         |     string     |    false     | Only available for type `string`. Indicate the escaping delimiters used for the parameter. This field is intended to be used with templateParameters. Must be one of "single-quotes", "double-quotes", "backticks", "square-brackets". |
-| minValue       |  int or float  |    false     | Only available for type `integer` and `float`. Indicate the minimum value allowed.                                                                                                                                                     |
-| maxValue       |  int or float  |    false     | Only available for type `integer` and `float`. Indicate the maximum value allowed.                                                                                                                                                     |
+| **field**   | **type**        | **required** | **description**                                                             |
+|-------------|:---------------:|:------------:|-----------------------------------------------------------------------------|
+| name        |  string         |     true     | Name of the parameter.                                                      |
+| type        |  string         |     true     | Must be one of "string", "integer", "float", "boolean" "array"              |
+| description |  string         |     true     | Natural language description of the parameter to describe it to the agent.  |
+| default     |  parameter type |     false    | Default value of the parameter. If provided, `required` will be `false`.    |
+| required    |  bool           |     false    | Indicate if the parameter is required. Default to `true`.                   |
 
 ### Array Parameters
 
@@ -109,16 +104,14 @@ in the list using the items field:
       SELECT * FROM airlines WHERE preferred_airlines = ANY($1);
 ```
 
-| **field**      |     **type**     | **required** | **description**                                                            |
-|----------------|:----------------:|:------------:|----------------------------------------------------------------------------|
-| name           |      string      |     true     | Name of the parameter.                                                     |
-| type           |      string      |     true     | Must be "array"                                                            |
-| description    |      string      |     true     | Natural language description of the parameter to describe it to the agent. |
-| default        |  parameter type  |    false     | Default value of the parameter. If provided, `required` will be `false`.   |
-| required       |       bool       |    false     | Indicate if the parameter is required. Default to `true`.                  |
-| allowedValues  |     []string     |    false     | Input value will be checked against this field. Regex is also supported.   |
-| excludedValues |     []string     |    false     | Input value will be checked against this field. Regex is also supported.   |
-| items          | parameter object |     true     | Specify a Parameter object for the type of the values in the array.        |
+| **field**   |     **type**     | **required** | **description**                                                             |
+|-------------|:----------------:|:------------:|-----------------------------------------------------------------------------|
+| name        |      string      |     true     | Name of the parameter.                                                      |
+| type        |      string      |     true     | Must be "array"                                                             |
+| description |      string      |     true     | Natural language description of the parameter to describe it to the agent.  |
+| default     |  parameter type |     false    | Default value of the parameter. If provided, `required` will be `false`.     |
+| required    |  bool           |     false    | Indicate if the parameter is required. Default to `true`.                    |
+| items       | parameter object |     true     | Specify a Parameter object for the type of the values in the array.         |
 
 {{< notice note >}}
 Items in array should not have a `default` or `required` value. If provided, it
@@ -188,10 +181,10 @@ user's ID token.
                 field: sub
 ```
 
-| **field** | **type** | **required** | **description**                                                                  |
-|-----------|:--------:|:------------:|----------------------------------------------------------------------------------|
-| name      |  string  |     true     | Name of the [authServices](../authServices/) used to verify the OIDC auth token. |
-| field     |  string  |     true     | Claim field decoded from the OIDC token used to auto-populate this parameter.    |
+| **field** | **type** | **required** | **description**                                                                         |
+|-----------|:--------:|:------------:|-----------------------------------------------------------------------------------------|
+| name      |  string  |     true     | Name of the [authServices](../authServices/) used to verify the OIDC auth token.         |
+| field     |  string  |     true     | Claim field decoded from the OIDC token used to auto-populate this parameter.           |
 
 ### Template Parameters
 
@@ -213,14 +206,6 @@ table names, they are prone to SQL injections. Basic parameters are preferred
 for performance and safety reasons.
 {{< /notice >}}
 
-{{< notice tip >}}
-To minimize SQL injection risk when using template parameters, always provide
-the `allowedValues` field within the parameter to restrict inputs.
-Alternatively, for `string` type parameters, you can use the `escape` field to
-add delimiters to the identifier. For `integer` or `float` type parameters, you
-can use `minValue` and `maxValue` to define the allowable range.
-{{< /notice >}}
-
 ```yaml
 tools:
  select_columns_from_table:
@@ -246,19 +231,14 @@ tools:
           name: column
           type: string
           description: Name of a column to select
-          escape: double-quotes # with this, the statement will resolve to `SELECT "id", "name" FROM flights`
 ```
 
-| **field**      |     **type**     |  **required**   | **description**                                                                     |
-|----------------|:----------------:|:---------------:|-------------------------------------------------------------------------------------|
-| name           |      string      |      true       | Name of the template parameter.                                                     |
-| type           |      string      |      true       | Must be one of "string", "integer", "float", "boolean", "array"                     |
-| description    |      string      |      true       | Natural language description of the template parameter to describe it to the agent. |
-| default        |  parameter type  |      false      | Default value of the parameter. If provided, `required` will be `false`.            |
-| required       |       bool       |      false      | Indicate if the parameter is required. Default to `true`.                           |
-| allowedValues  |     []string     |      false      | Input value will be checked against this field. Regex is also supported.            |
-| excludedValues |     []string     |      false      | Input value will be checked against this field. Regex is also supported.            |
-| items          | parameter object | true (if array) | Specify a Parameter object for the type of the values in the array (string only).   |
+| **field**   | **type**         | **required**  | **description**                                                                     |
+|-------------|:----------------:|:-------------:|-------------------------------------------------------------------------------------|
+| name        |  string          |     true      | Name of the template parameter.                                                     |
+| type        |  string          |     true      | Must be one of "string", "integer", "float", "boolean" "array"                      |
+| description |  string          |     true      | Natural language description of the template parameter to describe it to the agent. |
+| items       | parameter object |true (if array)| Specify a Parameter object for the type of the values in the array (string only).   |
 
 ## Authorized Invocations
 

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

@@ -39,20 +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.
-
-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 `input_data` parameter.
-- **With `allowedDatasets` restriction:** The tool verifies that the `input_data` parameter only accesses tables within the allowed datasets.
-  - If `input_data` is a table ID, the tool checks if the table's dataset is in the allowed list.
-  - If `input_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
 

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

@@ -20,15 +20,8 @@ It's compatible with the following sources:
 - **`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:
-
+`bigquery` source:
 - **Without `allowedDatasets` restriction:** The tool can execute any valid GoogleSQL
   query.
 - **With `allowedDatasets` restriction:** Before execution, the tool performs a dry run
@@ -40,8 +33,6 @@ The tool's behavior is influenced by the `allowedDatasets` restriction on the
   - **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.
-
 ## Example
 
 ```yaml

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

@@ -33,19 +33,12 @@ 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:
-
+The tool's behavior regarding these parameters is 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.
+- **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
 

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

@@ -15,19 +15,10 @@ It's compatible with the following sources:
 
 - [bigquery](../../sources/bigquery.md)
 
-`bigquery-get-dataset-info` accepts the following parameters:
-- **`dataset`** (required): Specifies the dataset for which to retrieve metadata.
-- **`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
-`allowedDatasets` restriction on the `bigquery` source:
-- **Without `allowedDatasets` restriction:** The tool can retrieve metadata for
-  any dataset specified by the `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-dataset-info` takes a `dataset` parameter to specify the dataset
+on the given source. 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-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/cassandra-cql.md

@@ -14,12 +14,12 @@ aliases:
 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)
+- [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/datastax-drivers/developing/prepared-statements.html
+[cassandra-prepare]: https://docs.datastax.com/en/developer/go-driver/4.8/cql-prepared-statements/
 
 ## Example
 

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

@@ -13,7 +13,7 @@ aliases:
 A `dataplex-lookup-entry` tool returns details of a particular entry in Dataplex
 Catalog. It's compatible with the following sources:
 
-- [dataplex](../../sources/dataplex.md)
+- [dataplex](../sources/dataplex.md)
 
 `dataplex-lookup-entry` takes a required `name` parameter which contains the
 project and location to which the request should be attributed in the following
@@ -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/firebird/firebird-execute-sql.md

@@ -14,7 +14,7 @@ aliases:
 A `firebird-execute-sql` tool executes a SQL statement against a Firebird
 database. It's compatible with the following source:
 
-- [firebird](../../sources/firebird.md)
+- [firebird](../sources/firebird.md)
 
 `firebird-execute-sql` takes one input parameter `sql` and runs the sql
 statement against the `source`.

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

@@ -14,7 +14,7 @@ aliases:
 A `firebird-sql` tool executes a pre-defined SQL statement against a Firebird
 database. It's compatible with the following source:
 
-- [firebird](../../sources/firebird.md)
+- [firebird](../sources/firebird.md)
 
 The specified SQL statement is executed as a [prepared statement][fb-prepare],
 and supports both positional parameters (`?`) and named parameters (`:param_name`).
@@ -102,7 +102,7 @@ tools:
 > including identifiers, column names, and table names. **This makes it more
 > vulnerable to SQL injections**. Using basic parameters only (see above) is
 > recommended for performance and safety reasons. For more details, please check
-> [templateParameters](../#template-parameters).
+> [templateParameters](_index#template-parameters).
 
 ```yaml
 tools:
@@ -131,5 +131,5 @@ tools:
 | 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.                                                                                         |
 | statement          |                      string                      |     true     | SQL statement to execute on.                                                                                                               |
-| parameters         |    [parameters](../#specifying-parameters)    |    false     | List of [parameters](../#specifying-parameters) that will be inserted into the SQL statement.                                           |
-| templateParameters | [templateParameters](../#template-parameters) |    false     | List of [templateParameters](../#template-parameters) that will be inserted into the SQL statement before executing prepared statement. |
+| parameters         |    [parameters](_index#specifying-parameters)    |    false     | List of [parameters](_index#specifying-parameters) that will be inserted into the SQL statement.                                           |
+| templateParameters | [templateParameters](_index#template-parameters) |    false     | List of [templateParameters](_index#template-parameters) that will be inserted into the SQL statement before executing prepared statement. |

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
 ---
@@ -55,8 +56,8 @@ tools:
 
 ## Reference
 
-| **field**   | **type** | **required** | **description**                                    |
-|-------------|:--------:|:------------:|----------------------------------------------------|
-| kind        |  string  |     true     | Must be "looker-add-dashboard-element"             |
-| 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. |
+| **field**   |                  **type**                  | **required** | **description**                                                                                  |
+|-------------|:------------------------------------------:|:------------:|--------------------------------------------------------------------------------------------------|
+| kind        |                   string                   |     true     | Must be "looker-add-dashboard-element"                                                           |
+| 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-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-create-project-file.md

@@ -1,45 +0,0 @@
----
-title: "looker-create-project-file"
-type: docs
-weight: 1
-description: >
-  A "looker-create-project-file" tool creates a new LookML file in a project.
-aliases:
-- /resources/tools/looker-create-project-file
----
-
-## About
-
-A `looker-create-project-file` tool creates a new LookML file in a project
-
-It's compatible with the following sources:
-
-- [looker](../../sources/looker.md)
-
-`looker-create-project-file` accepts a project_id parameter and a file_path parameter
-as well as the file content.
-
-## Example
-
-```yaml
-tools:
-    create_project_file:
-        kind: looker-create-project-file
-        source: looker-source
-        description: |
-          create_project_file Tool
-
-          Given a project_id and a file path within the project, as well as the content
-          of a LookML file, this tool will create a new file within the project.
-
-          This tool must be called after the dev_mode tool has changed the session to
-          dev mode.
-```
-
-## Reference
-
-| **field**   | **type** | **required** | **description**                                    |
-|-------------|:--------:|:------------:|----------------------------------------------------|
-| kind        |  string  |     true     | Must be "looker-create-project-file".              |
-| source      |  string  |     true     | Name of the source Looker instance.                |
-| description |  string  |     true     | Description of the tool that is passed to the LLM. |

docs/en/resources/tools/looker/looker-delete-project-file.md

@@ -1,44 +0,0 @@
----
-title: "looker-delete-project-file"
-type: docs
-weight: 1
-description: >
-  A "looker-delete-project-file" tool deletes a LookML file in a project.
-aliases:
-- /resources/tools/looker-delete-project-file
----
-
-## About
-
-A `looker-delete-project-file` tool deletes a LookML file in a project
-
-It's compatible with the following sources:
-
-- [looker](../../sources/looker.md)
-
-`looker-delete-project-file` accepts a project_id parameter and a file_path parameter.
-
-## Example
-
-```yaml
-tools:
-    delete_project_file:
-        kind: looker-delete-project-file
-        source: looker-source
-        description: |
-          delete_project_file Tool
-
-          Given a project_id and a file path within the project, this tool will delete
-          the file from the project.
-
-          This tool must be called after the dev_mode tool has changed the session to
-          dev mode.
-```
-
-## Reference
-
-| **field**   | **type** | **required** | **description**                                    |
-|-------------|:--------:|:------------:|----------------------------------------------------|
-| kind        |  string  |     true     | Must be "looker-delete-project-file".              |
-| source      |  string  |     true     | Name of the source Looker instance.                |
-| description |  string  |     true     | Description of the tool that is passed to the LLM. |

docs/en/resources/tools/looker/looker-dev-mode.md

@@ -1,42 +0,0 @@
----
-title: "looker-dev-mode"
-type: docs
-weight: 1
-description: >
-  A "looker-dev-mode" tool changes the current session into and out of dev mode
-aliases:
-- /resources/tools/looker-dev-mode
----
-
-## About
-
-A `looker-dev-mode` tool changes the session into and out of dev mode.
-
-It's compatible with the following sources:
-
-- [looker](../../sources/looker.md)
-
-`looker-dev-mode` accepts a boolean parameter, true to enter dev mode and false to exit dev mode.
-
-
-## Example
-
-```yaml
-tools:
-    dev_mode:
-        kind: looker-dev-mode
-        source: looker-source
-        description: |
-          dev_mode Tool
-
-          Passing true to this tool switches the session to dev mode. Passing false to this tool switches the
-          session to production mode.
-```
-
-## Reference
-
-| **field**   | **type** | **required** | **description**                                    |
-|-------------|:--------:|:------------:|----------------------------------------------------|
-| kind        |  string  |     true     | Must be "looker-dev-mode".                         |
-| source      |  string  |     true     | Name of the source Looker instance.                |
-| description |  string  |     true     | Description of the tool that is passed to the LLM. |

docs/en/resources/tools/looker/looker-get-connection-databases.md

@@ -1,41 +0,0 @@
----
-title: "looker-get-connection-databases"
-type: docs
-weight: 1
-description: >
-  A "looker-get-connection-databases" tool returns all the databases in a connection.
-aliases:
-- /resources/tools/looker-get-connection-databases
----
-
-## About
-
-A `looker-get-connection-databases` tool returns all the databases in a connection.
-
-It's compatible with the following sources:
-
-- [looker](../../sources/looker.md)
-
-`looker-get-connection-databases` accepts a `conn` parameter.
-
-## Example
-
-```yaml
-tools:
-    get_connection_databases:
-        kind: looker-get-connection-databases
-        source: looker-source
-        description: |
-          get_connection_databases Tool
-
-          This tool will list the databases available from a connection if the connection
-          supports multiple databases.
-```
-
-## Reference
-
-| **field**   | **type** | **required** | **description**                                    |
-|-------------|:--------:|:------------:|----------------------------------------------------|
-| kind        |  string  |     true     | Must be "looker-get-connection-databases".         |
-| source      |  string  |     true     | Name of the source Looker instance.                |
-| description |  string  |     true     | Description of the tool that is passed to the LLM. |