Merge branch 'main' into feat/kuzudb

fix auth tool integration test
set default for kuzudb database config
2026-01-11 16:38:15 -05:00 · 2025-08-06 12:18:02 -07:00 · 2025-08-06 06:23:45 +05:30 · 2025-08-06 06:12:03 +05:30 · 2025-08-05 17:03:17 -07:00 · 2025-08-05 19:31:11 +05:30
458 changed files with 6192 additions and 43508 deletions
--- a/.ci/integration.cloudbuild.yaml
+++ b/.ci/integration.cloudbuild.yaml
@@ -62,28 +62,6 @@ steps:
          postgressql \
          postgresexecutesql

-  - id: "alloydb"
-    name: golang:1
-    waitFor: ["compile-test-binary"]
-    entrypoint: /bin/bash
-    env:
-      - "GOPATH=/gopath"
-      - "ALLOYDB_PROJECT=$PROJECT_ID"
-      - "ALLOYDB_CLUSTER=$_ALLOYDB_POSTGRES_CLUSTER"
-      - "ALLOYDB_INSTANCE=$_ALLOYDB_POSTGRES_INSTANCE"
-      - "ALLOYDB_REGION=$_REGION"
-    secretEnv: ["ALLOYDB_POSTGRES_USER"]
-    volumes:
-      - name: "go"
-        path: "/gopath"
-    args:
-      - -c
-      - |
-        .ci/test_with_coverage.sh \
-          "AlloyDB" \
-          alloydb \
-          alloydb
-
  - id: "alloydb-pg"
    name: golang:1
    waitFor: ["compile-test-binary"]
@@ -350,23 +328,23 @@ steps:
          mssql \
          mssql

-  # - id: "dgraph"
-  #   name: golang:1
-  #   waitFor: ["compile-test-binary"]
-  #   entrypoint: /bin/bash
-  #   env:
-  #     - "GOPATH=/gopath"
-  #     - "DGRAPH_URL=$_DGRAPHURL"
-  #   volumes:
-  #     - name: "go"
-  #       path: "/gopath"
-  #   args:
-  #     - -c
-  #     - |
-  #       .ci/test_with_coverage.sh \
-  #         "Dgraph" \
-  #         dgraph \
-  #         dgraph
+  - id: "dgraph"
+    name: golang:1
+    waitFor: ["compile-test-binary"]
+    entrypoint: /bin/bash
+    env:
+      - "GOPATH=/gopath"
+      - "DGRAPH_URL=$_DGRAPHURL"
+    volumes:
+      - name: "go"
+        path: "/gopath"
+    args:
+      - -c
+      - |
+        .ci/test_with_coverage.sh \
+          "Dgraph" \
+          dgraph \
+          dgraph

  - id: "http"
    name: golang:1
@@ -466,27 +444,6 @@ steps:
          valkey \
          valkey

-  - id: "oceanbase"
-    name: golang:1
-    waitFor: ["compile-test-binary"]
-    entrypoint: /bin/bash
-    env:
-      - "GOPATH=/gopath"
-      - "OCEANBASE_PORT=$_OCEANBASE_PORT"
-      - "OCEANBASE_DATABASE=$_OCEANBASE_DATABASE"
-      - "SERVICE_ACCOUNT_EMAIL=$SERVICE_ACCOUNT_EMAIL"
-    secretEnv: ["CLIENT_ID", "OCEANBASE_HOST", "OCEANBASE_USER", "OCEANBASE_PASSWORD"]
-    volumes:
-      - name: "go"
-        path: "/gopath"
-    args:
-      - -c
-      - |
-        .ci/test_with_coverage.sh \
-          "OceanBase" \
-          oceanbase \
-          oceanbase
-
  - id: "firestore"
    name: golang:1
    waitFor: ["compile-test-binary"]
@@ -553,24 +510,6 @@ steps:
          utility \
          utility/alloydbwaitforoperation

-  - id: "cloud-sql"
-    name: golang:1
-    waitFor: ["compile-test-binary"]
-    entrypoint: /bin/bash
-    env:
-      - "GOPATH=/gopath"
-    secretEnv: ["CLIENT_ID"]
-    volumes:
-      - name: "go"
-        path: "/gopath"
-    args:
-      - -c
-      - |
-        .ci/test_with_coverage.sh \
-          "Cloud SQL Wait for Operation" \
-          cloudsql \
-          cloudsql
-
  - id: "tidb"
    name: golang:1
    waitFor: ["compile-test-binary"]
@@ -593,91 +532,24 @@ steps:
          tidb \
          tidbsql tidbexecutesql

-  - id: "firebird"
+  - id: "kuzu"
    name: golang:1
    waitFor: ["compile-test-binary"]
    entrypoint: /bin/bash
    env:
      - "GOPATH=/gopath"
-      - "FIREBIRD_DATABASE=$_FIREBIRD_DATABASE_NAME"
-      - "FIREBIRD_HOST=$_FIREBIRD_HOST"
-      - "FIREBIRD_PORT=$_FIREBIRD_PORT"
      - "SERVICE_ACCOUNT_EMAIL=$SERVICE_ACCOUNT_EMAIL"
-    secretEnv: ["CLIENT_ID", "FIREBIRD_USER", "FIREBIRD_PASS"]
    volumes:
      - name: "go"
        path: "/gopath"
+    secretEnv: ["CLIENT_ID"]
    args:
      - -c
      - |
        .ci/test_with_coverage.sh \
-          "Firebird" \
-          firebird \
-          firebirdsql firebirdexecutesql
-
-  - id: "clickhouse"
-    name : golang:1
-    waitFor: ["compile-test-binary"]
-    entrypoint: /bin/bash
-    env:
-      - "GOPATH=/gopath"
-      - "CLICKHOUSE_DATABASE=$_CLICKHOUSE_DATABASE"
-      - "CLICKHOUSE_PORT=$_CLICKHOUSE_PORT"
-      - "CLICKHOUSE_PROTOCOL=$_CLICKHOUSE_PROTOCOL"
-      - "SERVICE_ACCOUNT_EMAIL=$SERVICE_ACCOUNT_EMAIL"
-    secretEnv: ["CLICKHOUSE_HOST", "CLICKHOUSE_USER", "CLIENT_ID"]
-    volumes:
-      - name: "go"
-        path: "/gopath"
-    args:
-      - -c
-      - |
-        .ci/test_with_coverage.sh \
-          "ClickHouse" \
-          clickhouse \
-          clickhouse
-
-  - id: "trino"
-    name: golang:1
-    waitFor: ["compile-test-binary"]
-    entrypoint: /bin/bash
-    env:
-      - "GOPATH=/gopath"
-      - "TRINO_HOST=$_TRINO_HOST"
-      - "TRINO_PORT=$_TRINO_PORT"
-      - "TRINO_CATALOG=$_TRINO_CATALOG"
-      - "TRINO_SCHEMA=$_TRINO_SCHEMA"
-      - "SERVICE_ACCOUNT_EMAIL=$SERVICE_ACCOUNT_EMAIL"
-    secretEnv: ["CLIENT_ID", "TRINO_USER"]
-    volumes:
-      - name: "go"
-        path: "/gopath"
-    args:
-      - -c
-      - |
-        .ci/test_with_coverage.sh \
-          "Trino" \
-          trino \
-          trinosql trinoexecutesql
-
-  - id: "yugabytedb"
-    name: golang:1
-    waitFor: ["compile-test-binary"]
-    entrypoint: /bin/bash
-    env:
-      - "GOPATH=/gopath"
-      - "YUGABYTEDB_DATABASE=$_YUGABYTEDB_DATABASE"
-      - "YUGABYTEDB_PORT=$_YUGABYTEDB_PORT"
-      - "YUGABYTEDB_LOADBALANCE=$_YUGABYTEDB_LOADBALANCE"
-      - "SERVICE_ACCOUNT_EMAIL=$SERVICE_ACCOUNT_EMAIL"
-    secretEnv: ["YUGABYTEDB_USER", "YUGABYTEDB_PASS", "YUGABYTEDB_HOST", "CLIENT_ID"]
-    volumes:
-      - name: "go"
-        path: "/gopath"
-    args:
-      - -c
-      - |
-        ./yugabytedb.test -test.v
+          "Kuzu" \
+          kuzu \
+          kuzu 

 availableSecrets:
  secretManager:
@@ -731,39 +603,16 @@ availableSecrets:
      env: REDIS_PASS
    - versionName: projects/$PROJECT_ID/secrets/memorystore_valkey_address/versions/latest
      env: VALKEY_ADDRESS
-    - versionName: projects/$PROJECT_ID/secrets/looker_base_url/versions/latest
+    - versionName: projects/107716898620/secrets/looker_base_url/versions/latest
      env: LOOKER_BASE_URL
-    - versionName: projects/$PROJECT_ID/secrets/looker_client_id/versions/latest
+    - versionName: projects/107716898620/secrets/looker_client_id/versions/latest
      env: LOOKER_CLIENT_ID
-    - versionName: projects/$PROJECT_ID/secrets/looker_client_secret/versions/latest
+    - versionName: projects/107716898620/secrets/looker_client_secret/versions/latest
      env: LOOKER_CLIENT_SECRET
-    - versionName: projects/$PROJECT_ID/secrets/tidb_user/versions/latest
+    - versionName: projects/107716898620/secrets/tidb_user/versions/latest
      env: TIDB_USER
-    - versionName: projects/$PROJECT_ID/secrets/tidb_pass/versions/latest
+    - versionName: projects/107716898620/secrets/tidb_pass/versions/latest
      env: TIDB_PASS
-    - versionName: projects/$PROJECT_ID/secrets/clickhouse_host/versions/latest
-      env: CLICKHOUSE_HOST
-    - versionName: projects/$PROJECT_ID/secrets/clickhouse_user/versions/latest
-      env: CLICKHOUSE_USER
-    - versionName: projects/$PROJECT_ID/secrets/firebird_user/versions/latest
-      env: FIREBIRD_USER
-    - versionName: projects/$PROJECT_ID/secrets/firebird_pass/versions/latest
-      env: FIREBIRD_PASS
-    - versionName: projects/$PROJECT_ID/secrets/trino_user/versions/latest
-      env: TRINO_USER
-    - versionName: projects/$PROJECT_ID/secrets/oceanbase_host/versions/latest
-      env: OCEANBASE_HOST
-    - versionName: projects/$PROJECT_ID/secrets/oceanbase_user/versions/latest
-      env: OCEANBASE_USER
-    - versionName: projects/$PROJECT_ID/secrets/oceanbase_pass/versions/latest
-      env: OCEANBASE_PASSWORD
-    - versionName: projects/$PROJECT_ID/secrets/yugabytedb_host/versions/latest
-      env: YUGABYTEDB_HOST
-    - versionName: projects/$PROJECT_ID/secrets/yugabytedb_user/versions/latest
-      env: YUGABYTEDB_USER
-    - versionName: projects/$PROJECT_ID/secrets/yugabytedb_pass/versions/latest
-      env: YUGABYTEDB_PASS
-

 options:
  logging: CLOUD_LOGGING_ONLY
@@ -775,7 +624,6 @@ options:

 substitutions:
  _DATABASE_NAME: test_database
-  _FIREBIRD_DATABASE_NAME: /firebird/test_database.fdb
  _REGION: "us-central1"
  _CLOUD_SQL_POSTGRES_INSTANCE: "cloud-sql-pg-testing"
  _ALLOYDB_POSTGRES_CLUSTER: "alloydb-pg-testing"
@@ -799,17 +647,3 @@ substitutions:
  _LOOKER_VERIFY_SSL: "true"
  _TIDB_HOST: 127.0.0.1
  _TIDB_PORT: "4000"
-  _CLICKHOUSE_DATABASE: "default"
-  _CLICKHOUSE_PORT: "8123"
-  _CLICKHOUSE_PROTOCOL: "http"
-  _FIREBIRD_HOST: 127.0.0.1
-  _FIREBIRD_PORT: "3050"
-  _TRINO_HOST: 127.0.0.1
-  _TRINO_PORT: "8080"
-  _TRINO_CATALOG: "memory"
-  _TRINO_SCHEMA: "default"
-  _OCEANBASE_PORT: "2883"
-  _OCEANBASE_DATABASE: "oceanbase"
-  _YUGABYTEDB_DATABASE: "yugabyte"
-  _YUGABYTEDB_PORT: "5433"
-  _YUGABYTEDB_LOADBALANCE: "false"
--- a/.github/PULL_REQUEST_TEMPLATE.md
+++ b/.github/PULL_REQUEST_TEMPLATE.md
@@ -1,24 +0,0 @@
-## 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:
-
- [ ] Make sure you reviewed
-  [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
-  designs, and agree on the general idea
- [ ] Ensure the tests and linter pass
- [ ] Code coverage does not decrease (if any source code was changed)
- [ ] Appropriate docs were updated (if necessary)
- [ ] Make sure to add `!` if this involve a breaking change
-
-🛠️ Fixes #<issue_number_goes_here>
--- a/.github/blunderbuss.yml
+++ b/.github/blunderbuss.yml
@@ -1,24 +1,7 @@
-# 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
-#
-#     https://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.
-
 assign_issues:
  - Yuan325
  - duwenxin99
  - averikitsch
-  - anubhav756
-  - dishaprakash
-  - twishabansal
 assign_issues_by:
  - labels:
    - 'product: bigquery'
@@ -26,10 +9,6 @@ assign_issues_by:
    - Genesis929
    - shobsi
    - jiaxunwu
-  - labels:
-    - 'product: looker'
-    to:
-    - drstrangelooker
 assign_prs:
  - Yuan325
  - duwenxin99
--- a/.github/header-checker-lint.yaml
+++ b/.github/header-checker-lint.yaml
@@ -20,5 +20,3 @@ sourceFileExtensions:
  - 'go'
  - 'yaml'
  - 'yml'
-ignoreFiles:
-  - 'docs/en/getting-started/quickstart/**'
--- a/.github/labels.yaml
+++ b/.github/labels.yaml
@@ -84,19 +84,7 @@
  color: 8befd7
  description: 'Status: waiting for feedback from community or issue author.'

- name: 'status: waiting for response'
-  color: 8befd7
-  description: 'Status: reviewer is awaiting feedback or responses from the author before proceeding.'
-
- name: 'release candidate'
-  color: 32CD32
-  description: 'Use label to signal PR should be included in the next release.'
-
 # Product Labels
 - name: 'product: bigquery'
  color: 5065c7
  description: 'Product: Assigned to the BigQuery team.'
-# Product Labels
- name: 'product: looker'
-  color: 5065c7
-  description: 'Product: Assigned to the Looker team.'
--- a/.github/release-please.yml
+++ b/.github/release-please.yml
@@ -20,21 +20,26 @@ extraFiles: [
    "README.md",
    "docs/en/getting-started/colab_quickstart.ipynb",
    "docs/en/getting-started/introduction/_index.md",
+    "docs/en/getting-started/local_quickstart.md",
+    "docs/en/getting-started/local_quickstart_js.md",
+    "docs/en/getting-started/local_quickstart_go.md",
    "docs/en/getting-started/mcp_quickstart/_index.md",
-    "docs/en/getting-started/quickstart/shared/configure_toolbox.md",
    "docs/en/samples/alloydb/_index.md",
-    "docs/en/samples/alloydb/mcp_quickstart.md",
-    "docs/en/samples/alloydb/ai-nl/alloydb_ai_nl.ipynb",
    "docs/en/samples/bigquery/local_quickstart.md",
    "docs/en/samples/bigquery/mcp_quickstart/_index.md",
    "docs/en/samples/bigquery/colab_quickstart_bigquery.ipynb",
    "docs/en/samples/looker/looker_gemini.md",
-    "docs/en/samples/looker/looker_gemini_oauth/_index.md",
-    "docs/en/samples/looker/looker_mcp_inspector/_index.md",
+    "docs/en/samples/looker/looker_mcp_inspector.md",
+    "docs/en/how-to/connect-ide/alloydb_pg_mcp.md",
+    "docs/en/how-to/connect-ide/alloydb_pg_admin_mcp.md",
+    "docs/en/how-to/connect-ide/bigquery_mcp.md",
+    "docs/en/how-to/connect-ide/cloud_sql_pg_mcp.md",
+    "docs/en/how-to/connect-ide/cloud_sql_mssql_mcp.md",
+    "docs/en/how-to/connect-ide/cloud_sql_mysql_mcp.md",
+    "docs/en/how-to/connect-ide/firestore_mcp.md",
    "docs/en/how-to/connect-ide/looker_mcp.md",
    "docs/en/how-to/connect-ide/mysql_mcp.md",
    "docs/en/how-to/connect-ide/mssql_mcp.md",
    "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",
+    "docs/en/how-to/connect-ide/spanner_mcp.md",
 ]
--- a/.github/workflows/cloud_build_failure_reporter.yml
+++ b/.github/workflows/cloud_build_failure_reporter.yml
@@ -37,7 +37,7 @@ jobs:
    runs-on: 'ubuntu-latest'

    steps:
-      - uses: 'actions/github-script@f28e40c7f34bde8b3046d885e986cb6290c5673b' # v7
+      - uses: 'actions/github-script@60a0d83039c74a4aee543508d2ffcb1c3799cdea' # v7
        with:
          script: |-
                  // parse test names
--- a/.github/workflows/docs_deploy.yaml
+++ b/.github/workflows/docs_deploy.yaml
@@ -39,7 +39,7 @@ jobs:
      group: ${{ github.workflow }}-${{ github.ref }}
      cancel-in-progress: true
    steps:
-      - uses: actions/checkout@08c6903cd8c0fde910a37f88322edcfb5dd907a8 # v5
+      - uses: actions/checkout@11bd71901bbe5b1630ceea73d27597364c9af683 # v4
        with:
          fetch-depth: 0 # Fetch all history for .GitInfo and .Lastmod

@@ -55,7 +55,7 @@ jobs:
          node-version: "22"

      - name: Cache dependencies
-        uses: actions/cache@0400d5f644dc74513175e3cd8d07132dd4860809 # v4
+        uses: actions/cache@5a3ec84eff668545956fd18022155c47e93e2684 # v4
        with:
          path: ~/.npm
          key: ${{ runner.os }}-node-${{ hashFiles('**/package-lock.json') }}
--- a/.github/workflows/docs_preview_clean.yaml
+++ b/.github/workflows/docs_preview_clean.yaml
@@ -34,7 +34,7 @@ jobs:
      group: "preview-${{ github.event.number }}"
      cancel-in-progress: true
    steps:
-      - uses: actions/checkout@08c6903cd8c0fde910a37f88322edcfb5dd907a8 # v5
+      - uses: actions/checkout@11bd71901bbe5b1630ceea73d27597364c9af683 # v4
        with:
          ref: gh-pages

@@ -48,7 +48,7 @@ jobs:
          git push

      - name: Comment
-        uses: actions/github-script@f28e40c7f34bde8b3046d885e986cb6290c5673b # v7
+        uses: actions/github-script@60a0d83039c74a4aee543508d2ffcb1c3799cdea # v7
        with:
          script: |
            github.rest.issues.createComment({
--- a/.github/workflows/docs_preview_deploy.yaml
+++ b/.github/workflows/docs_preview_deploy.yaml
@@ -49,7 +49,7 @@ jobs:
      group: "preview-${{ github.event.number }}"
      cancel-in-progress: true
    steps:
-      - uses: actions/checkout@08c6903cd8c0fde910a37f88322edcfb5dd907a8 # v5
+      - uses: actions/checkout@11bd71901bbe5b1630ceea73d27597364c9af683 # v4
        with:
          # Checkout the PR's HEAD commit (supports forks).
          ref: ${{ github.event.pull_request.head.sha }}
@@ -67,7 +67,7 @@ jobs:
          node-version: "22"

      - name: Cache dependencies
-        uses: actions/cache@0400d5f644dc74513175e3cd8d07132dd4860809 # v4
+        uses: actions/cache@5a3ec84eff668545956fd18022155c47e93e2684 # v4
        with:
          path: ~/.npm
          key: ${{ runner.os }}-node-${{ hashFiles('**/package-lock.json') }}
@@ -90,7 +90,7 @@ jobs:
          commit_message: "stage: PR-${{ github.event.number }}: ${{ github.event.head_commit.message }}"

      - name: Comment
-        uses: actions/github-script@f28e40c7f34bde8b3046d885e986cb6290c5673b # v7
+        uses: actions/github-script@60a0d83039c74a4aee543508d2ffcb1c3799cdea # v7
        with:
          script: |
            github.rest.issues.createComment({
--- a/.github/workflows/lint.yaml
+++ b/.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@f28e40c7f34bde8b3046d885e986cb6290c5673b # v7.1.0
+        uses: actions/github-script@60a0d83039c74a4aee543508d2ffcb1c3799cdea # v7.0.1
        with:
          github-token: ${{ secrets.GITHUB_TOKEN }}
          script: |
@@ -55,7 +55,7 @@ jobs:
        with:
          go-version: "1.22"
      - name: Checkout code
-        uses: actions/checkout@08c6903cd8c0fde910a37f88322edcfb5dd907a8 # v5.0.0
+        uses: actions/checkout@11bd71901bbe5b1630ceea73d27597364c9af683 # v4.2.2
        with:
          ref: ${{ github.event.pull_request.head.sha }}
          repository: ${{ github.event.pull_request.head.repo.full_name }}
--- a/.github/workflows/sync-labels.yaml
+++ b/.github/workflows/sync-labels.yaml
@@ -29,7 +29,7 @@ jobs:
      issues: 'write'
      pull-requests: 'write'
    steps:
-      - uses: actions/checkout@08c6903cd8c0fde910a37f88322edcfb5dd907a8 # v5.0.0
+      - uses: actions/checkout@11bd71901bbe5b1630ceea73d27597364c9af683 # v4.2.2
      - uses: micnncim/action-label-syncer@3abd5ab72fda571e69fffd97bd4e0033dd5f495c # v1.3.0
        env:
          GITHUB_TOKEN: ${{ secrets.GITHUB_TOKEN }}
--- a/.github/workflows/tests.yaml
+++ b/.github/workflows/tests.yaml
@@ -16,7 +16,7 @@ name: tests
 on:
  push:
    branches:
-      - "main"
+    - 'main'
  pull_request:
  pull_request_target:
    types: [labeled]
@@ -35,13 +35,13 @@ jobs:
        os: [macos-latest, windows-latest, ubuntu-latest]
      fail-fast: false
    permissions:
-      contents: "read"
-      issues: "write"
-      pull-requests: "write"
+      contents: 'read'
+      issues: 'write'
+      pull-requests: 'write'
    steps:
      - name: Remove PR label
        if: "${{ github.event.action == 'labeled' && github.event.label.name == 'tests: run' }}"
-        uses: actions/github-script@f28e40c7f34bde8b3046d885e986cb6290c5673b # v7.1.0
+        uses: actions/github-script@60a0d83039c74a4aee543508d2ffcb1c3799cdea # v7.0.1
        with:
          github-token: ${{ secrets.GITHUB_TOKEN }}
          script: |
@@ -62,7 +62,7 @@ jobs:
          go-version: "1.22"

      - name: Checkout code
-        uses: actions/checkout@08c6903cd8c0fde910a37f88322edcfb5dd907a8 # v5.0.0
+        uses: actions/checkout@11bd71901bbe5b1630ceea73d27597364c9af683 # v4.2.2
        with:
          ref: ${{ github.event.pull_request.head.sha }}
          repository: ${{ github.event.pull_request.head.repo.full_name }}
@@ -76,8 +76,6 @@ jobs:

      - name: Run tests with coverage
        if: ${{ runner.os == 'Linux' }}
-        env:
-          GOTOOLCHAIN: go1.25.0+auto
        run: |
          source_dir="./internal/sources/*"
          tool_dir="./internal/tools/*"
--- a/.gitignore
+++ b/.gitignore
@@ -20,4 +20,4 @@ node_modules

 # executable
 genai-toolbox
-toolbox
+toolbox
--- a/.hugo/hugo.toml
+++ b/.hugo/hugo.toml
@@ -8,8 +8,6 @@ defaultContentLanguageInSubdir = false
 enableGitInfo = true
 enableRobotsTXT = true

-ignoreFiles = ["quickstart/shared", "quickstart/python", "quickstart/js", "quickstart/go"]
-
 [languages]
  [languages.en]
    languageName ="English"
--- a/.hugo/layouts/shortcodes/ipynb.html
+++ b/.hugo/layouts/shortcodes/ipynb.html
@@ -1,47 +0,0 @@
-{{ $notebookFile := .Get 0 }}
-{{ with .Page.Resources.Get $notebookFile }}
-
-  {{ $content := .Content | transform.Unmarshal }}
-  {{ range $content.cells }}
-
-    {{ if eq .cell_type "markdown" }}
-      <div class="notebook-markdown">
-        {{ $markdown := "" }}
-        {{ range .source }}{{ $markdown = print $markdown . }}{{ end }}
-        {{ $markdown | markdownify }}
-      </div>
-    {{ end }}
-
-    {{ if eq .cell_type "code" }}
-      <div class="notebook-code">
-        {{ $code := "" }}
-        {{ range .source }}{{ $code = print $code . }}{{ end }}
-        {{ highlight $code "python" "" }}
-
-        {{ range .outputs }}
-          <div class="notebook-output">
-            {{ with .text }}
-              <pre class="notebook-stream"><code>{{- range . }}{{ . }}{{ end -}}</code></pre>
-            {{ end }}
-
-            {{ with .data }}
-              {{ with index . "image/png" }}
-                <img src="data:image/png;base64,{{ . }}" alt="Notebook output image">
-              {{ end }}
-              {{ with index . "image/jpeg" }}
-                <img src="data:image/jpeg;base64,{{ . }}" alt="Notebook output image">
-              {{ end }}
-              {{ with index . "text/html" }}
-                {{ $html := "" }}
-                {{ range . }}{{ $html = print $html . }}{{ end }}
-                {{ $html | safeHTML }}
-              {{ end }}
-            {{ end }}
-          </div>
-        {{ end }}
-      </div>
-    {{ end }}
-  {{ end }}
-{{ else }}
-  <p style="color: red;">Error: Notebook '{{ $notebookFile }}' not found in page resources.</p>
-{{ end }}
--- a/.hugo/layouts/shortcodes/regionInclude.html
+++ b/.hugo/layouts/shortcodes/regionInclude.html
@@ -1,49 +0,0 @@
-{{/*
-  snippet.html
-  Usage:
-    {{< regionInclude "filename.md" "region_name" >}}
-    {{< regionInclude "filename.python" "region_name" "python" >}}
-*/}}
-
-{{ $file := .Get 0 }}
-{{ $region := .Get 1 }}
-{{ $lang := .Get 2 | default "text" }}
-{{ $path := printf "%s%s" .Page.File.Dir $file }}
-
-{{ if or (not $file) (eq $file "") }}
-  {{ errorf "The file parameter (first argument) is required and must be non-empty in %s" .Page.File.Path }}
-{{ end }}
-{{ if or (not $region) (eq $region "") }}
-  {{ errorf "The region parameter (second argument) is required and must be non-empty in %s" .Page.File.Path }}
-{{ end }}
-{{ if not (fileExists $path) }}
-  {{ errorf "File %q not found (referenced in %s)" $path .Page.File.Path }}
-{{ end }}
-
-{{ $content := readFile $path }}
-{{ $start_tag := printf "[START %s]" $region }}
-{{ $end_tag := printf "[END %s]" $region }}
-
-{{ $snippet := "" }}
-{{ $in_snippet := false }}
-{{ range split $content "\n" }}
-  {{ if $in_snippet }}
-    {{ if in . $end_tag }}
-      {{ $in_snippet = false }}
-    {{ else }}
-      {{ $snippet = printf "%s%s\n" $snippet . }}
-    {{ end }}
-  {{ else if in . $start_tag }}
-    {{ $in_snippet = true }}
-  {{ end }}
-{{ end }}
-
-{{ if eq (trim $snippet "") "" }}
-  {{ errorf "Region %q not found or empty in file %s (referenced in %s)" $region $file .Page.File.Path }}
-{{ end }}
-
-{{ if eq $lang "text" }}
-  {{ $snippet | markdownify }}
-{{ else }}
-  {{ highlight (trim $snippet "\n") $lang "" }}
-{{ end }}
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -1,89 +1,5 @@
 # Changelog

-## [0.14.0](https://github.com/googleapis/genai-toolbox/compare/v0.13.0...v0.14.0) (2025-09-05)
-
-
-### ⚠ BREAKING CHANGES
-
-* **bigquery:** Move `useClientOAuth` config from tool to source ([#1279](https://github.com/googleapis/genai-toolbox/issues/1279)) ([8d20a48](https://github.com/googleapis/genai-toolbox/commit/8d20a48f13bcda853d41bdf80a162de12b076d1b))
-* **tools/bigquerysql:** remove `useClientOAuth` from tools config ([#1312](https://github.com/googleapis/genai-toolbox/issues/1312))
-
-### Features
-
-* **clickhouse:** Add ClickHouse Source and Tools ([#1088](https://github.com/googleapis/genai-toolbox/issues/1088)) ([75a04a5](https://github.com/googleapis/genai-toolbox/commit/75a04a55dd2259bed72fe95119a7a51a906c0b21))
-* **prebuilt/alloydb-postgres:** Support ipType and IAM users ([#1324](https://github.com/googleapis/genai-toolbox/issues/1324)) ([0b2121e](https://github.com/googleapis/genai-toolbox/commit/0b2121ea72eb81348dcd9c740a62ccd32e71fe37))
-* **server/mcp:** Support toolbox auth in mcp ([#1140](https://github.com/googleapis/genai-toolbox/issues/1140)) ([ca353e0](https://github.com/googleapis/genai-toolbox/commit/ca353e0b66fedc00e9110df57db18632aef49018))
-* **source/mysql:** Support `queryParams` in MySQL source ([#1299](https://github.com/googleapis/genai-toolbox/issues/1299)) ([3ae2526](https://github.com/googleapis/genai-toolbox/commit/3ae2526e0fe36b57b05a9b54f1d99f3fc68d9657))
-* **tools/bigquery:** Support end-user credential passthrough on multiple BQ tools ([#1314](https://github.com/googleapis/genai-toolbox/issues/1314)) ([88f4b30](https://github.com/googleapis/genai-toolbox/commit/88f4b3028df3b6a400936cdf8a035bf55021924c))
-* **tools/looker:** Add description for looker-get-models tool ([#1266](https://github.com/googleapis/genai-toolbox/issues/1266)) ([89af3a4](https://github.com/googleapis/genai-toolbox/commit/89af3a4ca332f029615b2a739d1f6cd50519638d))
-* **tools/looker:** Authenticate via end user credentials ([#1257](https://github.com/googleapis/genai-toolbox/issues/1257)) ([8755e3d](https://github.com/googleapis/genai-toolbox/commit/8755e3db3476abb35629b3cca9c78db7366757a4))
-* **tools/looker:** Report field suggestions to agent ([#1267](https://github.com/googleapis/genai-toolbox/issues/1267)) ([2cad82e](https://github.com/googleapis/genai-toolbox/commit/2cad82e5107566dd6c9b75e34e9976af63af0bb5))
-
-
-### Bug Fixes
-
-* Do not print usage on runtime error ([#1315](https://github.com/googleapis/genai-toolbox/issues/1315)) ([afba7a5](https://github.com/googleapis/genai-toolbox/commit/afba7a57cdd4fe7c1b0741dbf8f8c78b14a68089))
-* Update env var to allow empty string ([#1260](https://github.com/googleapis/genai-toolbox/issues/1260)) ([03aa9fa](https://github.com/googleapis/genai-toolbox/commit/03aa9fabacda06f860c9f178485126bddb7d5782))
-* **tools/firestore:** Add document/collection path validation ([#1229](https://github.com/googleapis/genai-toolbox/issues/1229)) ([14c2249](https://github.com/googleapis/genai-toolbox/commit/14c224939a2f9bb349fa00a7d5227877198530c2))
-* **tools/looker-get-dashboards:** Fix Looker client OAuth check ([#1338](https://github.com/googleapis/genai-toolbox/issues/1338)) ([36225aa](https://github.com/googleapis/genai-toolbox/commit/36225aa6db7f8426ad87930866530fde4e9bf0cd))
-* **tools/oceanbase:** Fix encoded text with mysql driver ([#1283](https://github.com/googleapis/genai-toolbox/issues/1283)) ([d16f89f](https://github.com/googleapis/genai-toolbox/commit/d16f89fbb6e49c03998f114ef7dc2b584b5e4967)), closes [#1161](https://github.com/googleapis/genai-toolbox/issues/1161)
-
-## [0.13.0](https://github.com/googleapis/genai-toolbox/compare/v0.12.0...v0.13.0) (2025-08-27)
-
-### ⚠ BREAKING CHANGES
-
-* **prebuilt/alloydb:** Add bearer token support for alloydb-wait-for-operation ([#1183](https://github.com/googleapis/genai-toolbox/issues/1183))
-
-
-### Features
-
-* Add capability to set default for environment variable in config ([#1248](https://github.com/googleapis/genai-toolbox/issues/1248)) ([5bcd52e](https://github.com/googleapis/genai-toolbox/commit/5bcd52e7dcd0773ded723585f4abe29d044e1540))
-* **firebird:** Add Firebird SQL 2.5+ source and tool ([#1011](https://github.com/googleapis/genai-toolbox/issues/1011)) ([4f6b806](https://github.com/googleapis/genai-toolbox/commit/4f6b806de947efc4e12bdb50dff7781aedb7b966))
-* **oceanbase:** Add Oceanbase source and tool  ([#895](https://github.com/googleapis/genai-toolbox/issues/895)) ([6fc4982](https://github.com/googleapis/genai-toolbox/commit/6fc49826d43f46c84028e752ebebddf3d94b3d13))
-* **server/mcp:** Support `ping` mechanism ([#1178](https://github.com/googleapis/genai-toolbox/issues/1178)) ([5dcc66c](https://github.com/googleapis/genai-toolbox/commit/5dcc66c84fa72c75ec50a9ac5198018212ec2979))
-* **server:** Fail-fast on environment variable substitution ([#1177](https://github.com/googleapis/genai-toolbox/issues/1177)) ([212aaba](https://github.com/googleapis/genai-toolbox/commit/212aaba74c8b431de8a5f7b9822a0af4afcaaa0e))
-* **server:** Implement Tool call auth error propagation ([#1235](https://github.com/googleapis/genai-toolbox/issues/1235)) ([b94a021](https://github.com/googleapis/genai-toolbox/commit/b94a021ca11c6637cf8038449483b5e75f2012b3))
-* **sources/bigquery:** Add support for user-credential passthrough  ([#1067](https://github.com/googleapis/genai-toolbox/issues/1067)) ([650e2e2](https://github.com/googleapis/genai-toolbox/commit/650e2e26f51bff75ce66343f64944d0a89a58b69))
-* **tool/looker:** Add support for `description` field in looker tool ([#1199](https://github.com/googleapis/genai-toolbox/issues/1199)) ([97f0dd2](https://github.com/googleapis/genai-toolbox/commit/97f0dd2acf26caf28ecad65abea8779c196a27f1))
-* **tools/bigquery-ask-data-insights:** Add bigquery `ask-data-insights` tool ([#932](https://github.com/googleapis/genai-toolbox/issues/932)) ([7651357](https://github.com/googleapis/genai-toolbox/commit/7651357d424a2b6656d8b6818cebc5c8a86ed053))
-* **tools/bigquery-forecast:** Add bigqueryforecast tool ([#1148](https://github.com/googleapis/genai-toolbox/issues/1148)) ([2ad0ccf](https://github.com/googleapis/genai-toolbox/commit/2ad0ccf83df542340087742468d6762f81eedee6))
-* **tools/firestore-add-documents:** Add firestore-add-documents tool ([#1107](https://github.com/googleapis/genai-toolbox/issues/1107)) ([ee4a70a](https://github.com/googleapis/genai-toolbox/commit/ee4a70a0e82b346b07b5b4c60dfa060da2273f50))
-* **tools/firestore-update-document:** Add firestore-update-document tool ([#1191](https://github.com/googleapis/genai-toolbox/issues/1191)) ([0010123](https://github.com/googleapis/genai-toolbox/commit/00101232a39c70288aac5715649c184858d351e3))
-* **tools/looker:** Control over whether hidden objects are surfaced ([#1222](https://github.com/googleapis/genai-toolbox/issues/1222)) ([bc91559](https://github.com/googleapis/genai-toolbox/commit/bc91559cc4e5b20385b84cc562b624fabf7e47a8))
-* **trino:** Add Trino source and tools ([#948](https://github.com/googleapis/genai-toolbox/issues/948)) ([7dd123b](https://github.com/googleapis/genai-toolbox/commit/7dd123b3d76b8eb2b74b5d960959c1f90684b37e))
-
-
-### Bug Fixes
-
-* **tools/looker:** Lookergetdashboards uses proper Authorized helper func ([#1255](https://github.com/googleapis/genai-toolbox/issues/1255)) ([00866bc](https://github.com/googleapis/genai-toolbox/commit/00866bc7fc33115c547213e60316ae889735fdbb))
-* **tools/mongodb-find-one:** ProjectPayload unmarshaling ([#1167](https://github.com/googleapis/genai-toolbox/issues/1167)) ([8ea6a98](https://github.com/googleapis/genai-toolbox/commit/8ea6a98bd9096ba97722e5f807366887e864004f))
-* **tools/mysql:** Fix encoded text for mysql ([#1161](https://github.com/googleapis/genai-toolbox/issues/1161)) ([a37cfa8](https://github.com/googleapis/genai-toolbox/commit/a37cfa841d151b9995d4fab73cfc5e4d30d2cc57)), closes [#840](https://github.com/googleapis/genai-toolbox/issues/840)
-
-## [0.12.0](https://github.com/googleapis/genai-toolbox/compare/v0.11.0...v0.12.0) (2025-08-14)
-
-
-### Features
-
-* **prebuiltconfig:** Introduce additional parameter to limit context in list_tables ([#1151](https://github.com/googleapis/genai-toolbox/issues/1151)) ([497d3b1](https://github.com/googleapis/genai-toolbox/commit/497d3b126da252a4b59806ca2ca3c56e78efc13d))
-* **prebuiltconfig/alloydb-admin:** Add list cluster, instance and users ([#1126](https://github.com/googleapis/genai-toolbox/issues/1126)) ([b42c139](https://github.com/googleapis/genai-toolbox/commit/b42c139158650fb1f3b696965e840c52e2016bf0))
-* **prebuiltconfig/alloydb-admin:** Add tool to create user via Built in user type or IAM ([#1130](https://github.com/googleapis/genai-toolbox/issues/1130)) ([f5bcb9c](https://github.com/googleapis/genai-toolbox/commit/f5bcb9c755a2c1747d0beeda568b6217d7420e7a))
-* **source/http:** Add User Agent to `http` invocations ([#1102](https://github.com/googleapis/genai-toolbox/issues/1102)) ([6f55b78](https://github.com/googleapis/genai-toolbox/commit/6f55b78e96b8c7aa9aca601cfae4d62f3e1eb42b))
-* **sources/postgres:** Add support for `queryParams` ([#1047](https://github.com/googleapis/genai-toolbox/issues/1047)) ([7b57251](https://github.com/googleapis/genai-toolbox/commit/7b5725140279de21fece45e860945b7a7d23e7d0)), closes [#963](https://github.com/googleapis/genai-toolbox/issues/963)
-* **tools/bigquery-execute-sql:** Add dry run support ([#1057](https://github.com/googleapis/genai-toolbox/issues/1057)) ([1cac9b5](https://github.com/googleapis/genai-toolbox/commit/1cac9b5b378153c7dc65ff3dfb4ebd852b715a10))
-* **tools/dataplex-search-aspect-types:** Add support for `dataplex-search-aspect-types` tool ([#1061](https://github.com/googleapis/genai-toolbox/issues/1061)) ([d940187](https://github.com/googleapis/genai-toolbox/commit/d940187c851666cc201f519665fb4f2e1478465c))
-* **tools/looker:** Add `looker-make-look` tool to create Looks ([#1099](https://github.com/googleapis/genai-toolbox/issues/1099)) ([61d9489](https://github.com/googleapis/genai-toolbox/commit/61d94893448f633a5f2b9d7f0744ab40704af824))
-* **tools/looker:** Add visualizations to `query-url` tool ([#1090](https://github.com/googleapis/genai-toolbox/issues/1090)) ([5bf2758](https://github.com/googleapis/genai-toolbox/commit/5bf275846a268a8d305d6392fa4e8e79e365f00d))
-* **tools/looker:** New Looker tools for dashboards ([#1118](https://github.com/googleapis/genai-toolbox/issues/1118)) ([42be3f5](https://github.com/googleapis/genai-toolbox/commit/42be3f550ceab34baf43fe2a246ded7a09cff8e3))
-* **ui:** Add login with google button for automatic id token retrieval ([#1044](https://github.com/googleapis/genai-toolbox/issues/1044)) ([d91bdfc](https://github.com/googleapis/genai-toolbox/commit/d91bdfcbdcbf5fcae6e17770c88c5ffba4115d67))
-
-
-### Bug Fixes
-
-* Correct the capitalization of `map` manifests ([#1139](https://github.com/googleapis/genai-toolbox/issues/1139)) ([0b0457c](https://github.com/googleapis/genai-toolbox/commit/0b0457c8e6b78f53a2f1929c05d46fb31421fbca))
-* Remove unnecessary fields from `map` parameter manifests ([#1138](https://github.com/googleapis/genai-toolbox/issues/1138)) ([fbe8c1a](https://github.com/googleapis/genai-toolbox/commit/fbe8c1a9c0f28797443bf9cb32d63bfbc1072881))
-* **tools/looker:** Add authorized invocation feature to all Looker tools ([#1091](https://github.com/googleapis/genai-toolbox/issues/1091)) ([3b1cce7](https://github.com/googleapis/genai-toolbox/commit/3b1cce72e7ff4f6b3a0a31db0564dc45b8302caa))
-* Update ui info log to reflect port ([#1125](https://github.com/googleapis/genai-toolbox/issues/1125)) ([6d691d5](https://github.com/googleapis/genai-toolbox/commit/6d691d582f18137de504d39f372c5104b7392bff))
-
 ## [0.11.0](https://github.com/googleapis/genai-toolbox/compare/v0.11.0...v0.11.0) (2025-08-05)


--- a/CONTRIBUTING.md
+++ b/CONTRIBUTING.md
@@ -25,42 +25,33 @@ This project follows

 ## Contribution process

-> [!NOTE]
-> New contributions should always include both unit and integration tests.
- 
+### Code reviews

 All submissions, including submissions by project members, require review. We
 use GitHub pull requests for this purpose. Consult
 [GitHub Help](https://help.github.com/articles/about-pull-requests/) for more
 information on using pull requests.

-### Code reviews
-
-* Within 2-5 days, a reviewer will review your PR. They may approve it, or request
-changes. 
-* When requesting changes, reviewers should self-assign the PR to ensure
+Within 2-5 days, a reviewer will review your PR. They may approve it, or request
+changes. When requesting changes, reviewers should self-assign the PR to ensure
 they are aware of any updates.
-* If additional changes are needed, push additional commits to your PR branch -
-this helps the reviewer know which parts of the PR have changed. 
-* Commits will be
+If additional changes are needed, push additional commits to your PR branch -
+this helps the reviewer know which parts of the PR have changed. Commits will be
 squashed when merged.
-* Please follow up with changes promptly. 
-* If a PR is awaiting changes by the
+Please follow up with changes promptly. If a PR is awaiting changes by the
 author for more than 10 days, maintainers may mark that PR as Draft. PRs that
 are inactive for more than 30 days may be closed.

-## Adding a New Database Source or Tool
+### Adding a New Database Source and Tool

-Please create an
+We recommend creating an
 [issue](https://github.com/googleapis/genai-toolbox/issues) before
-implementation to ensure we can accept the contribution and no duplicated work. This issue
-should include an overview of the API design. If you have any questions, reach out on our
-[Discord](https://discord.gg/Dmm69peqjh) to chat directly with the team.  
+implementation to ensure we can accept the contribution and no duplicated work.
+If you have any questions, reach out on our
+[Discord](https://discord.gg/Dmm69peqjh) to chat directly with the team. New
+contributions should be added with both unit tests and integration tests.

-> [!NOTE]
-> New tools can be added for [pre-existing data sources](https://github.com/googleapis/genai-toolbox/tree/main/internal/sources). However, any new database source should also include at least one new tool type.
-
-### Adding a New Database Source
+#### 1. Implement the New Data Source

 We recommend looking at an [example source
 implementation](https://github.com/googleapis/genai-toolbox/blob/main/internal/sources/postgres/postgres.go).
@@ -87,10 +78,7 @@ implementation](https://github.com/googleapis/genai-toolbox/blob/main/internal/s
 * **Implement `init()`** to register the new Source.
 * **Implement Unit Tests** in a file named `newdb_test.go`.

-### Adding a New Tool
-
-> [!NOTE]
-> Please follow the tool naming convention detailed [here](./DEVELOPER.md#tool-naming-conventions).
+#### 2. Implement the New Tool

 We recommend looking at an [example tool
 implementation](https://github.com/googleapis/genai-toolbox/tree/main/internal/tools/postgres/postgressql).
@@ -123,14 +111,12 @@ tools.
 * **Implement `init()`** to register the new Tool.
 * **Implement Unit Tests** in a file named `newdb_test.go`.

-### Adding Integration Tests
+#### 3. Add Integration Tests

 * **Add a test file** under a new directory `tests/newdb`.
 * **Add pre-defined integration test suites** in the
  `/tests/newdb/newdb_test.go` that are **required** to be run as long as your
-  code contains related features. Please check each test suites for the config
-  defaults, if your source require test suites config updates, please refer to
-  [config option](./tests/option.go):
+  code contains related features:

     1. [RunToolGetTest][tool-get]: tests for the `GET` endpoint that returns the
            tool's manifest.
@@ -149,7 +135,7 @@ tools.
            parameters][temp-param-doc]. Only run this test if template
            parameters apply to your tool.

-* **Add the new database to the integration test workflow** in
+* **Add the new database to the test config** in
  [integration.cloudbuild.yaml](.ci/integration.cloudbuild.yaml).

 [tool-get]:
@@ -165,7 +151,7 @@ tools.
 [temp-param-doc]:
    https://googleapis.github.io/genai-toolbox/resources/tools/#template-parameters

-### Adding Documentation
+#### 4. Add Documentation

 * **Update the documentation** to include information about your new data source
  and tool. This includes:
@@ -175,7 +161,7 @@ tools.

 * **(Optional) Add samples** to the `docs/en/samples/<newdb>` directory.

-### (Optional) Adding Prebuilt Tools
+#### (Optional) 5. Add Prebuilt Tools

 You can provide developers with a set of "build-time" tools to aid common
 software development user journeys like viewing and creating tables/collections
@@ -189,45 +175,8 @@ and data.
  [internal/prebuiltconfigs/prebuiltconfigs_test.go](internal/prebuiltconfigs/prebuiltconfigs_test.go)
  and [cmd/root_test.go](cmd/root_test.go).

-## Submitting a Pull Request
+#### 6. Submit a Pull Request

-Submit a pull request to the repository with your changes. Be sure to include a
-detailed description of your changes and any requests for long term testing
-resources.
-
-* **Title:** All pull request title should follow the formatting of
-  [Conventional 
-  Commit](https://www.conventionalcommits.org/) guidelines: `<type>[optional
-  scope]: description`. For example, if you are adding a new field in postgres
-  source, the title should be `feat(source/postgres): add support for
-  "new-field" field in postgres source`.
-  
-  Here are some commonly used `type` in this GitHub repo.
-
-  |     **type**    |                                **description**                                                        |
-  |-----------------|-------------------------------------------------------------------------------------------------------|
-  | Breaking Change | Anything with this type of a `!` after the type/scope introduces a breaking change.                   |
-  | feat            | Adding a new feature to the codebase.                                                                 |
-  | fix             | Fixing a bug or typo in the codebase. This does not include fixing docs.                              |
-  | test            | Changes made to test files.                                                                           |
-  | ci              | Changes made to the cicd configuration files or scripts.                                              |
-  | docs            | Documentation-related PRs, including fixes on docs.                                                   |
-  | chore           | Other small tasks or updates that don't fall into any of the above types.                             |
-  | refactor        | Change src code but unlike feat, there are no tests broke and no line lost coverage.                  |
-  | revert          | Revert changes made in another commit.                                                                |
-  | style           | Update src code, with only formatting and whitespace updates (e.g. code formatter or linter changes). |
-
-  Pull requests should always add scope whenever possible. The scope is
-  formatted as `<scope-type>/<scope-kind>` (e.g., `sources/postgres`, or
-  `tools/mssql-sql`).
-  
-  Ideally, **each PR covers only one scope**, if this is
-  inevitable, multiple scopes can be seaparated with a comma (e.g.
-  `sources/postgres,sources/alloydbpg`). If the PR covers multiple `scope-type`
-  (such as adding a new database), you can disregard the `scope-type`, e.g.
-  `feat(new-db): adding support for new-db source and tool`.
-
-* **PR Description:** PR description should **always** be included. It should
-  include a concise description of the changes, it's impact, along with a
-  summary of the solution. If the PR is related to a specific issue, the issue
-  number should be mentioned in the PR description (e.g. `Fixes #1`).
+* **Submit a pull request** to the repository with your changes. Be sure to
+  include a detailed description of your changes and any requests for long term
+  testing resources.
--- a/DEVELOPER.md
+++ b/DEVELOPER.md
@@ -44,47 +44,6 @@ Before you begin, ensure you have the following:
    curl http://127.0.0.1:5000
    ```

-### Tool Naming Conventions
-
-This section details the purpose and conventions for MCP Toolbox's tools naming
-properties, **tool name** and **tool kind**.
-
-```
-cancel_hotel: <- tool name
-    kind: postgres-sql  <- tool kind
-    source: my_pg_source
-```
-
-#### Tool Name
-
-Tool name is the identifier used by a Large Language Model (LLM) to invoke a
-specific tool.
-* Custom tools: The user can define any name they want. The below guidelines
-  do not apply.
-* Pre-built tools: The tool name is predefined and cannot be changed. It
-should follow the guidelines.
-
-The following guidelines apply to tool names:
-* Should use underscores over hyphens (e.g., `list_collections` instead of
-  `list-collections`).
-* Should not have the product name in the name (e.g., `list_collections` instead
-  of `firestore_list_collections`).
-* Superficial changes are NOT considered as breaking (e.g., changing tool name).
-* Non-superficial changes MAY be considered breaking (e.g. adding new parameters
-  to a function) until they can be validated through extensive testing to ensure
-  they do not negatively impact agent's performances.
-
-#### Tool Kind
-
-Tool kind serves as a category or type that a user can assign to a tool.
-
-The following guidelines apply to tool kinds:
-* Should user hyphens over underscores (e.g. `firestore-list-collections` or
-  `firestore_list_colelctions`).
-* Should use product name in name (e.g. `firestore-list-collections` over
-  `list-collections`).
-* Changes to tool kind are breaking changes and should be avoided.
-
 ## Testing

 ### Infrastructure
@@ -149,7 +108,7 @@ variables for each source.
 * AlloyDB - setup in the test project
  * AI Natural Language ([setup
    instructions](https://cloud.google.com/alloydb/docs/ai/use-natural-language-generate-sql-queries))
-    has been configured for `alloydb-ai-nl` tool tests
+    has been configured for `alloydb-a`-nl` tool tests
  * The Cloud Build service account is a user
 * Bigtable - setup in the test project
  * The Cloud Build service account is a user
--- a/README.md
+++ b/README.md
@@ -33,15 +33,12 @@ documentation](https://googleapis.github.io/genai-toolbox/).
 - [Getting Started](#getting-started)
  - [Installing the server](#installing-the-server)
  - [Running the server](#running-the-server)
-    - [Homebrew Users](#homebrew-users)
  - [Integrating your application](#integrating-your-application)
 - [Configuration](#configuration)
  - [Sources](#sources)
  - [Tools](#tools)
  - [Toolsets](#toolsets)
 - [Versioning](#versioning)
-  - [Pre-1.0.0 Versioning](#pre-100-versioning)
-  - [Post-1.0.0 Versioning](#post-100-versioning)
 - [Contributing](#contributing)
 - [Community](#community)

@@ -117,7 +114,7 @@ To install Toolbox as a binary:
 <!-- {x-release-please-start-version} -->
 ```sh
 # see releases page for other versions
-export VERSION=0.14.0
+export VERSION=0.11.0
 curl -O https://storage.googleapis.com/genai-toolbox/v$VERSION/linux/amd64/toolbox
 chmod +x toolbox
 ```
@@ -130,7 +127,7 @@ You can also install Toolbox as a container:

 ```sh
 # see releases page for other versions
-export VERSION=0.14.0
+export VERSION=0.11.0
 docker pull us-central1-docker.pkg.dev/database-toolbox/toolbox/toolbox:$VERSION
 ```

@@ -154,7 +151,7 @@ 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@v0.14.0
+go install github.com/googleapis/genai-toolbox@v0.11.0
 ```
 <!-- {x-release-please-end} -->

@@ -165,66 +162,22 @@ go install github.com/googleapis/genai-toolbox@v0.14.0
 [Configure](#configuration) a `tools.yaml` to define your tools, and then
 execute `toolbox` to start the server:

-<details open>
-<summary>Binary</summary>
-
-To run Toolbox from binary:
-
 ```sh
 ./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>
+#### Homebrew Users

-<details>
-
-<summary>Container image</summary>
-
-To run the server after pulling the [container image](#installing-the-server):
-
-```sh
-export VERSION=0.11.0 # Use the version you pulled
-docker run -p 5000:5000 \
-v $(pwd)/tools.yaml:/app/tools.yaml \
-us-central1-docker.pkg.dev/database-toolbox/toolbox/toolbox:$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`.
-
-</details>
-
-<details>
-
-<summary>Source</summary>
-
-To run the server directly from source, navigate to the project root directory and run:
-
-```sh
-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).
-
-</details>
-
-<details>
-
-<summary>Homebrew</summary>
-
-If you installed Toolbox using [Homebrew](https://brew.sh/), the `toolbox` binary is available in your system path. You can start the server with the same command:
+If you installed Toolbox using Homebrew, the `toolbox` binary is available in your system path. You can start the server with the same command:

 ```sh
 toolbox --tools-file "tools.yaml"
 ```

-</details>
-
 You can use `toolbox help` for a full list of flags! To stop the server, send a
 terminate signal (`ctrl+c` on most platforms).

@@ -232,7 +185,6 @@ For more detailed documentation on deploying to different environments, check
 out the resources in the [How-to
 section](https://googleapis.github.io/genai-toolbox/how-to/)

-
 ### Integrating your application

 Once your server is up and running, you can load the tools into your
@@ -772,26 +724,12 @@ my_second_toolset = client.load_toolset("my_second_toolset")

 ## Versioning

-This project uses [semantic versioning](https://semver.org/) (`MAJOR.MINOR.PATCH`).
-Since the project is in a pre-release stage (version `0.x.y`), we follow the
-standard conventions for initial  development:
+This project uses [semantic versioning](https://semver.org/), including a
+`MAJOR.MINOR.PATCH` version number that increments with:

-### Pre-1.0.0 Versioning
-While the major version is `0`, the public API should be considered unstable.
-The version will be incremented  as follows:
-
- **`0.MINOR.PATCH`**: The **MINOR** version is incremented when we add
-  new functionality or make breaking, incompatible API changes.
- **`0.MINOR.PATCH`**: The **PATCH** version is incremented for
-  backward-compatible bug fixes.
-
-### Post-1.0.0 Versioning
-Once the project reaches a stable `1.0.0` release, the versioning will follow
-the more common convention:
-
- **`MAJOR.MINOR.PATCH`**: Incremented for incompatible API changes.
- **`MAJOR.MINOR.PATCH`**: Incremented for new, backward-compatible functionality.
- **`MAJOR.MINOR.PATCH`**: Incremented for backward-compatible bug fixes.
+- MAJOR version when we make incompatible API changes
+- MINOR version when we add functionality in a backward compatible manner
+- PATCH version when we make backward compatible bug fixes

 The public API that this applies to is the CLI associated with Toolbox, the
 interactions with official SDKs, and the definitions in the `tools.yaml` file.
--- a/cmd/root.go
+++ b/cmd/root.go
@@ -42,55 +42,26 @@ import (
 	"github.com/googleapis/genai-toolbox/internal/util"

 	// Import tool packages for side effect of registration
-	_ "github.com/googleapis/genai-toolbox/internal/tools/alloydb/alloydbgetcluster"
-	_ "github.com/googleapis/genai-toolbox/internal/tools/alloydb/alloydbgetinstance"
-	_ "github.com/googleapis/genai-toolbox/internal/tools/alloydb/alloydbgetuser"
-	_ "github.com/googleapis/genai-toolbox/internal/tools/alloydb/alloydblistclusters"
-	_ "github.com/googleapis/genai-toolbox/internal/tools/alloydb/alloydblistinstances"
-	_ "github.com/googleapis/genai-toolbox/internal/tools/alloydb/alloydblistusers"
 	_ "github.com/googleapis/genai-toolbox/internal/tools/alloydbainl"
-	_ "github.com/googleapis/genai-toolbox/internal/tools/bigquery/bigqueryanalyzecontribution"
-	_ "github.com/googleapis/genai-toolbox/internal/tools/bigquery/bigqueryconversationalanalytics"
 	_ "github.com/googleapis/genai-toolbox/internal/tools/bigquery/bigqueryexecutesql"
-	_ "github.com/googleapis/genai-toolbox/internal/tools/bigquery/bigqueryforecast"
 	_ "github.com/googleapis/genai-toolbox/internal/tools/bigquery/bigquerygetdatasetinfo"
 	_ "github.com/googleapis/genai-toolbox/internal/tools/bigquery/bigquerygettableinfo"
 	_ "github.com/googleapis/genai-toolbox/internal/tools/bigquery/bigquerylistdatasetids"
 	_ "github.com/googleapis/genai-toolbox/internal/tools/bigquery/bigquerylisttableids"
 	_ "github.com/googleapis/genai-toolbox/internal/tools/bigquery/bigquerysql"
 	_ "github.com/googleapis/genai-toolbox/internal/tools/bigtable"
-	_ "github.com/googleapis/genai-toolbox/internal/tools/clickhouse/clickhouseexecutesql"
-	_ "github.com/googleapis/genai-toolbox/internal/tools/clickhouse/clickhouselistdatabases"
-	_ "github.com/googleapis/genai-toolbox/internal/tools/clickhouse/clickhousesql"
-	_ "github.com/googleapis/genai-toolbox/internal/tools/cloudmonitoring"
-	_ "github.com/googleapis/genai-toolbox/internal/tools/cloudsql/cloudsqlcreatedatabase"
-	_ "github.com/googleapis/genai-toolbox/internal/tools/cloudsql/cloudsqlcreateusers"
-	_ "github.com/googleapis/genai-toolbox/internal/tools/cloudsql/cloudsqlgetinstances"
-	_ "github.com/googleapis/genai-toolbox/internal/tools/cloudsql/cloudsqllistdatabases"
-	_ "github.com/googleapis/genai-toolbox/internal/tools/cloudsql/cloudsqllistinstances"
-	_ "github.com/googleapis/genai-toolbox/internal/tools/cloudsql/cloudsqlwaitforoperation"
-	_ "github.com/googleapis/genai-toolbox/internal/tools/cloudsqlmssql/cloudsqlmssqlcreateinstance"
-	_ "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/dataplex/dataplexlookupentry"
-	_ "github.com/googleapis/genai-toolbox/internal/tools/dataplex/dataplexsearchaspecttypes"
 	_ "github.com/googleapis/genai-toolbox/internal/tools/dataplex/dataplexsearchentries"
 	_ "github.com/googleapis/genai-toolbox/internal/tools/dgraph"
-	_ "github.com/googleapis/genai-toolbox/internal/tools/firebird/firebirdexecutesql"
-	_ "github.com/googleapis/genai-toolbox/internal/tools/firebird/firebirdsql"
-	_ "github.com/googleapis/genai-toolbox/internal/tools/firestore/firestoreadddocuments"
 	_ "github.com/googleapis/genai-toolbox/internal/tools/firestore/firestoredeletedocuments"
 	_ "github.com/googleapis/genai-toolbox/internal/tools/firestore/firestoregetdocuments"
 	_ "github.com/googleapis/genai-toolbox/internal/tools/firestore/firestoregetrules"
 	_ "github.com/googleapis/genai-toolbox/internal/tools/firestore/firestorelistcollections"
-	_ "github.com/googleapis/genai-toolbox/internal/tools/firestore/firestorequery"
 	_ "github.com/googleapis/genai-toolbox/internal/tools/firestore/firestorequerycollection"
-	_ "github.com/googleapis/genai-toolbox/internal/tools/firestore/firestoreupdatedocument"
 	_ "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/lookergetdashboards"
+	_ "github.com/googleapis/genai-toolbox/internal/tools/kuzu/kuzucypher"
 	_ "github.com/googleapis/genai-toolbox/internal/tools/looker/lookergetdimensions"
 	_ "github.com/googleapis/genai-toolbox/internal/tools/looker/lookergetexplores"
 	_ "github.com/googleapis/genai-toolbox/internal/tools/looker/lookergetfilters"
@@ -98,8 +69,6 @@ import (
 	_ "github.com/googleapis/genai-toolbox/internal/tools/looker/lookergetmeasures"
 	_ "github.com/googleapis/genai-toolbox/internal/tools/looker/lookergetmodels"
 	_ "github.com/googleapis/genai-toolbox/internal/tools/looker/lookergetparameters"
-	_ "github.com/googleapis/genai-toolbox/internal/tools/looker/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"
@@ -116,63 +85,47 @@ import (
 	_ "github.com/googleapis/genai-toolbox/internal/tools/mssql/mssqlexecutesql"
 	_ "github.com/googleapis/genai-toolbox/internal/tools/mssql/mssqlsql"
 	_ "github.com/googleapis/genai-toolbox/internal/tools/mysql/mysqlexecutesql"
-	_ "github.com/googleapis/genai-toolbox/internal/tools/mysql/mysqllisttables"
 	_ "github.com/googleapis/genai-toolbox/internal/tools/mysql/mysqlsql"
 	_ "github.com/googleapis/genai-toolbox/internal/tools/neo4j/neo4jcypher"
 	_ "github.com/googleapis/genai-toolbox/internal/tools/neo4j/neo4jexecutecypher"
 	_ "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/postgres/postgresexecutesql"
-	_ "github.com/googleapis/genai-toolbox/internal/tools/postgres/postgreslisttables"
 	_ "github.com/googleapis/genai-toolbox/internal/tools/postgres/postgressql"
 	_ "github.com/googleapis/genai-toolbox/internal/tools/redis"
 	_ "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"
-	_ "github.com/googleapis/genai-toolbox/internal/tools/sqlite/sqliteexecutesql"
-	_ "github.com/googleapis/genai-toolbox/internal/tools/sqlite/sqlitesql"
+	_ "github.com/googleapis/genai-toolbox/internal/tools/sqlitesql"
 	_ "github.com/googleapis/genai-toolbox/internal/tools/tidb/tidbexecutesql"
 	_ "github.com/googleapis/genai-toolbox/internal/tools/tidb/tidbsql"
-	_ "github.com/googleapis/genai-toolbox/internal/tools/trino/trinoexecutesql"
-	_ "github.com/googleapis/genai-toolbox/internal/tools/trino/trinosql"
 	_ "github.com/googleapis/genai-toolbox/internal/tools/utility/alloydbwaitforoperation"
 	_ "github.com/googleapis/genai-toolbox/internal/tools/utility/wait"
 	_ "github.com/googleapis/genai-toolbox/internal/tools/valkey"
-	_ "github.com/googleapis/genai-toolbox/internal/tools/yugabytedbsql"

 	"github.com/spf13/cobra"

-	_ "github.com/googleapis/genai-toolbox/internal/sources/alloydbadmin"
 	_ "github.com/googleapis/genai-toolbox/internal/sources/alloydbpg"
 	_ "github.com/googleapis/genai-toolbox/internal/sources/bigquery"
 	_ "github.com/googleapis/genai-toolbox/internal/sources/bigtable"
-	_ "github.com/googleapis/genai-toolbox/internal/sources/clickhouse"
-	_ "github.com/googleapis/genai-toolbox/internal/sources/cloudmonitoring"
-	_ "github.com/googleapis/genai-toolbox/internal/sources/cloudsqladmin"
 	_ "github.com/googleapis/genai-toolbox/internal/sources/cloudsqlmssql"
 	_ "github.com/googleapis/genai-toolbox/internal/sources/cloudsqlmysql"
 	_ "github.com/googleapis/genai-toolbox/internal/sources/cloudsqlpg"
 	_ "github.com/googleapis/genai-toolbox/internal/sources/couchbase"
 	_ "github.com/googleapis/genai-toolbox/internal/sources/dataplex"
 	_ "github.com/googleapis/genai-toolbox/internal/sources/dgraph"
-	_ "github.com/googleapis/genai-toolbox/internal/sources/firebird"
 	_ "github.com/googleapis/genai-toolbox/internal/sources/firestore"
 	_ "github.com/googleapis/genai-toolbox/internal/sources/http"
+	_ "github.com/googleapis/genai-toolbox/internal/sources/kuzu"
 	_ "github.com/googleapis/genai-toolbox/internal/sources/looker"
 	_ "github.com/googleapis/genai-toolbox/internal/sources/mongodb"
 	_ "github.com/googleapis/genai-toolbox/internal/sources/mssql"
 	_ "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/postgres"
 	_ "github.com/googleapis/genai-toolbox/internal/sources/redis"
 	_ "github.com/googleapis/genai-toolbox/internal/sources/spanner"
 	_ "github.com/googleapis/genai-toolbox/internal/sources/sqlite"
 	_ "github.com/googleapis/genai-toolbox/internal/sources/tidb"
-	_ "github.com/googleapis/genai-toolbox/internal/sources/trino"
 	_ "github.com/googleapis/genai-toolbox/internal/sources/valkey"
-	_ "github.com/googleapis/genai-toolbox/internal/sources/yugabytedb"
 )

 var (
@@ -247,9 +200,6 @@ func NewCommand(opts ...Option) *Command {
 		o(cmd)
 	}

-	// Do not print Usage on runtime error
-	cmd.SilenceUsage = true
-
 	// Set server version
 	cmd.cfg.Version = versionString

@@ -273,13 +223,7 @@ func NewCommand(opts ...Option) *Command {
 	flags.BoolVar(&cmd.cfg.TelemetryGCP, "telemetry-gcp", false, "Enable exporting directly to Google Cloud Monitoring.")
 	flags.StringVar(&cmd.cfg.TelemetryOTLP, "telemetry-otlp", "", "Enable exporting using OpenTelemetry Protocol (OTLP) to the specified endpoint (e.g. 'http://127.0.0.1:4318')")
 	flags.StringVar(&cmd.cfg.TelemetryServiceName, "telemetry-service-name", "toolbox", "Sets the value of the service.name resource attribute for telemetry data.")
-
-	// Fetch prebuilt tools sources to customize the help description
-	prebuiltHelp := fmt.Sprintf(
-		"Use a prebuilt tool configuration by source type. Cannot be used with --tools-file. Allowed: '%s'.",
-		strings.Join(prebuiltconfigs.GetPrebuiltSources(), "', '"),
-	)
-	flags.StringVar(&cmd.prebuiltConfig, "prebuilt", "", prebuiltHelp)
+	flags.StringVar(&cmd.prebuiltConfig, "prebuilt", "", "Use a prebuilt tool configuration by source type. Cannot be used with --tools-file. Allowed: 'alloydb-postgres-admin', alloydb-postgres', 'bigquery', 'cloud-sql-mysql', 'cloud-sql-postgres', 'cloud-sql-mssql', 'dataplex', 'firestore', 'looker', 'mssql', 'mysql', 'postgres', 'spanner', 'spanner-postgres'.")
 	flags.BoolVar(&cmd.cfg.Stdio, "stdio", false, "Listens via MCP STDIO instead of acting as a remote HTTP server.")
 	flags.BoolVar(&cmd.cfg.DisableReload, "disable-reload", false, "Disables dynamic reloading of tools file.")
 	flags.BoolVar(&cmd.cfg.UI, "ui", false, "Launches the Toolbox UI web server.")
@@ -299,40 +243,32 @@ type ToolsFile struct {
 }

 // parseEnv replaces environment variables ${ENV_NAME} with their values.
-// also support ${ENV_NAME:default_value}.
-func parseEnv(input string) (string, error) {
-	re := regexp.MustCompile(`\$\{(\w+)(:(\w*))?\}`)
+func parseEnv(input string) string {
+	re := regexp.MustCompile(`\$\{(\w+)\}`)

-	var err error
-	output := re.ReplaceAllStringFunc(input, func(match string) string {
+	return re.ReplaceAllStringFunc(input, func(match string) string {
 		parts := re.FindStringSubmatch(match)
+		if len(parts) < 2 {
+			// technically shouldn't happen
+			return match
+		}

 		// extract the variable name
 		variableName := parts[1]
 		if value, found := os.LookupEnv(variableName); found {
 			return value
 		}
-		if parts[2] != "" {
-			return parts[3]
-		}
-		err = fmt.Errorf("environment variable not found: %q", variableName)
-		return ""
+		return match
 	})
-	return output, err
 }

 // parseToolsFile parses the provided yaml into appropriate configs.
 func parseToolsFile(ctx context.Context, raw []byte) (ToolsFile, error) {
 	var toolsFile ToolsFile
 	// Replace environment variables if found
-	output, err := parseEnv(string(raw))
-	if err != nil {
-		return toolsFile, fmt.Errorf("error parsing environment variables: %s", err)
-	}
-	raw = []byte(output)
-
+	raw = []byte(parseEnv(string(raw)))
 	// Parse contents
-	err = yaml.UnmarshalContext(ctx, raw, &toolsFile, yaml.Strict())
+	err := yaml.UnmarshalContext(ctx, raw, &toolsFile, yaml.Strict())
 	if err != nil {
 		return toolsFile, err
 	}
@@ -868,7 +804,7 @@ func run(cmd *Command) error {
 		}
 		cmd.logger.InfoContext(ctx, "Server ready to serve!")
 		if cmd.cfg.UI {
-			cmd.logger.InfoContext(ctx, fmt.Sprintf("Toolbox UI is up and running at: http://%s:%d/ui", cmd.cfg.Address, cmd.cfg.Port))
+			cmd.logger.InfoContext(ctx, "Toolbox UI is up and running at: http://localhost:5000/ui")
 		}

 		go func() {
--- a/cmd/root_test.go
+++ b/cmd/root_test.go
@@ -206,72 +206,6 @@ func TestServerConfigFlags(t *testing.T) {
 	}
 }

-func TestParseEnv(t *testing.T) {
-	tcs := []struct {
-		desc      string
-		env       map[string]string
-		in        string
-		want      string
-		err       bool
-		errString string
-	}{
-		{
-			desc:      "without default without env",
-			in:        "${FOO}",
-			want:      "",
-			err:       true,
-			errString: `environment variable not found: "FOO"`,
-		},
-		{
-			desc: "without default with env",
-			env: map[string]string{
-				"FOO": "bar",
-			},
-			in:   "${FOO}",
-			want: "bar",
-		},
-		{
-			desc: "with empty default",
-			in:   "${FOO:}",
-			want: "",
-		},
-		{
-			desc: "with default",
-			in:   "${FOO:bar}",
-			want: "bar",
-		},
-		{
-			desc: "with default with env",
-			env: map[string]string{
-				"FOO": "hello",
-			},
-			in:   "${FOO:bar}",
-			want: "hello",
-		},
-	}
-	for _, tc := range tcs {
-		t.Run(tc.desc, func(t *testing.T) {
-			if tc.env != nil {
-				for k, v := range tc.env {
-					t.Setenv(k, v)
-				}
-			}
-			got, err := parseEnv(tc.in)
-			if tc.err {
-				if err == nil {
-					t.Fatalf("expected error not found")
-				}
-				if tc.errString != err.Error() {
-					t.Fatalf("incorrect error string: got %s, want %s", err, tc.errString)
-				}
-			}
-			if tc.want != got {
-				t.Fatalf("unexpected want: got %s, want %s", got, tc.want)
-			}
-		})
-	}
-}
-
 func TestToolFileFlag(t *testing.T) {
 	tcs := []struct {
 		desc string
@@ -886,14 +820,13 @@ func TestParseToolFileWithAuth(t *testing.T) {

 func TestEnvVarReplacement(t *testing.T) {
 	ctx, err := testutils.ContextWithNewLogger()
-	t.Setenv("TestHeader", "ACTUAL_HEADER")
-	t.Setenv("API_KEY", "ACTUAL_API_KEY")
-	t.Setenv("clientId", "ACTUAL_CLIENT_ID")
-	t.Setenv("clientId2", "ACTUAL_CLIENT_ID_2")
-	t.Setenv("toolset_name", "ACTUAL_TOOLSET_NAME")
-	t.Setenv("cat_string", "cat")
-	t.Setenv("food_string", "food")
-	t.Setenv("TestHeader", "ACTUAL_HEADER")
+	os.Setenv("TestHeader", "ACTUAL_HEADER")
+	os.Setenv("API_KEY", "ACTUAL_API_KEY")
+	os.Setenv("clientId", "ACTUAL_CLIENT_ID")
+	os.Setenv("clientId2", "ACTUAL_CLIENT_ID_2")
+	os.Setenv("toolset_name", "ACTUAL_TOOLSET_NAME")
+	os.Setenv("cat_string", "cat")
+	os.Setenv("food_string", "food")

 	if err != nil {
 		t.Fatalf("unexpected error: %s", err)
@@ -1228,17 +1161,12 @@ func TestSingleEdit(t *testing.T) {
 }

 func TestPrebuiltTools(t *testing.T) {
-	// Get prebuilt configs
 	alloydb_admin_config, _ := prebuiltconfigs.Get("alloydb-postgres-admin")
 	alloydb_config, _ := prebuiltconfigs.Get("alloydb-postgres")
 	bigquery_config, _ := prebuiltconfigs.Get("bigquery")
-	clickhouse_config, _ := prebuiltconfigs.Get("clickhouse")
 	cloudsqlpg_config, _ := prebuiltconfigs.Get("cloud-sql-postgres")
-	cloudsqlpg_admin_config, _ := prebuiltconfigs.Get("cloud-sql-postgres-admin")
 	cloudsqlmysql_config, _ := prebuiltconfigs.Get("cloud-sql-mysql")
-	cloudsqlmysql_admin_config, _ := prebuiltconfigs.Get("cloud-sql-mysql-admin")
 	cloudsqlmssql_config, _ := prebuiltconfigs.Get("cloud-sql-mssql")
-	cloudsqlmssql_admin_config, _ := prebuiltconfigs.Get("cloud-sql-mssql-admin")
 	dataplex_config, _ := prebuiltconfigs.Get("dataplex")
 	firestoreconfig, _ := prebuiltconfigs.Get("firestore")
 	mysql_config, _ := prebuiltconfigs.Get("mysql")
@@ -1247,89 +1175,6 @@ func TestPrebuiltTools(t *testing.T) {
 	postgresconfig, _ := prebuiltconfigs.Get("postgres")
 	spanner_config, _ := prebuiltconfigs.Get("spanner")
 	spannerpg_config, _ := prebuiltconfigs.Get("spanner-postgres")
-	sqlite_config, _ := prebuiltconfigs.Get("sqlite")
-	neo4jconfig, _ := prebuiltconfigs.Get("neo4j")
-
-	// Set environment variables
-	t.Setenv("API_KEY", "your_api_key")
-
-	t.Setenv("BIGQUERY_PROJECT", "your_gcp_project_id")
-	t.Setenv("DATAPLEX_PROJECT", "your_gcp_project_id")
-	t.Setenv("FIRESTORE_PROJECT", "your_gcp_project_id")
-	t.Setenv("FIRESTORE_DATABASE", "your_firestore_db_name")
-
-	t.Setenv("SPANNER_PROJECT", "your_gcp_project_id")
-	t.Setenv("SPANNER_INSTANCE", "your_spanner_instance")
-	t.Setenv("SPANNER_DATABASE", "your_spanner_db")
-
-	t.Setenv("ALLOYDB_POSTGRES_PROJECT", "your_gcp_project_id")
-	t.Setenv("ALLOYDB_POSTGRES_REGION", "your_gcp_region")
-	t.Setenv("ALLOYDB_POSTGRES_CLUSTER", "your_alloydb_cluster")
-	t.Setenv("ALLOYDB_POSTGRES_INSTANCE", "your_alloydb_instance")
-	t.Setenv("ALLOYDB_POSTGRES_DATABASE", "your_alloydb_db")
-	t.Setenv("ALLOYDB_POSTGRES_USER", "your_alloydb_user")
-	t.Setenv("ALLOYDB_POSTGRES_PASSWORD", "your_alloydb_password")
-
-	t.Setenv("CLICKHOUSE_PROTOCOL", "your_clickhouse_protocol")
-	t.Setenv("CLICKHOUSE_DATABASE", "your_clickhouse_database")
-	t.Setenv("CLICKHOUSE_PASSWORD", "your_clickhouse_password")
-	t.Setenv("CLICKHOUSE_USER", "your_clickhouse_user")
-	t.Setenv("CLICKHOUSE_HOST", "your_clickhosue_host")
-	t.Setenv("CLICKHOUSE_PORT", "8123")
-
-	t.Setenv("CLOUD_SQL_POSTGRES_PROJECT", "your_pg_project")
-	t.Setenv("CLOUD_SQL_POSTGRES_INSTANCE", "your_pg_instance")
-	t.Setenv("CLOUD_SQL_POSTGRES_DATABASE", "your_pg_db")
-	t.Setenv("CLOUD_SQL_POSTGRES_REGION", "your_pg_region")
-	t.Setenv("CLOUD_SQL_POSTGRES_USER", "your_pg_user")
-	t.Setenv("CLOUD_SQL_POSTGRES_PASS", "your_pg_pass")
-
-	t.Setenv("CLOUD_SQL_MYSQL_PROJECT", "your_gcp_project_id")
-	t.Setenv("CLOUD_SQL_MYSQL_REGION", "your_gcp_region")
-	t.Setenv("CLOUD_SQL_MYSQL_INSTANCE", "your_instance")
-	t.Setenv("CLOUD_SQL_MYSQL_DATABASE", "your_cloudsql_mysql_db")
-	t.Setenv("CLOUD_SQL_MYSQL_USER", "your_cloudsql_mysql_user")
-	t.Setenv("CLOUD_SQL_MYSQL_PASSWORD", "your_cloudsql_mysql_password")
-
-	t.Setenv("CLOUD_SQL_MSSQL_PROJECT", "your_gcp_project_id")
-	t.Setenv("CLOUD_SQL_MSSQL_REGION", "your_gcp_region")
-	t.Setenv("CLOUD_SQL_MSSQL_INSTANCE", "your_cloudsql_mssql_instance")
-	t.Setenv("CLOUD_SQL_MSSQL_DATABASE", "your_cloudsql_mssql_db")
-	t.Setenv("CLOUD_SQL_MSSQL_IP_ADDRESS", "127.0.0.1")
-	t.Setenv("CLOUD_SQL_MSSQL_USER", "your_cloudsql_mssql_user")
-	t.Setenv("CLOUD_SQL_MSSQL_PASSWORD", "your_cloudsql_mssql_password")
-	t.Setenv("CLOUD_SQL_POSTGRES_PASSWORD", "your_cloudsql_pg_password")
-
-	t.Setenv("POSTGRES_HOST", "localhost")
-	t.Setenv("POSTGRES_PORT", "5432")
-	t.Setenv("POSTGRES_DATABASE", "your_postgres_db")
-	t.Setenv("POSTGRES_USER", "your_postgres_user")
-	t.Setenv("POSTGRES_PASSWORD", "your_postgres_password")
-
-	t.Setenv("MYSQL_HOST", "localhost")
-	t.Setenv("MYSQL_PORT", "3306")
-	t.Setenv("MYSQL_DATABASE", "your_mysql_db")
-	t.Setenv("MYSQL_USER", "your_mysql_user")
-	t.Setenv("MYSQL_PASSWORD", "your_mysql_password")
-
-	t.Setenv("MSSQL_HOST", "localhost")
-	t.Setenv("MSSQL_PORT", "1433")
-	t.Setenv("MSSQL_DATABASE", "your_mssql_db")
-	t.Setenv("MSSQL_USER", "your_mssql_user")
-	t.Setenv("MSSQL_PASSWORD", "your_mssql_password")
-
-	t.Setenv("LOOKER_BASE_URL", "https://your_company.looker.com")
-	t.Setenv("LOOKER_CLIENT_ID", "your_looker_client_id")
-	t.Setenv("LOOKER_CLIENT_SECRET", "your_looker_client_secret")
-	t.Setenv("LOOKER_VERIFY_SSL", "true")
-
-	t.Setenv("SQLITE_DATABASE", "test.db")
-
-	t.Setenv("NEO4J_URI", "bolt://localhost:7687")
-	t.Setenv("NEO4J_DATABASE", "neo4j")
-	t.Setenv("NEO4J_USERNAME", "your_neo4j_user")
-	t.Setenv("NEO4J_PASSWORD", "your_neo4j_password")
-
 	ctx, err := testutils.ContextWithNewLogger()
 	if err != nil {
 		t.Fatalf("unexpected error: %s", err)
@@ -1343,39 +1188,9 @@ func TestPrebuiltTools(t *testing.T) {
 			name: "alloydb postgres admin prebuilt tools",
 			in:   alloydb_admin_config,
 			wantToolset: server.ToolsetConfigs{
-				"alloydb_postgres_admin_tools": tools.ToolsetConfig{
-					Name:      "alloydb_postgres_admin_tools",
-					ToolNames: []string{"create_cluster", "wait_for_operation", "create_instance", "list_clusters", "list_instances", "list_users", "create_user", "get_cluster", "get_instance", "get_user"},
-				},
-			},
-		},
-		{
-			name: "cloudsql pg admin prebuilt tools",
-			in:   cloudsqlpg_admin_config,
-			wantToolset: server.ToolsetConfigs{
-				"cloud_sql_postgres_admin_tools": tools.ToolsetConfig{
-					Name:      "cloud_sql_postgres_admin_tools",
-					ToolNames: []string{"create_instance", "get_instance", "list_instances", "create_database", "list_databases", "create_user", "wait_for_operation"},
-				},
-			},
-		},
-		{
-			name: "cloudsql mysql admin prebuilt tools",
-			in:   cloudsqlmysql_admin_config,
-			wantToolset: server.ToolsetConfigs{
-				"cloud_sql_mysql_admin_tools": tools.ToolsetConfig{
-					Name:      "cloud_sql_mysql_admin_tools",
-					ToolNames: []string{"create_instance", "get_instance", "list_instances", "create_database", "list_databases", "create_user", "wait_for_operation"},
-				},
-			},
-		},
-		{
-			name: "cloudsql mssql admin prebuilt tools",
-			in:   cloudsqlmssql_admin_config,
-			wantToolset: server.ToolsetConfigs{
-				"cloud_sql_mssql_admin_tools": tools.ToolsetConfig{
-					Name:      "cloud_sql_mssql_admin_tools",
-					ToolNames: []string{"create_instance", "get_instance", "list_instances", "create_database", "list_databases", "create_user", "wait_for_operation"},
+				"alloydb-postgres-admin-tools": tools.ToolsetConfig{
+					Name:      "alloydb-postgres-admin-tools",
+					ToolNames: []string{"alloydb-create-cluster", "alloydb-operations-get", "alloydb-create-instance"},
 				},
 			},
 		},
@@ -1383,8 +1198,8 @@ func TestPrebuiltTools(t *testing.T) {
 			name: "alloydb prebuilt tools",
 			in:   alloydb_config,
 			wantToolset: server.ToolsetConfigs{
-				"alloydb_postgres_database_tools": tools.ToolsetConfig{
-					Name:      "alloydb_postgres_database_tools",
+				"alloydb-postgres-database-tools": tools.ToolsetConfig{
+					Name:      "alloydb-postgres-database-tools",
 					ToolNames: []string{"execute_sql", "list_tables"},
 				},
 			},
@@ -1393,19 +1208,9 @@ func TestPrebuiltTools(t *testing.T) {
 			name: "bigquery prebuilt tools",
 			in:   bigquery_config,
 			wantToolset: server.ToolsetConfigs{
-				"bigquery_database_tools": tools.ToolsetConfig{
-					Name:      "bigquery_database_tools",
-					ToolNames: []string{"analyze_contribution", "ask_data_insights", "execute_sql", "forecast", "get_dataset_info", "get_table_info", "list_dataset_ids", "list_table_ids"},
-				},
-			},
-		},
-		{
-			name: "clickhouse prebuilt tools",
-			in:   clickhouse_config,
-			wantToolset: server.ToolsetConfigs{
-				"clickhouse_database_tools": tools.ToolsetConfig{
-					Name:      "clickhouse_database_tools",
-					ToolNames: []string{"execute_sql", "list_databases"},
+				"bigquery-database-tools": tools.ToolsetConfig{
+					Name:      "bigquery-database-tools",
+					ToolNames: []string{"execute_sql", "get_dataset_info", "get_table_info", "list_dataset_ids", "list_table_ids"},
 				},
 			},
 		},
@@ -1413,8 +1218,8 @@ func TestPrebuiltTools(t *testing.T) {
 			name: "cloudsqlpg prebuilt tools",
 			in:   cloudsqlpg_config,
 			wantToolset: server.ToolsetConfigs{
-				"cloud_sql_postgres_database_tools": tools.ToolsetConfig{
-					Name:      "cloud_sql_postgres_database_tools",
+				"cloud-sql-postgres-database-tools": tools.ToolsetConfig{
+					Name:      "cloud-sql-postgres-database-tools",
 					ToolNames: []string{"execute_sql", "list_tables"},
 				},
 			},
@@ -1423,8 +1228,8 @@ func TestPrebuiltTools(t *testing.T) {
 			name: "cloudsqlmysql prebuilt tools",
 			in:   cloudsqlmysql_config,
 			wantToolset: server.ToolsetConfigs{
-				"cloud_sql_mysql_database_tools": tools.ToolsetConfig{
-					Name:      "cloud_sql_mysql_database_tools",
+				"cloud-sql-mysql-database-tools": tools.ToolsetConfig{
+					Name:      "cloud-sql-mysql-database-tools",
 					ToolNames: []string{"execute_sql", "list_tables"},
 				},
 			},
@@ -1433,8 +1238,8 @@ func TestPrebuiltTools(t *testing.T) {
 			name: "cloudsqlmssql prebuilt tools",
 			in:   cloudsqlmssql_config,
 			wantToolset: server.ToolsetConfigs{
-				"cloud_sql_mssql_database_tools": tools.ToolsetConfig{
-					Name:      "cloud_sql_mssql_database_tools",
+				"cloud-sql-mssql-database-tools": tools.ToolsetConfig{
+					Name:      "cloud-sql-mssql-database-tools",
 					ToolNames: []string{"execute_sql", "list_tables"},
 				},
 			},
@@ -1443,9 +1248,9 @@ func TestPrebuiltTools(t *testing.T) {
 			name: "dataplex prebuilt tools",
 			in:   dataplex_config,
 			wantToolset: server.ToolsetConfigs{
-				"dataplex_tools": tools.ToolsetConfig{
-					Name:      "dataplex_tools",
-					ToolNames: []string{"search_entries", "lookup_entry", "search_aspect_types"},
+				"dataplex-tools": tools.ToolsetConfig{
+					Name:      "dataplex-tools",
+					ToolNames: []string{"dataplex_search_entries", "dataplex_lookup_entry"},
 				},
 			},
 		},
@@ -1453,9 +1258,9 @@ func TestPrebuiltTools(t *testing.T) {
 			name: "firestore prebuilt tools",
 			in:   firestoreconfig,
 			wantToolset: server.ToolsetConfigs{
-				"firestore_database_tools": tools.ToolsetConfig{
-					Name:      "firestore_database_tools",
-					ToolNames: []string{"get_documents", "add_documents", "update_document", "list_collections", "delete_documents", "query_collection", "get_rules", "validate_rules"},
+				"firestore-database-tools": tools.ToolsetConfig{
+					Name:      "firestore-database-tools",
+					ToolNames: []string{"firestore-get-documents", "firestore-list-collections", "firestore-delete-documents", "firestore-query-collection", "firestore-get-rules", "firestore-validate-rules"},
 				},
 			},
 		},
@@ -1463,8 +1268,8 @@ func TestPrebuiltTools(t *testing.T) {
 			name: "mysql prebuilt tools",
 			in:   mysql_config,
 			wantToolset: server.ToolsetConfigs{
-				"mysql_database_tools": tools.ToolsetConfig{
-					Name:      "mysql_database_tools",
+				"mysql-database-tools": tools.ToolsetConfig{
+					Name:      "mysql-database-tools",
 					ToolNames: []string{"execute_sql", "list_tables"},
 				},
 			},
@@ -1473,8 +1278,8 @@ func TestPrebuiltTools(t *testing.T) {
 			name: "mssql prebuilt tools",
 			in:   mssql_config,
 			wantToolset: server.ToolsetConfigs{
-				"mssql_database_tools": tools.ToolsetConfig{
-					Name:      "mssql_database_tools",
+				"mssql-database-tools": tools.ToolsetConfig{
+					Name:      "mssql-database-tools",
 					ToolNames: []string{"execute_sql", "list_tables"},
 				},
 			},
@@ -1483,9 +1288,9 @@ func TestPrebuiltTools(t *testing.T) {
 			name: "looker prebuilt tools",
 			in:   looker_config,
 			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"},
+				"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"},
 				},
 			},
 		},
@@ -1493,8 +1298,8 @@ func TestPrebuiltTools(t *testing.T) {
 			name: "postgres prebuilt tools",
 			in:   postgresconfig,
 			wantToolset: server.ToolsetConfigs{
-				"postgres_database_tools": tools.ToolsetConfig{
-					Name:      "postgres_database_tools",
+				"postgres-database-tools": tools.ToolsetConfig{
+					Name:      "postgres-database-tools",
 					ToolNames: []string{"execute_sql", "list_tables"},
 				},
 			},
@@ -1513,32 +1318,12 @@ func TestPrebuiltTools(t *testing.T) {
 			name: "spanner pg prebuilt tools",
 			in:   spannerpg_config,
 			wantToolset: server.ToolsetConfigs{
-				"spanner_postgres_database_tools": tools.ToolsetConfig{
-					Name:      "spanner_postgres_database_tools",
+				"spanner-postgres-database-tools": tools.ToolsetConfig{
+					Name:      "spanner-postgres-database-tools",
 					ToolNames: []string{"execute_sql", "execute_sql_dql", "list_tables"},
 				},
 			},
 		},
-		{
-			name: "sqlite prebuilt tools",
-			in:   sqlite_config,
-			wantToolset: server.ToolsetConfigs{
-				"sqlite_database_tools": tools.ToolsetConfig{
-					Name:      "sqlite_database_tools",
-					ToolNames: []string{"execute_sql", "list_tables"},
-				},
-			},
-		},
-		{
-			name: "neo4j prebuilt tools",
-			in:   neo4jconfig,
-			wantToolset: server.ToolsetConfigs{
-				"neo4j_database_tools": tools.ToolsetConfig{
-					Name:      "neo4j_database_tools",
-					ToolNames: []string{"execute_cypher", "get_schema"},
-				},
-			},
-		},
 	}

 	for _, tc := range tcs {
--- a/cmd/version.txt
+++ b/cmd/version.txt
@@ -1 +1 @@
-0.14.0
+0.11.0
--- a/docs/en/about/faq.md
+++ b/docs/en/about/faq.md
@@ -7,11 +7,11 @@ description: Frequently asked questions about Toolbox.

 ## How can I deploy or run Toolbox?

-MCP Toolbox for Databases is open-source and can be run or deployed to a
+MCP Toolbox for Databases is open-source and can be ran or deployed to a
 multitude of environments. For convenience, we release [compiled binaries and
 docker images][release-notes] (but you can always compile yourself as well!).

-For detailed instructions, check out these resources:
+For detailed instructions, check our these resources:

 - [Quickstart: How to Run Locally](../getting-started/local_quickstart.md)
 - [Deploy to Cloud Run](../how-to/deploy_toolbox.md)
--- a/docs/en/getting-started/colab_quickstart.ipynb
+++ b/docs/en/getting-started/colab_quickstart.ipynb
@@ -234,7 +234,7 @@
      },
      "outputs": [],
      "source": [
-        "version = \"0.14.0\" # x-release-please-version\n",
+        "version = \"0.11.0\" # 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",
--- a/docs/en/getting-started/configure.md
+++ b/docs/en/getting-started/configure.md
@@ -22,11 +22,6 @@ etc., you could use environment variables instead with the format `${ENV_NAME}`.
  user: ${USER_NAME}
  password: ${PASSWORD}
 ```
-A default value can be specified like `${ENV_NAME:default}`.
-
-```yaml
-  port: ${DB_PORT:3306}
-```

 ### Sources

@@ -50,7 +45,7 @@ For more details on configuring different types of sources, see the

 ### Tools

-The `tools` section of your `tools.yaml` defines the actions your agent can
+The `tools` section of your `tools.yaml` define your the actions your agent can
 take: what kind of tool it is, which source(s) it affects, what parameters it
 uses, etc.

@@ -81,7 +76,7 @@ toolsets:
  my_first_toolset:
    - my_first_tool
    - my_second_tool
-  my_second_toolset:
+   my_second_toolset:
    - my_second_tool
    - my_third_tool
 ```
--- a/docs/en/getting-started/introduction/_index.md
+++ b/docs/en/getting-started/introduction/_index.md
@@ -86,7 +86,7 @@ To install Toolbox as a binary:

 ```sh
 # see releases page for other versions
-export VERSION=0.14.0
+export VERSION=0.11.0
 curl -O https://storage.googleapis.com/genai-toolbox/v$VERSION/linux/amd64/toolbox
 chmod +x toolbox
 ```
@@ -97,7 +97,7 @@ You can also install Toolbox as a container:

 ```sh
 # see releases page for other versions
-export VERSION=0.14.0
+export VERSION=0.11.0
 docker pull us-central1-docker.pkg.dev/database-toolbox/toolbox/toolbox:$VERSION
 ```

@@ -115,7 +115,7 @@ 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@v0.14.0
+go install github.com/googleapis/genai-toolbox@v0.11.0
 ```

 {{% /tab %}}
@@ -139,7 +139,7 @@ Toolbox enables dynamic reloading by default. To disable, use the
 #### Launching Toolbox UI

 To launch Toolbox's interactive UI, use the `--ui` flag. This allows you to test tools and toolsets
-with features such as authorized parameters. To learn more, visit [Toolbox UI](../../how-to/toolbox-ui/index.md).
+with features such as authorized parameters. To learn more, visit [Toolbox UI](../../how-to/use-toolbox-ui/index.md).

 ```sh
 ./toolbox --ui
--- a/docs/en/getting-started/local_quickstart.md
+++ b/docs/en/getting-started/local_quickstart.md
@@ -17,19 +17,266 @@ This guide assumes you have already done the following:
   your preferred virtual environment tool for managing dependencies e.g. [venv][install-venv]).
 1. Installed [PostgreSQL 16+ and the `psql` client][install-postgres].

+### Cloud Setup (Optional)
+
+If you plan to use **Google Cloud’s Vertex AI** with your agent (e.g., using
+`vertexai=True` or a Google GenAI model), follow these one-time setup steps for
+local development:
+
+1. [Install the Google Cloud CLI](https://cloud.google.com/sdk/docs/install)
+1. [Set up Application Default Credentials (ADC)](https://cloud.google.com/docs/authentication/set-up-adc-local-dev-environment)
+1. Set your project and enable Vertex AI
+
+    ```bash
+    gcloud config set project YOUR_PROJECT_ID
+    gcloud services enable aiplatform.googleapis.com
+    ```
+
 [install-python]: https://wiki.python.org/moin/BeginnersGuide/Download
 [install-pip]: https://pip.pypa.io/en/stable/installation/
 [install-venv]: https://packaging.python.org/en/latest/tutorials/installing-packages/#creating-virtual-environments
 [install-postgres]: https://www.postgresql.org/download/

-### Cloud Setup (Optional)
-{{< regionInclude "quickstart/shared/cloud_setup.md" "cloud_setup" >}}
-
 ## Step 1: Set up your database
-{{< regionInclude "quickstart/shared/database_setup.md" "database_setup" >}}
+
+In this section, we will create a database, insert some data that needs to be
+accessed by our agent, and create a database user for Toolbox to connect with.
+
+1. Connect to postgres using the `psql` command:
+
+    ```bash
+    psql -h 127.0.0.1 -U postgres
+    ```
+
+    Here, `postgres` denotes the default postgres superuser.
+
+    {{< notice info >}}
+
+#### **Having trouble connecting?**
+
+* **Password Prompt:** If you are prompted for a password for the `postgres`
+  user and do not know it (or a blank password doesn't work), your PostgreSQL
+  installation might require a password or a different authentication method.
+* **`FATAL: role "postgres" does not exist`:** This error means the default
+  `postgres` superuser role isn't available under that name on your system.
+* **`Connection refused`:** Ensure your PostgreSQL server is actually running.
+  You can typically check with `sudo systemctl status postgresql` and start it
+  with `sudo systemctl start postgresql` on Linux systems.
+
+<br/>
+
+#### **Common Solution**
+
+For password issues or if the `postgres` role seems inaccessible directly, try
+switching to the `postgres` operating system user first. This user often has
+permission to connect without a password for local connections (this is called
+peer authentication).
+
+```bash
+sudo -i -u postgres
+psql -h 127.0.0.1
+```
+
+Once you are in the `psql` shell using this method, you can proceed with the
+database creation steps below. Afterwards, type `\q` to exit `psql`, and then
+`exit` to return to your normal user shell.
+
+If desired, once connected to `psql` as the `postgres` OS user, you can set a
+password for the `postgres` *database* user using: `ALTER USER postgres WITH
+PASSWORD 'your_chosen_password';`. This would allow direct connection with `-U
+postgres` and a password next time.
+    {{< /notice >}}
+
+1. Create a new database and a new user:
+
+    {{< notice tip >}}
+  For a real application, it's best to follow the principle of least permission
+  and only grant the privileges your application needs.
+    {{< /notice >}}
+
+    ```sql
+      CREATE USER toolbox_user WITH PASSWORD 'my-password';
+
+      CREATE DATABASE toolbox_db;
+      GRANT ALL PRIVILEGES ON DATABASE toolbox_db TO toolbox_user;
+
+      ALTER DATABASE toolbox_db OWNER TO toolbox_user;
+    ```
+
+1. End the database session:
+
+    ```bash
+    \q
+    ```
+
+    (If you used `sudo -i -u postgres` and then `psql`, remember you might also
+    need to type `exit` after `\q` to leave the `postgres` user's shell
+    session.)
+
+1. Connect to your database with your new user:
+
+    ```bash
+    psql -h 127.0.0.1 -U toolbox_user -d toolbox_db
+    ```
+
+1. Create a table using the following command:
+
+    ```sql
+    CREATE TABLE hotels(
+      id            INTEGER NOT NULL PRIMARY KEY,
+      name          VARCHAR NOT NULL,
+      location      VARCHAR NOT NULL,
+      price_tier    VARCHAR NOT NULL,
+      checkin_date  DATE    NOT NULL,
+      checkout_date DATE    NOT NULL,
+      booked        BIT     NOT NULL
+    );
+    ```
+
+1. Insert data into the table.
+
+    ```sql
+    INSERT INTO hotels(id, name, location, price_tier, checkin_date, checkout_date, booked)
+    VALUES
+      (1, 'Hilton Basel', 'Basel', 'Luxury', '2024-04-22', '2024-04-20', B'0'),
+      (2, 'Marriott Zurich', 'Zurich', 'Upscale', '2024-04-14', '2024-04-21', B'0'),
+      (3, 'Hyatt Regency Basel', 'Basel', 'Upper Upscale', '2024-04-02', '2024-04-20', B'0'),
+      (4, 'Radisson Blu Lucerne', 'Lucerne', 'Midscale', '2024-04-24', '2024-04-05', B'0'),
+      (5, 'Best Western Bern', 'Bern', 'Upper Midscale', '2024-04-23', '2024-04-01', B'0'),
+      (6, 'InterContinental Geneva', 'Geneva', 'Luxury', '2024-04-23', '2024-04-28', B'0'),
+      (7, 'Sheraton Zurich', 'Zurich', 'Upper Upscale', '2024-04-27', '2024-04-02', B'0'),
+      (8, 'Holiday Inn Basel', 'Basel', 'Upper Midscale', '2024-04-24', '2024-04-09', B'0'),
+      (9, 'Courtyard Zurich', 'Zurich', 'Upscale', '2024-04-03', '2024-04-13', B'0'),
+      (10, 'Comfort Inn Bern', 'Bern', 'Midscale', '2024-04-04', '2024-04-16', B'0');
+    ```
+
+1. End the database session:
+
+    ```bash
+    \q
+    ```

 ## Step 2: Install and configure Toolbox
-{{< regionInclude "quickstart/shared/configure_toolbox.md" "configure_toolbox" >}}
+
+In this section, we will download Toolbox, configure our tools in a
+`tools.yaml`, and then run the Toolbox server.
+
+1. Download the latest version of Toolbox as a binary:
+
+    {{< notice tip >}}
+  Select the
+  [correct binary](https://github.com/googleapis/genai-toolbox/releases)
+  corresponding to your OS and CPU architecture.
+    {{< /notice >}}
+    <!-- {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/v0.11.0/$OS/toolbox
+    ```
+    <!-- {x-release-please-end} -->
+
+1. Make the binary executable:
+
+    ```bash
+    chmod +x toolbox
+    ```
+
+1. Write the following into a `tools.yaml` file. Be sure to update any fields
+   such as `user`, `password`, or `database` that you may have customized in the
+   previous step.
+
+    {{< notice tip >}}
+  In practice, use environment variable replacement with the format ${ENV_NAME}
+  instead of hardcoding your secrets into the configuration file.
+    {{< /notice >}}
+
+    ```yaml
+    sources:
+      my-pg-source:
+        kind: postgres
+        host: 127.0.0.1
+        port: 5432
+        database: toolbox_db
+        user: ${USER_NAME}
+        password: ${PASSWORD}
+    tools:
+      search-hotels-by-name:
+        kind: postgres-sql
+        source: my-pg-source
+        description: Search for hotels based on name.
+        parameters:
+          - name: name
+            type: string
+            description: The name of the hotel.
+        statement: SELECT * FROM hotels WHERE name ILIKE '%' || $1 || '%';
+      search-hotels-by-location:
+        kind: postgres-sql
+        source: my-pg-source
+        description: Search for hotels based on location.
+        parameters:
+          - name: location
+            type: string
+            description: The location of the hotel.
+        statement: SELECT * FROM hotels WHERE location ILIKE '%' || $1 || '%';
+      book-hotel:
+        kind: postgres-sql
+        source: my-pg-source
+        description: >-
+           Book a hotel by its ID. If the hotel is successfully booked, returns a NULL, raises an error if not.
+        parameters:
+          - name: hotel_id
+            type: string
+            description: The ID of the hotel to book.
+        statement: UPDATE hotels SET booked = B'1' WHERE id = $1;
+      update-hotel:
+        kind: postgres-sql
+        source: my-pg-source
+        description: >-
+          Update a hotel's check-in and check-out dates by its ID. Returns a message
+          indicating  whether the hotel was successfully updated or not.
+        parameters:
+          - name: hotel_id
+            type: string
+            description: The ID of the hotel to update.
+          - name: checkin_date
+            type: string
+            description: The new check-in date of the hotel.
+          - name: checkout_date
+            type: string
+            description: The new check-out date of the hotel.
+        statement: >-
+          UPDATE hotels SET checkin_date = CAST($2 as date), checkout_date = CAST($3
+          as date) WHERE id = $1;
+      cancel-hotel:
+        kind: postgres-sql
+        source: my-pg-source
+        description: Cancel a hotel by its ID.
+        parameters:
+          - name: hotel_id
+            type: string
+            description: The ID of the hotel to cancel.
+        statement: UPDATE hotels SET booked = B'0' WHERE id = $1;
+   toolsets:
+      my-toolset:
+        - search-hotels-by-name
+        - search-hotels-by-location
+        - book-hotel
+        - update-hotel
+        - cancel-hotel
+    ```
+
+    For more info on tools, check out the `Resources` section of the docs.
+
+1. Run the Toolbox server, pointing to the `tools.yaml` file created earlier:
+
+    ```bash
+    ./toolbox --tools-file "tools.yaml"
+    ```
+
+    {{< notice note >}}
+    Toolbox enables dynamic reloading by default. To disable, use the
+    `--disable-reload` flag.
+    {{< /notice >}}

 ## Step 3: Connect your agent to Toolbox

@@ -99,23 +346,305 @@ pip install google-genai
   code to create an agent:
    {{< tabpane persist=header >}}
 {{< tab header="ADK" lang="python" >}}
+from google.adk.agents import Agent
+from google.adk.runners import Runner
+from google.adk.sessions import InMemorySessionService
+from google.adk.artifacts.in_memory_artifact_service import InMemoryArtifactService
+from google.genai import types
+from toolbox_core import ToolboxSyncClient

-{{< include "quickstart/python/adk/quickstart.py" >}}
+import asyncio
+import os

+# TODO(developer): replace this with your Google API key
+
+os.environ['GOOGLE_API_KEY'] = 'your-api-key'
+
+async def main():
+  with ToolboxSyncClient("<http://127.0.0.1:5000>") as toolbox_client:
+
+      prompt = """
+        You're a helpful hotel assistant. You handle hotel searching, booking and
+        cancellations. When the user searches for a hotel, mention it's name, id,
+        location and price tier. Always mention hotel ids while performing any
+        searches. This is very important for any operations. For any bookings or
+        cancellations, please provide the appropriate confirmation. Be sure to
+        update checkin or checkout dates if mentioned by the user.
+        Don't ask for confirmations from the user.
+      """
+
+      root_agent = Agent(
+          model='gemini-2.0-flash-001',
+          name='hotel_agent',
+          description='A helpful AI assistant.',
+          instruction=prompt,
+          tools=toolbox_client.load_toolset("my-toolset"),
+      )
+
+      session_service = InMemorySessionService()
+      artifacts_service = InMemoryArtifactService()
+      session = await session_service.create_session(
+          state={}, app_name='hotel_agent', user_id='123'
+      )
+      runner = Runner(
+          app_name='hotel_agent',
+          agent=root_agent,
+          artifact_service=artifacts_service,
+          session_service=session_service,
+      )
+
+      queries = [
+          "Find hotels in Basel with Basel in it's name.",
+          "Can you book the Hilton Basel for me?",
+          "Oh wait, this is too expensive. Please cancel it and book the Hyatt Regency instead.",
+          "My check in dates would be from April 10, 2024 to April 19, 2024.",
+      ]
+
+      for query in queries:
+          content = types.Content(role='user', parts=[types.Part(text=query)])
+          events = runner.run(session_id=session.id,
+                              user_id='123', new_message=content)
+
+          responses = (
+            part.text
+            for event in events
+            for part in event.content.parts
+            if part.text is not None
+          )
+
+          for text in responses:
+            print(text)
+
+asyncio.run(main())
 {{< /tab >}}
 {{< tab header="LangChain" lang="python" >}}
+import asyncio

-{{< include "quickstart/python/langchain/quickstart.py" >}}
+from langgraph.prebuilt import create_react_agent

+# TODO(developer): replace this with another import if needed
+
+from langchain_google_vertexai import ChatVertexAI
+
+# from langchain_google_genai import ChatGoogleGenerativeAI
+
+# from langchain_anthropic import ChatAnthropic
+
+from langgraph.checkpoint.memory import MemorySaver
+
+from toolbox_langchain import ToolboxClient
+
+prompt = """
+  You're a helpful hotel assistant. You handle hotel searching, booking and
+  cancellations. When the user searches for a hotel, mention it's name, id,
+  location and price tier. Always mention hotel ids while performing any
+  searches. This is very important for any operations. For any bookings or
+  cancellations, please provide the appropriate confirmation. Be sure to
+  update checkin or checkout dates if mentioned by the user.
+  Don't ask for confirmations from the user.
+"""
+
+queries = [
+    "Find hotels in Basel with Basel in it's name.",
+    "Can you book the Hilton Basel for me?",
+    "Oh wait, this is too expensive. Please cancel it and book the Hyatt Regency instead.",
+    "My check in dates would be from April 10, 2024 to April 19, 2024.",
+]
+
+async def run_application():
+    # TODO(developer): replace this with another model if needed
+    model = ChatVertexAI(model_name="gemini-2.0-flash-001")
+    # model = ChatGoogleGenerativeAI(model="gemini-2.0-flash-001")
+    # model = ChatAnthropic(model="claude-3-5-sonnet-20240620")
+
+    # Load the tools from the Toolbox server
+    async with ToolboxClient("http://127.0.0.1:5000") as client:
+        tools = await client.aload_toolset()
+
+        agent = create_react_agent(model, tools, checkpointer=MemorySaver())
+
+        config = {"configurable": {"thread_id": "thread-1"}}
+        for query in queries:
+            inputs = {"messages": [("user", prompt + query)]}
+            response = agent.invoke(inputs, stream_mode="values", config=config)
+            print(response["messages"][-1].content)
+
+asyncio.run(run_application())
 {{< /tab >}}
 {{< tab header="LlamaIndex" lang="python" >}}
+import asyncio
+import os

-{{< include "quickstart/python/llamaindex/quickstart.py" >}}
+from llama_index.core.agent.workflow import AgentWorkflow

+from llama_index.core.workflow import Context
+
+# TODO(developer): replace this with another import if needed
+
+from llama_index.llms.google_genai import GoogleGenAI
+
+# from llama_index.llms.anthropic import Anthropic
+
+from toolbox_llamaindex import ToolboxClient
+
+prompt = """
+  You're a helpful hotel assistant. You handle hotel searching, booking and
+  cancellations. When the user searches for a hotel, mention it's name, id,
+  location and price tier. Always mention hotel ids while performing any
+  searches. This is very important for any operations. For any bookings or
+  cancellations, please provide the appropriate confirmation. Be sure to
+  update checkin or checkout dates if mentioned by the user.
+  Don't ask for confirmations from the user.
+"""
+
+queries = [
+    "Find hotels in Basel with Basel in it's name.",
+    "Can you book the Hilton Basel for me?",
+    "Oh wait, this is too expensive. Please cancel it and book the Hyatt Regency instead.",
+    "My check in dates would be from April 10, 2024 to April 19, 2024.",
+]
+
+async def run_application():
+    # TODO(developer): replace this with another model if needed
+    llm = GoogleGenAI(
+        model="gemini-2.0-flash-001",
+        vertexai_config={"project": "project-id", "location": "us-central1"},
+    )
+    # llm = GoogleGenAI(
+    #     api_key=os.getenv("GOOGLE_API_KEY"),
+    #     model="gemini-2.0-flash-001",
+    # )
+    # llm = Anthropic(
+    #   model="claude-3-7-sonnet-latest",
+    #   api_key=os.getenv("ANTHROPIC_API_KEY")
+    # )
+
+    # Load the tools from the Toolbox server
+    async with ToolboxClient("http://127.0.0.1:5000") as client:
+        tools = await client.aload_toolset()
+
+        agent = AgentWorkflow.from_tools_or_functions(
+            tools,
+            llm=llm,
+            system_prompt=prompt,
+        )
+        ctx = Context(agent)
+        for query in queries:
+            response = await agent.run(user_msg=query, ctx=ctx)
+            print(f"---- {query} ----")
+            print(str(response))
+
+asyncio.run(run_application())
 {{< /tab >}}
 {{< tab header="Core" lang="python" >}}
+import asyncio

-{{< include "quickstart/python/core/quickstart.py" >}}
+from google import genai
+from google.genai.types import (
+    Content,
+    FunctionDeclaration,
+    GenerateContentConfig,
+    Part,
+    Tool,
+)
+
+from toolbox_core import ToolboxClient
+
+prompt = """
+  You're a helpful hotel assistant. You handle hotel searching, booking and
+  cancellations. When the user searches for a hotel, mention it's name, id,
+  location and price tier. Always mention hotel id while performing any
+  searches. This is very important for any operations. For any bookings or
+  cancellations, please provide the appropriate confirmation. Be sure to
+  update checkin or checkout dates if mentioned by the user.
+  Don't ask for confirmations from the user.
+"""
+
+queries = [
+    "Find hotels in Basel with Basel in it's name.",
+    "Please book the hotel Hilton Basel for me.",
+    "This is too expensive. Please cancel it.",
+    "Please book Hyatt Regency for me",
+    "My check in dates for my booking would be from April 10, 2024 to April 19, 2024.",
+]
+
+async def run_application():
+    async with ToolboxClient("<http://127.0.0.1:5000>") as toolbox_client:
+
+        # The toolbox_tools list contains Python callables (functions/methods) designed for LLM tool-use
+        # integration. While this example uses Google's genai client, these callables can be adapted for
+        # various function-calling or agent frameworks. For easier integration with supported frameworks
+        # (https://github.com/googleapis/mcp-toolbox-python-sdk/tree/main/packages), use the
+        # provided wrapper packages, which handle framework-specific boilerplate.
+        toolbox_tools = await toolbox_client.load_toolset("my-toolset")
+        genai_client = genai.Client(
+            vertexai=True, project="project-id", location="us-central1"
+        )
+
+        genai_tools = [
+            Tool(
+                function_declarations=[
+                    FunctionDeclaration.from_callable_with_api_option(callable=tool)
+                ]
+            )
+            for tool in toolbox_tools
+        ]
+        history = []
+        for query in queries:
+            user_prompt_content = Content(
+                role="user",
+                parts=[Part.from_text(text=query)],
+            )
+            history.append(user_prompt_content)
+
+            response = genai_client.models.generate_content(
+                model="gemini-2.0-flash-001",
+                contents=history,
+                config=GenerateContentConfig(
+                    system_instruction=prompt,
+                    tools=genai_tools,
+                ),
+            )
+            history.append(response.candidates[0].content)
+            function_response_parts = []
+            for function_call in response.function_calls:
+                fn_name = function_call.name
+                # The tools are sorted alphabetically
+                if fn_name == "search-hotels-by-name":
+                    function_result = await toolbox_tools[3](**function_call.args)
+                elif fn_name == "search-hotels-by-location":
+                    function_result = await toolbox_tools[2](**function_call.args)
+                elif fn_name == "book-hotel":
+                    function_result = await toolbox_tools[0](**function_call.args)
+                elif fn_name == "update-hotel":
+                    function_result = await toolbox_tools[4](**function_call.args)
+                elif fn_name == "cancel-hotel":
+                    function_result = await toolbox_tools[1](**function_call.args)
+                else:
+                    raise ValueError("Function name not present.")
+                function_response = {"result": function_result}
+                function_response_part = Part.from_function_response(
+                    name=function_call.name,
+                    response=function_response,
+                )
+                function_response_parts.append(function_response_part)
+
+            if function_response_parts:
+                tool_response_content = Content(role="tool", parts=function_response_parts)
+                history.append(tool_response_content)
+
+            response2 = genai_client.models.generate_content(
+                model="gemini-2.0-flash-001",
+                contents=history,
+                config=GenerateContentConfig(
+                    tools=genai_tools,
+                ),
+            )
+            final_model_response_content = response2.candidates[0].content
+            history.append(final_model_response_content)
+            print(response2.text)
+
+asyncio.run(run_application())

 {{< /tab >}}
 {{< /tabpane >}}
--- a/docs/en/getting-started/local_quickstart_go.md
+++ b/docs/en/getting-started/local_quickstart_go.md
@@ -13,17 +13,266 @@ This guide assumes you have already done the following:
 1. Installed [Go (v1.24.2 or higher)].
 1. Installed [PostgreSQL 16+ and the `psql` client][install-postgres].

+### Cloud Setup (Optional)
+
+If you plan to use **Google Cloud’s Vertex AI** with your agent (e.g., using
+Gemini or PaLM models), follow these one-time setup steps:
+
+1. [Install the Google Cloud CLI]
+1. [Set up Application Default Credentials (ADC)]
+1. Set your project and enable Vertex AI
+
+    ```bash
+    gcloud config set project YOUR_PROJECT_ID
+    gcloud services enable aiplatform.googleapis.com
+    ```
+
 [Go (v1.24.2 or higher)]: https://go.dev/doc/install
 [install-postgres]: https://www.postgresql.org/download/
-
-### Cloud Setup (Optional)
-{{< regionInclude "quickstart/shared/cloud_setup.md" "cloud_setup" >}}
+[Install the Google Cloud CLI]: https://cloud.google.com/sdk/docs/install
+[Set up Application Default Credentials (ADC)]:
+    https://cloud.google.com/docs/authentication/set-up-adc-local-dev-environment

 ## Step 1: Set up your database
-{{< regionInclude "quickstart/shared/database_setup.md" "database_setup" >}}
+
+In this section, we will create a database, insert some data that needs to be
+accessed by our agent, and create a database user for Toolbox to connect with.
+
+1. Connect to postgres using the `psql` command:
+
+    ```bash
+    psql -h 127.0.0.1 -U postgres
+    ```
+
+    Here, `postgres` denotes the default postgres superuser.
+
+    {{< notice info >}}
+
+#### **Having trouble connecting?**
+
+* **Password Prompt:** If you are prompted for a password for the `postgres`
+  user and do not know it (or a blank password doesn't work), your PostgreSQL
+  installation might require a password or a different authentication method.
+* **`FATAL: role "postgres" does not exist`:** This error means the default
+  `postgres` superuser role isn't available under that name on your system.
+* **`Connection refused`:** Ensure your PostgreSQL server is actually running.
+  You can typically check with `sudo systemctl status postgresql` and start it
+  with `sudo systemctl start postgresql` on Linux systems.
+
+<br/>
+
+#### **Common Solution**
+
+For password issues or if the `postgres` role seems inaccessible directly, try
+switching to the `postgres` operating system user first. This user often has
+permission to connect without a password for local connections (this is called
+peer authentication).
+
+```bash
+sudo -i -u postgres
+psql -h 127.0.0.1
+```
+
+Once you are in the `psql` shell using this method, you can proceed with the
+database creation steps below. Afterwards, type `\q` to exit `psql`, and then
+`exit` to return to your normal user shell.
+
+If desired, once connected to `psql` as the `postgres` OS user, you can set a
+password for the `postgres` *database* user using: `ALTER USER postgres WITH
+PASSWORD 'your_chosen_password';`. This would allow direct connection with `-U
+postgres` and a password next time.
+    {{< /notice >}}
+
+1. Create a new database and a new user:
+
+    {{< notice tip >}}
+  For a real application, it's best to follow the principle of least permission
+  and only grant the privileges your application needs.
+    {{< /notice >}}
+
+    ```sql
+      CREATE USER toolbox_user WITH PASSWORD 'my-password';
+
+      CREATE DATABASE toolbox_db;
+      GRANT ALL PRIVILEGES ON DATABASE toolbox_db TO toolbox_user;
+
+      ALTER DATABASE toolbox_db OWNER TO toolbox_user;
+    ```
+
+1. End the database session:
+
+    ```bash
+    \q
+    ```
+
+    (If you used `sudo -i -u postgres` and then `psql`, remember you might also
+    need to type `exit` after `\q` to leave the `postgres` user's shell
+    session.)
+
+1. Connect to your database with your new user:
+
+    ```bash
+    psql -h 127.0.0.1 -U toolbox_user -d toolbox_db
+    ```
+
+1. Create a table using the following command:
+
+    ```sql
+    CREATE TABLE hotels(
+      id            INTEGER NOT NULL PRIMARY KEY,
+      name          VARCHAR NOT NULL,
+      location      VARCHAR NOT NULL,
+      price_tier    VARCHAR NOT NULL,
+      checkin_date  DATE    NOT NULL,
+      checkout_date DATE    NOT NULL,
+      booked        BIT     NOT NULL
+    );
+    ```
+
+1. Insert data into the table.
+
+    ```sql
+    INSERT INTO hotels(id, name, location, price_tier, checkin_date, checkout_date, booked)
+    VALUES
+      (1, 'Hilton Basel', 'Basel', 'Luxury', '2024-04-22', '2024-04-20', B'0'),
+      (2, 'Marriott Zurich', 'Zurich', 'Upscale', '2024-04-14', '2024-04-21', B'0'),
+      (3, 'Hyatt Regency Basel', 'Basel', 'Upper Upscale', '2024-04-02', '2024-04-20', B'0'),
+      (4, 'Radisson Blu Lucerne', 'Lucerne', 'Midscale', '2024-04-24', '2024-04-05', B'0'),
+      (5, 'Best Western Bern', 'Bern', 'Upper Midscale', '2024-04-23', '2024-04-01', B'0'),
+      (6, 'InterContinental Geneva', 'Geneva', 'Luxury', '2024-04-23', '2024-04-28', B'0'),
+      (7, 'Sheraton Zurich', 'Zurich', 'Upper Upscale', '2024-04-27', '2024-04-02', B'0'),
+      (8, 'Holiday Inn Basel', 'Basel', 'Upper Midscale', '2024-04-24', '2024-04-09', B'0'),
+      (9, 'Courtyard Zurich', 'Zurich', 'Upscale', '2024-04-03', '2024-04-13', B'0'),
+      (10, 'Comfort Inn Bern', 'Bern', 'Midscale', '2024-04-04', '2024-04-16', B'0');
+    ```
+
+1. End the database session:
+
+    ```bash
+    \q
+    ```

 ## Step 2: Install and configure Toolbox
-{{< regionInclude "quickstart/shared/configure_toolbox.md" "configure_toolbox" >}}
+
+In this section, we will download Toolbox, configure our tools in a
+`tools.yaml`, and then run the Toolbox server.
+
+1. Download the latest version of Toolbox as a binary:
+
+    {{< notice tip >}}
+  Select the
+  [correct binary](https://github.com/googleapis/genai-toolbox/releases)
+  corresponding to your OS and CPU architecture.
+    {{< /notice >}}
+    <!-- {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/v0.11.0/$OS/toolbox
+    ```
+    <!-- {x-release-please-end} -->
+
+1. Make the binary executable:
+
+    ```bash
+    chmod +x toolbox
+    ```
+
+1. Write the following into a `tools.yaml` file. Be sure to update any fields
+   such as `user`, `password`, or `database` that you may have customized in the
+   previous step.
+
+    {{< notice tip >}}
+  In practice, use environment variable replacement with the format ${ENV_NAME}
+  instead of hardcoding your secrets into the configuration file.
+    {{< /notice >}}
+
+    ```yaml
+    sources:
+      my-pg-source:
+        kind: postgres
+        host: 127.0.0.1
+        port: 5432
+        database: toolbox_db
+        user: ${USER_NAME}
+        password: ${PASSWORD}
+    tools:
+      search-hotels-by-name:
+        kind: postgres-sql
+        source: my-pg-source
+        description: Search for hotels based on name.
+        parameters:
+          - name: name
+            type: string
+            description: The name of the hotel.
+        statement: SELECT * FROM hotels WHERE name ILIKE '%' || $1 || '%';
+      search-hotels-by-location:
+        kind: postgres-sql
+        source: my-pg-source
+        description: Search for hotels based on location.
+        parameters:
+          - name: location
+            type: string
+            description: The location of the hotel.
+        statement: SELECT * FROM hotels WHERE location ILIKE '%' || $1 || '%';
+      book-hotel:
+        kind: postgres-sql
+        source: my-pg-source
+        description: >-
+           Book a hotel by its ID. If the hotel is successfully booked, returns a NULL, raises an error if not.
+        parameters:
+          - name: hotel_id
+            type: string
+            description: The ID of the hotel to book.
+        statement: UPDATE hotels SET booked = B'1' WHERE id = $1;
+      update-hotel:
+        kind: postgres-sql
+        source: my-pg-source
+        description: >-
+          Update a hotel's check-in and check-out dates by its ID. Returns a message
+          indicating  whether the hotel was successfully updated or not.
+        parameters:
+          - name: hotel_id
+            type: string
+            description: The ID of the hotel to update.
+          - name: checkin_date
+            type: string
+            description: The new check-in date of the hotel.
+          - name: checkout_date
+            type: string
+            description: The new check-out date of the hotel.
+        statement: >-
+          UPDATE hotels SET checkin_date = CAST($2 as date), checkout_date = CAST($3
+          as date) WHERE id = $1;
+      cancel-hotel:
+        kind: postgres-sql
+        source: my-pg-source
+        description: Cancel a hotel by its ID.
+        parameters:
+          - name: hotel_id
+            type: string
+            description: The ID of the hotel to cancel.
+        statement: UPDATE hotels SET booked = B'0' WHERE id = $1;
+   toolsets:
+      my-toolset:
+        - search-hotels-by-name
+        - search-hotels-by-location
+        - book-hotel
+        - update-hotel
+        - cancel-hotel
+    ```
+
+    For more info on tools, check out the `Resources` section of the docs.
+
+1. Run the Toolbox server, pointing to the `tools.yaml` file created earlier:
+
+    ```bash
+    ./toolbox --tools-file "tools.yaml"
+    ```
+
+  {{< notice note >}}
+    Toolbox enables dynamic reloading by default. To disable, use the
+    `--disable-reload` flag.
+  {{< /notice >}}

 ## Step 3: Connect your agent to Toolbox

@@ -49,28 +298,613 @@ from Toolbox.
    {{< tabpane persist=header >}}
 {{< tab header="LangChain Go" lang="go" >}}

-{{< include "quickstart/go/langchain/quickstart.go" >}}
+package main

+import (
+	"context"
+	"encoding/json"
+	"fmt"
+	"log"
+	"os"
+
+	"github.com/googleapis/mcp-toolbox-sdk-go/core"
+	"github.com/tmc/langchaingo/llms"
+	"github.com/tmc/langchaingo/llms/googleai"
+)
+
+// ConvertToLangchainTool converts a generic core.ToolboxTool into a LangChainGo llms.Tool.
+func ConvertToLangchainTool(toolboxTool *core.ToolboxTool) llms.Tool {
+
+	// Fetch the tool's input schema
+	inputschema, err := toolboxTool.InputSchema()
+	if err != nil {
+		return llms.Tool{}
+	}
+
+	var paramsSchema map[string]any
+	_ = json.Unmarshal(inputschema, &paramsSchema)
+
+	// Convert into LangChain's llms.Tool
+	return llms.Tool{
+		Type: "function",
+		Function: &llms.FunctionDefinition{
+			Name:        toolboxTool.Name(),
+			Description: toolboxTool.Description(),
+			Parameters:  paramsSchema,
+		},
+	}
+}
+
+const systemPrompt = `
+You're a helpful hotel assistant. You handle hotel searching, booking, and
+cancellations. When the user searches for a hotel, mention its name, id,
+location and price tier. Always mention hotel ids while performing any
+searches. This is very important for any operations. For any bookings or
+cancellations, please provide the appropriate confirmation. Be sure to
+update checkin or checkout dates if mentioned by the user.
+Don't ask for confirmations from the user.
+`
+
+var queries = []string{
+	"Find hotels in Basel with Basel in its name.",
+	"Can you book the hotel Hilton Basel for me?",
+	"Oh wait, this is too expensive. Please cancel it.",
+	"Please book the Hyatt Regency instead.",
+	"My check in dates would be from April 10, 2024 to April 19, 2024.",
+}
+
+func main() {
+	genaiKey := os.Getenv("GOOGLE_API_KEY")
+	toolboxURL := "http://localhost:5000"
+	ctx := context.Background()
+
+	// Initialize the Google AI client (LLM).
+	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)
+	}
+
+	// Initialize the MCP Toolbox client.
+	toolboxClient, err := core.NewToolboxClient(toolboxURL)
+	if err != nil {
+		log.Fatalf("Failed to create Toolbox client: %v", err)
+	}
+
+	// Load the tool using the MCP Toolbox SDK.
+	tools, err := toolboxClient.LoadToolset("my-toolset", ctx)
+	if err != nil {
+		log.Fatalf("Failed to load tools: %v\nMake sure your Toolbox server is running and the tool is configured.", err)
+	}
+
+	toolsMap := make(map[string]*core.ToolboxTool, len(tools))
+
+	langchainTools := make([]llms.Tool, len(tools))
+	// Convert the loaded ToolboxTools into the format LangChainGo requires.
+	for i, tool := range tools {
+		langchainTools[i] = ConvertToLangchainTool(tool)
+		toolsMap[tool.Name()] = tool
+	}
+
+	// Start the conversation history.
+	messageHistory := []llms.MessageContent{
+		llms.TextParts(llms.ChatMessageTypeSystem, systemPrompt),
+	}
+
+	for _, query := range queries {
+		messageHistory = append(messageHistory, llms.TextParts(llms.ChatMessageTypeHuman, query))
+
+		// Make the first call to the LLM, making it aware of the tool.
+		resp, err := llm.GenerateContent(ctx, messageHistory, llms.WithTools(langchainTools))
+		if err != nil {
+			log.Fatalf("LLM call failed: %v", err)
+		}
+		respChoice := resp.Choices[0]
+
+		assistantResponse := llms.TextParts(llms.ChatMessageTypeAI, respChoice.Content)
+		for _, tc := range respChoice.ToolCalls {
+			assistantResponse.Parts = append(assistantResponse.Parts, tc)
+		}
+		messageHistory = append(messageHistory, assistantResponse)
+
+		// Process each tool call requested by the model.
+		for _, tc := range respChoice.ToolCalls {
+			toolName := tc.FunctionCall.Name
+			tool := toolsMap[toolName]
+			var args map[string]any
+			if err := json.Unmarshal([]byte(tc.FunctionCall.Arguments), &args); err != nil {
+				log.Fatalf("Failed to unmarshal arguments for tool '%s': %v", toolName, err)
+			}
+			toolResult, err := tool.Invoke(ctx, args)
+			if err != nil {
+				log.Fatalf("Failed to execute tool '%s': %v", toolName, err)
+			}
+			if toolResult == "" || toolResult == nil {
+				toolResult = "Operation completed successfully with no specific return value."
+			}
+
+			// Create the tool call response message and add it to the history.
+			toolResponse := llms.MessageContent{
+				Role: llms.ChatMessageTypeTool,
+				Parts: []llms.ContentPart{
+					llms.ToolCallResponse{
+						Name:    toolName,
+						Content: fmt.Sprintf("%v", toolResult),
+					},
+				},
+			}
+			messageHistory = append(messageHistory, toolResponse)
+		}
+		finalResp, err := llm.GenerateContent(ctx, messageHistory)
+		if err != nil {
+			log.Fatalf("Final LLM call failed after tool execution: %v", err)
+		}
+
+		// Add the final textual response from the LLM to the history
+		messageHistory = append(messageHistory, llms.TextParts(llms.ChatMessageTypeAI, finalResp.Choices[0].Content))
+
+		fmt.Println(finalResp.Choices[0].Content)
+
+	}
+
+}

 {{< /tab >}}

 {{< tab header="Genkit Go" lang="go" >}}

-{{< include "quickstart/go/genkit/quickstart.go" >}}
+package main

+import (
+	"context"
+	"fmt"
+	"log"
+
+	"github.com/googleapis/mcp-toolbox-sdk-go/core"
+	"github.com/googleapis/mcp-toolbox-sdk-go/tbgenkit"
+
+	"github.com/firebase/genkit/go/ai"
+	"github.com/firebase/genkit/go/genkit"
+	"github.com/firebase/genkit/go/plugins/googlegenai"
+)
+
+const systemPrompt = `
+You're a helpful hotel assistant. You handle hotel searching, booking, and
+cancellations. When the user searches for a hotel, mention its name, id,
+location and price tier. Always mention hotel ids while performing any
+searches. This is very important for any operations. For any bookings or
+cancellations, please provide the appropriate confirmation. Be sure to
+update checkin or checkout dates if mentioned by the user.
+Don't ask for confirmations from the user.
+`
+
+var queries = []string{
+	"Find hotels in Basel with Basel in its name.",
+	"Can you book the hotel Hilton Basel for me?",
+	"Oh wait, this is too expensive. Please cancel it and book the Hyatt Regency instead.",
+	"My check in dates would be from April 10, 2024 to April 19, 2024.",
+}
+
+func main() {
+	ctx := context.Background()
+
+	// Create Toolbox Client
+	toolboxClient, err := core.NewToolboxClient("http://127.0.0.1:5000")
+	if err != nil {
+		log.Fatalf("Failed to create Toolbox client: %v", err)
+	}
+
+	// Load the tools using the MCP Toolbox SDK.
+	tools, err := toolboxClient.LoadToolset("my-toolset", ctx)
+	if err != nil {
+		log.Fatalf("Failed to load tools: %v\nMake sure your Toolbox server is running and the tool is configured.", err)
+	}
+
+	// Initialize Genkit
+	g, err := genkit.Init(ctx,
+		genkit.WithPlugins(&googlegenai.GoogleAI{}),
+		genkit.WithDefaultModel("googleai/gemini-1.5-flash"),
+	)
+	if err != nil {
+		log.Fatalf("Failed to init genkit: %v\n", err)
+	}
+
+	// Create a conversation history
+	conversationHistory := []*ai.Message{
+		ai.NewSystemTextMessage(systemPrompt),
+	}
+
+	// Convert your tool to a Genkit tool.
+	genkitTools := make([]ai.Tool, len(tools))
+	for i, tool := range tools {
+		newTool, err := tbgenkit.ToGenkitTool(tool, g)
+		if err != nil {
+			log.Fatalf("Failed to convert tool: %v\n", err)
+		}
+		genkitTools[i] = newTool
+	}
+
+	toolRefs := make([]ai.ToolRef, len(genkitTools))
+
+	for i, tool := range genkitTools {
+		toolRefs[i] = tool
+	}
+
+	for _, query := range queries {
+		conversationHistory = append(conversationHistory, ai.NewUserTextMessage(query))
+		response, err := genkit.Generate(ctx, g,
+			ai.WithMessages(conversationHistory...),
+			ai.WithTools(toolRefs...),
+			ai.WithReturnToolRequests(true),
+		)
+
+		if err != nil {
+			log.Fatalf("%v\n", err)
+		}
+		conversationHistory = append(conversationHistory, response.Message)
+
+		parts := []*ai.Part{}
+
+		for _, req := range response.ToolRequests() {
+			tool := genkit.LookupTool(g, req.Name)
+			if tool == nil {
+				log.Fatalf("tool %q not found", req.Name)
+			}
+
+			output, err := tool.RunRaw(ctx, req.Input)
+			if err != nil {
+				log.Fatalf("tool %q execution failed: %v", tool.Name(), err)
+			}
+
+			parts = append(parts,
+				ai.NewToolResponsePart(&ai.ToolResponse{
+					Name:   req.Name,
+					Ref:    req.Ref,
+					Output: output,
+				}))
+
+		}
+
+		if len(parts) > 0 {
+			resp, err := genkit.Generate(ctx, g,
+				ai.WithMessages(append(response.History(), ai.NewMessage(ai.RoleTool, nil, parts...))...),
+				ai.WithTools(toolRefs...),
+			)
+			if err != nil {
+				log.Fatal(err)
+			}
+			fmt.Println("\n", resp.Text())
+			conversationHistory = append(conversationHistory, resp.Message)
+		} else {
+			fmt.Println("\n", response.Text())
+		}
+
+	}
+
+}

 {{< /tab >}}

 {{< tab header="Go GenAI" lang="go" >}}

-{{< include "quickstart/go/genAI/quickstart.go" >}}
+package main
+
+import (
+	"context"
+	"encoding/json"
+	"fmt"
+	"log"
+	"os"
+
+	"github.com/googleapis/mcp-toolbox-sdk-go/core"
+	"google.golang.org/genai"
+)
+
+// ConvertToGenaiTool translates a ToolboxTool into the genai.FunctionDeclaration format.
+func ConvertToGenaiTool(toolboxTool *core.ToolboxTool) *genai.Tool {
+
+	inputschema, err := toolboxTool.InputSchema()
+	if err != nil {
+		return &genai.Tool{}
+	}
+
+	var paramsSchema *genai.Schema
+	_ = json.Unmarshal(inputschema, &paramsSchema)
+	// First, create the function declaration.
+	funcDeclaration := &genai.FunctionDeclaration{
+		Name:        toolboxTool.Name(),
+		Description: toolboxTool.Description(),
+		Parameters:  paramsSchema,
+	}
+
+	// Then, wrap the function declaration in a genai.Tool struct.
+	return &genai.Tool{
+		FunctionDeclarations: []*genai.FunctionDeclaration{funcDeclaration},
+	}
+}
+
+func printResponse(resp *genai.GenerateContentResponse) {
+	for _, cand := range resp.Candidates {
+		if cand.Content != nil {
+			for _, part := range cand.Content.Parts {
+				fmt.Println(part.Text)
+			}
+		}
+	}
+}
+
+const systemPrompt = `
+You're a helpful hotel assistant. You handle hotel searching, booking, and
+cancellations. When the user searches for a hotel, mention its name, id,
+location and price tier. Always mention hotel ids while performing any
+searches. This is very important for any operations. For any bookings or
+cancellations, please provide the appropriate confirmation. Be sure to
+update checkin or checkout dates if mentioned by the user.
+Don't ask for confirmations from the user.
+`
+
+var queries = []string{
+	"Find hotels in Basel with Basel in its name.",
+	"Can you book the hotel Hilton Basel for me?",
+	"Oh wait, this is too expensive. Please cancel it.",
+	"Please book the Hyatt Regency instead.",
+	"My check in dates would be from April 10, 2024 to April 19, 2024.",
+}
+
+func main() {
+	// Setup
+	ctx := context.Background()
+	apiKey := os.Getenv("GOOGLE_API_KEY")
+	toolboxURL := "http://localhost:5000"
+
+	// Initialize the Google GenAI client using the explicit ClientConfig.
+	client, err := genai.NewClient(ctx, &genai.ClientConfig{
+		APIKey: apiKey,
+	})
+	if err != nil {
+		log.Fatalf("Failed to create Google GenAI client: %v", err)
+	}
+
+	// Initialize the MCP Toolbox client.
+	toolboxClient, err := core.NewToolboxClient(toolboxURL)
+	if err != nil {
+		log.Fatalf("Failed to create Toolbox client: %v", err)
+	}
+
+	// Load the tool using the MCP Toolbox SDK.
+	tools, err := toolboxClient.LoadToolset("my-toolset", ctx)
+	if err != nil {
+		log.Fatalf("Failed to load tools: %v\nMake sure your Toolbox server is running and the tool is configured.", err)
+	}
+
+	genAITools := make([]*genai.Tool, len(tools))
+	toolsMap := make(map[string]*core.ToolboxTool, len(tools))
+
+	for i, tool := range tools {
+		genAITools[i] = ConvertToGenaiTool(tool)
+		toolsMap[tool.Name()] = tool
+	}
+
+	// Set up the generative model with the available tool.
+	modelName := "gemini-2.0-flash"
+
+	// Create the initial content prompt for the model.
+	messageHistory := []*genai.Content{
+		genai.NewContentFromText(systemPrompt, genai.RoleUser),
+	}
+	config := &genai.GenerateContentConfig{
+		Tools: genAITools,
+		ToolConfig: &genai.ToolConfig{
+			FunctionCallingConfig: &genai.FunctionCallingConfig{
+				Mode: genai.FunctionCallingConfigModeAny,
+			},
+		},
+	}
+
+	for _, query := range queries {
+
+		messageHistory = append(messageHistory, genai.NewContentFromText(query, genai.RoleUser))
+
+		genContentResp, err := client.Models.GenerateContent(ctx, modelName, messageHistory, config)
+		if err != nil {
+			log.Fatalf("LLM call failed for query '%s': %v", query, err)
+		}
+
+		if len(genContentResp.Candidates) > 0 && genContentResp.Candidates[0].Content != nil {
+			messageHistory = append(messageHistory, genContentResp.Candidates[0].Content)
+		}
+
+		functionCalls := genContentResp.FunctionCalls()
+
+		toolResponseParts := []*genai.Part{}
+
+		for _, fc := range functionCalls {
+
+			toolToInvoke, found := toolsMap[fc.Name]
+			if !found {
+				log.Fatalf("Tool '%s' not found in loaded tools map. Check toolset configuration.", fc.Name)
+			}
+
+			toolResult, invokeErr := toolToInvoke.Invoke(ctx, fc.Args)
+			if invokeErr != nil {
+				log.Fatalf("Failed to execute tool '%s': %v", fc.Name, invokeErr)
+			}
+
+			// Enhanced Tool Result Handling (retained to prevent nil issues)
+			toolResultString := ""
+			if toolResult != nil {
+				jsonBytes, marshalErr := json.Marshal(toolResult)
+				if marshalErr == nil {
+					toolResultString = string(jsonBytes)
+				} else {
+					toolResultString = fmt.Sprintf("%v", toolResult)
+				}
+			}
+
+			responseMap := map[string]any{"result": toolResultString}
+
+			toolResponseParts = append(toolResponseParts, genai.NewPartFromFunctionResponse(fc.Name, responseMap))
+		}
+		// Add all accumulated tool responses for this turn to the message history.
+		toolResponseContent := genai.NewContentFromParts(toolResponseParts, "function")
+		messageHistory = append(messageHistory, toolResponseContent)
+
+		finalResponse, err := client.Models.GenerateContent(ctx, modelName, messageHistory, &genai.GenerateContentConfig{})
+		if err != nil {
+			log.Fatalf("Error calling GenerateContent (with function result): %v", err)
+		}
+
+		printResponse(finalResponse)
+		// Add the final textual response from the LLM to the history
+		if len(finalResponse.Candidates) > 0 && finalResponse.Candidates[0].Content != nil {
+			messageHistory = append(messageHistory, finalResponse.Candidates[0].Content)
+		}
+	}
+}

 {{< /tab >}}

 {{< tab header="OpenAI Go" lang="go" >}}

-{{< include "quickstart/go/openAI/quickstart.go" >}}
+package main

+import (
+	"context"
+	"encoding/json"
+	"log"
+
+	"github.com/googleapis/mcp-toolbox-sdk-go/core"
+	openai "github.com/openai/openai-go"
+)
+
+// ConvertToOpenAITool converts a ToolboxTool into the go-openai library's Tool format.
+func ConvertToOpenAITool(toolboxTool *core.ToolboxTool) openai.ChatCompletionToolParam {
+	// Get the input schema
+	jsonSchemaBytes, err := toolboxTool.InputSchema()
+	if err != nil {
+		return openai.ChatCompletionToolParam{}
+	}
+
+	// Unmarshal the JSON bytes into FunctionParameters
+	var paramsSchema openai.FunctionParameters
+	if err := json.Unmarshal(jsonSchemaBytes, &paramsSchema); err != nil {
+		return openai.ChatCompletionToolParam{}
+	}
+
+	// Create and return the final tool parameter struct.
+	return openai.ChatCompletionToolParam{
+		Function: openai.FunctionDefinitionParam{
+			Name:        toolboxTool.Name(),
+			Description: openai.String(toolboxTool.Description()),
+			Parameters:  paramsSchema,
+		},
+	}
+}
+
+const systemPrompt = `
+You're a helpful hotel assistant. You handle hotel searching, booking, and
+cancellations. When the user searches for a hotel, mention its name, id,
+location and price tier. Always mention hotel ids while performing any
+searches. This is very important for any operations. For any bookings or
+cancellations, please provide the appropriate confirmation. Be sure to
+update checkin or checkout dates if mentioned by the user.
+Don't ask for confirmations from the user.
+`
+
+var queries = []string{
+	"Find hotels in Basel with Basel in its name.",
+	"Can you book the hotel Hilton Basel for me?",
+	"Oh wait, this is too expensive. Please cancel it and book the Hyatt Regency instead.",
+	"My check in dates would be from April 10, 2024 to April 19, 2024.",
+}
+
+func main() {
+	// Setup
+	ctx := context.Background()
+	toolboxURL := "http://localhost:5000"
+	openAIClient := openai.NewClient()
+
+	// Initialize the MCP Toolbox client.
+	toolboxClient, err := core.NewToolboxClient(toolboxURL)
+	if err != nil {
+		log.Fatalf("Failed to create Toolbox client: %v", err)
+	}
+
+	// Load the tools using the MCP Toolbox SDK.
+	tools, err := toolboxClient.LoadToolset("my-toolset", ctx)
+	if err != nil {
+		log.Fatalf("Failed to load tool : %v\nMake sure your Toolbox server is running and the tool is configured.", err)
+	}
+
+	openAITools := make([]openai.ChatCompletionToolParam, len(tools))
+	toolsMap := make(map[string]*core.ToolboxTool, len(tools))
+
+	for i, tool := range tools {
+		// Convert the Toolbox tool into the openAI FunctionDeclaration format.
+		openAITools[i] = ConvertToOpenAITool(tool)
+		// Add tool to a map for lookup later
+		toolsMap[tool.Name()] = tool
+
+	}
+
+	params := openai.ChatCompletionNewParams{
+		Messages: []openai.ChatCompletionMessageParamUnion{
+			openai.SystemMessage(systemPrompt),
+		},
+		Tools: openAITools,
+		Seed:  openai.Int(0),
+		Model: openai.ChatModelGPT4o,
+	}
+
+	for _, query := range queries {
+
+		params.Messages = append(params.Messages, openai.UserMessage(query))
+
+		// Make initial chat completion request
+		completion, err := openAIClient.Chat.Completions.New(ctx, params)
+		if err != nil {
+			panic(err)
+		}
+
+		toolCalls := completion.Choices[0].Message.ToolCalls
+
+		// Return early if there are no tool calls
+		if len(toolCalls) == 0 {
+			log.Println("No function call")
+		}
+
+		// If there is a was a function call, continue the conversation
+		params.Messages = append(params.Messages, completion.Choices[0].Message.ToParam())
+		for _, toolCall := range toolCalls {
+
+			toolName := toolCall.Function.Name
+			toolToInvoke := toolsMap[toolName]
+
+			var args map[string]any
+			err := json.Unmarshal([]byte(toolCall.Function.Arguments), &args)
+			if err != nil {
+				panic(err)
+			}
+
+			result, err := toolToInvoke.Invoke(ctx, args)
+			if err != nil {
+				log.Fatal("Could not invoke tool", err)
+			}
+
+			params.Messages = append(params.Messages, openai.ToolMessage(result.(string), toolCall.ID))
+		}
+
+		completion, err = openAIClient.Chat.Completions.New(ctx, params)
+		if err != nil {
+			panic(err)
+		}
+
+		params.Messages = append(params.Messages, openai.AssistantMessage(query))
+
+		println("\n", completion.Choices[0].Message.Content)
+
+	}
+
+}

 {{< /tab >}}
 {{< /tabpane >}}
--- a/docs/en/getting-started/local_quickstart_js.md
+++ b/docs/en/getting-started/local_quickstart_js.md
@@ -3,7 +3,7 @@ title: "JS Quickstart (Local)"
 type: docs
 weight: 3
 description: >
-  How to get started running Toolbox locally with [JavaScript](https://github.com/googleapis/mcp-toolbox-sdk-js), PostgreSQL, and orchestration frameworks such as [LangChain](https://js.langchain.com/docs/introduction/), [GenkitJS](https://genkit.dev/docs/get-started/),  [LlamaIndex](https://ts.llamaindex.ai/) and [GoogleGenAI](https://github.com/googleapis/js-genai).
+  How to get started running Toolbox locally with [JavaScript](https://github.com/googleapis/mcp-toolbox-sdk-js), PostgreSQL, and orchestration frameworks such as [LangChain](https://js.langchain.com/docs/introduction/), [GenkitJS](https://genkit.dev/docs/get-started/), and [LlamaIndex](https://ts.llamaindex.ai/).
 ---

 ## Before you begin
@@ -13,17 +13,265 @@ This guide assumes you have already done the following:
 1. Installed [Node.js (v18 or higher)].
 1. Installed [PostgreSQL 16+ and the `psql` client][install-postgres].

+### Cloud Setup (Optional)
+
+If you plan to use **Google Cloud’s Vertex AI** with your agent (e.g., using
+Gemini or PaLM models), follow these one-time setup steps:
+
+1. [Install the Google Cloud CLI]
+1. [Set up Application Default Credentials (ADC)]
+1. Set your project and enable Vertex AI
+
+    ```bash
+    gcloud config set project YOUR_PROJECT_ID
+    gcloud services enable aiplatform.googleapis.com
+    ```
+
 [Node.js (v18 or higher)]: https://nodejs.org/
 [install-postgres]: https://www.postgresql.org/download/
-
-### Cloud Setup (Optional)
-{{< regionInclude "quickstart/shared/cloud_setup.md" "cloud_setup" >}}
+[Install the Google Cloud CLI]: https://cloud.google.com/sdk/docs/install
+[Set up Application Default Credentials (ADC)]:
+    https://cloud.google.com/docs/authentication/set-up-adc-local-dev-environment

 ## Step 1: Set up your database
-{{< regionInclude "quickstart/shared/database_setup.md" "database_setup" >}}
+
+In this section, we will create a database, insert some data that needs to be
+accessed by our agent, and create a database user for Toolbox to connect with.
+
+1. Connect to postgres using the `psql` command:
+
+    ```bash
+    psql -h 127.0.0.1 -U postgres
+    ```
+
+    Here, `postgres` denotes the default postgres superuser.
+
+    {{< notice info >}}
+
+#### **Having trouble connecting?**
+
+* **Password Prompt:** If you are prompted for a password for the `postgres`
+  user and do not know it (or a blank password doesn't work), your PostgreSQL
+  installation might require a password or a different authentication method.
+* **`FATAL: role "postgres" does not exist`:** This error means the default
+  `postgres` superuser role isn't available under that name on your system.
+* **`Connection refused`:** Ensure your PostgreSQL server is actually running.
+  You can typically check with `sudo systemctl status postgresql` and start it
+  with `sudo systemctl start postgresql` on Linux systems.
+
+<br/>
+
+#### **Common Solution**
+
+For password issues or if the `postgres` role seems inaccessible directly, try
+switching to the `postgres` operating system user first. This user often has
+permission to connect without a password for local connections (this is called
+peer authentication).
+
+```bash
+sudo -i -u postgres
+psql -h 127.0.0.1
+```
+
+Once you are in the `psql` shell using this method, you can proceed with the
+database creation steps below. Afterwards, type `\q` to exit `psql`, and then
+`exit` to return to your normal user shell.
+
+If desired, once connected to `psql` as the `postgres` OS user, you can set a
+password for the `postgres` *database* user using: `ALTER USER postgres WITH
+PASSWORD 'your_chosen_password';`. This would allow direct connection with `-U
+postgres` and a password next time.
+    {{< /notice >}}
+
+1. Create a new database and a new user:
+
+    {{< notice tip >}}
+  For a real application, it's best to follow the principle of least permission
+  and only grant the privileges your application needs.
+    {{< /notice >}}
+
+    ```sql
+      CREATE USER toolbox_user WITH PASSWORD 'my-password';
+
+      CREATE DATABASE toolbox_db;
+      GRANT ALL PRIVILEGES ON DATABASE toolbox_db TO toolbox_user;
+
+      ALTER DATABASE toolbox_db OWNER TO toolbox_user;
+    ```
+
+1. End the database session:
+
+    ```bash
+    \q
+    ```
+
+    (If you used `sudo -i -u postgres` and then `psql`, remember you might also
+    need to type `exit` after `\q` to leave the `postgres` user's shell
+    session.)
+
+1. Connect to your database with your new user:
+
+    ```bash
+    psql -h 127.0.0.1 -U toolbox_user -d toolbox_db
+    ```
+
+1. Create a table using the following command:
+
+    ```sql
+    CREATE TABLE hotels(
+      id            INTEGER NOT NULL PRIMARY KEY,
+      name          VARCHAR NOT NULL,
+      location      VARCHAR NOT NULL,
+      price_tier    VARCHAR NOT NULL,
+      checkin_date  DATE    NOT NULL,
+      checkout_date DATE    NOT NULL,
+      booked        BIT     NOT NULL
+    );
+    ```
+
+1. Insert data into the table.
+
+    ```sql
+    INSERT INTO hotels(id, name, location, price_tier, checkin_date, checkout_date, booked)
+    VALUES
+      (1, 'Hilton Basel', 'Basel', 'Luxury', '2024-04-22', '2024-04-20', B'0'),
+      (2, 'Marriott Zurich', 'Zurich', 'Upscale', '2024-04-14', '2024-04-21', B'0'),
+      (3, 'Hyatt Regency Basel', 'Basel', 'Upper Upscale', '2024-04-02', '2024-04-20', B'0'),
+      (4, 'Radisson Blu Lucerne', 'Lucerne', 'Midscale', '2024-04-24', '2024-04-05', B'0'),
+      (5, 'Best Western Bern', 'Bern', 'Upper Midscale', '2024-04-23', '2024-04-01', B'0'),
+      (6, 'InterContinental Geneva', 'Geneva', 'Luxury', '2024-04-23', '2024-04-28', B'0'),
+      (7, 'Sheraton Zurich', 'Zurich', 'Upper Upscale', '2024-04-27', '2024-04-02', B'0'),
+      (8, 'Holiday Inn Basel', 'Basel', 'Upper Midscale', '2024-04-24', '2024-04-09', B'0'),
+      (9, 'Courtyard Zurich', 'Zurich', 'Upscale', '2024-04-03', '2024-04-13', B'0'),
+      (10, 'Comfort Inn Bern', 'Bern', 'Midscale', '2024-04-04', '2024-04-16', B'0');
+    ```
+
+1. End the database session:
+
+    ```bash
+    \q
+    ```

 ## Step 2: Install and configure Toolbox
-{{< regionInclude "quickstart/shared/configure_toolbox.md" "configure_toolbox" >}}
+
+In this section, we will download Toolbox, configure our tools in a
+`tools.yaml`, and then run the Toolbox server.
+
+1. Download the latest version of Toolbox as a binary:
+
+    {{< notice tip >}}
+  Select the
+  [correct binary](https://github.com/googleapis/genai-toolbox/releases)
+  corresponding to your OS and CPU architecture.
+    {{< /notice >}}
+    <!-- {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/v0.11.0/$OS/toolbox
+    ```
+    <!-- {x-release-please-end} -->
+
+1. Make the binary executable:
+
+    ```bash
+    chmod +x toolbox
+    ```
+
+1. Write the following into a `tools.yaml` file. Be sure to update any fields
+   such as `user`, `password`, or `database` that you may have customized in the
+   previous step.
+
+    {{< notice tip >}}
+  In practice, use environment variable replacement with the format ${ENV_NAME}
+  instead of hardcoding your secrets into the configuration file.
+    {{< /notice >}}
+
+    ```yaml
+    sources:
+      my-pg-source:
+        kind: postgres
+        host: 127.0.0.1
+        port: 5432
+        database: toolbox_db
+        user: ${USER_NAME}
+        password: ${PASSWORD}
+    tools:
+      search-hotels-by-name:
+        kind: postgres-sql
+        source: my-pg-source
+        description: Search for hotels based on name.
+        parameters:
+          - name: name
+            type: string
+            description: The name of the hotel.
+        statement: SELECT * FROM hotels WHERE name ILIKE '%' || $1 || '%';
+      search-hotels-by-location:
+        kind: postgres-sql
+        source: my-pg-source
+        description: Search for hotels based on location.
+        parameters:
+          - name: location
+            type: string
+            description: The location of the hotel.
+        statement: SELECT * FROM hotels WHERE location ILIKE '%' || $1 || '%';
+      book-hotel:
+        kind: postgres-sql
+        source: my-pg-source
+        description: >-
+           Book a hotel by its ID. If the hotel is successfully booked, returns a NULL, raises an error if not.
+        parameters:
+          - name: hotel_id
+            type: string
+            description: The ID of the hotel to book.
+        statement: UPDATE hotels SET booked = B'1' WHERE id = $1;
+      update-hotel:
+        kind: postgres-sql
+        source: my-pg-source
+        description: >-
+          Update a hotel's check-in and check-out dates by its ID. Returns a message
+          indicating  whether the hotel was successfully updated or not.
+        parameters:
+          - name: hotel_id
+            type: string
+            description: The ID of the hotel to update.
+          - name: checkin_date
+            type: string
+            description: The new check-in date of the hotel.
+          - name: checkout_date
+            type: string
+            description: The new check-out date of the hotel.
+        statement: >-
+          UPDATE hotels SET checkin_date = CAST($2 as date), checkout_date = CAST($3
+          as date) WHERE id = $1;
+      cancel-hotel:
+        kind: postgres-sql
+        source: my-pg-source
+        description: Cancel a hotel by its ID.
+        parameters:
+          - name: hotel_id
+            type: string
+            description: The ID of the hotel to cancel.
+        statement: UPDATE hotels SET booked = B'0' WHERE id = $1;
+   toolsets:
+      my-toolset:
+        - search-hotels-by-name
+        - search-hotels-by-location
+        - book-hotel
+        - update-hotel
+        - cancel-hotel
+    ```
+
+    For more info on tools, check out the `Resources` section of the docs.
+
+1. Run the Toolbox server, pointing to the `tools.yaml` file created earlier:
+
+    ```bash
+    ./toolbox --tools-file "tools.yaml"
+    ```
+
+  {{< notice note >}}
+    Toolbox enables dynamic reloading by default. To disable, use the `--disable-reload` flag.
+  {{< /notice >}}

 ## Step 3: Connect your agent to Toolbox

@@ -46,17 +294,14 @@ from Toolbox.

   {{< tabpane persist=header >}}
 {{< tab header="LangChain" lang="bash" >}}
-npm install langchain @langchain/google-genai
+npm install langchain @langchain/google-vertexai
 {{< /tab >}}
 {{< tab header="GenkitJS" lang="bash" >}}
-npm install genkit @genkit-ai/googleai
+npm install genkit @genkit-ai/vertexai
 {{< /tab >}}
 {{< tab header="LlamaIndex" lang="bash" >}}
 npm install llamaindex @llamaindex/google @llamaindex/workflow
 {{< /tab >}}
-{{< tab header="GoogleGenAI" lang="bash" >}}
-npm install @google/genai 
-{{< /tab >}}
 {{< /tabpane >}}

 1. Create a new file named `hotelAgent.js` and copy the following code to create an agent:
@@ -64,25 +309,259 @@ npm install @google/genai
    {{< tabpane persist=header >}}
 {{< tab header="LangChain" lang="js" >}}

-{{< include "quickstart/js/langchain/quickstart.js" >}}
+import { ChatVertexAI } from "@langchain/google-vertexai";
+import { ToolboxClient } from "@toolbox-sdk/core";
+import { tool } from "@langchain/core/tools";
+import { createReactAgent } from "@langchain/langgraph/prebuilt";
+import { MemorySaver } from "@langchain/langgraph";
+
+// Replace it with your API key
+process.env.GOOGLE_API_KEY = 'your-api-key';
+
+const prompt = `
+You're a helpful hotel assistant. You handle hotel searching, booking, and
+cancellations. When the user searches for a hotel, mention its name, id,
+location and price tier. Always mention hotel ids while performing any
+searches. This is very important for any operations. For any bookings or
+cancellations, please provide the appropriate confirmation. Be sure to
+update checkin or checkout dates if mentioned by the user.
+Don't ask for confirmations from the user.
+`;
+
+const queries = [
+  "Find hotels in Basel with Basel in its name.",
+  "Can you book the Hilton Basel for me?",
+  "Oh wait, this is too expensive. Please cancel it and book the Hyatt Regency instead.",
+  "My check in dates would be from April 10, 2024 to April 19, 2024.",
+];
+
+async function runApplication() {
+  const model = new ChatVertexAI({
+    model: "gemini-2.0-flash",
+  });
+
+  const client = new ToolboxClient("http://127.0.0.1:5000");
+  const toolboxTools = await client.loadToolset("my-toolset");
+
+  // Define the basics of the tool: name, description, schema and core logic
+  const getTool = (toolboxTool) => tool(toolboxTool, {
+    name: toolboxTool.getName(),
+    description: toolboxTool.getDescription(),
+    schema: toolboxTool.getParamSchema()
+  });
+  const tools = toolboxTools.map(getTool);
+
+  const agent = createReactAgent({
+    llm: model,
+    tools: tools,
+    checkpointer: new MemorySaver(),
+    systemPrompt: prompt,
+  });
+
+  const langGraphConfig = {
+    configurable: {
+        thread_id: "test-thread",
+    },
+  };
+
+  for (const query of queries) {
+    const agentOutput = await agent.invoke(
+    {
+        messages: [
+        {
+            role: "user",
+            content: query,
+        },
+        ],
+        verbose: true,
+    },
+    langGraphConfig
+    );
+    const response = agentOutput.messages[agentOutput.messages.length - 1].content;
+    console.log(response);
+  }
+}
+
+runApplication()
+  .catch(console.error)
+  .finally(() => console.log("\nApplication finished."));

 {{< /tab >}}

 {{< tab header="GenkitJS" lang="js" >}}

-{{< include "quickstart/js/genkit/quickstart.js" >}}
+import { ToolboxClient } from "@toolbox-sdk/core";
+import { genkit } from "genkit";
+import { googleAI } from '@genkit-ai/googleai';

+// Replace it with your API key
+process.env.GOOGLE_API_KEY = 'your-api-key';
+
+const systemPrompt = `
+You're a helpful hotel assistant. You handle hotel searching, booking, and
+cancellations. When the user searches for a hotel, mention its name, id,
+location and price tier. Always mention hotel ids while performing any
+searches. This is very important for any operations. For any bookings or
+cancellations, please provide the appropriate confirmation. Be sure to
+update checkin or checkout dates if mentioned by the user.
+Don't ask for confirmations from the user.
+`;
+
+const queries = [
+  "Find hotels in Basel with Basel in its name.",
+  "Can you book the Hilton Basel for me?",
+  "Oh wait, this is too expensive. Please cancel it and book the Hyatt Regency instead.",
+  "My check in dates would be from April 10, 2024 to April 19, 2024.",
+];
+
+async function run() {
+  const toolboxClient = new ToolboxClient("http://127.0.0.1:5000");
+
+  const ai = genkit({
+    plugins: [
+      googleAI({
+        apiKey: process.env.GEMINI_API_KEY || process.env.GOOGLE_API_KEY
+      })
+    ],
+    model: googleAI.model('gemini-2.0-flash'),
+  });
+
+  const toolboxTools = await toolboxClient.loadToolset("my-toolset");
+  const toolMap = Object.fromEntries(
+    toolboxTools.map((tool) => {
+      const definedTool = ai.defineTool(
+        {
+          name: tool.getName(),
+          description: tool.getDescription(),
+          inputSchema: tool.getParamSchema(),
+        },
+        tool
+      );
+      return [tool.getName(), definedTool];
+    })
+  );
+  const tools = Object.values(toolMap);
+
+  let conversationHistory = [{ role: "system", content: [{ text: systemPrompt }] }];
+
+  for (const query of queries) {
+    conversationHistory.push({ role: "user", content: [{ text: query }] });
+    const response = await ai.generate({
+      messages: conversationHistory,
+      tools: tools,
+    });
+    conversationHistory.push(response.message);
+
+    const toolRequests = response.toolRequests;
+    if (toolRequests?.length > 0) {
+      // Execute tools concurrently and collect their responses.
+      const toolResponses = await Promise.all(
+        toolRequests.map(async (call) => {
+          try {
+            const toolOutput = await toolMap[call.name].invoke(call.input);
+            return { role: "tool", content: [{ toolResponse: { name: call.name, output: toolOutput } }] };
+          } catch (e) {
+            console.error(`Error executing tool ${call.name}:`, e);
+            return { role: "tool", content: [{ toolResponse: { name: call.name, output: { error: e.message } } }] };
+          }
+        })
+      );
+
+      conversationHistory.push(...toolResponses);
+
+      // Call the AI again with the tool results.
+      response = await ai.generate({ messages: conversationHistory, tools });
+      conversationHistory.push(response.message);
+    }
+
+    console.log(response.text);
+  }
+}
+
+run();
 {{< /tab >}}

 {{< tab header="LlamaIndex" lang="js" >}}

-{{< include "quickstart/js/llamaindex/quickstart.js" >}}
+import { gemini, GEMINI_MODEL } from "@llamaindex/google";
+import { agent } from "@llamaindex/workflow";
+import { createMemory, staticBlock, tool } from "llamaindex";
+import { ToolboxClient } from "@toolbox-sdk/core";

-{{< /tab >}}
+const TOOLBOX_URL = "http://127.0.0.1:5000"; // Update if needed
+process.env.GOOGLE_API_KEY = 'your-api-key'; // Replace it with your API key

-{{< tab header="GoogleGenAI" lang="js" >}}
+const prompt = `

-{{< include "quickstart/js/genAI/quickstart.js" >}}
+You're a helpful hotel assistant. You handle hotel searching, booking and cancellations.
+When the user searches for a hotel, mention its name, id, location and price tier.
+Always mention hotel ids while performing any searches â€” this is very important for operations.
+For any bookings or cancellations, please provide the appropriate confirmation.
+Update check-in or check-out dates if mentioned by the user.
+Don't ask for confirmations from the user.
+
+`;
+
+const queries = [
+  "Find hotels in Basel with Basel in its name.",
+  "Can you book the Hilton Basel for me?",
+  "Oh wait, this is too expensive. Please cancel it and book the Hyatt Regency instead.",
+  "My check in dates would be from April 10, 2024 to April 19, 2024.",
+];
+
+async function main() {
+  // Connect to MCP Toolbox
+  const client = new ToolboxClient(TOOLBOX_URL);
+  const toolboxTools = await client.loadToolset("my-toolset");
+  const tools = toolboxTools.map((toolboxTool) => {
+    return tool({
+      name: toolboxTool.getName(),
+      description: toolboxTool.getDescription(),
+      parameters: toolboxTool.getParamSchema(),
+      execute: toolboxTool,
+    });
+  });
+
+  // Initialize LLM
+  const llm = gemini({
+    model: GEMINI_MODEL.GEMINI_2_0_FLASH,
+    apiKey: process.env.GOOGLE_API_KEY,
+  });
+
+  const memory = createMemory({
+    memoryBlocks: [
+      staticBlock({
+        content: prompt,
+      }),
+    ],
+  });
+
+  // Create the Agent
+  const myAgent = agent({
+    tools: tools,
+    llm,
+    memory,
+    systemPrompt: prompt,
+  });
+
+  for (const query of queries) {
+    const result = await myAgent.run(query);
+    const output = result.data.result;
+
+    console.log(`\nUser: ${query}`);
+    if (typeof output === "string") {
+      console.log(output.trim());
+    } else if (typeof output === "object" && "text" in output) {
+      console.log(output.text.trim());
+    } else {
+      console.log(JSON.stringify(output));
+    }
+  }
+  //You may observe some extra logs during execution due to the run method provided by Llama.
+  console.log("Agent run finished.");
+}
+
+main();

 {{< /tab >}}

--- a/docs/en/getting-started/mcp_quickstart/_index.md
+++ b/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/v0.14.0/$OS/toolbox
+    curl -O https://storage.googleapis.com/genai-toolbox/v0.11.0/$OS/toolbox
    ```
    <!-- {x-release-please-end} -->

--- a/docs/en/getting-started/quickstart/go/genAI/go.mod
+++ b/docs/en/getting-started/quickstart/go/genAI/go.mod
@@ -1,37 +0,0 @@
-module genai-quickstart
-
-go 1.24.6
-
-require (
-	github.com/googleapis/mcp-toolbox-sdk-go v0.3.0
-	google.golang.org/genai v1.24.0
-)
-
-require (
-	cloud.google.com/go v0.121.1 // indirect
-	cloud.google.com/go/auth v0.16.2 // indirect
-	cloud.google.com/go/auth/oauth2adapt v0.2.8 // indirect
-	cloud.google.com/go/compute/metadata v0.7.0 // 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/google/go-cmp v0.7.0 // indirect
-	github.com/google/s2a-go v0.1.9 // indirect
-	github.com/googleapis/enterprise-certificate-proxy v0.3.6 // indirect
-	github.com/googleapis/gax-go/v2 v2.14.2 // indirect
-	github.com/gorilla/websocket v1.5.3 // 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 v1.36.0 // indirect
-	go.opentelemetry.io/otel/metric v1.36.0 // indirect
-	go.opentelemetry.io/otel/trace v1.36.0 // indirect
-	golang.org/x/crypto v0.39.0 // indirect
-	golang.org/x/net v0.41.0 // indirect
-	golang.org/x/oauth2 v0.30.0 // indirect
-	golang.org/x/sys v0.33.0 // indirect
-	golang.org/x/text v0.26.0 // indirect
-	google.golang.org/api v0.242.0 // indirect
-	google.golang.org/genproto/googleapis/rpc v0.0.0-20250603155806-513f23925822 // indirect
-	google.golang.org/grpc v1.73.0 // indirect
-	google.golang.org/protobuf v1.36.6 // indirect
-)
--- a/docs/en/getting-started/quickstart/go/genAI/quickstart.go
+++ b/docs/en/getting-started/quickstart/go/genAI/quickstart.go
@@ -1,174 +0,0 @@
-package main
-
-import (
-	"context"
-	"encoding/json"
-	"fmt"
-	"log"
-	"os"
-
-	"github.com/googleapis/mcp-toolbox-sdk-go/core"
-	"google.golang.org/genai"
-)
-
-// ConvertToGenaiTool translates a ToolboxTool into the genai.FunctionDeclaration format.
-func ConvertToGenaiTool(toolboxTool *core.ToolboxTool) *genai.Tool {
-
-	inputschema, err := toolboxTool.InputSchema()
-	if err != nil {
-		return &genai.Tool{}
-	}
-
-	var paramsSchema *genai.Schema
-	_ = json.Unmarshal(inputschema, &paramsSchema)
-	// First, create the function declaration.
-	funcDeclaration := &genai.FunctionDeclaration{
-		Name:        toolboxTool.Name(),
-		Description: toolboxTool.Description(),
-		Parameters:  paramsSchema,
-	}
-
-	// Then, wrap the function declaration in a genai.Tool struct.
-	return &genai.Tool{
-		FunctionDeclarations: []*genai.FunctionDeclaration{funcDeclaration},
-	}
-}
-
-func printResponse(resp *genai.GenerateContentResponse) {
-	for _, cand := range resp.Candidates {
-		if cand.Content != nil {
-			for _, part := range cand.Content.Parts {
-				fmt.Println(part.Text)
-			}
-		}
-	}
-}
-
-const systemPrompt = `
-You're a helpful hotel assistant. You handle hotel searching, booking, and
-cancellations. When the user searches for a hotel, mention its name, id,
-location and price tier. Always mention hotel ids while performing any
-searches. This is very important for any operations. For any bookings or
-cancellations, please provide the appropriate confirmation. Be sure to
-update checkin or checkout dates if mentioned by the user.
-Don't ask for confirmations from the user.
-`
-
-var queries = []string{
-	"Find hotels in Basel with Basel in its name.",
-	"Can you book the hotel Hilton Basel for me?",
-	"Oh wait, this is too expensive. Please cancel it.",
-	"Please book the Hyatt Regency instead.",
-	"My check in dates would be from April 10, 2024 to April 19, 2024.",
-}
-
-func main() {
-	// Setup
-	ctx := context.Background()
-	apiKey := os.Getenv("GOOGLE_API_KEY")
-	toolboxURL := "http://localhost:5000"
-
-	// Initialize the Google GenAI client using the explicit ClientConfig.
-	client, err := genai.NewClient(ctx, &genai.ClientConfig{
-		APIKey: apiKey,
-	})
-	if err != nil {
-		log.Fatalf("Failed to create Google GenAI client: %v", err)
-	}
-
-	// Initialize the MCP Toolbox client.
-	toolboxClient, err := core.NewToolboxClient(toolboxURL)
-	if err != nil {
-		log.Fatalf("Failed to create Toolbox client: %v", err)
-	}
-
-	// Load the tool using the MCP Toolbox SDK.
-	tools, err := toolboxClient.LoadToolset("my-toolset", ctx)
-	if err != nil {
-		log.Fatalf("Failed to load tools: %v\nMake sure your Toolbox server is running and the tool is configured.", err)
-	}
-
-	genAITools := make([]*genai.Tool, len(tools))
-	toolsMap := make(map[string]*core.ToolboxTool, len(tools))
-
-	for i, tool := range tools {
-		genAITools[i] = ConvertToGenaiTool(tool)
-		toolsMap[tool.Name()] = tool
-	}
-
-	// Set up the generative model with the available tool.
-	modelName := "gemini-2.0-flash"
-
-	// Create the initial content prompt for the model.
-	messageHistory := []*genai.Content{
-		genai.NewContentFromText(systemPrompt, genai.RoleUser),
-	}
-	config := &genai.GenerateContentConfig{
-		Tools: genAITools,
-		ToolConfig: &genai.ToolConfig{
-			FunctionCallingConfig: &genai.FunctionCallingConfig{
-				Mode: genai.FunctionCallingConfigModeAny,
-			},
-		},
-	}
-
-	for _, query := range queries {
-
-		messageHistory = append(messageHistory, genai.NewContentFromText(query, genai.RoleUser))
-
-		genContentResp, err := client.Models.GenerateContent(ctx, modelName, messageHistory, config)
-		if err != nil {
-			log.Fatalf("LLM call failed for query '%s': %v", query, err)
-		}
-
-		if len(genContentResp.Candidates) > 0 && genContentResp.Candidates[0].Content != nil {
-			messageHistory = append(messageHistory, genContentResp.Candidates[0].Content)
-		}
-
-		functionCalls := genContentResp.FunctionCalls()
-
-		toolResponseParts := []*genai.Part{}
-
-		for _, fc := range functionCalls {
-
-			toolToInvoke, found := toolsMap[fc.Name]
-			if !found {
-				log.Fatalf("Tool '%s' not found in loaded tools map. Check toolset configuration.", fc.Name)
-			}
-
-			toolResult, invokeErr := toolToInvoke.Invoke(ctx, fc.Args)
-			if invokeErr != nil {
-				log.Fatalf("Failed to execute tool '%s': %v", fc.Name, invokeErr)
-			}
-
-			// Enhanced Tool Result Handling (retained to prevent nil issues)
-			toolResultString := ""
-			if toolResult != nil {
-				jsonBytes, marshalErr := json.Marshal(toolResult)
-				if marshalErr == nil {
-					toolResultString = string(jsonBytes)
-				} else {
-					toolResultString = fmt.Sprintf("%v", toolResult)
-				}
-			}
-
-			responseMap := map[string]any{"result": toolResultString}
-
-			toolResponseParts = append(toolResponseParts, genai.NewPartFromFunctionResponse(fc.Name, responseMap))
-		}
-		// Add all accumulated tool responses for this turn to the message history.
-		toolResponseContent := genai.NewContentFromParts(toolResponseParts, "function")
-		messageHistory = append(messageHistory, toolResponseContent)
-
-		finalResponse, err := client.Models.GenerateContent(ctx, modelName, messageHistory, &genai.GenerateContentConfig{})
-		if err != nil {
-			log.Fatalf("Error calling GenerateContent (with function result): %v", err)
-		}
-
-		printResponse(finalResponse)
-		// Add the final textual response from the LLM to the history
-		if len(finalResponse.Candidates) > 0 && finalResponse.Candidates[0].Content != nil {
-			messageHistory = append(messageHistory, finalResponse.Candidates[0].Content)
-		}
-	}
-}
--- a/docs/en/getting-started/quickstart/go/genkit/go.mod
+++ b/docs/en/getting-started/quickstart/go/genkit/go.mod
@@ -1,52 +0,0 @@
-module genkit-quickstart
-
-go 1.24.6
-
-require (
-	github.com/firebase/genkit/go v0.6.2
-	github.com/googleapis/mcp-toolbox-sdk-go v0.3.0
-)
-
-require (
-	cloud.google.com/go v0.121.1 // indirect
-	cloud.google.com/go/auth v0.16.2 // indirect
-	cloud.google.com/go/auth/oauth2adapt v0.2.8 // indirect
-	cloud.google.com/go/compute/metadata v0.7.0 // 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 v0.0.0-20250611200215-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
-	github.com/googleapis/enterprise-certificate-proxy v0.3.6 // indirect
-	github.com/googleapis/gax-go/v2 v2.14.2 // indirect
-	github.com/gorilla/websocket v1.5.3 // indirect
-	github.com/invopop/jsonschema v0.13.0 // indirect
-	github.com/mailru/easyjson v0.9.0 // indirect
-	github.com/mbleigh/raymond v0.0.0-20250414171441-6b3a58ab9e0a // indirect
-	github.com/wk8/go-ordered-map/v2 v2.1.8 // indirect
-	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
-	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 v1.36.0 // 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 v0.39.0 // indirect
-	golang.org/x/net v0.41.0 // indirect
-	golang.org/x/oauth2 v0.30.0 // indirect
-	golang.org/x/sys v0.33.0 // indirect
-	golang.org/x/text v0.26.0 // indirect
-	google.golang.org/api v0.242.0 // indirect
-	google.golang.org/genai v1.11.1 // indirect
-	google.golang.org/genproto/googleapis/rpc v0.0.0-20250603155806-513f23925822 // indirect
-	google.golang.org/grpc v1.73.0 // indirect
-	google.golang.org/protobuf v1.36.6 // indirect
-	gopkg.in/yaml.v3 v3.0.1 // indirect
-)
--- a/docs/en/getting-started/quickstart/go/genkit/quickstart.go
+++ b/docs/en/getting-started/quickstart/go/genkit/quickstart.go
@@ -1,129 +0,0 @@
-package main
-
-import (
-	"context"
-	"fmt"
-	"log"
-
-	"github.com/googleapis/mcp-toolbox-sdk-go/core"
-	"github.com/googleapis/mcp-toolbox-sdk-go/tbgenkit"
-
-	"github.com/firebase/genkit/go/ai"
-	"github.com/firebase/genkit/go/genkit"
-	"github.com/firebase/genkit/go/plugins/googlegenai"
-)
-
-const systemPrompt = `
-You're a helpful hotel assistant. You handle hotel searching, booking, and
-cancellations. When the user searches for a hotel, mention its name, id,
-location and price tier. Always mention hotel ids while performing any
-searches. This is very important for any operations. For any bookings or
-cancellations, please provide the appropriate confirmation. Be sure to
-update checkin or checkout dates if mentioned by the user.
-Don't ask for confirmations from the user.
-`
-
-var queries = []string{
-	"Find hotels in Basel with Basel in its name.",
-	"Can you book the hotel Hilton Basel for me?",
-	"Oh wait, this is too expensive. Please cancel it and book the Hyatt Regency instead.",
-	"My check in dates would be from April 10, 2024 to April 19, 2024.",
-}
-
-func main() {
-	ctx := context.Background()
-
-	// Create Toolbox Client
-	toolboxClient, err := core.NewToolboxClient("http://127.0.0.1:5000")
-	if err != nil {
-		log.Fatalf("Failed to create Toolbox client: %v", err)
-	}
-
-	// Load the tools using the MCP Toolbox SDK.
-	tools, err := toolboxClient.LoadToolset("my-toolset", ctx)
-	if err != nil {
-		log.Fatalf("Failed to load tools: %v\nMake sure your Toolbox server is running and the tool is configured.", err)
-	}
-
-	// Initialize Genkit
-	g, err := genkit.Init(ctx,
-		genkit.WithPlugins(&googlegenai.GoogleAI{}),
-		genkit.WithDefaultModel("googleai/gemini-1.5-flash"),
-	)
-	if err != nil {
-		log.Fatalf("Failed to init genkit: %v\n", err)
-	}
-
-	// Create a conversation history
-	conversationHistory := []*ai.Message{
-		ai.NewSystemTextMessage(systemPrompt),
-	}
-
-	// Convert your tool to a Genkit tool.
-	genkitTools := make([]ai.Tool, len(tools))
-	for i, tool := range tools {
-		newTool, err := tbgenkit.ToGenkitTool(tool, g)
-		if err != nil {
-			log.Fatalf("Failed to convert tool: %v\n", err)
-		}
-		genkitTools[i] = newTool
-	}
-
-	toolRefs := make([]ai.ToolRef, len(genkitTools))
-
-	for i, tool := range genkitTools {
-		toolRefs[i] = tool
-	}
-
-	for _, query := range queries {
-		conversationHistory = append(conversationHistory, ai.NewUserTextMessage(query))
-		response, err := genkit.Generate(ctx, g,
-			ai.WithMessages(conversationHistory...),
-			ai.WithTools(toolRefs...),
-			ai.WithReturnToolRequests(true),
-		)
-
-		if err != nil {
-			log.Fatalf("%v\n", err)
-		}
-		conversationHistory = append(conversationHistory, response.Message)
-
-		parts := []*ai.Part{}
-
-		for _, req := range response.ToolRequests() {
-			tool := genkit.LookupTool(g, req.Name)
-			if tool == nil {
-				log.Fatalf("tool %q not found", req.Name)
-			}
-
-			output, err := tool.RunRaw(ctx, req.Input)
-			if err != nil {
-				log.Fatalf("tool %q execution failed: %v", tool.Name(), err)
-			}
-
-			parts = append(parts,
-				ai.NewToolResponsePart(&ai.ToolResponse{
-					Name:   req.Name,
-					Ref:    req.Ref,
-					Output: output,
-				}))
-
-		}
-
-		if len(parts) > 0 {
-			resp, err := genkit.Generate(ctx, g,
-				ai.WithMessages(append(response.History(), ai.NewMessage(ai.RoleTool, nil, parts...))...),
-				ai.WithTools(toolRefs...),
-			)
-			if err != nil {
-				log.Fatal(err)
-			}
-			fmt.Println("\n", resp.Text())
-			conversationHistory = append(conversationHistory, resp.Message)
-		} else {
-			fmt.Println("\n", response.Text())
-		}
-
-	}
-
-}
--- a/docs/en/getting-started/quickstart/go/langchain/go.mod
+++ b/docs/en/getting-started/quickstart/go/langchain/go.mod
@@ -1,49 +0,0 @@
-module langchan-quickstart
-
-go 1.24.6
-
-require (
-	github.com/googleapis/mcp-toolbox-sdk-go v0.3.0
-	github.com/tmc/langchaingo v0.1.13
-)
-
-require (
-	cloud.google.com/go v0.121.1 // indirect
-	cloud.google.com/go/ai v0.7.0 // indirect
-	cloud.google.com/go/aiplatform v1.85.0 // indirect
-	cloud.google.com/go/auth v0.16.2 // indirect
-	cloud.google.com/go/auth/oauth2adapt v0.2.8 // indirect
-	cloud.google.com/go/compute/metadata v0.7.0 // indirect
-	cloud.google.com/go/iam v1.5.2 // indirect
-	cloud.google.com/go/longrunning v0.6.7 // indirect
-	cloud.google.com/go/vertexai v0.12.0 // indirect
-	github.com/dlclark/regexp2 v1.10.0 // 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/google/generative-ai-go v0.15.1 // indirect
-	github.com/google/s2a-go v0.1.9 // indirect
-	github.com/google/uuid v1.6.0 // indirect
-	github.com/googleapis/enterprise-certificate-proxy v0.3.6 // indirect
-	github.com/googleapis/gax-go/v2 v2.14.2 // indirect
-	github.com/pkoukk/tiktoken-go v0.1.6 // indirect
-	go.opentelemetry.io/auto/sdk v1.1.0 // indirect
-	go.opentelemetry.io/contrib/instrumentation/google.golang.org/grpc/otelgrpc v0.61.0 // indirect
-	go.opentelemetry.io/contrib/instrumentation/net/http/otelhttp v0.61.0 // indirect
-	go.opentelemetry.io/otel v1.36.0 // indirect
-	go.opentelemetry.io/otel/metric v1.36.0 // indirect
-	go.opentelemetry.io/otel/trace v1.36.0 // indirect
-	golang.org/x/crypto v0.39.0 // indirect
-	golang.org/x/net v0.41.0 // indirect
-	golang.org/x/oauth2 v0.30.0 // indirect
-	golang.org/x/sync v0.15.0 // indirect
-	golang.org/x/sys v0.33.0 // indirect
-	golang.org/x/text v0.26.0 // indirect
-	golang.org/x/time v0.12.0 // indirect
-	google.golang.org/api v0.242.0 // indirect
-	google.golang.org/genproto v0.0.0-20250505200425-f936aa4a68b2 // indirect
-	google.golang.org/genproto/googleapis/api v0.0.0-20250603155806-513f23925822 // indirect
-	google.golang.org/genproto/googleapis/rpc v0.0.0-20250603155806-513f23925822 // indirect
-	google.golang.org/grpc v1.73.0 // indirect
-	google.golang.org/protobuf v1.36.6 // indirect
-)
--- a/docs/en/getting-started/quickstart/go/langchain/quickstart.go
+++ b/docs/en/getting-started/quickstart/go/langchain/quickstart.go
@@ -1,149 +0,0 @@
-package main
-
-import (
-	"context"
-	"encoding/json"
-	"fmt"
-	"log"
-	"os"
-
-	"github.com/googleapis/mcp-toolbox-sdk-go/core"
-	"github.com/tmc/langchaingo/llms"
-	"github.com/tmc/langchaingo/llms/googleai"
-)
-
-// ConvertToLangchainTool converts a generic core.ToolboxTool into a LangChainGo llms.Tool.
-func ConvertToLangchainTool(toolboxTool *core.ToolboxTool) llms.Tool {
-
-	// Fetch the tool's input schema
-	inputschema, err := toolboxTool.InputSchema()
-	if err != nil {
-		return llms.Tool{}
-	}
-
-	var paramsSchema map[string]any
-	_ = json.Unmarshal(inputschema, &paramsSchema)
-
-	// Convert into LangChain's llms.Tool
-	return llms.Tool{
-		Type: "function",
-		Function: &llms.FunctionDefinition{
-			Name:        toolboxTool.Name(),
-			Description: toolboxTool.Description(),
-			Parameters:  paramsSchema,
-		},
-	}
-}
-
-const systemPrompt = `
-You're a helpful hotel assistant. You handle hotel searching, booking, and
-cancellations. When the user searches for a hotel, mention its name, id,
-location and price tier. Always mention hotel ids while performing any
-searches. This is very important for any operations. For any bookings or
-cancellations, please provide the appropriate confirmation. Be sure to
-update checkin or checkout dates if mentioned by the user.
-Don't ask for confirmations from the user.
-`
-
-var queries = []string{
-	"Find hotels in Basel with Basel in its name.",
-	"Can you book the hotel Hilton Basel for me?",
-	"Oh wait, this is too expensive. Please cancel it.",
-	"Please book the Hyatt Regency instead.",
-	"My check in dates would be from April 10, 2024 to April 19, 2024.",
-}
-
-func main() {
-	genaiKey := os.Getenv("GOOGLE_API_KEY")
-	toolboxURL := "http://localhost:5000"
-	ctx := context.Background()
-
-	// Initialize the Google AI client (LLM).
-	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)
-	}
-
-	// Initialize the MCP Toolbox client.
-	toolboxClient, err := core.NewToolboxClient(toolboxURL)
-	if err != nil {
-		log.Fatalf("Failed to create Toolbox client: %v", err)
-	}
-
-	// Load the tool using the MCP Toolbox SDK.
-	tools, err := toolboxClient.LoadToolset("my-toolset", ctx)
-	if err != nil {
-		log.Fatalf("Failed to load tools: %v\nMake sure your Toolbox server is running and the tool is configured.", err)
-	}
-
-	toolsMap := make(map[string]*core.ToolboxTool, len(tools))
-
-	langchainTools := make([]llms.Tool, len(tools))
-	// Convert the loaded ToolboxTools into the format LangChainGo requires.
-	for i, tool := range tools {
-		langchainTools[i] = ConvertToLangchainTool(tool)
-		toolsMap[tool.Name()] = tool
-	}
-
-	// Start the conversation history.
-	messageHistory := []llms.MessageContent{
-		llms.TextParts(llms.ChatMessageTypeSystem, systemPrompt),
-	}
-
-	for _, query := range queries {
-		messageHistory = append(messageHistory, llms.TextParts(llms.ChatMessageTypeHuman, query))
-
-		// Make the first call to the LLM, making it aware of the tool.
-		resp, err := llm.GenerateContent(ctx, messageHistory, llms.WithTools(langchainTools))
-		if err != nil {
-			log.Fatalf("LLM call failed: %v", err)
-		}
-		respChoice := resp.Choices[0]
-
-		assistantResponse := llms.TextParts(llms.ChatMessageTypeAI, respChoice.Content)
-		for _, tc := range respChoice.ToolCalls {
-			assistantResponse.Parts = append(assistantResponse.Parts, tc)
-		}
-		messageHistory = append(messageHistory, assistantResponse)
-
-		// Process each tool call requested by the model.
-		for _, tc := range respChoice.ToolCalls {
-			toolName := tc.FunctionCall.Name
-			tool := toolsMap[toolName]
-			var args map[string]any
-			if err := json.Unmarshal([]byte(tc.FunctionCall.Arguments), &args); err != nil {
-				log.Fatalf("Failed to unmarshal arguments for tool '%s': %v", toolName, err)
-			}
-			toolResult, err := tool.Invoke(ctx, args)
-			if err != nil {
-				log.Fatalf("Failed to execute tool '%s': %v", toolName, err)
-			}
-			if toolResult == "" || toolResult == nil {
-				toolResult = "Operation completed successfully with no specific return value."
-			}
-
-			// Create the tool call response message and add it to the history.
-			toolResponse := llms.MessageContent{
-				Role: llms.ChatMessageTypeTool,
-				Parts: []llms.ContentPart{
-					llms.ToolCallResponse{
-						Name:    toolName,
-						Content: fmt.Sprintf("%v", toolResult),
-					},
-				},
-			}
-			messageHistory = append(messageHistory, toolResponse)
-		}
-		finalResp, err := llm.GenerateContent(ctx, messageHistory)
-		if err != nil {
-			log.Fatalf("Final LLM call failed after tool execution: %v", err)
-		}
-
-		// Add the final textual response from the LLM to the history
-		messageHistory = append(messageHistory, llms.TextParts(llms.ChatMessageTypeAI, finalResp.Choices[0].Content))
-
-		fmt.Println(finalResp.Choices[0].Content)
-
-	}
-
-}
--- a/docs/en/getting-started/quickstart/go/openAI/go.mod
+++ b/docs/en/getting-started/quickstart/go/openAI/go.mod
@@ -1,38 +0,0 @@
-module openai-quickstart
-
-go 1.24.6
-
-require (
-	github.com/googleapis/mcp-toolbox-sdk-go v0.3.0
-	github.com/openai/openai-go v1.12.0
-)
-
-require (
-	cloud.google.com/go/auth v0.16.2 // indirect
-	cloud.google.com/go/auth/oauth2adapt v0.2.8 // indirect
-	cloud.google.com/go/compute/metadata v0.7.0 // 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/google/s2a-go v0.1.9 // indirect
-	github.com/googleapis/enterprise-certificate-proxy v0.3.6 // indirect
-	github.com/googleapis/gax-go/v2 v2.14.2 // indirect
-	github.com/tidwall/gjson v1.14.4 // indirect
-	github.com/tidwall/match v1.1.1 // indirect
-	github.com/tidwall/pretty v1.2.1 // indirect
-	github.com/tidwall/sjson v1.2.5 // 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 v1.36.0 // indirect
-	go.opentelemetry.io/otel/metric v1.36.0 // indirect
-	go.opentelemetry.io/otel/trace v1.36.0 // indirect
-	golang.org/x/crypto v0.39.0 // indirect
-	golang.org/x/net v0.41.0 // indirect
-	golang.org/x/oauth2 v0.30.0 // indirect
-	golang.org/x/sys v0.33.0 // indirect
-	golang.org/x/text v0.26.0 // indirect
-	google.golang.org/api v0.242.0 // indirect
-	google.golang.org/genproto/googleapis/rpc v0.0.0-20250603155806-513f23925822 // indirect
-	google.golang.org/grpc v1.73.0 // indirect
-	google.golang.org/protobuf v1.36.6 // indirect
-)
--- a/docs/en/getting-started/quickstart/go/openAI/quickstart.go
+++ b/docs/en/getting-started/quickstart/go/openAI/quickstart.go
@@ -1,141 +0,0 @@
-package main
-
-import (
-	"context"
-	"encoding/json"
-	"fmt"
-	"log"
-
-	"github.com/googleapis/mcp-toolbox-sdk-go/core"
-	openai "github.com/openai/openai-go"
-)
-
-// ConvertToOpenAITool converts a ToolboxTool into the go-openai library's Tool format.
-func ConvertToOpenAITool(toolboxTool *core.ToolboxTool) openai.ChatCompletionToolParam {
-	// Get the input schema
-	jsonSchemaBytes, err := toolboxTool.InputSchema()
-	if err != nil {
-		return openai.ChatCompletionToolParam{}
-	}
-
-	// Unmarshal the JSON bytes into FunctionParameters
-	var paramsSchema openai.FunctionParameters
-	if err := json.Unmarshal(jsonSchemaBytes, &paramsSchema); err != nil {
-		return openai.ChatCompletionToolParam{}
-	}
-
-	// Create and return the final tool parameter struct.
-	return openai.ChatCompletionToolParam{
-		Function: openai.FunctionDefinitionParam{
-			Name:        toolboxTool.Name(),
-			Description: openai.String(toolboxTool.Description()),
-			Parameters:  paramsSchema,
-		},
-	}
-}
-
-const systemPrompt = `
-You're a helpful hotel assistant. You handle hotel searching, booking, and
-cancellations. When the user searches for a hotel, mention its name, id,
-location and price tier. Always mention hotel ids while performing any
-searches. This is very important for any operations. For any bookings or
-cancellations, please provide the appropriate confirmation. Be sure to
-update checkin or checkout dates if mentioned by the user.
-Don't ask for confirmations from the user.
-`
-
-var queries = []string{
-	"Find hotels in Basel with Basel in its name.",
-	"Can you book the hotel Hilton Basel for me?",
-	"Oh wait, this is too expensive. Please cancel it and book the Hyatt Regency instead.",
-	"My check in dates would be from April 10, 2024 to April 19, 2024.",
-}
-
-func main() {
-	// Setup
-	ctx := context.Background()
-	toolboxURL := "http://localhost:5000"
-	openAIClient := openai.NewClient()
-
-	// Initialize the MCP Toolbox client.
-	toolboxClient, err := core.NewToolboxClient(toolboxURL)
-	if err != nil {
-		log.Fatalf("Failed to create Toolbox client: %v", err)
-	}
-
-	// Load the tools using the MCP Toolbox SDK.
-	tools, err := toolboxClient.LoadToolset("my-toolset", ctx)
-	if err != nil {
-		log.Fatalf("Failed to load tool : %v\nMake sure your Toolbox server is running and the tool is configured.", err)
-	}
-
-	openAITools := make([]openai.ChatCompletionToolParam, len(tools))
-	toolsMap := make(map[string]*core.ToolboxTool, len(tools))
-
-	for i, tool := range tools {
-		// Convert the Toolbox tool into the openAI FunctionDeclaration format.
-		openAITools[i] = ConvertToOpenAITool(tool)
-		// Add tool to a map for lookup later
-		toolsMap[tool.Name()] = tool
-
-	}
-
-	params := openai.ChatCompletionNewParams{
-		Messages: []openai.ChatCompletionMessageParamUnion{
-			openai.SystemMessage(systemPrompt),
-		},
-		Tools: openAITools,
-		Seed:  openai.Int(0),
-		Model: openai.ChatModelGPT4o,
-	}
-
-	for _, query := range queries {
-
-		params.Messages = append(params.Messages, openai.UserMessage(query))
-
-		// Make initial chat completion request
-		completion, err := openAIClient.Chat.Completions.New(ctx, params)
-		if err != nil {
-			panic(err)
-		}
-
-		toolCalls := completion.Choices[0].Message.ToolCalls
-
-		// Return early if there are no tool calls
-		if len(toolCalls) == 0 {
-			log.Println("No function call")
-		}
-
-		// If there was a function call, continue the conversation
-		params.Messages = append(params.Messages, completion.Choices[0].Message.ToParam())
-		for _, toolCall := range toolCalls {
-
-			toolName := toolCall.Function.Name
-			toolToInvoke := toolsMap[toolName]
-
-			var args map[string]any
-			err := json.Unmarshal([]byte(toolCall.Function.Arguments), &args)
-			if err != nil {
-				panic(err)
-			}
-
-			result, err := toolToInvoke.Invoke(ctx, args)
-			if err != nil {
-				log.Fatal("Could not invoke tool", err)
-			}
-
-			params.Messages = append(params.Messages, openai.ToolMessage(result.(string), toolCall.ID))
-		}
-
-		completion, err = openAIClient.Chat.Completions.New(ctx, params)
-		if err != nil {
-			panic(err)
-		}
-
-		params.Messages = append(params.Messages, openai.AssistantMessage(query))
-
-		fmt.Println("\n", completion.Choices[0].Message.Content)
-
-	}
-
-}
--- a/docs/en/getting-started/quickstart/js/genAI/quickstart.js
+++ b/docs/en/getting-started/quickstart/js/genAI/quickstart.js
@@ -1,119 +0,0 @@
-import { GoogleGenAI } from "@google/genai";
-import { ToolboxClient } from "@toolbox-sdk/core";
-
-
-const TOOLBOX_URL = "http://127.0.0.1:5000"; // Update if needed
-const GOOGLE_API_KEY = process.env.GOOGLE_API_KEY || 'your-api-key'; // Replace it with your API key
-
-const prompt = `
-You're a helpful hotel assistant. You handle hotel searching, booking, and
-cancellations. When the user searches for a hotel, you MUST use the available tools to find information. Mention its name, id,
-location and price tier. Always mention hotel id while performing any
-searches. This is very important for any operations. For any bookings or
-cancellations, please provide the appropriate confirmation. Be sure to
-update checkin or checkout dates if mentioned by the user.
-Don't ask for confirmations from the user.
-`;
-
-const queries = [
-  "Find hotels in Basel with Basel in its name.",
-  "Can you book the Hilton Basel for me?",
-  "Oh wait, this is too expensive. Please cancel it and book the Hyatt Regency instead.",
-  "My check in dates would be from April 10, 2024 to April 19, 2024.",
-];
-
-function mapZodTypeToOpenAPIType(zodTypeName) {
-
-    console.log(zodTypeName)
-    const typeMap = {
-        'ZodString': 'string',
-        'ZodNumber': 'number',
-        'ZodBoolean': 'boolean',
-        'ZodArray': 'array',
-        'ZodObject': 'object',
-    };
-    return typeMap[zodTypeName] || 'string';
-}
-
-async function main() {
-   
-    const toolboxClient = new ToolboxClient(TOOLBOX_URL); 
-    const toolboxTools = await toolboxClient.loadToolset("my-toolset");
-    
-    const geminiTools = [{
-        functionDeclarations: toolboxTools.map(tool => {
-            
-            const schema = tool.getParamSchema();
-            const properties = {};
-            const required = [];
-
-         
-            for (const [key, param] of Object.entries(schema.shape)) {
-                properties[key] = {
-                        type: mapZodTypeToOpenAPIType(param.constructor.name),
-                        description: param.description || '',
-                    };
-                required.push(key)
-                }
-            
-            return {
-                name: tool.getName(),
-                description: tool.getDescription(),
-                parameters: { type: 'object', properties, required },
-            };
-        })
-    }];
-
-
-    const genAI = new GoogleGenAI({ apiKey: GOOGLE_API_KEY });
-    
-    const chat = genAI.chats.create({
-        model: "gemini-2.5-flash",
-        config: {
-            systemInstruction: prompt,
-            tools: geminiTools,
-        }
-    });
-
-    for (const query of queries) {
-        
-        let currentResult = await chat.sendMessage({ message: query });
-        
-        let finalResponseGiven = false
-        while (!finalResponseGiven) {
-            
-            const response = currentResult;
-            const functionCalls = response.functionCalls || [];
-
-            if (functionCalls.length === 0) {
-                console.log(response.text)
-                finalResponseGiven = true;
-            } else {
-                const toolResponses = [];
-                for (const call of functionCalls) {
-                    const toolName = call.name
-                    const toolToExecute = toolboxTools.find(t => t.getName() === toolName);
-                    
-                    if (toolToExecute) {
-                        try {
-                            const functionResult = await toolToExecute(call.args);
-                            toolResponses.push({
-                                functionResponse: { name: call.name, response: { result: functionResult } }
-                            });
-                        } catch (e) {
-                            console.error(`Error executing tool '${toolName}':`, e);
-                            toolResponses.push({
-                                functionResponse: { name: call.name, response: { error: e.message } }
-                            });
-                        }
-                    }
-                }
-                
-                currentResult = await chat.sendMessage({ message: toolResponses });
-            }
-        }
-        
-    }
-}
-
-main();
--- a/docs/en/getting-started/quickstart/js/genkit/quickstart.js
+++ b/docs/en/getting-started/quickstart/js/genkit/quickstart.js
@@ -1,88 +0,0 @@
-import { ToolboxClient } from "@toolbox-sdk/core";
-import { genkit } from "genkit";
-import { googleAI } from '@genkit-ai/googleai';
-
-const GOOGLE_API_KEY = process.env.GOOGLE_API_KEY || 'your-api-key'; // Replace it with your API key
-
-const systemPrompt = `
-You're a helpful hotel assistant. You handle hotel searching, booking, and
-cancellations. When the user searches for a hotel, mention its name, id,
-location and price tier. Always mention hotel ids while performing any
-searches. This is very important for any operations. For any bookings or
-cancellations, please provide the appropriate confirmation. Be sure to
-update checkin or checkout dates if mentioned by the user.
-Don't ask for confirmations from the user.
-`;
-
-const queries = [
-  "Find hotels in Basel with Basel in its name.",
-  "Can you book the Hilton Basel for me?",
-  "Oh wait, this is too expensive. Please cancel it and book the Hyatt Regency instead.",
-  "My check in dates would be from April 10, 2024 to April 19, 2024.",
-];
-
-async function main() {
-  const toolboxClient = new ToolboxClient("http://127.0.0.1:5000");
-
-  const ai = genkit({
-    plugins: [
-      googleAI({
-        apiKey: process.env.GEMINI_API_KEY || GOOGLE_API_KEY
-      })
-    ],
-    model: googleAI.model('gemini-2.0-flash'),
-  });
-
-  const toolboxTools = await toolboxClient.loadToolset("my-toolset");
-  const toolMap = Object.fromEntries(
-    toolboxTools.map((tool) => {
-      const definedTool = ai.defineTool(
-        {
-          name: tool.getName(),
-          description: tool.getDescription(),
-          inputSchema: tool.getParamSchema(),
-        },
-        tool
-      );
-      return [tool.getName(), definedTool];
-    })
-  );
-  const tools = Object.values(toolMap);
-
-  let conversationHistory = [{ role: "system", content: [{ text: systemPrompt }] }];
-
-  for (const query of queries) {
-    conversationHistory.push({ role: "user", content: [{ text: query }] });
-    const response = await ai.generate({
-      messages: conversationHistory,
-      tools: tools,
-    });
-    conversationHistory.push(response.message);
-
-    const toolRequests = response.toolRequests;
-    if (toolRequests?.length > 0) {
-      // Execute tools concurrently and collect their responses.
-      const toolResponses = await Promise.all(
-        toolRequests.map(async (call) => {
-          try {
-            const toolOutput = await toolMap[call.name].invoke(call.input);
-            return { role: "tool", content: [{ toolResponse: { name: call.name, output: toolOutput } }] };
-          } catch (e) {
-            console.error(`Error executing tool ${call.name}:`, e);
-            return { role: "tool", content: [{ toolResponse: { name: call.name, output: { error: e.message } } }] };
-          }
-        })
-      );
-
-      conversationHistory.push(...toolResponses);
-
-      // Call the AI again with the tool results.
-      response = await ai.generate({ messages: conversationHistory, tools });
-      conversationHistory.push(response.message);
-    }
-
-    console.log(response.text);
-  }
-}
-
-main();
--- a/docs/en/getting-started/quickstart/js/langchain/quickstart.js
+++ b/docs/en/getting-started/quickstart/js/langchain/quickstart.js
@@ -1,73 +0,0 @@
-import { ChatGoogleGenerativeAI } from "@langchain/google-genai";
-import { ToolboxClient } from "@toolbox-sdk/core";
-import { tool } from "@langchain/core/tools";
-import { createReactAgent } from "@langchain/langgraph/prebuilt";
-import { MemorySaver } from "@langchain/langgraph";
-
-const GOOGLE_API_KEY = process.env.GOOGLE_API_KEY || 'your-api-key'; // Replace it with your API key
-
-const prompt = `
-You're a helpful hotel assistant. You handle hotel searching, booking, and
-cancellations. When the user searches for a hotel, mention its name, id,
-location and price tier. Always mention hotel ids while performing any
-searches. This is very important for any operations. For any bookings or
-cancellations, please provide the appropriate confirmation. Be sure to
-update checkin or checkout dates if mentioned by the user.
-Don't ask for confirmations from the user.
-`;
-
-const queries = [
-  "Find hotels in Basel with Basel in its name.",
-  "Can you book the Hilton Basel for me?",
-  "Oh wait, this is too expensive. Please cancel it and book the Hyatt Regency instead.",
-  "My check in dates would be from April 10, 2024 to April 19, 2024.",
-];
-
-async function main() {
-  const model = new ChatGoogleGenerativeAI({
-    model: "gemini-2.0-flash",
-  });
-
-  const client = new ToolboxClient("http://127.0.0.1:5000");
-  const toolboxTools = await client.loadToolset("my-toolset");
-
-  // Define the basics of the tool: name, description, schema and core logic
-  const getTool = (toolboxTool) => tool(toolboxTool, {
-    name: toolboxTool.getName(),
-    description: toolboxTool.getDescription(),
-    schema: toolboxTool.getParamSchema()
-  });
-  const tools = toolboxTools.map(getTool);
-
-  const agent = createReactAgent({
-    llm: model,
-    tools: tools,
-    checkpointer: new MemorySaver(),
-    systemPrompt: prompt,
-  });
-
-  const langGraphConfig = {
-    configurable: {
-        thread_id: "test-thread",
-    },
-  };
-
-  for (const query of queries) {
-    const agentOutput = await agent.invoke(
-    {
-        messages: [
-        {
-            role: "user",
-            content: query,
-        },
-        ],
-        verbose: true,
-    },
-    langGraphConfig
-    );
-    const response = agentOutput.messages[agentOutput.messages.length - 1].content;
-    console.log(response);
-  }
-}
-
-main();
--- a/docs/en/getting-started/quickstart/js/llamaindex/quickstart.js
+++ b/docs/en/getting-started/quickstart/js/llamaindex/quickstart.js
@@ -1,79 +0,0 @@
-import { gemini, GEMINI_MODEL } from "@llamaindex/google";
-import { agent } from "@llamaindex/workflow";
-import { createMemory, staticBlock, tool } from "llamaindex";
-import { ToolboxClient } from "@toolbox-sdk/core";
-
-const TOOLBOX_URL = "http://127.0.0.1:5000"; // Update if needed
-const GOOGLE_API_KEY = process.env.GOOGLE_API_KEY || 'your-api-key'; // Replace it with your API key
-
-const prompt = `
-
-You're a helpful hotel assistant. You handle hotel searching, booking and cancellations.
-When the user searches for a hotel, mention its name, id, location and price tier.
-Always mention hotel ids while performing any searches â€” this is very important for operations.
-For any bookings or cancellations, please provide the appropriate confirmation.
-Update check-in or check-out dates if mentioned by the user.
-Don't ask for confirmations from the user.
-
-`;
-
-const queries = [
-  "Find hotels in Basel with Basel in its name.",
-  "Can you book the Hilton Basel for me?",
-  "Oh wait, this is too expensive. Please cancel it and book the Hyatt Regency instead.",
-  "My check in dates would be from April 10, 2024 to April 19, 2024.",
-];
-
-async function main() {
-  // Connect to MCP Toolbox
-  const client = new ToolboxClient(TOOLBOX_URL);
-  const toolboxTools = await client.loadToolset("my-toolset");
-  const tools = toolboxTools.map((toolboxTool) => {
-    return tool({
-      name: toolboxTool.getName(),
-      description: toolboxTool.getDescription(),
-      parameters: toolboxTool.getParamSchema(),
-      execute: toolboxTool,
-    });
-  });
-
-  // Initialize LLM
-  const llm = gemini({
-    model: GEMINI_MODEL.GEMINI_2_0_FLASH,
-    apiKey: GOOGLE_API_KEY,
-  });
-
-  const memory = createMemory({
-    memoryBlocks: [
-      staticBlock({
-        content: prompt,
-      }),
-    ],
-  });
-
-  // Create the Agent
-  const myAgent = agent({
-    tools: tools,
-    llm,
-    memory,
-    systemPrompt: prompt,
-  });
-
-  for (const query of queries) {
-    const result = await myAgent.run(query);
-    const output = result.data.result;
-
-    console.log(`\nUser: ${query}`);
-    if (typeof output === "string") {
-      console.log(output.trim());
-    } else if (typeof output === "object" && "text" in output) {
-      console.log(output.text.trim());
-    } else {
-      console.log(JSON.stringify(output));
-    }
-  }
-  //You may observe some extra logs during execution due to the run method provided by Llama.
-  console.log("Agent run finished.");
-}
-
-main();
--- a/docs/en/getting-started/quickstart/python/adk/quickstart.py
+++ b/docs/en/getting-started/quickstart/python/adk/quickstart.py
@@ -1,70 +0,0 @@
-from google.adk.agents import Agent
-from google.adk.runners import Runner
-from google.adk.sessions import InMemorySessionService
-from google.adk.artifacts.in_memory_artifact_service import InMemoryArtifactService
-from google.genai import types
-from toolbox_core import ToolboxSyncClient
-
-import asyncio
-import os
-
-# TODO(developer): replace this with your Google API key
-
-os.environ['GOOGLE_API_KEY'] = 'your-api-key'
-
-async def main():
-  with ToolboxSyncClient("http://127.0.0.1:5000") as toolbox_client:
-
-      prompt = """
-        You're a helpful hotel assistant. You handle hotel searching, booking and
-        cancellations. When the user searches for a hotel, mention it's name, id,
-        location and price tier. Always mention hotel ids while performing any
-        searches. This is very important for any operations. For any bookings or
-        cancellations, please provide the appropriate confirmation. Be sure to
-        update checkin or checkout dates if mentioned by the user.
-        Don't ask for confirmations from the user.
-      """
-
-      root_agent = Agent(
-          model='gemini-2.0-flash-001',
-          name='hotel_agent',
-          description='A helpful AI assistant.',
-          instruction=prompt,
-          tools=toolbox_client.load_toolset("my-toolset"),
-      )
-
-      session_service = InMemorySessionService()
-      artifacts_service = InMemoryArtifactService()
-      session = await session_service.create_session(
-          state={}, app_name='hotel_agent', user_id='123'
-      )
-      runner = Runner(
-          app_name='hotel_agent',
-          agent=root_agent,
-          artifact_service=artifacts_service,
-          session_service=session_service,
-      )
-
-      queries = [
-          "Find hotels in Basel with Basel in its name.",
-          "Can you book the Hilton Basel for me?",
-          "Oh wait, this is too expensive. Please cancel it and book the Hyatt Regency instead.",
-          "My check in dates would be from April 10, 2024 to April 19, 2024.",
-      ]
-
-      for query in queries:
-          content = types.Content(role='user', parts=[types.Part(text=query)])
-          events = runner.run(session_id=session.id,
-                              user_id='123', new_message=content)
-
-          responses = (
-            part.text
-            for event in events
-            for part in event.content.parts
-            if part.text is not None
-          )
-
-          for text in responses:
-            print(text)
-
-asyncio.run(main())
--- a/docs/en/getting-started/quickstart/python/core/quickstart.py
+++ b/docs/en/getting-started/quickstart/python/core/quickstart.py
@@ -1,108 +0,0 @@
-import asyncio
-
-from google import genai
-from google.genai.types import (
-    Content,
-    FunctionDeclaration,
-    GenerateContentConfig,
-    Part,
-    Tool,
-)
-
-from toolbox_core import ToolboxClient
-
-prompt = """
-  You're a helpful hotel assistant. You handle hotel searching, booking and
-  cancellations. When the user searches for a hotel, mention it's name, id,
-  location and price tier. Always mention hotel id while performing any
-  searches. This is very important for any operations. For any bookings or
-  cancellations, please provide the appropriate confirmation. Be sure to
-  update checkin or checkout dates if mentioned by the user.
-  Don't ask for confirmations from the user.
-"""
-
-queries = [
-    "Find hotels in Basel with Basel in its name.",
-    "Please book the hotel Hilton Basel for me.",
-    "This is too expensive. Please cancel it.",
-    "Please book Hyatt Regency for me",
-    "My check in dates for my booking would be from April 10, 2024 to April 19, 2024.",
-]
-
-async def main():
-    async with ToolboxClient("http://127.0.0.1:5000") as toolbox_client:
-
-        # The toolbox_tools list contains Python callables (functions/methods) designed for LLM tool-use
-        # integration. While this example uses Google's genai client, these callables can be adapted for
-        # various function-calling or agent frameworks. For easier integration with supported frameworks
-        # (https://github.com/googleapis/mcp-toolbox-python-sdk/tree/main/packages), use the
-        # provided wrapper packages, which handle framework-specific boilerplate.
-        toolbox_tools = await toolbox_client.load_toolset("my-toolset")
-        genai_client = genai.Client(
-            vertexai=True, project="project-id", location="us-central1"
-        )
-
-        genai_tools = [
-            Tool(
-                function_declarations=[
-                    FunctionDeclaration.from_callable_with_api_option(callable=tool)
-                ]
-            )
-            for tool in toolbox_tools
-        ]
-        history = []
-        for query in queries:
-            user_prompt_content = Content(
-                role="user",
-                parts=[Part.from_text(text=query)],
-            )
-            history.append(user_prompt_content)
-
-            response = genai_client.models.generate_content(
-                model="gemini-2.0-flash-001",
-                contents=history,
-                config=GenerateContentConfig(
-                    system_instruction=prompt,
-                    tools=genai_tools,
-                ),
-            )
-            history.append(response.candidates[0].content)
-            function_response_parts = []
-            for function_call in response.function_calls:
-                fn_name = function_call.name
-                # The tools are sorted alphabetically
-                if fn_name == "search-hotels-by-name":
-                    function_result = await toolbox_tools[3](**function_call.args)
-                elif fn_name == "search-hotels-by-location":
-                    function_result = await toolbox_tools[2](**function_call.args)
-                elif fn_name == "book-hotel":
-                    function_result = await toolbox_tools[0](**function_call.args)
-                elif fn_name == "update-hotel":
-                    function_result = await toolbox_tools[4](**function_call.args)
-                elif fn_name == "cancel-hotel":
-                    function_result = await toolbox_tools[1](**function_call.args)
-                else:
-                    raise ValueError("Function name not present.")
-                function_response = {"result": function_result}
-                function_response_part = Part.from_function_response(
-                    name=function_call.name,
-                    response=function_response,
-                )
-                function_response_parts.append(function_response_part)
-
-            if function_response_parts:
-                tool_response_content = Content(role="tool", parts=function_response_parts)
-                history.append(tool_response_content)
-
-            response2 = genai_client.models.generate_content(
-                model="gemini-2.0-flash-001",
-                contents=history,
-                config=GenerateContentConfig(
-                    tools=genai_tools,
-                ),
-            )
-            final_model_response_content = response2.candidates[0].content
-            history.append(final_model_response_content)
-            print(response2.text)
-
-asyncio.run(main())
--- a/docs/en/getting-started/quickstart/python/langchain/quickstart.py
+++ b/docs/en/getting-started/quickstart/python/langchain/quickstart.py
@@ -1,52 +0,0 @@
-import asyncio
-
-from langgraph.prebuilt import create_react_agent
-
-# TODO(developer): replace this with another import if needed
-
-from langchain_google_vertexai import ChatVertexAI
-
-# from langchain_google_genai import ChatGoogleGenerativeAI
-
-# from langchain_anthropic import ChatAnthropic
-
-from langgraph.checkpoint.memory import MemorySaver
-
-from toolbox_langchain import ToolboxClient
-
-prompt = """
-  You're a helpful hotel assistant. You handle hotel searching, booking and
-  cancellations. When the user searches for a hotel, mention it's name, id,
-  location and price tier. Always mention hotel ids while performing any
-  searches. This is very important for any operations. For any bookings or
-  cancellations, please provide the appropriate confirmation. Be sure to
-  update checkin or checkout dates if mentioned by the user.
-  Don't ask for confirmations from the user.
-"""
-
-queries = [
-    "Find hotels in Basel with Basel in its name.",
-    "Can you book the Hilton Basel for me?",
-    "Oh wait, this is too expensive. Please cancel it and book the Hyatt Regency instead.",
-    "My check in dates would be from April 10, 2024 to April 19, 2024.",
-]
-
-async def main():
-    # TODO(developer): replace this with another model if needed
-    model = ChatVertexAI(model_name="gemini-2.0-flash-001")
-    # model = ChatGoogleGenerativeAI(model="gemini-2.0-flash-001")
-    # model = ChatAnthropic(model="claude-3-5-sonnet-20240620")
-
-    # Load the tools from the Toolbox server
-    async with ToolboxClient("http://127.0.0.1:5000") as client:
-        tools = await client.aload_toolset()
-
-        agent = create_react_agent(model, tools, checkpointer=MemorySaver())
-
-        config = {"configurable": {"thread_id": "thread-1"}}
-        for query in queries:
-            inputs = {"messages": [("user", prompt + query)]}
-            response = agent.invoke(inputs, stream_mode="values", config=config)
-            print(response["messages"][-1].content)
-
-asyncio.run(main())
--- a/docs/en/getting-started/quickstart/python/llamaindex/quickstart.py
+++ b/docs/en/getting-started/quickstart/python/llamaindex/quickstart.py
@@ -1,63 +0,0 @@
-import asyncio
-import os
-
-from llama_index.core.agent.workflow import AgentWorkflow
-
-from llama_index.core.workflow import Context
-
-# TODO(developer): replace this with another import if needed
-
-from llama_index.llms.google_genai import GoogleGenAI
-
-# from llama_index.llms.anthropic import Anthropic
-
-from toolbox_llamaindex import ToolboxClient
-
-prompt = """
-  You're a helpful hotel assistant. You handle hotel searching, booking and
-  cancellations. When the user searches for a hotel, mention it's name, id,
-  location and price tier. Always mention hotel ids while performing any
-  searches. This is very important for any operations. For any bookings or
-  cancellations, please provide the appropriate confirmation. Be sure to
-  update checkin or checkout dates if mentioned by the user.
-  Don't ask for confirmations from the user.
-"""
-
-queries = [
-    "Find hotels in Basel with Basel in its name.",
-    "Can you book the Hilton Basel for me?",
-    "Oh wait, this is too expensive. Please cancel it and book the Hyatt Regency instead.",
-    "My check in dates would be from April 10, 2024 to April 19, 2024.",
-]
-
-async def main():
-    # TODO(developer): replace this with another model if needed
-    llm = GoogleGenAI(
-        model="gemini-2.0-flash-001",
-        vertexai_config={"project": "project-id", "location": "us-central1"},
-    )
-    # llm = GoogleGenAI(
-    #     api_key=os.getenv("GOOGLE_API_KEY"),
-    #     model="gemini-2.0-flash-001",
-    # )
-    # llm = Anthropic(
-    #   model="claude-3-7-sonnet-latest",
-    #   api_key=os.getenv("ANTHROPIC_API_KEY")
-    # )
-
-    # Load the tools from the Toolbox server
-    async with ToolboxClient("http://127.0.0.1:5000") as client:
-        tools = await client.aload_toolset()
-
-        agent = AgentWorkflow.from_tools_or_functions(
-            tools,
-            llm=llm,
-            system_prompt=prompt,
-        )
-        ctx = Context(agent)
-        for query in queries:
-            response = await agent.run(user_msg=query, ctx=ctx)
-            print(f"---- {query} ----")
-            print(str(response))
-
-asyncio.run(main())
--- a/docs/en/getting-started/quickstart/shared/cloud_setup.md
+++ b/docs/en/getting-started/quickstart/shared/cloud_setup.md
@@ -1,20 +0,0 @@
-<!-- This file has been used in local_quickstart.md, local_quickstart_go.md & local_quickstart_js.md -->
-<!-- [START cloud_setup] -->
-If you plan to use **Google Cloud’s Vertex AI** with your agent (e.g., using
-`vertexai=True` or a Google GenAI model), follow these one-time setup steps for
-local development:
-
-1. [Install the Google Cloud CLI](https://cloud.google.com/sdk/docs/install)
-1. [Set up Application Default Credentials (ADC)](https://cloud.google.com/docs/authentication/set-up-adc-local-dev-environment)
-1. Set your project and enable Vertex AI
-
-    ```bash
-    gcloud config set project YOUR_PROJECT_ID
-    gcloud services enable aiplatform.googleapis.com
-    ```
-
-[install-python]: https://wiki.python.org/moin/BeginnersGuide/Download
-[install-pip]: https://pip.pypa.io/en/stable/installation/
-[install-venv]: https://packaging.python.org/en/latest/tutorials/installing-packages/#creating-virtual-environments
-[install-postgres]: https://www.postgresql.org/download/
-<!-- [END cloud_setup] -->
--- a/docs/en/getting-started/quickstart/shared/configure_toolbox.md
+++ b/docs/en/getting-started/quickstart/shared/configure_toolbox.md
@@ -1,122 +0,0 @@
-<!-- This file has been used in local_quickstart.md, local_quickstart_go.md & local_quickstart_js.md -->
-<!-- [START configure_toolbox] -->
-In this section, we will download Toolbox, configure our tools in a
-`tools.yaml`, and then run the Toolbox server.
-
-1. Download the latest version of Toolbox as a binary:
-
-    {{< notice tip >}}
-  Select the
-  [correct binary](https://github.com/googleapis/genai-toolbox/releases)
-  corresponding to your OS and CPU architecture.
-    {{< /notice >}}
-    <!-- {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/v0.14.0/$OS/toolbox
-    ```
-    <!-- {x-release-please-end} -->
-
-1. Make the binary executable:
-
-    ```bash
-    chmod +x toolbox
-    ```
-
-1. Write the following into a `tools.yaml` file. Be sure to update any fields
-   such as `user`, `password`, or `database` that you may have customized in the
-   previous step.
-
-    {{< notice tip >}}
-  In practice, use environment variable replacement with the format ${ENV_NAME}
-  instead of hardcoding your secrets into the configuration file.
-    {{< /notice >}}
-
-    ```yaml
-    sources:
-      my-pg-source:
-        kind: postgres
-        host: 127.0.0.1
-        port: 5432
-        database: toolbox_db
-        user: ${USER_NAME}
-        password: ${PASSWORD}
-    tools:
-      search-hotels-by-name:
-        kind: postgres-sql
-        source: my-pg-source
-        description: Search for hotels based on name.
-        parameters:
-          - name: name
-            type: string
-            description: The name of the hotel.
-        statement: SELECT * FROM hotels WHERE name ILIKE '%' || $1 || '%';
-      search-hotels-by-location:
-        kind: postgres-sql
-        source: my-pg-source
-        description: Search for hotels based on location.
-        parameters:
-          - name: location
-            type: string
-            description: The location of the hotel.
-        statement: SELECT * FROM hotels WHERE location ILIKE '%' || $1 || '%';
-      book-hotel:
-        kind: postgres-sql
-        source: my-pg-source
-        description: >-
-           Book a hotel by its ID. If the hotel is successfully booked, returns a NULL, raises an error if not.
-        parameters:
-          - name: hotel_id
-            type: string
-            description: The ID of the hotel to book.
-        statement: UPDATE hotels SET booked = B'1' WHERE id = $1;
-      update-hotel:
-        kind: postgres-sql
-        source: my-pg-source
-        description: >-
-          Update a hotel's check-in and check-out dates by its ID. Returns a message
-          indicating  whether the hotel was successfully updated or not.
-        parameters:
-          - name: hotel_id
-            type: string
-            description: The ID of the hotel to update.
-          - name: checkin_date
-            type: string
-            description: The new check-in date of the hotel.
-          - name: checkout_date
-            type: string
-            description: The new check-out date of the hotel.
-        statement: >-
-          UPDATE hotels SET checkin_date = CAST($2 as date), checkout_date = CAST($3
-          as date) WHERE id = $1;
-      cancel-hotel:
-        kind: postgres-sql
-        source: my-pg-source
-        description: Cancel a hotel by its ID.
-        parameters:
-          - name: hotel_id
-            type: string
-            description: The ID of the hotel to cancel.
-        statement: UPDATE hotels SET booked = B'0' WHERE id = $1;
-   toolsets:
-      my-toolset:
-        - search-hotels-by-name
-        - search-hotels-by-location
-        - book-hotel
-        - update-hotel
-        - cancel-hotel
-    ```
-
-    For more info on tools, check out the `Resources` section of the docs.
-
-1. Run the Toolbox server, pointing to the `tools.yaml` file created earlier:
-
-    ```bash
-    ./toolbox --tools-file "tools.yaml"
-    ```
-
-    {{< notice note >}}
-    Toolbox enables dynamic reloading by default. To disable, use the
-    `--disable-reload` flag.
-    {{< /notice >}}
-<!-- [END configure_toolbox] -->
--- a/docs/en/getting-started/quickstart/shared/database_setup.md
+++ b/docs/en/getting-started/quickstart/shared/database_setup.md
@@ -1,119 +0,0 @@
-<!-- This file has been used in local_quickstart.md, local_quickstart_go.md & local_quickstart_js.md -->
-<!-- [START database_setup] -->
-In this section, we will create a database, insert some data that needs to be
-accessed by our agent, and create a database user for Toolbox to connect with.
-
-1. Connect to postgres using the `psql` command:
-
-    ```bash
-    psql -h 127.0.0.1 -U postgres
-    ```
-
-    Here, `postgres` denotes the default postgres superuser.
-
-    {{< notice info >}}
-
-#### **Having trouble connecting?**
-
-* **Password Prompt:** If you are prompted for a password for the `postgres`
-  user and do not know it (or a blank password doesn't work), your PostgreSQL
-  installation might require a password or a different authentication method.
-* **`FATAL: role "postgres" does not exist`:** This error means the default
-  `postgres` superuser role isn't available under that name on your system.
-* **`Connection refused`:** Ensure your PostgreSQL server is actually running.
-  You can typically check with `sudo systemctl status postgresql` and start it
-  with `sudo systemctl start postgresql` on Linux systems.
-
-<br/>
-
-#### **Common Solution**
-
-For password issues or if the `postgres` role seems inaccessible directly, try
-switching to the `postgres` operating system user first. This user often has
-permission to connect without a password for local connections (this is called
-peer authentication).
-
-```bash
-sudo -i -u postgres
-psql -h 127.0.0.1
-```
-
-Once you are in the `psql` shell using this method, you can proceed with the
-database creation steps below. Afterwards, type `\q` to exit `psql`, and then
-`exit` to return to your normal user shell.
-
-If desired, once connected to `psql` as the `postgres` OS user, you can set a
-password for the `postgres` *database* user using: `ALTER USER postgres WITH
-PASSWORD 'your_chosen_password';`. This would allow direct connection with `-U
-postgres` and a password next time.
-    {{< /notice >}}
-
-1. Create a new database and a new user:
-
-    {{< notice tip >}}
-  For a real application, it's best to follow the principle of least permission
-  and only grant the privileges your application needs.
-    {{< /notice >}}
-
-    ```sql
-      CREATE USER toolbox_user WITH PASSWORD 'my-password';
-
-      CREATE DATABASE toolbox_db;
-      GRANT ALL PRIVILEGES ON DATABASE toolbox_db TO toolbox_user;
-
-      ALTER DATABASE toolbox_db OWNER TO toolbox_user;
-    ```
-
-1. End the database session:
-
-    ```bash
-    \q
-    ```
-
-    (If you used `sudo -i -u postgres` and then `psql`, remember you might also
-    need to type `exit` after `\q` to leave the `postgres` user's shell
-    session.)
-
-1. Connect to your database with your new user:
-
-    ```bash
-    psql -h 127.0.0.1 -U toolbox_user -d toolbox_db
-    ```
-
-1. Create a table using the following command:
-
-    ```sql
-    CREATE TABLE hotels(
-      id            INTEGER NOT NULL PRIMARY KEY,
-      name          VARCHAR NOT NULL,
-      location      VARCHAR NOT NULL,
-      price_tier    VARCHAR NOT NULL,
-      checkin_date  DATE    NOT NULL,
-      checkout_date DATE    NOT NULL,
-      booked        BIT     NOT NULL
-    );
-    ```
-
-1. Insert data into the table.
-
-    ```sql
-    INSERT INTO hotels(id, name, location, price_tier, checkin_date, checkout_date, booked)
-    VALUES
-      (1, 'Hilton Basel', 'Basel', 'Luxury', '2024-04-22', '2024-04-20', B'0'),
-      (2, 'Marriott Zurich', 'Zurich', 'Upscale', '2024-04-14', '2024-04-21', B'0'),
-      (3, 'Hyatt Regency Basel', 'Basel', 'Upper Upscale', '2024-04-02', '2024-04-20', B'0'),
-      (4, 'Radisson Blu Lucerne', 'Lucerne', 'Midscale', '2024-04-24', '2024-04-05', B'0'),
-      (5, 'Best Western Bern', 'Bern', 'Upper Midscale', '2024-04-23', '2024-04-01', B'0'),
-      (6, 'InterContinental Geneva', 'Geneva', 'Luxury', '2024-04-23', '2024-04-28', B'0'),
-      (7, 'Sheraton Zurich', 'Zurich', 'Upper Upscale', '2024-04-27', '2024-04-02', B'0'),
-      (8, 'Holiday Inn Basel', 'Basel', 'Upper Midscale', '2024-04-24', '2024-04-09', B'0'),
-      (9, 'Courtyard Zurich', 'Zurich', 'Upscale', '2024-04-03', '2024-04-13', B'0'),
-      (10, 'Comfort Inn Bern', 'Bern', 'Midscale', '2024-04-04', '2024-04-16', B'0');
-    ```
-
-1. End the database session:
-
-    ```bash
-    \q
-    ```
-<!-- [END database_setup] -->
--- a/docs/en/how-to/connect-ide/firestore_mcp.md
+++ b/docs/en/how-to/connect-ide/firestore_mcp.md
@@ -6,9 +6,328 @@ description: >
  Connect your IDE to Firestore using Toolbox.
 ---

-<html>
-  <head>
-    <link rel="canonical" href="https://cloud.google.com/firestore/native/docs/connect-ide-using-mcp-toolbox"/>
-    <meta http-equiv="refresh" content="0;url=https://cloud.google.com/firestore/native/docs/connect-ide-using-mcp-toolbox"/>
-  </head>
-</html>
+[Model Context Protocol (MCP)](https://modelcontextprotocol.io/introduction) is
+an open protocol for connecting Large Language Models (LLMs) to data sources
+like Firestore. This guide covers how to use [MCP Toolbox for Databases][toolbox]
+to expose your developer assistant tools to a Firestore instance:
+
+* [Cursor][cursor]
+* [Windsurf][windsurf] (Codium)
+* [Visual Studio Code][vscode] (Copilot)
+* [Cline][cline]  (VS Code extension)
+* [Claude desktop][claudedesktop]
+* [Claude code][claudecode]
+* [Gemini CLI][geminicli]
+* [Gemini Code Assist][geminicodeassist]
+
+[toolbox]: https://github.com/googleapis/genai-toolbox
+[cursor]: #configure-your-mcp-client
+[windsurf]: #configure-your-mcp-client
+[vscode]: #configure-your-mcp-client
+[cline]: #configure-your-mcp-client
+[claudedesktop]: #configure-your-mcp-client
+[claudecode]: #configure-your-mcp-client
+[geminicli]: #configure-your-mcp-client
+[geminicodeassist]: #configure-your-mcp-client
+
+## Set up Firestore
+
+1. Create or select a Google Cloud project.
+
+    * [Create a new
+      project](https://cloud.google.com/resource-manager/docs/creating-managing-projects)
+    * [Select an existing
+      project](https://cloud.google.com/resource-manager/docs/creating-managing-projects#identifying_projects)
+
+1. [Enable the Firestore
+   API](https://console.cloud.google.com/apis/library/firestore.googleapis.com)
+   for your project.
+
+1. [Create a Firestore
+   database](https://cloud.google.com/firestore/docs/create-database-web-mobile-client-library)
+   if you haven't already.
+
+1. Set up authentication for your local environment.
+
+    * [Install gcloud CLI](https://cloud.google.com/sdk/docs/install)
+    * Run `gcloud auth application-default login` to authenticate
+
+## Install MCP Toolbox
+
+1. Download the latest version of Toolbox as a binary. Select the [correct
+   binary](https://github.com/googleapis/genai-toolbox/releases) corresponding
+   to your OS and CPU architecture. You are required to use Toolbox version
+   V0.10.0+:
+
+   <!-- {x-release-please-start-version} -->
+   {{< tabpane persist=header >}}
+{{< tab header="linux/amd64" lang="bash" >}}
+curl -O https://storage.googleapis.com/genai-toolbox/v0.11.0/linux/amd64/toolbox
+{{< /tab >}}
+
+{{< tab header="darwin/arm64" lang="bash" >}}
+curl -O https://storage.googleapis.com/genai-toolbox/v0.11.0/darwin/arm64/toolbox
+{{< /tab >}}
+
+{{< tab header="darwin/amd64" lang="bash" >}}
+curl -O https://storage.googleapis.com/genai-toolbox/v0.11.0/darwin/amd64/toolbox
+{{< /tab >}}
+
+{{< tab header="windows/amd64" lang="bash" >}}
+curl -O https://storage.googleapis.com/genai-toolbox/v0.11.0/windows/amd64/toolbox
+{{< /tab >}}
+{{< /tabpane >}}
+    <!-- {x-release-please-end} -->
+
+1. Make the binary executable:
+
+    ```bash
+    chmod +x toolbox
+    ```
+
+1. Verify the installation:
+
+    ```bash
+    ./toolbox --version
+    ```
+
+## Configure your MCP Client
+
+{{< tabpane text=true >}}
+{{% tab header="Claude code" lang="en" %}}
+
+1. Install [Claude
+   Code](https://docs.anthropic.com/en/docs/agents-and-tools/claude-code/overview).
+1. Create a `.mcp.json` file in your project root if it doesn't exist.
+1. Add the following configuration, replace the environment variables with your
+   values, and save:
+
+    ```json
+    {
+      "mcpServers": {
+        "firestore": {
+          "command": "./PATH/TO/toolbox",
+          "args": ["--prebuilt","firestore","--stdio"],
+          "env": {
+            "FIRESTORE_PROJECT": "your-project-id",
+            "FIRESTORE_DATABASE": "(default)"
+          }
+        }
+      }
+    }
+    ```
+
+1. Restart Claude code to apply the new configuration.
+{{% /tab %}}
+
+{{% tab header="Claude desktop" lang="en" %}}
+
+1. Open [Claude desktop](https://claude.ai/download) and navigate to Settings.
+1. Under the Developer tab, tap Edit Config to open the configuration file.
+1. Add the following configuration, replace the environment variables with your
+   values, and save:
+
+    ```json
+    {
+      "mcpServers": {
+        "firestore": {
+          "command": "./PATH/TO/toolbox",
+          "args": ["--prebuilt","firestore","--stdio"],
+          "env": {
+            "FIRESTORE_PROJECT": "your-project-id",
+            "FIRESTORE_DATABASE": "(default)"
+          }
+        }
+      }
+    }
+    ```
+
+1. Restart Claude desktop.
+1. From the new chat screen, you should see a hammer (MCP) icon appear with the
+   new MCP server available.
+{{% /tab %}}
+
+{{% tab header="Cline" lang="en" %}}
+
+1. Open the [Cline](https://github.com/cline/cline) extension in VS Code and tap
+   the **MCP Servers** icon.
+1. Tap Configure MCP Servers to open the configuration file.
+1. Add the following configuration, replace the environment variables with your
+   values, and save:
+
+    ```json
+    {
+      "mcpServers": {
+        "firestore": {
+          "command": "./PATH/TO/toolbox",
+          "args": ["--prebuilt","firestore","--stdio"],
+          "env": {
+            "FIRESTORE_PROJECT": "your-project-id",
+            "FIRESTORE_DATABASE": "(default)"
+          }
+        }
+      }
+    }
+    ```
+
+1. You should see a green active status after the server is successfully
+   connected.
+{{% /tab %}}
+
+{{% tab header="Cursor" lang="en" %}}
+
+1. Create a `.cursor` directory in your project root if it doesn't exist.
+1. Create a `.cursor/mcp.json` file if it doesn't exist and open it.
+1. Add the following configuration, replace the environment variables with your
+   values, and save:
+
+    ```json
+    {
+      "mcpServers": {
+        "firestore": {
+          "command": "./PATH/TO/toolbox",
+          "args": ["--prebuilt","firestore","--stdio"],
+          "env": {
+            "FIRESTORE_PROJECT": "your-project-id",
+            "FIRESTORE_DATABASE": "(default)"
+          }
+        }
+      }
+    }
+    ```
+
+1. [Cursor](https://www.cursor.com/) and navigate to **Settings > Cursor
+   Settings > MCP**. You should see a green active status after the server is
+   successfully connected.
+{{% /tab %}}
+
+{{% tab header="Visual Studio Code (Copilot)" lang="en" %}}
+
+1. Open [VS Code](https://code.visualstudio.com/docs/copilot/overview) and
+   create a `.vscode` directory in your project root if it doesn't exist.
+1. Create a `.vscode/mcp.json` file if it doesn't exist and open it.
+1. Add the following configuration, replace the environment variables with your
+   values, and save:
+
+    ```json
+    {
+      "mcpServers": {
+        "firestore": {
+          "command": "./PATH/TO/toolbox",
+          "args": ["--prebuilt","firestore","--stdio"],
+          "env": {
+            "FIRESTORE_PROJECT": "your-project-id",
+            "FIRESTORE_DATABASE": "(default)"
+          }
+        }
+      }
+    }
+    ```
+
+{{% /tab %}}
+
+{{% tab header="Windsurf" lang="en" %}}
+
+1. Open [Windsurf](https://docs.codeium.com/windsurf) and navigate to the
+   Cascade assistant.
+1. Tap on the hammer (MCP) icon, then Configure to open the configuration file.
+1. Add the following configuration, replace the environment variables with your
+   values, and save:
+
+    ```json
+    {
+      "mcpServers": {
+        "firestore": {
+          "command": "./PATH/TO/toolbox",
+          "args": ["--prebuilt","firestore","--stdio"],
+          "env": {
+            "FIRESTORE_PROJECT": "your-project-id",
+            "FIRESTORE_DATABASE": "(default)"
+          }
+        }
+      }
+    }
+
+    ```
+
+{{% /tab %}}
+{{% tab header="Gemini CLI" lang="en" %}}
+
+1. Install the [Gemini
+   CLI](https://github.com/google-gemini/gemini-cli?tab=readme-ov-file#quickstart).
+1. In your working directory, create a folder named `.gemini`. Within it, create
+   a `settings.json` file.
+1. Add the following configuration, replace the environment variables with your
+   values, and then save:
+
+    ```json
+    {
+      "mcpServers": {
+        "firestore": {
+          "command": "./PATH/TO/toolbox",
+          "args": ["--prebuilt","firestore","--stdio"],
+          "env": {
+            "FIRESTORE_PROJECT": "your-project-id",
+            "FIRESTORE_DATABASE": "(default)"
+          }
+        }
+      }
+    }
+
+    ```
+
+{{% /tab %}}
+{{% tab header="Gemini Code Assist" lang="en" %}}
+
+1. Install the [Gemini Code
+   Assist](https://marketplace.visualstudio.com/items?itemName=Google.geminicodeassist)
+   extension in Visual Studio Code.
+1. Enable Agent Mode in Gemini Code Assist chat.
+1. In your working directory, create a folder named `.gemini`. Within it, create
+   a `settings.json` file.
+1. Add the following configuration, replace the environment variables with your
+   values, and then save:
+
+    ```json
+    {
+      "mcpServers": {
+        "firestore": {
+          "command": "./PATH/TO/toolbox",
+          "args": ["--prebuilt","firestore","--stdio"],
+          "env": {
+            "FIRESTORE_PROJECT": "your-project-id",
+            "FIRESTORE_DATABASE": "(default)"
+          }
+        }
+      }
+    }
+
+    ```
+
+{{% /tab %}}
+{{< /tabpane >}}
+
+## Use Tools
+
+Your AI tool is now connected to Firestore using MCP. Try asking your AI
+assistant to list collections, get documents, query collections, or manage
+security rules.
+
+The following tools are available to the LLM:
+
+1. **firestore-get-documents**: Gets multiple documents from Firestore by their
+   paths
+1. **firestore-list-collections**: List Firestore collections for a given parent
+   path
+1. **firestore-delete-documents**: Delete multiple documents from Firestore
+1. **firestore-query-collection**: Query documents from a collection with
+   filtering, ordering, and limit options
+1. **firestore-get-rules**: Retrieves the active Firestore security rules for
+   the current project
+1. **firestore-validate-rules**: Validates Firestore security rules syntax and
+   errors
+
+{{< 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.
+{{< /notice >}}
--- a/docs/en/how-to/connect-ide/looker_mcp.md
+++ b/docs/en/how-to/connect-ide/looker_mcp.md
@@ -11,7 +11,6 @@ an open protocol for connecting Large Language Models (LLMs) to data sources
 like Postgres. This guide covers how to use [MCP Toolbox for Databases][toolbox]
 to expose your developer assistant tools to a Looker instance:

-* [Gemini-CLI][gemini-cli]
 * [Cursor][cursor]
 * [Windsurf][windsurf] (Codium)
 * [Visual Studio Code][vscode] (Copilot)
@@ -20,7 +19,6 @@ to expose your developer assistant tools to a Looker instance:
 * [Claude code][claudecode]

 [toolbox]: https://github.com/googleapis/genai-toolbox
-[gemini-cli]: #configure-your-mcp-client
 [cursor]: #configure-your-mcp-client
 [windsurf]: #configure-your-mcp-client
 [vscode]: #configure-your-mcp-client
@@ -48,19 +46,19 @@ 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/v0.14.0/linux/amd64/toolbox
+curl -O https://storage.googleapis.com/genai-toolbox/v0.11.0/linux/amd64/toolbox
 {{< /tab >}}

 {{< tab header="darwin/arm64" lang="bash" >}}
-curl -O https://storage.googleapis.com/genai-toolbox/v0.14.0/darwin/arm64/toolbox
+curl -O https://storage.googleapis.com/genai-toolbox/v0.11.0/darwin/arm64/toolbox
 {{< /tab >}}

 {{< tab header="darwin/amd64" lang="bash" >}}
-curl -O https://storage.googleapis.com/genai-toolbox/v0.14.0/darwin/amd64/toolbox
+curl -O https://storage.googleapis.com/genai-toolbox/v0.11.0/darwin/amd64/toolbox
 {{< /tab >}}

 {{< tab header="windows/amd64" lang="bash" >}}
-curl -O https://storage.googleapis.com/genai-toolbox/v0.14.0/windows/amd64/toolbox.exe
+curl -O https://storage.googleapis.com/genai-toolbox/v0.11.0/windows/amd64/toolbox.exe
 {{< /tab >}}
 {{< /tabpane >}}
    <!-- {x-release-please-end} -->
@@ -80,36 +78,6 @@ curl -O https://storage.googleapis.com/genai-toolbox/v0.14.0/windows/amd64/toolb
 ## Configure your MCP Client

 {{< tabpane text=true >}}
-{{% tab header="Gemini-CLI" lang="en" %}}
-
-1. Install [Gemini-CLI](https://github.com/google-gemini/gemini-cli#install-globally-with-npm).
-1. Create a directory `.gemini` in your home directory if it doesn't exist.
-1. Create the file `.gemini/settings.json` if it doesn't exist.
-1. Add the following configuration, or add the mcpServers stanza if you already
-   have a `settings.json` with content. Replace the path to the toolbox
-   executable and the environment variables with your values, and save:
-
-    ```json
-    {
-      "mcpServers": {
-        "looker-toolbox": {
-          "command": "./PATH/TO/toolbox",
-          "args": ["--stdio", "--prebuilt", "looker"],
-          "env": {
-            "LOOKER_BASE_URL": "https://looker.example.com",
-            "LOOKER_CLIENT_ID": "",
-            "LOOKER_CLIENT_SECRET": "",
-            "LOOKER_VERIFY_SSL": "true"
-          }
-        }
-      }
-    }
-    ```
-
-1. Start Gemini-CLI with the `gemini` command and use the command `/mcp` to see
-   the configured MCP tools.
-{{% /tab %}}
-
 {{% tab header="Claude code" lang="en" %}}

 1. Install [Claude
@@ -235,7 +203,7 @@ curl -O https://storage.googleapis.com/genai-toolbox/v0.14.0/windows/amd64/toolb

    ```json
    {
-      "servers": {
+      "mcpServers": {
        "looker-toolbox": {
          "command": "./PATH/TO/toolbox",
          "args": ["--stdio", "--prebuilt", "looker"],
@@ -295,15 +263,11 @@ The following tools are available to the LLM:
 1. **get_measures**: list the measures in a given explore
 1. **get_filters**: list the filters in a given explore
 1. **get_parameters**: list the parameters in a given explore
-1. **query**: Run a query and return the data
+1. **query**: Run a query
 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
 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
-1. **get_dashboards**: Return the saved dashboards that match a title or description
-1. **make_dashboard**: Create a saved dashboard in Looker and return the URL
-1. **add_dashboard_element**: Add a tile to a dashboard

 {{< notice note >}}
 Prebuilt tools are pre-1.0, so expect some tool changes between versions. LLMs
--- a/docs/en/how-to/connect-ide/mssql_mcp.md
+++ b/docs/en/how-to/connect-ide/mssql_mcp.md
@@ -37,19 +37,19 @@ description: "Connect your IDE to SQL Server using Toolbox."
   <!-- {x-release-please-start-version} -->
   {{< tabpane persist=header >}}
 {{< tab header="linux/amd64" lang="bash" >}}
-curl -O https://storage.googleapis.com/genai-toolbox/v0.14.0/linux/amd64/toolbox
+curl -O https://storage.googleapis.com/genai-toolbox/v0.11.0/linux/amd64/toolbox
 {{< /tab >}}

 {{< tab header="darwin/arm64" lang="bash" >}}
-curl -O https://storage.googleapis.com/genai-toolbox/v0.14.0/darwin/arm64/toolbox
+curl -O https://storage.googleapis.com/genai-toolbox/v0.11.0/darwin/arm64/toolbox
 {{< /tab >}}

 {{< tab header="darwin/amd64" lang="bash" >}}
-curl -O https://storage.googleapis.com/genai-toolbox/v0.14.0/darwin/amd64/toolbox
+curl -O https://storage.googleapis.com/genai-toolbox/v0.11.0/darwin/amd64/toolbox
 {{< /tab >}}

 {{< tab header="windows/amd64" lang="bash" >}}
-curl -O https://storage.googleapis.com/genai-toolbox/v0.14.0/windows/amd64/toolbox.exe
+curl -O https://storage.googleapis.com/genai-toolbox/v0.11.0/windows/amd64/toolbox.exe
 {{< /tab >}}
 {{< /tabpane >}}
    <!-- {x-release-please-end} -->
@@ -182,17 +182,19 @@ curl -O https://storage.googleapis.com/genai-toolbox/v0.14.0/windows/amd64/toolb

    ```json
    {
-      "servers": {
-        "mssql": {
-          "command": "./PATH/TO/toolbox",
-          "args": ["--prebuilt","mssql","--stdio"],
-          "env": {
-            "MSSQL_HOST": "",
-            "MSSQL_PORT": "",
-            "MSSQL_DATABASE": "",
-            "MSSQL_USER": "",
-            "MSSQL_PASSWORD": ""
-          }
+    "mcp" : {
+        "servers": {
+        "cloud-sql-sqlserver": {
+            "command": "./PATH/TO/toolbox",
+            "args": ["--prebuilt","cloud-sql-mssql","--stdio"],
+            "env": {
+              "MSSQL_HOST": "",
+              "MSSQL_PORT": "",
+              "MSSQL_DATABASE": "",
+              "MSSQL_USER": "",
+              "MSSQL_PASSWORD": ""
+            }
+         }
        }
      }
    }
@@ -284,4 +286,4 @@ The following tools are available to the LLM:

 {{< 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.
-{{< /notice >}}
+{{< /notice >}}
--- a/docs/en/how-to/connect-ide/mysql_mcp.md
+++ b/docs/en/how-to/connect-ide/mysql_mcp.md
@@ -37,19 +37,19 @@ description: "Connect your IDE to MySQL using Toolbox."
   <!-- {x-release-please-start-version} -->
   {{< tabpane persist=header >}}
 {{< tab header="linux/amd64" lang="bash" >}}
-curl -O https://storage.googleapis.com/genai-toolbox/v0.14.0/linux/amd64/toolbox
+curl -O https://storage.googleapis.com/genai-toolbox/v0.11.0/linux/amd64/toolbox
 {{< /tab >}}

 {{< tab header="darwin/arm64" lang="bash" >}}
-curl -O https://storage.googleapis.com/genai-toolbox/v0.14.0/darwin/arm64/toolbox
+curl -O https://storage.googleapis.com/genai-toolbox/v0.11.0/darwin/arm64/toolbox
 {{< /tab >}}

 {{< tab header="darwin/amd64" lang="bash" >}}
-curl -O https://storage.googleapis.com/genai-toolbox/v0.14.0/darwin/amd64/toolbox
+curl -O https://storage.googleapis.com/genai-toolbox/v0.11.0/darwin/amd64/toolbox
 {{< /tab >}}

 {{< tab header="windows/amd64" lang="bash" >}}
-curl -O https://storage.googleapis.com/genai-toolbox/v0.14.0/windows/amd64/toolbox.exe
+curl -O https://storage.googleapis.com/genai-toolbox/v0.11.0/windows/amd64/toolbox.exe
 {{< /tab >}}
 {{< /tabpane >}}
    <!-- {x-release-please-end} -->
@@ -182,7 +182,7 @@ curl -O https://storage.googleapis.com/genai-toolbox/v0.14.0/windows/amd64/toolb

    ```json
    {
-      "servers": {
+      "mcpServers": {
        "mysql": {
          "command": "./PATH/TO/toolbox",
          "args": ["--prebuilt","mysql","--stdio"],
--- a/docs/en/how-to/connect-ide/neo4j_mcp.md
+++ b/docs/en/how-to/connect-ide/neo4j_mcp.md
@@ -1,281 +0,0 @@
---
-title: Neo4j using MCP
-type: docs
-weight: 2
-description: "Connect your IDE to Neo4j using Toolbox."
---
-
-[Model Context Protocol (MCP)](https://modelcontextprotocol.io/introduction) is an open protocol for connecting Large Language Models (LLMs) to data sources like Neo4j. This guide covers how to use [MCP Toolbox for Databases][toolbox] to expose your developer assistant tools to a Neo4j instance:
-
-* [Cursor][cursor]
-* [Windsurf][windsurf] (Codium)
-* [Visual Studio Code][vscode] (Copilot)
-* [Cline][cline] (VS Code extension)
-* [Claude desktop][claudedesktop]
-* [Claude code][claudecode]
-* [Gemini CLI][geminicli]
-* [Gemini Code Assist][geminicodeassist]
-
-[toolbox]: https://github.com/googleapis/genai-toolbox
-[cursor]: #configure-your-mcp-client
-[windsurf]: #configure-your-mcp-client
-[vscode]: #configure-your-mcp-client
-[cline]: #configure-your-mcp-client
-[claudedesktop]: #configure-your-mcp-client
-[claudecode]: #configure-your-mcp-client
-[geminicli]: #configure-your-mcp-client
-[geminicodeassist]: #configure-your-mcp-client
-
-## Set up the database
-
-1.  [Create or select a Neo4j instance.](https://neo4j.com/cloud/platform/aura-graph-database/)
-
-## Install MCP Toolbox
-
-1. Download the latest version of Toolbox as a binary. Select the [correct binary](https://github.com/googleapis/genai-toolbox/releases) corresponding to your OS and CPU architecture. You are required to use Toolbox version v0.15.0+:
-
-   <!-- {x-release-please-start-version} -->
-   {{< tabpane persist=header >}}
-{{< tab header="linux/amd64" lang="bash" >}}
-curl -O https://storage.googleapis.com/genai-toolbox/v0.15.0/linux/amd64/toolbox
-{{< /tab >}}
-
-{{< tab header="darwin/arm64" lang="bash" >}}
-curl -O https://storage.googleapis.com/genai-toolbox/v0.15.0/darwin/arm64/toolbox
-{{< /tab >}}
-
-{{< tab header="darwin/amd64" lang="bash" >}}
-curl -O https://storage.googleapis.com/genai-toolbox/v0.15.0/darwin/amd64/toolbox
-{{< /tab >}}
-
-{{< tab header="windows/amd64" lang="bash" >}}
-curl -O https://storage.googleapis.com/genai-toolbox/v0.15.0/windows/amd64/toolbox.exe
-{{< /tab >}}
-{{< /tabpane >}}
-    <!-- {x-release-please-end} -->
-
-1. Make the binary executable:
-
-    ```bash
-    chmod +x toolbox
-    ```
-
-1. Verify the installation:
-
-    ```bash
-    ./toolbox --version
-    ```
-
-## Configure your MCP Client
-
-{{< tabpane text=true >}}
-{{% tab header="Claude code" lang="en" %}}
-
-1.  Install [Claude Code](https://docs.anthropic.com/en/docs/agents-and-tools/claude-code/overview).
-1.  Create a `.mcp.json` file in your project root if it doesn't exist.
-1.  Add the following configuration, replace the environment variables with your values, and save:
-
-    ```json
-    {
-      "mcpServers": {
-        "neo4j": {
-          "command": "./PATH/TO/toolbox",
-          "args": ["--prebuilt","neo4j","--stdio"],
-          "env": {
-            "NEO4J_URI": "",
-            "NEO4J_DATABASE": "",
-            "NEO4J_USERNAME": "",
-            "NEO4J_PASSWORD": ""
-          }
-        }
-      }
-    }
-    ```
-
-1.  Restart Claude code to apply the new configuration.
-{{% /tab %}}
-{{% tab header="Claude desktop" lang="en" %}}
-
-1.  Open [Claude desktop](https://claude.ai/download) and navigate to Settings.
-1.  Under the Developer tab, tap Edit Config to open the configuration file.
-1.  Add the following configuration, replace the environment variables with your values, and save:
-
-    ```json
-    {
-      "mcpServers": {
-        "neo4j": {
-          "command": "./PATH/TO/toolbox",
-          "args": ["--prebuilt","neo4j","--stdio"],
-          "env": {
-            "NEO4J_URI": "",
-            "NEO4J_DATABASE": "",
-            "NEO4J_USERNAME": "",
-            "NEO4J_PASSWORD": ""
-          }
-        }
-      }
-    }
-    ```
-
-1.  Restart Claude desktop.
-1.  From the new chat screen, you should see a hammer (MCP) icon appear with the new MCP server available.
-{{% /tab %}}
-{{% tab header="Cline" lang="en" %}}
-
-1.  Open the [Cline](https://github.com/cline/cline) extension in VS Code and tap the **MCP Servers** icon.
-1.  Tap Configure MCP Servers to open the configuration file.
-1.  Add the following configuration, replace the environment variables with your values, and save:
-
-    ```json
-    {
-      "mcpServers": {
-        "neo4j": {
-          "command": "./PATH/TO/toolbox",
-          "args": ["--prebuilt","neo4j","--stdio"],
-          "env": {
-            "NEO4J_URI": "",
-            "NEO4J_DATABASE": "",
-            "NEO4J_USERNAME": "",
-            "NEO4J_PASSWORD": ""
-          }
-        }
-      }
-    }
-    ```
-
-1.  You should see a green active status after the server is successfully connected.
-{{% /tab %}}
-{{% tab header="Cursor" lang="en" %}}
-
-1.  Create a `.cursor` directory in your project root if it doesn't exist.
-1.  Create a `.cursor/mcp.json` file if it doesn't exist and open it.
-1.  Add the following configuration, replace the environment variables with your values, and save:
-
-    ```json
-    {
-      "mcpServers": {
-        "neo4j": {
-          "command": "./PATH/TO/toolbox",
-          "args": ["--prebuilt","neo4j","--stdio"],
-          "env": {
-            "NEO4J_URI": "",
-            "NEO4J_DATABASE": "",
-            "NEO4J_USERNAME": "",
-            "NEO4J_PASSWORD": ""
-          }
-        }
-      }
-    }
-    ```
-
-1.  Open [Cursor](https://www.cursor.com/) and navigate to **Settings > Cursor Settings > MCP**. You should see a green active status after the server is successfully connected.
-{{% /tab %}}
-{{% tab header="Visual Studio Code (Copilot)" lang="en" %}}
-
-1.  Open [VS Code](https://code.visualstudio.com/docs/copilot/overview) and create a `.vscode` directory in your project root if it doesn't exist.
-1.  Create a `.vscode/mcp.json` file if it doesn't exist and open it.
-1.  Add the following configuration, replace the environment variables with your values, and save:
-
-    ```json
-    {
-    "mcp" : {
-        "servers": {
-        "neo4j": {
-            "command": "./PATH/TO/toolbox",
-            "args": ["--prebuilt","neo4j","--stdio"],
-            "env": {
-              "NEO4J_URI": "",
-              "NEO4J_DATABASE": "",
-              "NEO4J_USERNAME": "",
-              "NEO4J_PASSWORD": ""
-            }
-         }
-        }
-      }
-    }
-    ```
-{{% /tab %}}
-{{% tab header="Windsurf" lang="en" %}}
-
-1.  Open [Windsurf](https://docs.codeium.com/windsurf) and navigate to the Cascade assistant.
-1.  Tap on the hammer (MCP) icon, then Configure to open the configuration file.
-1.  Add the following configuration, replace the environment variables with your values, and save:
-
-    ```json
-    {
-      "mcpServers": {
-        "neo4j": {
-          "command": "./PATH/TO/toolbox",
-          "args": ["--prebuilt","neo4j","--stdio"],
-          "env": {
-            "NEO4J_URI": "",
-            "NEO4J_DATABASE": "",
-            "NEO4J_USERNAME": "",
-            "NEO4J_PASSWORD": ""
-          }
-        }
-      }
-    }
-    ```
-{{% /tab %}}
-{{% tab header="Gemini CLI" lang="en" %}}
-
-1.  Install the [Gemini CLI](https://github.com/google-gemini/gemini-cli?tab=readme-ov-file#quickstart).
-1.  In your working directory, create a folder named `.gemini`. Within it, create a `settings.json` file.
-1.  Add the following configuration, replace the environment variables with your values, and then save:
-
-    ```json
-    {
-      "mcpServers": {
-        "neo4j": {
-          "command": "./PATH/TO/toolbox",
-          "args": ["--prebuilt","neo4j","--stdio"],
-          "env": {
-            "NEO4J_URI": "",
-            "NEO4J_DATABASE": "",
-            "NEO4J_USERNAME": "",
-            "NEO4J_PASSWORD": ""
-          }
-        }
-      }
-    }
-    ```
-{{% /tab %}}
-{{% tab header="Gemini Code Assist" lang="en" %}}
-
-1.  Install the [Gemini Code Assist](https://marketplace.visualstudio.com/items?itemName=Google.geminicodeassist) extension in Visual Studio Code.
-1.  Enable Agent Mode in Gemini Code Assist chat.
-1.  In your working directory, create a folder named `.gemini`. Within it, create a `settings.json` file.
-1.  Add the following configuration, replace the environment variables with your values, and then save:
-
-    ```json
-    {
-      "mcpServers": {
-        "neo4j": {
-          "command": "./PATH/TO/toolbox",
-          "args": ["--prebuilt","neo4j","--stdio"],
-          "env": {
-            "NEO4J_URI": "",
-            "NEO4J_DATABASE": "",
-            "NEO4J_USERNAME": "",
-            "NEO4J_PASSWORD": ""
-          }
-        }
-      }
-    }
-    ```
-{{% /tab %}}
-{{< /tabpane >}}
-
-## Use Tools
-
-Your AI tool is now connected to Neo4j using MCP. Try asking your AI assistant to get the graph schema or execute Cypher statements.
-
-The following tools are available to the LLM:
-
-1.  **get_schema**: extracts the complete database schema, including details about node labels, relationships, properties, constraints, and indexes.
-1.  **execute_cypher**: executes any arbitrary Cypher statement.
-
-{{< 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.
-{{< /notice >}}
--- a/docs/en/how-to/connect-ide/postgres_mcp.md
+++ b/docs/en/how-to/connect-ide/postgres_mcp.md
@@ -17,8 +17,6 @@ to expose your developer assistant tools to a Postgres instance:
 * [Cline][cline]  (VS Code extension)
 * [Claude desktop][claudedesktop]
 * [Claude code][claudecode]
-* [Gemini CLI][geminicli]
-* [Gemini Code Assist][geminicodeassist]

 [toolbox]: https://github.com/googleapis/genai-toolbox
 [cursor]: #configure-your-mcp-client
@@ -27,8 +25,6 @@ to expose your developer assistant tools to a Postgres instance:
 [cline]: #configure-your-mcp-client
 [claudedesktop]: #configure-your-mcp-client
 [claudecode]: #configure-your-mcp-client
-[geminicli]: #configure-your-mcp-client
-[geminicodeassist]: #configure-your-mcp-client

 {{< notice tip >}}
 This guide can be used with [AlloyDB
@@ -56,19 +52,19 @@ 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/v0.14.0/linux/amd64/toolbox
+curl -O https://storage.googleapis.com/genai-toolbox/v0.11.0/linux/amd64/toolbox
 {{< /tab >}}

 {{< tab header="darwin/arm64" lang="bash" >}}
-curl -O https://storage.googleapis.com/genai-toolbox/v0.14.0/darwin/arm64/toolbox
+curl -O https://storage.googleapis.com/genai-toolbox/v0.11.0/darwin/arm64/toolbox
 {{< /tab >}}

 {{< tab header="darwin/amd64" lang="bash" >}}
-curl -O https://storage.googleapis.com/genai-toolbox/v0.14.0/darwin/amd64/toolbox
+curl -O https://storage.googleapis.com/genai-toolbox/v0.11.0/darwin/amd64/toolbox
 {{< /tab >}}

 {{< tab header="windows/amd64" lang="bash" >}}
-curl -O https://storage.googleapis.com/genai-toolbox/v0.14.0/windows/amd64/toolbox.exe
+curl -O https://storage.googleapis.com/genai-toolbox/v0.11.0/windows/amd64/toolbox.exe
 {{< /tab >}}
 {{< /tabpane >}}
    <!-- {x-release-please-end} -->
@@ -217,7 +213,7 @@ curl -O https://storage.googleapis.com/genai-toolbox/v0.14.0/windows/amd64/toolb

    ```json
    {
-      "servers": {
+      "mcpServers": {
        "postgres": {
          "command": "./PATH/TO/toolbox",
          "args": ["--prebuilt","postgres","--stdio"],
@@ -263,57 +259,6 @@ curl -O https://storage.googleapis.com/genai-toolbox/v0.14.0/windows/amd64/toolb
    ```

 {{% /tab %}}
-
-{{% tab header="Gemini CLI" lang="en" %}}
-
-1.  Install the [Gemini CLI](https://github.com/google-gemini/gemini-cli?tab=readme-ov-file#quickstart).
-1.  In your working directory, create a folder named `.gemini`. Within it, create a `settings.json` file.
-1.  Add the following configuration, replace the environment variables with your values, and then save:
-
-    ```json
-    {
-      "mcpServers": {
-        "postgres": {
-          "command": "./PATH/TO/toolbox",
-          "args": ["--prebuilt","postgres","--stdio"],
-          "env": {
-            "POSTGRES_HOST": "",
-            "POSTGRES_PORT": "",
-            "POSTGRES_DATABASE": "",
-            "POSTGRES_USER": "",
-            "POSTGRES_PASSWORD": ""
-          }
-        }
-      }
-    }
-    ```
-{{% /tab %}}
-
-{{% tab header="Gemini Code Assist" lang="en" %}}
-
-1.  Install the [Gemini Code Assist](https://marketplace.visualstudio.com/items?itemName=Google.geminicodeassist) extension in Visual Studio Code.
-1.  Enable Agent Mode in Gemini Code Assist chat.
-1.  In your working directory, create a folder named `.gemini`. Within it, create a `settings.json` file.
-1.  Add the following configuration, replace the environment variables with your values, and then save:
-
-    ```json
-    {
-      "mcpServers": {
-        "postgres": {
-          "command": "./PATH/TO/toolbox",
-          "args": ["--prebuilt","postgres","--stdio"],
-          "env": {
-            "POSTGRES_HOST": "",
-            "POSTGRES_PORT": "",
-            "POSTGRES_DATABASE": "",
-            "POSTGRES_USER": "",
-            "POSTGRES_PASSWORD": ""
-          }
-        }
-      }
-    }
-    ```
-{{% /tab %}}
 {{< /tabpane >}}

 ## Use Tools
--- a/docs/en/how-to/connect-ide/sqlite_mcp.md
+++ b/docs/en/how-to/connect-ide/sqlite_mcp.md
@@ -1,255 +0,0 @@
---
-title: SQLite using MCP
-type: docs
-weight: 2
-description: "Connect your IDE to SQLite using Toolbox."
---
-
-[Model Context Protocol (MCP)](https://modelcontextprotocol.io/introduction) is an open protocol for connecting Large Language Models (LLMs) to data sources like SQLite. This guide covers how to use [MCP Toolbox for Databases][toolbox] to expose your developer assistant tools to a SQLite instance:
-
-* [Cursor][cursor]
-* [Windsurf][windsurf] (Codium)
-* [Visual Studio Code][vscode] (Copilot)
-* [Cline][cline] (VS Code extension)
-* [Claude desktop][claudedesktop]
-* [Claude code][claudecode]
-* [Gemini CLI][geminicli]
-* [Gemini Code Assist][geminicodeassist]
-
-[toolbox]: https://github.com/googleapis/genai-toolbox
-[cursor]: #configure-your-mcp-client
-[windsurf]: #configure-your-mcp-client
-[vscode]: #configure-your-mcp-client
-[cline]: #configure-your-mcp-client
-[claudedesktop]: #configure-your-mcp-client
-[claudecode]: #configure-your-mcp-client
-[geminicli]: #configure-your-mcp-client
-[geminicodeassist]: #configure-your-mcp-client
-
-## Set up the database
-
-1.  [Create or select a SQLite database file.](https://www.sqlite.org/download.html)
-
-## Install MCP Toolbox
-
-1. Download the latest version of Toolbox as a binary. Select the [correct binary](https://github.com/googleapis/genai-toolbox/releases) corresponding to your OS and CPU architecture. You are required to use Toolbox version V0.10.0+:
-
-   <!-- {x-release-please-start-version} -->
-   {{< tabpane persist=header >}}
-{{< tab header="linux/amd64" lang="bash" >}}
-curl -O https://storage.googleapis.com/genai-toolbox/v1.0.0/linux/amd64/toolbox
-{{< /tab >}}
-
-{{< tab header="darwin/arm64" lang="bash" >}}
-curl -O https://storage.googleapis.com/genai-toolbox/v1.0.0/darwin/arm64/toolbox
-{{< /tab >}}
-
-{{< tab header="darwin/amd64" lang="bash" >}}
-curl -O https://storage.googleapis.com/genai-toolbox/v1.0.0/darwin/amd64/toolbox
-{{< /tab >}}
-
-{{< tab header="windows/amd64" lang="bash" >}}
-curl -O https://storage.googleapis.com/genai-toolbox/v1.0.0/windows/amd64/toolbox.exe
-{{< /tab >}}
-{{< /tabpane >}}
-    <!-- {x-release-please-end} -->
-
-1. Make the binary executable:
-
-    ```bash
-    chmod +x toolbox
-    ```
-
-1. Verify the installation:
-
-    ```bash
-    ./toolbox --version
-    ```
-
-## Configure your MCP Client
-
-{{< tabpane text=true >}}
-{{% tab header="Claude code" lang="en" %}}
-
-1.  Install [Claude Code](https://docs.anthropic.com/en/docs/agents-and-tools/claude-code/overview).
-1.  Create a `.mcp.json` file in your project root if it doesn't exist.
-1.  Add the following configuration, replace the environment variables with your values, and save:
-
-    ```json
-    {
-      "mcpServers": {
-        "sqlite": {
-          "command": "./PATH/TO/toolbox",
-          "args": ["--prebuilt", "sqlite", "--stdio"],
-          "env": {
-            "SQLITE_DATABASE": "./sample.db"
-          }
-        }
-      }
-    }
-    ```
-
-1.  Restart Claude code to apply the new configuration.
-{{% /tab %}}
-{{% tab header="Claude desktop" lang="en" %}}
-
-1.  Open [Claude desktop](https://claude.ai/download) and navigate to Settings.
-1.  Under the Developer tab, tap Edit Config to open the configuration file.
-1.  Add the following configuration, replace the environment variables with your values, and save:
-
-    ```json
-    {
-      "mcpServers": {
-        "sqlite": {
-          "command": "./PATH/TO/toolbox",
-          "args": ["--prebuilt", "sqlite", "--stdio"],
-          "env": {
-            "SQLITE_DATABASE": "./sample.db"
-          }
-        }
-      }
-    }
-    ```
-
-1.  Restart Claude desktop.
-1.  From the new chat screen, you should see a hammer (MCP) icon appear with the new MCP server available.
-{{% /tab %}}
-{{% tab header="Cline" lang="en" %}}
-
-1.  Open the [Cline](https://github.com/cline/cline) extension in VS Code and tap the **MCP Servers** icon.
-1.  Tap Configure MCP Servers to open the configuration file.
-1.  Add the following configuration, replace the environment variables with your values, and save:
-
-    ```json
-    {
-      "mcpServers": {
-        "sqlite": {
-          "command": "./PATH/TO/toolbox",
-          "args": ["--prebuilt", "sqlite", "--stdio"],
-          "env": {
-            "SQLITE_DATABASE": "./sample.db"
-          }
-        }
-      }
-    }
-    ```
-
-1.  You should see a green active status after the server is successfully connected.
-{{% /tab %}}
-{{% tab header="Cursor" lang="en" %}}
-
-1.  Create a `.cursor` directory in your project root if it doesn't exist.
-1.  Create a `.cursor/mcp.json` file if it doesn't exist and open it.
-1.  Add the following configuration, replace the environment variables with your values, and save:
-
-    ```json
-    {
-      "mcpServers": {
-        "sqlite": {
-          "command": "./PATH/TO/toolbox",
-          "args": ["--prebuilt", "sqlite", "--stdio"],
-          "env": {
-            "SQLITE_DATABASE": "./sample.db"
-          }
-        }
-      }
-    }
-    ```
-
-1.  Open [Cursor](https://www.cursor.com/) and navigate to **Settings > Cursor Settings > MCP**. You should see a green active status after the server is successfully connected.
-{{% /tab %}}
-{{% tab header="Visual Studio Code (Copilot)" lang="en" %}}
-
-1.  Open [VS Code](https://code.visualstudio.com/docs/copilot/overview) and create a `.vscode` directory in your project root if it doesn't exist.
-1.  Create a `.vscode/mcp.json` file if it doesn't exist and open it.
-1.  Add the following configuration, replace the environment variables with your values, and save:
-
-    ```json
-    {
-      "servers": {
-        "sqlite": {
-          "command": "./PATH/TO/toolbox",
-          "args": ["--prebuilt","sqlite","--stdio"],
-          "env": {
-            "SQLITE_DATABASE": "./sample.db"
-          }
-        }
-      }
-    }
-    ```
-{{% /tab %}}
-{{% tab header="Windsurf" lang="en" %}}
-
-1.  Open [Windsurf](https://docs.codeium.com/windsurf) and navigate to the Cascade assistant.
-1.  Tap on the hammer (MCP) icon, then Configure to open the configuration file.
-1.  Add the following configuration, replace the environment variables with your values, and save:
-
-    ```json
-    {
-      "mcpServers": {
-        "sqlite": {
-          "command": "./PATH/TO/toolbox",
-          "args": ["--prebuilt","sqlite","--stdio"],
-          "env": {
-            "SQLITE_DATABASE": "./sample.db"
-          }
-        }
-      }
-    }
-    ```
-{{% /tab %}}
-{{% tab header="Gemini CLI" lang="en" %}}
-
-1.  Install the [Gemini CLI](https://github.com/google-gemini/gemini-cli?tab=readme-ov-file#quickstart).
-1.  In your working directory, create a folder named `.gemini`. Within it, create a `settings.json` file.
-1.  Add the following configuration, replace the environment variables with your values, and then save:
-
-    ```json
-    {
-      "mcpServers": {
-        "sqlite": {
-          "command": "./PATH/TO/toolbox",
-          "args": ["--prebuilt","sqlite","--stdio"],
-          "env": {
-            "SQLITE_DATABASE": "./sample.db"
-          }
-        }
-      }
-    }
-    ```
-{{% /tab %}}
-{{% tab header="Gemini Code Assist" lang="en" %}}
-
-1.  Install the [Gemini Code Assist](https://marketplace.visualstudio.com/items?itemName=Google.geminicodeassist) extension in Visual Studio Code.
-1.  Enable Agent Mode in Gemini Code Assist chat.
-1.  In your working directory, create a folder named `.gemini`. Within it, create a `settings.json` file.
-1.  Add the following configuration, replace the environment variables with your values, and then save:
-
-    ```json
-    {
-      "mcpServers": {
-        "sqlite": {
-          "command": "./PATH/TO/toolbox",
-          "args": ["--prebuilt","sqlite","--stdio"],
-          "env": {
-            "SQLITE_DATABASE": "./sample.db"
-          }
-        }
-      }
-    }
-    ```
-{{% /tab %}}
-{{< /tabpane >}}
-
-## Use Tools
-
-Your AI tool is now connected to SQLite using MCP. Try asking your AI assistant to list tables, create a table, or define and execute other SQL statements.
-
-The following tools are available to the LLM:
-
-1.  **list_tables**: lists tables and descriptions
-1.  **execute_sql**: execute any SQL statement
-
-{{< 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.
-{{< /notice >}}
--- a/docs/en/how-to/deploy_docker.md
+++ b/docs/en/how-to/deploy_docker.md
@@ -75,7 +75,7 @@ networks:

 {{< notice tip >}}

-You can use this setup to quickly set up Toolbox + Postgres to follow along in our
+You can use this setup quickly set up Toolbox + Postgres to follow along in our
 [Quickstart](../getting-started/local_quickstart.md)

 {{< /notice >}}
--- a/docs/en/how-to/deploy_gke.md
+++ b/docs/en/how-to/deploy_gke.md
@@ -60,8 +60,8 @@ description: >
    gcloud iam service-accounts create $SA_NAME
    ```

-1. Grant any IAM roles necessary to the IAM service account. Each source has a
-    list of necessary IAM permissions listed on its page. The example below is
+1. Grant any IAM roles necessary to the IAM service account. Each source have a
+    list of necessary IAM permissions listed on it's page. The example below is
    for cloud sql postgres source:

    ```bash
--- a/docs/en/how-to/deploy_toolbox.md
+++ b/docs/en/how-to/deploy_toolbox.md
@@ -103,14 +103,6 @@ section.
    ```bash
    export IMAGE=us-central1-docker.pkg.dev/database-toolbox/toolbox/toolbox:latest
    ```
-{{< notice note >}}  
-**The `$PORT` Environment Variable**  
-Google Cloud Run dictates the port your application must listen on by setting the
-`$PORT` environment variable inside your container. This value defaults to
-**8080**. Your application's `--port` argument **must** be set to listen on this
-port. If there is a mismatch, the container will fail to start and the
-deployment will time out.  
-{{< /notice >}}

 1. Deploy Toolbox to Cloud Run using the following command:

@@ -149,7 +141,7 @@ You can connect to Toolbox Cloud Run instances directly through the SDK.

 1. (Only for local runs) Set up [Application Default
   Credentials](https://cloud.google.com/docs/authentication/set-up-adc-local-dev-environment)
-   for the principal you set up the `Cloud Run Invoker` role access to.
+   for the principle you set up the `Cloud Run Invoker` role access to.

 1. Run the following to retrieve a non-deterministic URL for the cloud run service:

@@ -159,68 +151,18 @@ You can connect to Toolbox Cloud Run instances directly through the SDK.

 1. Import and initialize the toolbox client with the URL retrieved above:

-    {{< tabpane persist=header >}}
-{{< tab header="Python" lang="python" >}}
-from toolbox_core import ToolboxClient, auth_methods
+    ```python
+    from toolbox_core import ToolboxClient, auth_methods

-# Replace with the Cloud Run service URL generated in the previous step.
-URL = "https://cloud-run-url.app"
+    # Replace with the Cloud Run service URL generated in the previous step.
+    URL = "https://cloud-run-url.app"

-auth_token_provider = auth_methods.aget_google_id_token(URL) # can also use sync method
+    auth_token_provider = auth_methods.aget_google_id_token(URL) # can also use sync method

-async with ToolboxClient(
-    URL,
-    client_headers={"Authorization": auth_token_provider},
-) as toolbox:
-{{< /tab >}}
-{{< tab header="Javascript" lang="javascript" >}}
-import { ToolboxClient } from '@toolbox-sdk/core';
-import {getGoogleIdToken} from '@toolbox-sdk/core/auth'
-
-// Replace with the Cloud Run service URL generated in the previous step.
-const URL = 'http://127.0.0.1:5000';
-const authTokenProvider = () => getGoogleIdToken(URL);
-
-const client = new ToolboxClient(URL, null, {"Authorization": authTokenProvider});
-{{< /tab >}}
-{{< tab header="Go" lang="go" >}}
-import "github.com/googleapis/mcp-toolbox-sdk-go/core"
-
-func main() {
-    // Replace with the Cloud Run service URL generated in the previous step.
-    URL := "http://127.0.0.1:5000"
-    auth_token_provider, err := core.GetGoogleIDToken(ctx, URL)
-    if err != nil {
-        log.Fatalf("Failed to fetch token %v", err)
-    }
-    toolboxClient, err := core.NewToolboxClient(
+    async with ToolboxClient(
        URL,
-        core.WithClientHeaderString("Authorization", auth_token_provider))
-    if err != nil {
-        log.Fatalf("Failed to create Toolbox client: %v", err)
-    }
-}
-{{< /tab >}}
-{{< /tabpane >}}
-
+        client_headers={"Authorization": auth_token_provider},
+    ) as toolbox:
+    ```

 Now, you can use this client to connect to the deployed Cloud Run instance!
-
-## Troubleshooting
-
-{{< notice note >}}  
-For any deployment or runtime error, the best first step is to check the logs for your service in the Google Cloud Console's Cloud Run section. They often contain the specific error message needed to diagnose the problem.  
-{{< /notice >}}
-
-* **Deployment Fails with "Container failed to start":** This is almost always
-    caused by a port mismatch. Ensure your container's `--port` argument is set to
-    `8080` to match the `$PORT` environment variable provided by Cloud Run.
-
-* **Client Receives Permission Denied Error (401 or 403):** If your client application (e.g., your local SDK) gets a `401 Unauthorized` or `403 Forbidden` error when trying to call your Cloud Run service, it means the client is not properly authenticated as an invoker.
-    * Ensure the user or service account calling the service has the **Cloud Run Invoker** (`roles/run.invoker`) IAM role.
-    * If running locally, make sure your Application Default Credentials are set up correctly by running `gcloud auth application-default login`.
-
-* **Service Fails to Access Secrets (in logs):** If your application starts but 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.
-
-
--- a/docs/en/how-to/use-toolbox-ui/edit-headers.gif
+++ b/docs/en/how-to/use-toolbox-ui/edit-headers.gif
--- a/docs/en/how-to/use-toolbox-ui/edit-headers.png
+++ b/docs/en/how-to/use-toolbox-ui/edit-headers.png
--- a/docs/en/how-to/use-toolbox-ui/index.md
+++ b/docs/en/how-to/use-toolbox-ui/index.md
@@ -36,10 +36,10 @@ with the tool name, description, and available parameters.
 ### Invoking a Tool

 1. Click on a Tool
-1. Enter appropriate parameters in each parameter field
-1. Click "Run Tool"
-1. Done! Your results will appear in the response field
-1. (Optional) Uncheck "Prettify JSON" to format the response as plain text
+2. Enter appropriate parameters in each parameter field
+3. Click "Run Tool"
+4. Done! Your results will appear in the response field
+5. (Optional) Uncheck "Prettify JSON" to format the response as plain text

 ![Run Tool Demo GIF](./run-tool.gif)

@@ -78,16 +78,13 @@ button and modal described above. The key should be the name of your AuthService
 your tool configuration file, suffixed with `_token`. The value should be your ID token as a string.

 1. Select a tool that requires [authenticated parameters]()
-1. The auth parameter's text field is greyed out. This is because it cannot be entered manually and will
+2. The auth parameter's text field is greyed out. This is because it cannot be entered manually and will
 be parsed from the resolved auth token
-1. To update request headers with the token, select "Edit Headers"
-1. (Optional) If you wish to manually edit the header, checkout the dropdown "How to extract Google OAuth ID Token manually" for guidance on retrieving ID token
-1. To edit the header automatically, click the "Auto Setup" button that is associated with your Auth Profile
-1. Enter the Client ID defined in your tools configuration file
-1. Click "Continue"
-1. Click "Sign in With Google" and login with your associated google account. This should automatically populate the header text area with your token
-1. Click "Save"
-1. Click "Run Tool"
+3. To update request headers with the token, select "Edit Headers"
+4. Checkout the dropdown "How to extract Google OAuth ID Token manually" for guidance on retrieving ID token
+5. Paste the request header
+6. Click "Save"
+7. Click "Run Tool"

 ```json
 {
--- a/docs/en/how-to/use-toolbox-ui/optional-param-checked.png
+++ b/docs/en/how-to/use-toolbox-ui/optional-param-checked.png
--- a/docs/en/how-to/use-toolbox-ui/optional-param-unchecked.png
+++ b/docs/en/how-to/use-toolbox-ui/optional-param-unchecked.png
--- a/docs/en/how-to/use-toolbox-ui/run-tool.gif
+++ b/docs/en/how-to/use-toolbox-ui/run-tool.gif
--- a/docs/en/how-to/use-toolbox-ui/tools.png
+++ b/docs/en/how-to/use-toolbox-ui/tools.png
--- a/docs/en/how-to/use-toolbox-ui/toolsets.png
+++ b/docs/en/how-to/use-toolbox-ui/toolsets.png
--- a/docs/en/reference/_index.md
+++ b/docs/en/reference/_index.md
@@ -1,8 +0,0 @@
---
-title: "Reference"
-type: docs
-weight: 7
-description: >
-  This section contains reference documentation.
---
-
--- a/docs/en/reference/cli.md
+++ b/docs/en/reference/cli.md
@@ -1,75 +0,0 @@
---
-title: "CLI"
-type: docs
-weight: 1
-description: >
-  This page describes the `toolbox` command-line options.
---
-
-## Reference
-
-| Flag (Short) | Flag (Long) | Description | Default |
-|---|---|---|---|
-| `-a` | `--address` | Address of the interface the server will listen on. | `127.0.0.1` |
-| | `--disable-reload` | Disables dynamic reloading of tools file. | |
-| `-h` | `--help` | help for toolbox | |
-| | `--log-level` | Specify the minimum level logged. Allowed: 'DEBUG', 'INFO', 'WARN', 'ERROR'. | `info` |
-| | `--logging-format` | Specify logging format to use. Allowed: 'standard' or 'JSON'. | `standard` |
-| `-p` | `--port` | Port the server will listen on. | `5000` |
-| | `--prebuilt` | Use a prebuilt tool configuration by source type. Cannot be used with --tools-file. See [Prebuilt Tools Reference](prebuilt-tools.md) for allowed values. | |
-| | `--stdio` | Listens via MCP STDIO instead of acting as a remote HTTP server. | |
-| | `--telemetry-gcp` | Enable exporting directly to Google Cloud Monitoring. | |
-| | `--telemetry-otlp` | Enable exporting using OpenTelemetry Protocol (OTLP) to the specified endpoint (e.g. 'http://127.0.0.1:4318') | |
-| | `--telemetry-service-name` | Sets the value of the service.name resource attribute for telemetry data. | `toolbox` |
-| | `--tools-file` | File path specifying the tool configuration. Cannot be used with --prebuilt, --tools-files, or --tools-folder. | |
-| | `--tools-files` | Multiple file paths specifying tool configurations. Files will be merged. Cannot be used with --prebuilt, --tools-file, or --tools-folder. | |
-| | `--tools-folder` | Directory path containing YAML tool configuration files. All .yaml and .yml files in the directory will be loaded and merged. Cannot be used with --prebuilt, --tools-file, or --tools-files. | |
-| | `--ui` | Launches the Toolbox UI web server. | |
-| `-v` | `--version` | version for toolbox | |
-
-## Examples
-
-### Transport Configuration
-
-**Server Settings:**
- `--address`, `-a`: Server listening address (default: "127.0.0.1")
- `--port`, `-p`: Server listening port (default: 5000)
-
-**STDIO:**
- `--stdio`: Run in MCP STDIO mode instead of HTTP server
-
-#### Usage Examples
-
-```bash
-# Basic server with custom port configuration
-./toolbox --tools-file "tools.yaml" --port 8080
-```
-
-### Tool Configuration Sources
-
-The CLI supports multiple mutually exclusive ways to specify tool configurations:
-
-**Single File:** (default)
- `--tools-file`: Path to a single YAML configuration file (default: `tools.yaml`)
-
-**Multiple Files:**
- `--tools-files`: Comma-separated list of YAML files to merge
-
-**Directory:**
- `--tools-folder`: Directory containing YAML files to load and merge
-
-**Prebuilt Configurations:**
- `--prebuilt`: Use predefined configurations for specific database types (e.g., 'bigquery', 'postgres', 'spanner'). See [Prebuilt Tools Reference](prebuilt-tools.md) for allowed values.
-
-{{< notice tip >}}
-The CLI enforces mutual exclusivity between configuration source flags, preventing simultaneous use of `--prebuilt` with file-based options, and ensuring only one of `--tools-file`, `--tools-files`, or `--tools-folder` is used at a time.
-{{< /notice >}}
-
-### Hot Reload
-
-Toolbox enables dynamic reloading by default. To disable, use the
-`--disable-reload` flag.
-
-### Toolbox UI
-
-To launch Toolbox's interactive UI, use the `--ui` flag. This allows you to test tools and toolsets with features such as authorized parameters. To learn more, visit [Toolbox UI](../how-to/toolbox-ui/index.md).
--- a/docs/en/reference/prebuilt-tools.md
+++ b/docs/en/reference/prebuilt-tools.md
@@ -1,296 +0,0 @@
---
-title: "Prebuilt Tools"
-type: docs
-weight: 1
-description: >
-    This page lists all the prebuilt tools available.
---
-
-Prebuilt tools are reusable, pre-packaged toolsets that are designed to extend the capabilities of agents. These tools are built to be generic and adaptable, allowing developers to interact with and take action on databases.
-
-See guides, [Connect from your IDE](../how-to/connect-ide/_index.md), for details on how to connect your AI tools (IDEs) to databases via Toolbox and MCP.
-
-## AlloyDB Postgres
-
-*   `--prebuilt` value: `alloydb-postgres`
-*   **Environment Variables:**
-    *   `ALLOYDB_POSTGRES_PROJECT`: The GCP project ID.
-    *   `ALLOYDB_POSTGRES_REGION`: The region of your AlloyDB instance.
-    *   `ALLOYDB_POSTGRES_CLUSTER`: The ID of your AlloyDB cluster.
-    *   `ALLOYDB_POSTGRES_INSTANCE`: The ID of your AlloyDB instance.
-    *   `ALLOYDB_POSTGRES_DATABASE`: The name of the database to connect to.
-    *   `ALLOYDB_POSTGRES_USER`: (Optional) The database username. Defaults to IAM authentication if unspecified.
-    *   `ALLOYDB_POSTGRES_PASSWORD`: (Optional) The password for the database user. Defaults to IAM authentication if unspecified.
-    *   `ALLOYDB_POSTGRES_IP_TYPE`: (Optional) The IP type i.e. "Public" or "Private" (Default: Public).
-*   **Permissions:**
-    *   **AlloyDB Client** (`roles/alloydb.client`) to connect to the instance.
-    *   Database-level permissions (e.g., `SELECT`, `INSERT`) are required to execute queries.
-*   **Tools:**
-    *   `execute_sql`: Executes a SQL query.
-    *   `list_tables`: Lists tables in the database.
-
-## AlloyDB Postgres Admin
-
-* `--prebuilt` value: `alloydb-postgres-admin`
-*   **Environment Variables:**
-    *   `API_KEY`: Your API key for the AlloyDB API.
-*   **Permissions:**
-    *   **AlloyDB Admin** (`roles/alloydb.admin`) IAM role is required on the project.
-*   **Tools:**
-    *   `alloydb-create-cluster`: Creates a new AlloyDB cluster.
-    *   `alloydb-operations-get`: Polls the operations API to track the status of long-running operations.
-    *   `alloydb-create-instance`: Creates a new AlloyDB instance within a cluster.
-    *   `alloydb-list-clusters`: Lists all AlloyDB clusters in a project.
-    *   `alloydb-list-instances`: Lists all instances within an AlloyDB cluster.
-    *   `alloydb-list-users`: Lists all database users within an AlloyDB cluster.
-    *   `alloydb-create-user`: Creates a new database user in an AlloyDB cluster.
-
-## BigQuery
-
-*   `--prebuilt` value: `bigquery`
-*   **Environment Variables:**
-    *   `BIGQUERY_PROJECT`: The GCP project ID.
-    *   `BIGQUERY_LOCATION`: (Optional) The dataset location.
-*   **Permissions:**
-    *   **BigQuery User** (`roles/bigquery.user`) to execute queries and view metadata.
-    *   **BigQuery Metadata Viewer** (`roles/bigquery.metadataViewer`) to view all datasets.
-    *   **BigQuery Data Editor** (`roles/bigquery.dataEditor`) to create or modify datasets and tables.
-    *   **Gemini for Google Cloud** (`roles/cloudaicompanion.user`) to use the conversational analytics API.
-*   **Tools:**
-    *   `analyze_contribution`: Use this tool to perform contribution analysis, also called key driver analysis.
-    *   `ask_data_insights`: Use this tool to perform data analysis, get insights, or answer complex questions about the contents of specific BigQuery tables. For more information on required roles, API setup, and IAM configuration, see the setup and authentication section of the [Conversational Analytics API documentation](https://cloud.google.com/gemini/docs/conversational-analytics-api/overview).
-    *   `execute_sql`: Executes a SQL statement.
-    *   `forecast`: Use this tool to forecast time series data.
-    *   `get_dataset_info`: Gets dataset metadata.
-    *   `get_table_info`: Gets table metadata.
-    *   `list_dataset_ids`: Lists datasets.
-    *   `list_table_ids`: Lists tables.
-
-## Cloud SQL for MySQL
-
-*   `--prebuilt` value: `cloud-sql-mysql`
-*   **Environment Variables:**
-    *   `CLOUD_SQL_MYSQL_PROJECT`: The GCP project ID.
-    *   `CLOUD_SQL_MYSQL_REGION`: The region of your Cloud SQL instance.
-    *   `CLOUD_SQL_MYSQL_INSTANCE`: The ID of your Cloud SQL instance.
-    *   `CLOUD_SQL_MYSQL_DATABASE`: The name of the database to connect to.
-    *   `CLOUD_SQL_MYSQL_USER`: The database username.
-    *   `CLOUD_SQL_MYSQL_PASSWORD`: The password for the database user.
-    *   `CLOUD_SQL_MYSQL_IP_TYPE`: The IP type i.e. "Public
-     or "Private" (Default: Public).
-*   **Permissions:**
-    *   **Cloud SQL Client** (`roles/cloudsql.client`) to connect to the instance.
-    *   Database-level permissions (e.g., `SELECT`, `INSERT`) are required to execute queries.
-*   **Tools:**
-    *   `execute_sql`: Executes a SQL query.
-    *   `list_tables`: Lists tables in the database.
-
-## Cloud SQL for PostgreSQL
-
-*   `--prebuilt` value: `cloud-sql-postgres`
-*   **Environment Variables:**
-    *   `CLOUD_SQL_POSTGRES_PROJECT`: The GCP project ID.
-    *   `CLOUD_SQL_POSTGRES_REGION`: The region of your Cloud SQL instance.
-    *   `CLOUD_SQL_POSTGRES_INSTANCE`: The ID of your Cloud SQL instance.
-    *   `CLOUD_SQL_POSTGRES_DATABASE`: The name of the database to connect to.
-    *   `CLOUD_SQL_POSTGRES_USER`: (Optional) The database username. Defaults to IAM authentication if unspecified.
-    *   `CLOUD_SQL_POSTGRES_PASSWORD`: (Optional) The password for the database user. Defaults to IAM authentication if unspecified.
-    *   `CLOUD_SQL_POSTGRES_IP_TYPE`: (Optional) The IP type i.e. "Public" or "Private" (Default: Public).
-*   **Permissions:**
-    *   **Cloud SQL Client** (`roles/cloudsql.client`) to connect to the instance.
-    *   Database-level permissions (e.g., `SELECT`, `INSERT`) are required to execute queries.
-*   **Tools:**
-    *   `execute_sql`: Executes a SQL query.
-    *   `list_tables`: Lists tables in the database.
-
-## Cloud SQL for SQL Server
-
-*   `--prebuilt` value: `cloud-sql-mssql`
-*   **Environment Variables:**
-    *   `CLOUD_SQL_MSSQL_PROJECT`: The GCP project ID.
-    *   `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 "Private" (Default: Public).
-*   **Permissions:**
-    *   **Cloud SQL Client** (`roles/cloudsql.client`) to connect to the instance.
-    *   Database-level permissions (e.g., `SELECT`, `INSERT`) are required to execute queries.
-*   **Tools:**
-    *   `execute_sql`: Executes a SQL query.
-    *   `list_tables`: Lists tables in the database.
-
-## Dataplex
-
-*   `--prebuilt` value: `dataplex`
-*   **Environment Variables:**
-    *   `DATAPLEX_PROJECT`: The GCP project ID.
-*   **Permissions:**
-    *   **Dataplex Reader** (`roles/dataplex.viewer`) to search and look up entries.
-    *   **Dataplex Editor** (`roles/dataplex.editor`) to modify entries.
-*   **Tools:**
-    *   `dataplex_search_entries`: Searches for entries in Dataplex Catalog.
-    *   `dataplex_lookup_entry`: Retrieves a specific entry from Dataplex Catalog.
-    *   `dataplex_search_aspect_types`: Finds aspect types relevant to the query.
-
-## Firestore
-
-*   `--prebuilt` value: `firestore`
-*   **Environment Variables:**
-    *   `FIRESTORE_PROJECT`: The GCP project ID.
-    *   `FIRESTORE_DATABASE`: (Optional) The Firestore database ID. Defaults to "(default)".
-*   **Permissions:**
-    *   **Cloud Datastore User** (`roles/datastore.user`) to get documents, list collections, and query collections.
-    *   **Firebase Rules Viewer** (`roles/firebaserules.viewer`) to get and validate Firestore rules.
-*   **Tools:**
-    *   `firestore-get-documents`: Gets multiple documents from Firestore by their paths.
-    *   `firestore-list-collections`: Lists Firestore collections for a given parent path.
-    *   `firestore-delete-documents`: Deletes multiple documents from Firestore.
-    *   `firestore-query-collection`: Retrieves one or more Firestore documents from a collection.
-    *   `firestore-get-rules`: Retrieves the active Firestore security rules.
-    *   `firestore-validate-rules`: Checks the provided Firestore Rules source for syntax and validation errors.
-
-## Looker
-
-*   `--prebuilt` value: `looker`
-*   **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.
-*   **Permissions:**
-    *   A Looker account with permissions to access the desired models, explores, and data is required.
-*   **Tools:**
-    *   `get_models`: Retrieves the list of LookML models.
-    *   `get_explores`: Retrieves the list of explores in a model.
-    *   `get_dimensions`: Retrieves the list of dimensions in an explore.
-    *   `get_measures`: Retrieves the list of measures in an explore.
-    *   `get_filters`: Retrieves the list of filters in an explore.
-    *   `get_parameters`: Retrieves the list of parameters in an explore.
-    *   `query`: Runs a query against the LookML model.
-    *   `query_sql`: Generates the SQL for a query.
-    *   `query_url`: Generates a URL for a query in Looker.
-    *   `get_looks`: Searches for saved looks.
-    *   `run_look`: Runs the query associated with a look.
-    *   `make_look`: Creates a new look.
-    *   `get_dashboards`: Searches for saved dashboards.
-    *   `make_dashboard`: Creates a new dashboard.
-    *   `add_dashboard_element`: Adds a tile to a dashboard.
-
-## Microsoft SQL Server
-
-*   `--prebuilt` value: `mssql`
-*   **Environment Variables:**
-    *   `MSSQL_HOST`: The hostname or IP address of the SQL Server instance.
-    *   `MSSQL_PORT`: The port number for the SQL Server instance.
-    *   `MSSQL_DATABASE`: The name of the database to connect to.
-    *   `MSSQL_USER`: The database username.
-    *   `MSSQL_PASSWORD`: The password for the database user.
-*   **Permissions:**
-    *   Database-level permissions (e.g., `SELECT`, `INSERT`) are required to execute queries.
-*   **Tools:**
-    *   `execute_sql`: Executes a SQL query.
-    *   `list_tables`: Lists tables in the database.
-
-## MySQL
-
-*   `--prebuilt` value: `mysql`
-*   **Environment Variables:**
-    *   `MYSQL_HOST`: The hostname or IP address of the MySQL server.
-    *   `MYSQL_PORT`: The port number for the MySQL server.
-    *   `MYSQL_DATABASE`: The name of the database to connect to.
-    *   `MYSQL_USER`: The database username.
-    *   `MYSQL_PASSWORD`: The password for the database user.
-*   **Permissions:**
-    *   Database-level permissions (e.g., `SELECT`, `INSERT`) are required to execute queries.
-*   **Tools:**
-    *   `execute_sql`: Executes a SQL query.
-    *   `list_tables`: Lists tables in the database.
-
-## OceanBase
-
-*   `--prebuilt` value: `oceanbase`
-*   **Environment Variables:**
-    *   `OCEANBASE_HOST`: The hostname or IP address of the OceanBase server.
-    *   `OCEANBASE_PORT`: The port number for the OceanBase server.
-    *   `OCEANBASE_DATABASE`: The name of the database to connect to.
-    *   `OCEANBASE_USER`: The database username.
-    *   `OCEANBASE_PASSWORD`: The password for the database user.
-*   **Permissions:**
-    *   Database-level permissions (e.g., `SELECT`, `INSERT`) are required to execute queries.
-*   **Tools:**
-    *   `execute_sql`: Executes a SQL query.
-    *   `list_tables`: Lists tables in the database.
-
-## PostgreSQL
-
-*   `--prebuilt` value: `postgres`
-*   **Environment Variables:**
-    *   `POSTGRES_HOST`: The hostname or IP address of the PostgreSQL server.
-    *   `POSTGRES_PORT`: The port number for the PostgreSQL server.
-    *   `POSTGRES_DATABASE`: The name of the database to connect to.
-    *   `POSTGRES_USER`: The database username.
-    *   `POSTGRES_PASSWORD`: The password for the database user.
-    *   `POSTGRES_QUERY_PARAMS`: (Optional) Raw query to be added to the db connection string.
-*   **Permissions:**
-    *   Database-level permissions (e.g., `SELECT`, `INSERT`) are required to execute queries.
-*   **Tools:**
-    *   `execute_sql`: Executes a SQL query.
-    *   `list_tables`: Lists tables in the database.
-
-## Spanner (GoogleSQL dialect)
-
-*   `--prebuilt` value: `spanner`
-*   **Environment Variables:**
-    *   `SPANNER_PROJECT`: The GCP project ID.
-    *   `SPANNER_INSTANCE`: The Spanner instance ID.
-    *   `SPANNER_DATABASE`: The Spanner database ID.
-*   **Permissions:**
-    *   **Cloud Spanner Database Reader** (`roles/spanner.databaseReader`) to execute DQL queries and list tables.
-    *   **Cloud Spanner Database User** (`roles/spanner.databaseUser`) to execute DML queries.
-*   **Tools:**
-    *   `execute_sql`: Executes a DML SQL query.
-    *   `execute_sql_dql`: Executes a DQL SQL query.
-    *   `list_tables`: Lists tables in the database.
-
-## Spanner (PostgreSQL dialect)
-
-*   `--prebuilt` value: `spanner-postgres`
-*   **Environment Variables:**
-    *   `SPANNER_PROJECT`: The GCP project ID.
-    *   `SPANNER_INSTANCE`: The Spanner instance ID.
-    *   `SPANNER_DATABASE`: The Spanner database ID.
-*   **Permissions:**
-    *   **Cloud Spanner Database Reader** (`roles/spanner.databaseReader`) to execute DQL queries and list tables.
-    *   **Cloud Spanner Database User** (`roles/spanner.databaseUser`) to execute DML queries.
-*   **Tools:**
-    *   `execute_sql`: Executes a DML SQL query using the PostgreSQL interface for Spanner.
-    *   `execute_sql_dql`: Executes a DQL SQL query using the PostgreSQL interface for Spanner.
-    *   `list_tables`: Lists tables in the database.
-
-## SQLite
-
-*   `--prebuilt` value: `sqlite`
-*   **Environment Variables:**
-    *   `SQLITE_DATABASE`: The path to the SQLite database file (e.g., `./sample.db`).
-*   **Permissions:**
-    *   File system read/write permissions for the specified database file.
-*   **Tools:**
-    *   `execute_sql`: Executes a SQL query.
-    *   `list_tables`: Lists tables in the database.
-
-## Neo4j
-
-*   `--prebuilt` value: `neo4j`
-*   **Environment Variables:**
-    *   `NEO4J_URI`: The URI of the Neo4j instance (e.g., `bolt://localhost:7687`).
-    *   `NEO4J_DATABASE`: The name of the Neo4j database to connect to.
-    *   `NEO4J_USERNAME`: The username for the Neo4j instance.
-    *   `NEO4J_PASSWORD`: The password for the Neo4j instance.
-*   **Permissions:**
-    *   **Database-level permissions** are required to execute Cypher queries.
-*   **Tools:**
-    *   `execute_cypher`: Executes a Cypher query.
-    *   `get_schema`: Retrieves the schema of the Neo4j database.
--- a/docs/en/resources/authServices/_index.md
+++ b/docs/en/resources/authServices/_index.md
@@ -68,10 +68,6 @@ parameter when loading tools, or the `add_auth_token_getter`() /

 ### Specifying tokens during load

-#### Python
-
-Use the [Python SDK](https://github.com/googleapis/mcp-toolbox-sdk-python/tree/main).
-
 {{< tabpane persist=header >}}
 {{< tab header="Core" lang="Python" >}}
 import asyncio
@@ -139,69 +135,8 @@ if **name** == "**main**":
    asyncio.run(main()){{< /tab >}}
 {{< /tabpane >}}

-#### Javascript/Typescript
-
-Use the [JS SDK](https://github.com/googleapis/mcp-toolbox-sdk-js/tree/main).
-
-```javascript
-import { ToolboxClient } from '@toolbox-sdk/core';
-
-async function getAuthToken() {
-    // ... Logic to retrieve ID token (e.g., from local storage, OAuth flow)
-    // This example just returns a placeholder. Replace with your actual token retrieval.
-    return "YOUR_ID_TOKEN" // Placeholder
-}
-
-const URL = 'http://127.0.0.1:5000';
-let client = new ToolboxClient(URL);
-const authTool = await client.loadTool("my-tool", {"my_auth_app_1": getAuthToken});
-const result = await authTool({param:"value"});
-console.log(result);
-print(result)
-```
-
-#### Go
-
-Use the [Go SDK](https://github.com/googleapis/mcp-toolbox-sdk-go/tree/main).
-
-```go
-import "github.com/googleapis/mcp-toolbox-sdk-go/core"
-import "fmt"
-
-func getAuthToken() string {
-	// ... Logic to retrieve ID token (e.g., from local storage, OAuth flow)
-	// This example just returns a placeholder. Replace with your actual token retrieval.
-	return "YOUR_ID_TOKEN" // Placeholder
-}
-
-func main() {
-	URL := 'http://127.0.0.1:5000'
-	client, err := core.NewToolboxClient(URL)
-	if err != nil {
-		log.Fatalf("Failed to create Toolbox client: %v", err)
-  	}
-	dynamicTokenSource := core.NewCustomTokenSource(getAuthToken)
-	authTool, err := client.LoadTool(
-		"my-tool",
-		ctx,
-		core.WithAuthTokenSource("my_auth_app_1", dynamicTokenSource))
-	if err != nil {
-		log.Fatalf("Failed to load tool: %v", err)
-	}
-	inputs := map[string]any{"param": "value"}
-	result, err := authTool.Invoke(ctx, inputs)
-	if err != nil {
-		log.Fatalf("Failed to invoke tool: %v", err)
-	}
-	fmt.Println(result)
-}
-```
-
 ### Specifying tokens for existing tools

-#### Python
-Use the [Python SDK](https://github.com/googleapis/mcp-toolbox-sdk-python/tree/main).
-
 {{< tabpane persist=header >}}
 {{< tab header="Core" lang="Python" >}}
 tools = await toolbox.load_toolset()
@@ -247,57 +182,4 @@ authorized_tool = tools[0].add_auth_token_getters({
 {{< /tab >}}
 {{< /tabpane >}}

-#### Javascript/Typescript
-
-Use the [JS SDK](https://github.com/googleapis/mcp-toolbox-sdk-js/tree/main).
-
-```javascript
-const URL = 'http://127.0.0.1:5000';
-let client = new ToolboxClient(URL);
-let tool = await client.loadTool("my-tool")
-
-// for a single token
-const authorizedTool = tool.addAuthTokenGetter("my_auth", get_auth_token)
-
-// OR, if multiple tokens are needed
-const multiAuthTool = tool.addAuthTokenGetters({
-    "my_auth_1": getAuthToken1,
-    "my_auth_2": getAuthToken2,
-})
-
-```
-
-#### Go
-
-Use the [Go SDK](https://github.com/googleapis/mcp-toolbox-sdk-go/tree/main).
-
-```go
-import "github.com/googleapis/mcp-toolbox-sdk-go/core"
-
-func main() {
-	URL := 'http://127.0.0.1:5000'
-	client, err := core.NewToolboxClient(URL)
-	if err != nil {
-		log.Fatalf("Failed to create Toolbox client: %v", err)
-	}
-	tool, err := client.LoadTool("my-tool", ctx))
-	if err != nil {
-		log.Fatalf("Failed to load tool: %v", err)
-	}
-	dynamicTokenSource1 := core.NewCustomTokenSource(getAuthToken1)
-	dynamicTokenSource2 := core.NewCustomTokenSource(getAuthToken1)
-
-	// For a single token
-	authTool, err := tool.ToolFrom(
-		core.WithAuthTokenSource("my-auth", dynamicTokenSource),
-	)
-
-	// OR, if multiple tokens are needed
-	authTool, err := tool.ToolFrom(
-		core.WithAuthTokenSource("my-auth_1", dynamicTokenSource1),
-		core.WithAuthTokenSource("my-auth_2", dynamicTokenSource2),
-	)
-}
-```
-
 ## Kinds of Auth Services
--- a/docs/en/resources/authServices/google.md
+++ b/docs/en/resources/authServices/google.md
@@ -33,7 +33,7 @@ ID.
 When using [Authenticated Parameters][auth-params], any [claim provided by the
 id-token][provided-claims] can be used for the parameter.

-[auth-params]: ../tools/#authenticated-parameters
+[auth-params]: ../tools/#authenticated-phugarameters
 [provided-claims]:
    https://developers.google.com/identity/openid-connect/openid-connect#obtaininguserprofileinformation

--- a/docs/en/resources/sources/alloydb-admin.md
+++ b/docs/en/resources/sources/alloydb-admin.md
@@ -1,36 +0,0 @@
---
-title: "AlloyDB Admin"
-linkTitle: "AlloyDB Admin"
-type: docs
-weight: 2
-description: >
-  The "alloydb-admin" source provides a client for the AlloyDB API.
-aliases:
- /resources/sources/alloydb-admin
---
-
-## About
-
-The `alloydb-admin` source provides a client to interact with the [Google AlloyDB API](https://cloud.google.com/alloydb/docs/reference/rest). This allows tools to perform administrative tasks on AlloyDB resources, such as managing clusters, instances, and users.
-
-Authentication can be handled in two ways:
-1.  **Application Default Credentials (ADC):** By default, the source uses ADC to authenticate with the API.
-2.  **Client-side OAuth:** If `useClientOAuth` is set to `true`, the source will expect an OAuth 2.0 access token to be provided by the client (e.g., a web browser) for each request.
-
-## Example
-
-```yaml
-sources:
-    my-alloydb-admin:
-        kind: alloy-admin
-
-    my-oauth-alloydb-admin:
-        kind: alloydb-admin
-        useClientOAuth: true
-```
-
-## Reference
-| **field**      | **type** | **required** | **description**                                                                                                                                                           |
-|----------------|:--------:|:------------:|---------------------------------------------------------------------------------------------------------------------------------------------------------------------------|
-| kind           |  string  |     true     | Must be "alloydb-admin".                                                                                                                                                |
-| useClientOAuth | boolean  |    false     | If true, the source will use client-side OAuth for authorization. Otherwise, it will use Application Default Credentials. Defaults to `false`. |
--- a/docs/en/resources/sources/alloydb-pg.md
+++ b/docs/en/resources/sources/alloydb-pg.md
@@ -33,9 +33,6 @@ cluster][alloydb-free-trial].
 - [`postgres-execute-sql`](../tools/postgres/postgres-execute-sql.md)  
  Run parameterized SQL statements in AlloyDB Postgres.

- [`postgres-list-tables`](../tools/postgres/postgres-list-tables.md)  
-  List tables 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/)  
--- a/docs/en/resources/sources/bigquery.md
+++ b/docs/en/resources/sources/bigquery.md
@@ -36,18 +36,12 @@ avoiding full table scans or complex filters.

 ## Available Tools

- [`bigquery-analyze-contribution`](../tools/bigquery/bigquery-analyze-contribution.md)
-  Performs contribution analysis, also called key driver analysis in BigQuery.
-
- [`bigquery-conversational-analytics`](../tools/bigquery/bigquery-conversational-analytics.md)
-  Allows conversational interaction with a BigQuery source.
+- [`bigquery-sql`](../tools/bigquery/bigquery-sql.md)  
+  Run SQL queries directly against BigQuery datasets.

 - [`bigquery-execute-sql`](../tools/bigquery/bigquery-execute-sql.md)  
  Execute structured queries using parameters.

- [`bigquery-forecast`](../tools/bigquery/bigquery-forecast.md)
-  Forecasts time series data in BigQuery.
-
 - [`bigquery-get-dataset-info`](../tools/bigquery/bigquery-get-dataset-info.md)  
  Retrieve metadata for a specific dataset.

@@ -60,9 +54,6 @@ avoiding full table scans or complex filters.
 - [`bigquery-list-table-ids`](../tools/bigquery/bigquery-list-table-ids.md)  
  List tables in a given dataset.

- [`bigquery-sql`](../tools/bigquery/bigquery-sql.md)  
-  Run SQL queries directly against BigQuery datasets.
-
 ### Pre-built Configurations

 - [BigQuery using MCP](https://googleapis.github.io/genai-toolbox/how-to/connect-ide/bigquery_mcp/)  
@@ -74,67 +65,34 @@ Connect your IDE to BigQuery using Toolbox.

 BigQuery uses [Identity and Access Management (IAM)][iam-overview] to control
 user and group access to BigQuery resources like projects, datasets, and tables.
+Toolbox will use your [Application Default Credentials (ADC)][adc] to authorize
+and authenticate when interacting with [BigQuery][bigquery-docs].

-### Authentication via Application Default Credentials (ADC)
+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 queries
+you intend to run. Common roles include `roles/bigquery.user` (which includes
+permissions to run jobs and read data) or `roles/bigquery.dataViewer`. See
+[Introduction to BigQuery IAM][grant-permissions] for more information on
+applying IAM permissions and roles to an identity.

-By **default**, Toolbox will use your [Application Default Credentials (ADC)][adc] to authorize and authenticate when interacting with [BigQuery][bigquery-docs].
-
-When using this method, you need to ensure the IAM identity associated with your
-ADC (such as a service account) has the correct permissions for the queries you
-intend to run. Common roles include `roles/bigquery.user` (which includes
-permissions to run jobs and read data) or `roles/bigbigquery.dataViewer`.
-Follow this [guide][set-adc] to set up your ADC.
-
-### Authentication via User's OAuth Access Token
-
-If the `useClientOAuth` parameter is set to `true`, Toolbox will instead use the
-OAuth access token for authentication. This token is parsed from the
-`Authorization` header passed in with the tool invocation request. This method
-allows Toolbox to make queries to [BigQuery][bigquery-docs] on behalf of the
-client or the end-user.
-
-When using this on-behalf-of authentication, you must ensure that the
-identity used has been granted the correct IAM permissions.
-
-[iam-overview]: <https://cloud.google.com/bigquery/docs/access-control>
-[adc]: <https://cloud.google.com/docs/authentication#adc>
-[set-adc]: <https://cloud.google.com/docs/authentication/provide-credentials-adc>
+[iam-overview]: https://cloud.google.com/bigquery/docs/access-control
+[adc]: https://cloud.google.com/docs/authentication#adc
+[set-adc]: https://cloud.google.com/docs/authentication/provide-credentials-adc
+[grant-permissions]: https://cloud.google.com/bigquery/docs/access-control

 ## Example

-Initialize a BigQuery source that uses ADC:
-
 ```yaml
 sources:
  my-bigquery-source:
    kind: "bigquery"
    project: "my-project-id"
-    # location: "US" # Optional: Specifies the location for query jobs.
-    # allowedDatasets: # Optional: Restricts tool access to a specific list of datasets.
-    #   - "my_dataset_1"
-    #   - "other_project.my_dataset_2"
-```
-
-Initialize a BigQuery source that uses the client's access token:
-
-```yaml
-sources:
-  my-bigquery-client-auth-source:
-    kind: "bigquery"
-    project: "my-project-id"
-    useClientOAuth: true
-    # location: "US" # Optional: Specifies the location for query jobs.
-    # allowedDatasets: # Optional: Restricts tool access to a specific list of datasets.
-    #   - "my_dataset_1"
-    #   - "other_project.my_dataset_2"
 ```

 ## 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)                                                                                                                                                                                                    |
-| 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.                                                                                                                                                                                                                                                                                                                                                                                                            |
+| **field** | **type** | **required** | **description**                                                               |
+|-----------|:--------:|:------------:|-------------------------------------------------------------------------------|
+| kind      |  string  |     true     | Must be "bigquery".                                                           |
+| project   |  string  |     true     | Id of the GCP project that the cluster was created in (e.g. "my-project-id"). |
+| 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. The default behavior is for it to be executed in the US multi-region |
--- a/docs/en/resources/sources/clickhouse.md
+++ b/docs/en/resources/sources/clickhouse.md
@@ -1,91 +0,0 @@
---
-title: "ClickHouse"
-type: docs
-weight: 1
-description: >
-  ClickHouse is an open-source, OLTP database.
-
---
-
-## About
-
-[ClickHouse][clickhouse-docs] is a fast, open-source, column-oriented database 
-
-[clickhouse-docs]: https://clickhouse.com/docs
-
-## Available Tools
-
- [`clickhouse-execute-sql`](../tools/clickhouse/clickhouse-execute-sql.md)  
-  Execute parameterized SQL queries in ClickHouse with query logging.
-
- [`clickhouse-sql`](../tools/clickhouse/clickhouse-sql.md)  
-  Execute SQL queries as prepared statements in ClickHouse.
-
-
-## Requirements
-
-### Database User
-
-This source uses standard ClickHouse authentication. You will need to [create a
-ClickHouse user][clickhouse-users] (or with [ClickHouse Cloud][clickhouse-cloud]) to connect to the database with. The user
-should have appropriate permissions for the operations you plan to perform.
-
-[clickhouse-cloud]: https://clickhouse.com/docs/getting-started/quick-start/cloud#connect-with-your-app
-[clickhouse-users]: https://clickhouse.com/docs/en/sql-reference/statements/create/user
-
-### Network Access
-
-ClickHouse supports multiple protocols:
-
- **HTTPS protocol** (default port 8443) - Secure HTTP access (default)
- **HTTP protocol** (default port 8123) - Good for web-based access
-
-## Example
-
-### Secure Connection Example
-
-```yaml
-sources:
-    secure-clickhouse-source:
-        kind: clickhouse
-        host: clickhouse.example.com
-        port: "8443"
-        database: analytics
-        user: ${CLICKHOUSE_USER}
-        password: ${CLICKHOUSE_PASSWORD}
-        protocol: https
-        secure: true
-```
-
-### HTTP Protocol Example
-
-```yaml
-sources:
-    http-clickhouse-source:
-        kind: clickhouse
-        host: localhost
-        port: "8123"
-        database: logs
-        user: ${CLICKHOUSE_USER}
-        password: ${CLICKHOUSE_PASSWORD}
-        protocol: http
-        secure: false
-```
-
-{{< 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 "clickhouse".                                                              |
-| host        |  string  |     true     | IP address or hostname to connect to (e.g. "127.0.0.1" or "clickhouse.example.com") |
-| port        |  string  |     true     | Port to connect to (e.g. "8443" for HTTPS, "8123" for HTTP)                     |
-| database    |  string  |     true     | Name of the ClickHouse database to connect to (e.g. "my_database").              |
-| user        |  string  |     true     | Name of the ClickHouse user to connect as (e.g. "analytics_user").               |
-| password    |  string  |    false     | Password of the ClickHouse user (e.g. "my-password").                             |
-| protocol    |  string  |    false     | Connection protocol: "https" (default) or "http".                      |
-| secure      |  boolean |    false     | Whether to use a secure connection (TLS). Default: false.                         |
--- a/docs/en/resources/sources/cloud-monitoring.md
+++ b/docs/en/resources/sources/cloud-monitoring.md
@@ -1,36 +0,0 @@
---
-title: "Cloud Monitoring"
-type: docs
-weight: 1
-description: >
-  A "cloud-monitoring" source provides a client for the Cloud Monitoring API.
-aliases:
- /resources/sources/cloud-monitoring
---
-
-## About
-
-The `cloud-monitoring` source provides a client to interact with the [Google Cloud Monitoring API](https://cloud.google.com/monitoring/api). This allows tools to access cloud monitoring metrics explorer and run promql queries.
-
-Authentication can be handled in two ways:
-1.  **Application Default Credentials (ADC):** By default, the source uses ADC to authenticate with the API.
-2.  **Client-side OAuth:** If `useClientOAuth` is set to `true`, the source will expect an OAuth 2.0 access token to be provided by the client (e.g., a web browser) for each request.
-
-## Example
-
-```yaml
-sources:
-    my-cloud-monitoring:
-        kind: cloud-monitoring
-
-    my-oauth-cloud-monitoring:
-        kind: cloud-monitoring
-        useClientOAuth: true
-```
-
-## Reference
-
-| **field**      | **type** | **required** | **description**                                                                                                                                                           |
-|----------------|:--------:|:------------:|---------------------------------------------------------------------------------------------------------------------------------------------------------------------------|
-| kind           |  string  |     true     | Must be "cloud-monitoring".                                                                                                                                                |
-| useClientOAuth | boolean  |    false     | If true, the source will use client-side OAuth for authorization. Otherwise, it will use Application Default Credentials. Defaults to `false`. |
--- a/docs/en/resources/sources/cloud-sql-admin.md
+++ b/docs/en/resources/sources/cloud-sql-admin.md
@@ -1,36 +0,0 @@
---
-title: "Cloud SQL Admin"
-type: docs
-weight: 1
-description: >
-  A "cloud-sql-admin" source provides a client for the Cloud SQL Admin API.
-aliases:
- /resources/sources/cloud-sql-admin
---
-
-## 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/v1). This allows tools to perform administrative tasks on Cloud SQL instances, such as creating users and databases.
-
-Authentication can be handled in two ways:
-1.  **Application Default Credentials (ADC):** By default, the source uses ADC to authenticate with the API.
-2.  **Client-side OAuth:** If `useClientOAuth` is set to `true`, the source will expect an OAuth 2.0 access token to be provided by the client (e.g., a web browser) for each request.
-
-## Example
-
-```yaml
-sources:
-    my-cloud-sql-admin:
-        kind: cloud-sql-admin
-
-    my-oauth-cloud-sql-admin:
-        kind: cloud-sql-admin
-        useClientOAuth: true
-```
-
-## Reference
-
-| **field**      | **type** | **required** | **description**                                                                                                                                                           |
-|----------------|:--------:|:------------:|---------------------------------------------------------------------------------------------------------------------------------------------------------------------------|
-| kind           |  string  |     true     | Must be "cloud-sql-admin".                                                                                                                                                |
-| useClientOAuth | boolean  |    false     | If true, the source will use client-side OAuth for authorization. Otherwise, it will use Application Default Credentials. Defaults to `false`. |
--- a/docs/en/resources/sources/cloud-sql-mysql.md
+++ b/docs/en/resources/sources/cloud-sql-mysql.md
@@ -28,9 +28,6 @@ to a database by following these instructions][csql-mysql-quickstart].
 - [`mysql-execute-sql`](../tools/mysql/mysql-execute-sql.md)  
  Run parameterized SQL queries in Cloud SQL for MySQL.

- [`mysql-list-tables`](../tools/mysql/mysql-list-tables.md)  
-  List tables in a Cloud SQL for MySQL database.
-
 ### Pre-built Configurations

 - [Cloud SQL for MySQL using MCP](https://googleapis.github.io/genai-toolbox/how-to/connect-ide/cloud_sql_mysql_mcp/)  
--- a/docs/en/resources/sources/cloud-sql-pg.md
+++ b/docs/en/resources/sources/cloud-sql-pg.md
@@ -28,9 +28,6 @@ to a database by following these instructions][csql-pg-quickstart].
 - [`postgres-execute-sql`](../tools/postgres/postgres-execute-sql.md)  
  Run parameterized SQL statements in PostgreSQL.

- [`postgres-list-tables`](../tools/postgres/postgres-list-tables.md)  
-  List tables in a PostgreSQL database.
-
 ### Pre-built Configurations

 - [Cloud SQL for Postgres using MCP](https://googleapis.github.io/genai-toolbox/how-to/connect-ide/cloud_sql_pg_mcp/)  
--- a/docs/en/resources/sources/couchbase.md
+++ b/docs/en/resources/sources/couchbase.md
@@ -22,17 +22,13 @@ allowing tools to execute SQL queries against it.
 sources:
    my-couchbase-instance:
        kind: couchbase
-        connectionString: couchbase://localhost
+        connectionString: couchbase://localhost:8091
        bucket: travel-sample
        scope: inventory
        username: Administrator
        password: password
 ```

-{{< notice note >}}
-For more details about alternate addresses and custom ports refer to [Managing Connections](https://docs.couchbase.com/java-sdk/current/howtos/managing-connections.html).
-{{< /notice >}}
-
 ## Reference

 | **field**            | **type** | **required** | **description**                                         |
--- a/docs/en/resources/sources/dataplex.md
+++ b/docs/en/resources/sources/dataplex.md
@@ -218,45 +218,22 @@ Search syntax supports the following qualifiers:
 - "label.foo" - Matches BigQuery resources that have a label whose key equals foo as a string.
 - "type=TYPE" - Matches resources of a specific entry type or its type alias.
 - "projectid:bar" - Matches resources within Google Cloud projects that match bar as a substring in the ID.
- "parent:x" - Matches x as a substring of the hierarchical path of a resource. It supports same syntax as `name` predicate.
+- "parent:x" - Matches x as a substring of the hierarchical path of a resource. The parent path is a fully_qualified_name of the parent resource.
 - "orgid=number" - Matches resources within a Google Cloud organization with the exact ID value of the number.
 - "system=SYSTEM" - Matches resources from a specified system. For example, system=bigquery matches BigQuery resources.
 - "location=LOCATION" - Matches resources in a specified location with an exact name. For example, location=us-central1 matches assets hosted in Iowa. BigQuery Omni assets support this qualifier by using the BigQuery Omni location name. For example, location=aws-us-east-1 matches BigQuery Omni assets in Northern Virginia.
 - "createtime" -
 Finds resources that were created within, before, or after a given date or time. For example "createtime:2019-01-01" matches resources created on 2019-01-01. 
 - "updatetime" - Finds resources that were updated within, before, or after a given date or time. For example "updatetime>2019-01-01" matches resources updated after 2019-01-01.
-
-### Aspect Search
-To search for entries based on their attached aspects, use the following query syntax.
-
-aspect:x	Matches x as a substring of the full path to the aspect type of an aspect that is attached to the entry, in the format projectid.location.ASPECT_TYPE_ID
-aspect=x	Matches x as the full path to the aspect type of an aspect that is attached to the entry, in the format projectid.location.ASPECT_TYPE_ID
-aspect:xOPERATORvalue	
-Searches for aspect field values. Matches x as a substring of the full path to the aspect type and field name of an aspect that is attached to the entry, in the format projectid.location.ASPECT_TYPE_ID.FIELD_NAME
-
-The list of supported {OPERATOR}s depends on the type of field in the aspect, as follows:
- String: = (exact match) and : (substring)
- All number types: =, :, <, >, <=, >=, =>, =<
- Enum: =
- Datetime: same as for numbers, but the values to compare are treated as datetimes instead of numbers
- Boolean: =
-
-Only top-level fields of the aspect are searchable. For example, all of the following queries match entries where the value of the is-enrolled field in the employee-info aspect type is true. Other entries that match on the substring are also returned.
- aspect:example-project.us-central1.employee-info.is-enrolled=true
- aspect:example-project.us-central1.employee=true
- aspect:employee=true
-
-Example:-
-You can use following filters
- dataplex-types.global.bigquery-table.type={BIGLAKE_TABLE, BIGLAKE_OBJECT_TABLE, EXTERNAL_TABLE, TABLE}
- dataplex-types.global.storage.type={STRUCTURED, UNSTRUCTURED}
+- "fully_qualified_name:x" - Matches x as a substring of fully_qualified_name.
+- "fully_qualified_name=x" - Matches x as fully_qualified_name.

 ### Logical operators
 A query can consist of several predicates with logical operators. If you don't specify an operator, logical AND is implied. For example, foo bar returns resources that match both predicate foo and predicate bar.
 Logical AND and logical OR are supported. For example, foo OR bar.

 You can negate a predicate with a - (hyphen) or NOT prefix. For example, -name:foo returns resources with names that don't match the predicate foo.
-Logical operators are case-sensitive. `OR` and `AND` are acceptable whereas `or` and `and` are not.
+Logical operators aren't case-sensitive. For example, both or and OR are acceptable.

 ### Request
 1. Always try to rewrite the prompt using search syntax.
@@ -310,7 +287,7 @@ Logical operators are case-sensitive. `OR` and `AND` are acceptable whereas `or`

 ## Tool: dataplex_lookup_entry
 ### Request
-1. Always try to limit the size of the response by specifying `aspect_types` parameter. Make sure to include to select view=CUSTOM when using aspect_types parameter. If you do not know the name of the aspect type, use the `dataplex_search_aspect_types` tool.
+1. Always try to limit the size of the response by specifying `aspect_types` parameter. Make sure to include to select view=CUSTOM when using aspect_types parameter.
 2. If you do not know the name of the entry, use `dataplex_search_entries` tool
 ### Response
 1. Unless asked for a specific aspect, respond with all aspects attached to the entry.
@@ -321,4 +298,4 @@ Logical operators are case-sensitive. `OR` and `AND` are acceptable whereas `or`
 | **field** | **type** | **required** | **description**                                                                  |
 |-----------|:--------:|:------------:|----------------------------------------------------------------------------------|
 | kind      |  string  |     true     | Must be "dataplex".                                                              |
-| project   |  string  |     true     | ID of the GCP project used for quota and billing purposes (e.g. "my-project-id").|
+| project   |  string  |     true     | ID of the GCP project used for quota and billing purposes (e.g. "my-project-id").|
--- a/docs/en/resources/sources/firebird.md
+++ b/docs/en/resources/sources/firebird.md
@@ -1,59 +0,0 @@
---
-title: "Firebird"
-type: docs
-weight: 1
-description: >
-  Firebird is a powerful, cross-platform, and open-source relational database.
-
---
-
-## About
-
-[Firebird][fb-docs] is a relational database management system offering many ANSI SQL standard features that runs on Linux, Windows, and a variety of Unix platforms. It is known for its small footprint, powerful features, and easy maintenance.
-
-[fb-docs]: https://firebirdsql.org/
-
-## Available Tools
-
- [`firebird-sql`](../tools/firebird/firebird-sql.md)  
-  Execute SQL queries as prepared statements in Firebird.
-
- [`firebird-execute-sql`](../tools/firebird/firebird-execute-sql.md)  
-  Run parameterized SQL statements in Firebird.
-
-## Requirements
-
-### Database User
-
-This source uses standard authentication. You will need to [create a Firebird user][fb-users] to login to the database with.
-
-[fb-users]: https://firebirdsql.org/refdocs/langrefupd25-sql-create-user.html
-
-## Example
-
-```yaml
-sources:
-    my_firebird_db:
-        kind: firebird
-        host: "localhost"
-        port: 3050
-        database: "/path/to/your/database.fdb"
-        user: ${FIREBIRD_USER}
-        password: ${FIREBIRD_PASS}
-```
-
-{{< 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 "firebird".                                                    |
-| host      |  string  |     true     | IP address to connect to (e.g. "127.0.0.1")                            |
-| port      |  string  |     true     | Port to connect to (e.g. "3050")                                       |
-| database  |  string  |     true     | Path to the Firebird database file (e.g. "/var/lib/firebird/data/test.fdb"). |
-| user      |  string  |     true     | Name of the Firebird user to connect as (e.g. "SYSDBA").               |
-| password  |  string  |     true     | Password of the Firebird user (e.g. "masterkey").                      |
--- a/docs/en/resources/sources/kuzu.md
+++ b/docs/en/resources/sources/kuzu.md
@@ -0,0 +1,80 @@
+---
+title: "Kùzu"
+type: docs
+weight: 1
+description: > 
+    Kùzu is an open-source, embedded graph database built for query speed and scalability, optimized for complex join-heavy analytical workloads using the Cypher query language.
+---
+
+## About
+
+[Kuzu](https://kuzudb.com/) is an embedded graph database designed for high query speed and scalability, optimized for complex, join-heavy analytical workloads on large graph datasets. It provides a lightweight, in-process integration with applications, making it ideal for scenarios requiring fast and efficient graph data processing.
+
+Kuzu has the following core features:
+
+- **Property Graph Data Model and Cypher Query Language**: Supports the property graph model and uses Cypher, a powerful and expressive query language for graph databases.
+- **Embedded Integration**: Runs in-process with applications, eliminating the need for a separate server.
+- **Columnar Disk-Based Storage**: Utilizes columnar storage for efficient data access and management.
+- **Columnar and Compressed Sparse Row-Based (CSR) Adjacency List and Join Indices**: Optimizes storage and query performance for large graphs.
+- **Vectorized and Factorized Query Processing**: Enhances query execution speed through advanced processing techniques.
+- **Novel and Efficient Join Algorithms**: Improves performance for complex join operations.
+- **Multi-Core Query Parallelism**: Leverages multiple cores for faster query execution.
+- **Serializable ACID Transactions**: Ensures data consistency and reliability with full ACID compliance.
+
+
+## Available Tools
+
+- [`kuzu-cypher`](../tools/kuzu/kuzu-cypher.md)  
+  Execute pre-defined Cypher queries with placeholder parameters.
+
+## Requirements
+
+### Database File
+
+To use Kuzu, you can either:
+
+- Specify a file path for a persistent database file stored on the filesystem
+- Omit the file path to use an in-memory database
+
+## Example
+
+```yaml
+sources:
+  my-kuzu-db:
+    kind: "kuzu"
+    database: "/path/to/database.db"
+    bufferPoolSize: 1073741824  # 1GB
+    maxNumThreads: 4
+    enableCompression: true
+    readOnly: false
+    maxDbSize: 5368709120  # 5GB
+```
+
+For an in-memory database:
+
+```yaml
+sources:
+  my-kuzu-memory-db:
+    kind: "kuzu"
+    bufferPoolSize: 1073741824  # 1GB
+    maxNumThreads: 4
+    enableCompression: true
+    readOnly: false
+    maxDbSize: 5368709120  # 5GB
+```
+
+## Reference
+
+### Configuration Fields
+
+| **Field**          | **Type** | **Required** | **Description**                                                                 |
+|--------------------|:--------:|:------------:|---------------------------------------------------------------------------------|
+| kind               | string   | true         | Must be "kuzu".                                                                 |
+| database           | string   | false        | Path to the database directory. Default is ":memory:" which creates an in-memory database. |
+| bufferPoolSize     | uint64   | false        | Size of the buffer pool in bytes (e.g., 1073741824 for 1GB).                    |
+| maxNumThreads      | uint64   | false        | Maximum number of threads for query execution.                                   |
+| enableCompression  | bool     | false        | Enables or disables data compression. Default is true.                           |
+| readOnly           | bool     | false        | Sets the database to read-only mode if true. Default is false.                   |
+| maxDbSize          | uint64   | false        | Maximum database size in bytes (e.g., 5368709120 for 5GB).                      |
+
+For a complete list of available configuration options, refer to the [Kuzu SystemConfig options](https://pkg.go.dev/github.com/kuzudb/go-kuzu#SystemConfig).
--- a/docs/en/resources/sources/looker.md
+++ b/docs/en/resources/sources/looker.md
@@ -39,16 +39,15 @@ sources:

 The Looker base url will look like "https://looker.example.com", don't include
 a trailing "/". In some cases, especially if your Looker is deployed
-on-premises, you may need to add the API port number like
+on-premises, you may need to add the API port numner like
 "https://looker.example.com:19999".

 Verify ssl should almost always be "true" (all lower case) unless you are using
 a self-signed ssl certificate for the Looker server. Anything other than "true"
-will be interpreted as false.
+will be interpretted as false.

 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
+assigned by the looker server.

 {{< notice tip >}}
 Use environment variable replacement with the format ${ENV_NAME}
@@ -57,15 +56,11 @@ instead of hardcoding your secrets into the configuration file.

 ## Reference

-| **field**            | **type** | **required** | **description**                                                                           |
-| -------------------- | :------: | :----------: | ----------------------------------------------------------------------------------------- |
-| kind                 |  string  |     true     | Must be "looker".                                                                         |
-| base_url             |  string  |     true     | The URL of your Looker server with no trailing /).                                        |
-| 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.                                       |
-| 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)                                               |
-| show_hidden_explores |  string  |    false     | Show or hide hidden explores. (default: true)                                             |
-| show_hidden_fields   |  string  |    false     | Show or hide hidden fields. (default: true)                                               |
+| **field**     | **type** | **required** | **description**                                                                           |
+| ------------- | :------: | :----------: | ----------------------------------------------------------------------------------------- |
+| kind          |  string  |     true     | Must be "looker".                                                                         |
+| base_url      |  string  |     true     | The URL of your Looker server with no trailing /).                                        |
+| client_id     |  string  |     true     | The client id assigned by Looker.                                                         |
+| client_secret |  string  |     true     | The client secret assigned by Looker.                                                     |
+| verify_ssl    |  string  |     true     | Whether to check the ssl certificate of the server.                                       |
+| timeout       |  string  |    false     | Maximum time to wait for query execution (e.g. "30s", "2m"). By default, 120s is applied. |
--- a/docs/en/resources/sources/mongodb.md
+++ b/docs/en/resources/sources/mongodb.md
@@ -20,8 +20,9 @@ flexible, JSON-like documents, making it easy to develop and scale applications.
 sources:
    my-mongodb:
        kind: mongodb
-        uri: "mongodb+srv://username:password@host.mongodb.net"       
-
+        uri: "mongodb+srv://username:password@host.mongodb.net"
+        database: sample_mflix
+        
 ```

 ## Reference
@@ -30,3 +31,4 @@ sources:
 |-----------|:--------:|:------------:|-------------------------------------------------------------------|
 | kind      |  string  |     true     | Must be "mongodb".                                                |
 | uri       |  string  |     true     | connection string to connect to MongoDB                           |
+| database  |  string  |     true     | Name of the mongodb database to connect to (e.g. "sample_mflix"). |
--- a/docs/en/resources/sources/mysql.md
+++ b/docs/en/resources/sources/mysql.md
@@ -22,9 +22,6 @@ reliability, performance, and ease of use.
 - [`mysql-execute-sql`](../tools/mysql/mysql-execute-sql.md)  
  Run parameterized SQL queries in MySQL.

- [`mysql-list-tables`](../tools/mysql/mysql-list-tables.md)  
-  List tables in a MySQL database.
-
 ## Requirements

 ### Database User
@@ -45,9 +42,6 @@ sources:
        database: my_db
        user: ${USER_NAME}
        password: ${PASSWORD}
-        # Optional TLS and other driver parameters. For example, enable preferred TLS:
-        # queryParams:
-        #     tls: preferred
        queryTimeout: 30s # Optional: query timeout duration
 ```

@@ -67,4 +61,3 @@ instead of hardcoding your secrets into the configuration file.
 | user         |  string  |     true     | Name of the MySQL user to connect as (e.g. "my-mysql-user").                                    |
 | password     |  string  |     true     | Password of the MySQL user (e.g. "my-password").                                                |
 | queryTimeout |  string  |    false     | Maximum time to wait for query execution (e.g. "30s", "2m"). By default, no timeout is applied. |
-| queryParams | map<string,string> | false | Arbitrary DSN parameters passed to the driver (e.g. `tls: preferred`, `charset: utf8mb4`). Useful for enabling TLS or other connection options. |
--- a/docs/en/resources/sources/oceanbase.md
+++ b/docs/en/resources/sources/oceanbase.md
@@ -1,72 +0,0 @@
---
-title: "OceanBase"
-type: docs
-weight: 1
-description: >
-  OceanBase is a distributed relational database that provides high availability, scalability, and compatibility with MySQL.
---
-
-## About
-
-[OceanBase][oceanbase-docs] is a distributed relational database management system (RDBMS) that provides high availability, scalability, and strong consistency. It's designed to handle large-scale data processing and is compatible with MySQL, making it easy for developers to migrate from MySQL to OceanBase.
-
-[oceanbase-docs]: https://www.oceanbase.com/
-
-## Requirements
-
-### Database User
-
-This source only uses standard authentication. You will need to create an OceanBase user to login to the database with. OceanBase supports MySQL-compatible user management syntax.
-
-### Network Connectivity
-
-Ensure that your application can connect to the OceanBase cluster. OceanBase typically runs on ports 2881 (for MySQL protocol) or 3881 (for MySQL protocol with SSL).
-
-## Example
-
-```yaml
-sources:
-    my-oceanbase-source:
-        kind: oceanbase
-        host: 127.0.0.1
-        port: 2881
-        database: my_db
-        user: ${USER_NAME}
-        password: ${PASSWORD}
-        queryTimeout: 30s # Optional: query timeout duration
-```
-
-{{< 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 "oceanbase".                                                                            |
-| host         |  string  |     true     | IP address to connect to (e.g. "127.0.0.1").                                                    |
-| port         |  string  |     true     | Port to connect to (e.g. "2881").                                                               |
-| database     |  string  |     true     | Name of the OceanBase database to connect to (e.g. "my_db").                                    |
-| user         |  string  |     true     | Name of the OceanBase user to connect as (e.g. "my-oceanbase-user").                            |
-| password     |  string  |     true     | Password of the OceanBase user (e.g. "my-password").                                            |
-| queryTimeout |  string  |    false     | Maximum time to wait for query execution (e.g. "30s", "2m"). By default, no timeout is applied. |
-
-## Features
-
-### MySQL Compatibility
-
-OceanBase is highly compatible with MySQL, supporting most MySQL SQL syntax, data types, and functions. This makes it easy to migrate existing MySQL applications to OceanBase.
-
-### High Availability
-
-OceanBase provides automatic failover and data replication across multiple nodes, ensuring high availability and data durability.
-
-### Scalability
-
-OceanBase can scale horizontally by adding more nodes to the cluster, making it suitable for large-scale applications.
-
-### Strong Consistency
-
-OceanBase provides strong consistency guarantees, ensuring that all transactions are ACID compliant. 
--- a/docs/en/resources/sources/postgres.md
+++ b/docs/en/resources/sources/postgres.md
@@ -23,9 +23,6 @@ reputation for reliability, feature robustness, and performance.
 - [`postgres-execute-sql`](../tools/postgres/postgres-execute-sql.md)  
  Run parameterized SQL statements in PostgreSQL.

- [`postgres-list-tables`](../tools/postgres/postgres-list-tables.md)  
-  List tables in a PostgreSQL database.
-
 ### Pre-built Configurations

 - [PostgreSQL using MCP](https://googleapis.github.io/genai-toolbox/how-to/connect-ide/postgres_mcp/)  
@@ -60,12 +57,11 @@ instead of hardcoding your secrets into the configuration file.

 ## Reference

-|  **field**  |      **type**      | **required** | **description**                                                        |
-|-------------|:------------------:|:------------:|------------------------------------------------------------------------|
-| kind        |       string       |     true     | Must be "postgres".                                                    |
-| host        |       string       |     true     | IP address to connect to (e.g. "127.0.0.1")                            |
-| port        |       string       |     true     | Port to connect to (e.g. "5432")                                       |
-| database    |       string       |     true     | Name of the Postgres database to connect to (e.g. "my_db").            |
-| user        |       string       |     true     | Name of the Postgres user to connect as (e.g. "my-pg-user").           |
-| password    |       string       |     true     | Password of the Postgres user (e.g. "my-password").                    |
-| queryParams |  map[string]string |     false    | Raw query to be added to the db connection string.                     |
+| **field** | **type** | **required** | **description**                                                        |
+|-----------|:--------:|:------------:|------------------------------------------------------------------------|
+| kind      |  string  |     true     | Must be "postgres".                                                    |
+| host      |  string  |     true     | IP address to connect to (e.g. "127.0.0.1")                            |
+| port      |  string  |     true     | Port to connect to (e.g. "5432")                                       |
+| database  |  string  |     true     | Name of the Postgres database to connect to (e.g. "my_db").            |
+| user      |  string  |     true     | Name of the Postgres user to connect as (e.g. "my-pg-user").           |
+| password  |  string  |     true     | Password of the Postgres user (e.g. "my-password").                    |
--- a/docs/en/resources/sources/redis.md
+++ b/docs/en/resources/sources/redis.md
@@ -4,13 +4,13 @@ linkTitle: "Redis"
 type: docs
 weight: 1
 description: >
-    Redis is a in-memory data structure store.
+    Redis is an open-source, in-memory data structure store.
    
 ---

 ## About

-Redis is a in-memory data structure store, used as a database,
+Redis is an open-source, in-memory data structure store, used as a database,
 cache, and message broker. It supports data structures such as strings, hashes,
 lists, sets, sorted sets with range queries, bitmaps, hyperloglogs, and
 geospatial indexes with radius queries.
--- a/docs/en/resources/sources/sqlite.md
+++ b/docs/en/resources/sources/sqlite.md
@@ -26,14 +26,6 @@ SQLite has the following notable characteristics:

 - [`sqlite-sql`](../tools/sqlite/sqlite-sql.md)  
  Run SQL queries against a local SQLite database.
-  
- [`sqlite-execute-sql`](../tools/sqlite/sqlite-execute-sql.md)  
-  Run parameterized SQL statements in SQlite.
-
-### Pre-built Configurations
-
- [SQLite using MCP](../../how-to/connect-ide/sqlite_mcp.md)  
-Connect your IDE to SQlite using Toolbox.

 ## Requirements

@@ -69,7 +61,7 @@ sources:

 | **field** | **type** | **required** | **description**                                                                                                     |
 |-----------|:--------:|:------------:|---------------------------------------------------------------------------------------------------------------------|
-| kind      |  string  |     true     | Must be "sqlite".                                                                                                   |
+| kind      |  string  |     true     | Must be "spanner".                                                                                                  |
 | database  |  string  |     true     | Path to SQLite database file, or ":memory:" for an in-memory database.                                              |

 ### Connection Properties
--- a/docs/en/resources/sources/trino.md
+++ b/docs/en/resources/sources/trino.md
@@ -1,62 +0,0 @@
---
-title: "Trino"
-type: docs
-weight: 1
-description: >
-  Trino is a distributed SQL query engine for big data analytics.
---
-
-## About
-
-[Trino][trino-docs] is a distributed SQL query engine designed for fast analytic queries against data of any size. It allows you to query data where it lives, including Hive, Cassandra, relational databases or even proprietary data stores.
-
-[trino-docs]: https://trino.io/docs/
-
-## Available Tools
-
- [`trino-sql`](../tools/trino/trino-sql.md)  
-  Execute parameterized SQL queries against Trino.
-
- [`trino-execute-sql`](../tools/trino/trino-execute-sql.md)  
-  Execute arbitrary SQL queries against Trino.
-
-## Requirements
-
-### Trino Cluster
-
-You need access to a running Trino cluster with appropriate user permissions for the catalogs and schemas you want to query.
-
-## Example
-
-```yaml
-sources:
-    my-trino-source:
-    kind: trino
-    host: trino.example.com
-    port: "8080"
-    user: ${TRINO_USER}  # Optional for anonymous access
-    password: ${TRINO_PASSWORD}  # Optional
-    catalog: hive
-    schema: default
-```
-
-{{< 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 "trino".                                                       |
-| host        |       string       |     true     | Trino coordinator hostname (e.g. "trino.example.com")                 |
-| port        |       string       |     true     | Trino coordinator port (e.g. "8080", "8443")                          |
-| user        |       string       |     false    | Username for authentication (e.g. "analyst"). Optional for anonymous access. |
-| password    |       string       |     false    | Password for basic authentication                                      |
-| catalog     |       string       |     true     | Default catalog to use for queries (e.g. "hive")                      |
-| schema      |       string       |     true     | Default schema to use for queries (e.g. "default")                    |
-| queryTimeout|       string       |     false    | Query timeout duration (e.g. "30m", "1h")                             |
-| accessToken |       string       |     false    | JWT access token for authentication                                    |
-| kerberosEnabled | boolean        |     false    | Enable Kerberos authentication (default: false)                       |
-| sslEnabled  |       boolean      |     false    | Enable SSL/TLS (default: false)                                       |
--- a/docs/en/resources/sources/yugabytedb.md
+++ b/docs/en/resources/sources/yugabytedb.md
@@ -1,44 +0,0 @@
---
-title: "YugabyteDB"
-type: docs
-weight: 1
-description: >
-  YugabyteDB is a high-performance, distributed SQL database. 
---
-
-## About
-
-[YugabyteDB][yugabytedb] is a high-performance, distributed SQL database designed for global, internet-scale applications, with full PostgreSQL compatibility.
-
-[yugabytedb]: https://www.yugabyte.com/
-
-## Example
-
-```yaml
-sources:
-    my-yb-source:
-        kind: yugabytedb
-        host: 127.0.0.1
-        port: 5433
-        database: yugabyte
-        user: ${USER_NAME}
-        password: ${PASSWORD}
-        loadBalance: true
-        topologyKeys: cloud.region.zone1:1,cloud.region.zone2:2
-```
-
-## Reference
-
-| **field**                         | **type** | **required** | **description**                                                        |
-|-----------------------------------|:--------:|:------------:|------------------------------------------------------------------------|
-| kind                              |  string  |     true     | Must be "yugabytedb".                                                    |
-| host                              |  string  |     true     | IP address to connect to.                           |
-| port                              |  integer  |     true     | Port to connect to. The default port is 5433.                                      |
-| database                          |  string  |     true     | Name of the YugabyteDB database to connect to. The default database name is yugabyte.           |
-| user                              |  string  |     true     | Name of the YugabyteDB user to connect as. The default user is yugabyte.          |
-| password                          |  string  |     true     | Password of the YugabyteDB user. The default password is yugabyte.                   |
-| loadBalance                      |  boolean  |     false     | If true, enable uniform load balancing. The default loadBalance value is false.                   |
-| topologyKeys                     |  string  |     false     | Comma-separated geo-locations in the form cloud.region.zone:priority to enable topology-aware load balancing. Ignored if loadBalance is false. It is null by default.                   |
-| ybServersRefreshInterval       |  integer  |     false     | The interval (in seconds) to refresh the servers list; ignored if loadBalance is false. The default value of ybServersRefreshInterval is 300.                    |
-| fallbackToTopologyKeysOnly    |  boolean  |     false     | If set to true and topologyKeys are specified, only connect to nodes specified in topologyKeys. By defualt, this is set to false.                    |
-| failedHostReconnectDelaySecs  |  integer  |     false     | Time (in seconds) to wait before trying to connect to failed nodes. The default value of is 5.                   |
--- a/docs/en/resources/tools/alloydb/_index.md
+++ b/docs/en/resources/tools/alloydb/_index.md
@@ -1,7 +0,0 @@
---
-title: "AlloyDB for PostgreSQL"
-type: docs
-weight: 1
-description: > 
-  Tools for AlloyDB for PostgreSQL.
---
--- a/docs/en/resources/tools/alloydb/alloydb-get-cluster.md
+++ b/docs/en/resources/tools/alloydb/alloydb-get-cluster.md
@@ -1,37 +0,0 @@
---
-title: "alloydb-get-cluster"
-type: docs
-weight: 1
-description: >
-  The "alloydb-get-cluster" tool retrieves details for a specific AlloyDB cluster.
-aliases:
- /resources/tools/alloydb-get-cluster
---
-
-## About
-
-The `alloydb-get-cluster` tool retrieves detailed information for a single, specified AlloyDB cluster. It is compatible with [alloydb-admin](../../sources/alloydb-admin.md) source.
-	
-| Parameter  | Type   | Description                                                                              | Required |
-| :--------- | :----- | :--------------------------------------------------------------------------------------- | :------- |
-| `projectId`  | string | The GCP project ID to get cluster for.                                                 | Yes      |
-| `locationId` | string | The location of the cluster (e.g., 'us-central1'). | Yes      |
-| `clusterId` | string | The ID of the cluster to retrieve. | Yes      |
-> **Note**
-> This tool authenticates using the credentials configured in its [alloydb-admin](../../sources/alloydb-admin.md) source which can be either [Application Default Credentials](https://cloud.google.com/docs/authentication/application-default-credentials) or client-side OAuth.
-
-## Example
-
-```yaml
-tools:
-  get_specific_cluster:
-    kind: alloydb-get-cluster
-    source: my-alloydb-admin-source
-    description: Use this tool to retrieve details for a specific AlloyDB cluster.
-```
-## Reference
-| **field**   |                  **type**                  | **required** | **description**                                                                                  |
-|-------------|:------------------------------------------:|:------------:|--------------------------------------------------------------------------------------------------|
-| kind        |                   string                   |     true     | Must be alloydb-get-cluster.                                                                  |                                               |
-| source      |                   string                   |     true     | The name of an `alloydb-admin` source.                                                                       |
-| description |                   string                   |     true     | Description of the tool that is passed to the agent.                                             |
--- a/docs/en/resources/tools/alloydb/alloydb-get-instance.md
+++ b/docs/en/resources/tools/alloydb/alloydb-get-instance.md
@@ -1,38 +0,0 @@
---
-title: "alloydb-get-instance"
-type: docs
-weight: 1
-description: >
-  The "alloydb-get-instance" tool retrieves details for a specific AlloyDB instance.
-aliases:
- /resources/tools/alloydb-get-instance
---
-
-## About
-
-The `alloydb-get-instance` tool retrieves detailed information for a single, specified AlloyDB instance. It is compatible with [alloydb-admin](../../sources/alloydb-admin.md) source.
-	
-| Parameter  | Type   | Description                                                                              | Required |
-| :--------- | :----- | :--------------------------------------------------------------------------------------- | :------- |
-| `project`  | string | The GCP project ID to get instance for.                                                 | Yes      |
-| `location` | string | The location of the instance (e.g., 'us-central1'). | Yes      |
-| `cluster` | string | The ID of the cluster. | Yes      |
-| `instance` | string | The ID of the instance to retrieve. | Yes      |
-> **Note**
-> This tool authenticates using the credentials configured in its [alloydb-admin](../../sources/alloydb-admin.md) source which can be either [Application Default Credentials](https://cloud.google.com/docs/authentication/application-default-credentials) or client-side OAuth.
-
-## Example
-
-```yaml
-tools:
-  get_specific_instance:
-    kind: alloydb-get-instance
-    source: my-alloydb-admin-source
-    description: Use this tool to retrieve details for a specific AlloyDB instance.
-```
-## Reference
-| **field**   |                  **type**                  | **required** | **description**                                                                                  |
-|-------------|:------------------------------------------:|:------------:|--------------------------------------------------------------------------------------------------|
-| kind        |                   string                   |     true     | Must be alloydb-get-instance.                                                                  |                                               |
-| source      |                   string                   |     true     | The name of an `alloydb-admin` source.                                                                       |
-| description |                   string                   |     true     | Description of the tool that is passed to the agent.                                             |
--- a/docs/en/resources/tools/alloydb/alloydb-get-user.md
+++ b/docs/en/resources/tools/alloydb/alloydb-get-user.md
@@ -1,38 +0,0 @@
---
-title: "alloydb-get-user"
-type: docs
-weight: 1
-description: >
-  The "alloydb-get-user" tool retrieves details for a specific AlloyDB user.
-aliases:
- /resources/tools/alloydb-get-user
---
-
-## About
-
-The `alloydb-get-user` tool retrieves detailed information for a single, specified AlloyDB user. It is compatible with [alloydb-admin](../../sources/alloydb-admin.md) source.
-	
-| Parameter  | Type   | Description                                                                              | Required |
-| :--------- | :----- | :--------------------------------------------------------------------------------------- | :------- |
-| `project`  | string | The GCP project ID to get user for.                                                 | Yes      |
-| `location` | string | The location of the cluster (e.g., 'us-central1'). | Yes      |
-| `cluster` | string | The ID of the cluster to retrieve the user from. | Yes      |
-| `user` | string | The ID of the user to retrieve. | Yes      |
-> **Note**
-> This tool authenticates using the credentials configured in its [alloydb-admin](../../sources/alloydb-admin.md) source which can be either [Application Default Credentials](https://cloud.google.com/docs/authentication/application-default-credentials) or client-side OAuth.
-
-## Example
-
-```yaml
-tools:
-  get_specific_user:
-    kind: alloydb-get-user
-    source: my-alloydb-admin-source
-    description: Use this tool to retrieve details for a specific AlloyDB user.
-```
-## Reference
-| **field**   |                  **type**                  | **required** | **description**                                                                                  |
-|-------------|:------------------------------------------:|:------------:|--------------------------------------------------------------------------------------------------|
-| kind        |                   string                   |     true     | Must be alloydb-get-user.                                                                  |                                               |
-| source      |                   string                   |     true     | The name of an `alloydb-admin` source.                                                                       |
-| description |                   string                   |     true     | Description of the tool that is passed to the agent.                                             |
--- a/docs/en/resources/tools/alloydb/alloydb-list-clusters.md
+++ b/docs/en/resources/tools/alloydb/alloydb-list-clusters.md
@@ -1,38 +0,0 @@
---
-title: "alloydb-list-clusters"
-type: docs
-weight: 1
-description: >
-  The "alloydb-list-clusters" tool lists the AlloyDB clusters in a given project and location.
-aliases:
- /resources/tools/alloydb-list-clusters
---
-
-## About
-
-The `alloydb-list-clusters` tool retrieves AlloyDB cluster information for all or specified locations in a given project. It is compatible with [alloydb-admin](../../sources/alloydb-admin.md) source.
-
-`alloydb-list-clusters` tool lists the detailed information of AlloyDB cluster(cluster name, state, configuration, etc) for a given project and location. The tool takes the following input parameters:
-	
-| Parameter  | Type   | Description                                                                              | Required |
-| :--------- | :----- | :--------------------------------------------------------------------------------------- | :------- |
-| `projectId`  | string | The GCP project ID to list clusters for.                                                 | Yes      |
-| `locationId` | string | The location to list clusters in (e.g., 'us-central1'). Use `-` for all locations. Default: `-`.| No       |
-> **Note**
-> This tool authenticates using the credentials configured in its [alloydb-admin](../../sources/alloydb-admin.md) source which can be either [Application Default Credentials](https://cloud.google.com/docs/authentication/application-default-credentials) or client-side OAuth.
-
-## Example
-
-```yaml
-tools:
-  list_clusters:
-    kind: alloydb-list-clusters
-    source: alloydb-admin-source
-    description: Use this tool to list all AlloyDB clusters in a given project and location.
-```
-## Reference
-| **field**   |                  **type**                  | **required** | **description**                                                                                  |
-|-------------|:------------------------------------------:|:------------:|--------------------------------------------------------------------------------------------------|
-| kind        |                   string                   |     true     | Must be alloydb-list-clusters.                                                                  |                                               |
-| source      |                   string                   |     true     | The name of an `alloydb-admin` source.                                                                       |
-| description |                   string                   |     true     | Description of the tool that is passed to the agent.                                             |
--- a/Show More
+++ b/Show More
Author	SHA1	Message	Date
Averi Kitsch	ff6ddaf73b	Merge branch 'main' into feat/kuzudb	2025-08-06 12:18:02 -07:00
bpranava	4f725dc85e	fix auth tool integration test	2025-08-06 06:23:45 +05:30
bpranava	0faf75db95	set default for kuzudb database config	2025-08-06 06:12:03 +05:30
Averi Kitsch	5e08aeb7ed	Merge branch 'main' into feat/kuzudb	2025-08-05 17:03:17 -07:00
Pranava B	a00880aeda	Merge branch 'main' into feat/kuzudb	2025-08-05 19:31:11 +05:30
Pranava B	b72a4b9855	rename integration test file	2025-08-05 19:30:57 +05:30
bpranava	e6e1545a97	Merge branch 'main' into feat/kuzudb	2025-08-05 08:27:10 +05:30
bpranava	48f49c5e9a	update kuzu source doc	2025-08-05 08:25:01 +05:30
bpranava	6ab871ea93	address review comments	2025-08-05 08:10:56 +05:30
Pranava B	78ec2bb52e	Merge branch 'main' into feat/kuzudb	2025-08-03 12:15:21 +05:30
bpranava	da5e130819	update docs	2025-07-30 18:33:43 +05:30
bpranava	ce831a47c3	update auth tool test	2025-07-30 10:48:20 +05:30
bpranava	a0c4483a47	update docs and change module names	2025-07-30 09:37:37 +05:30
bpranava	7aae8d50b3	auth tool test and mcp tool test	2025-07-30 09:35:58 +05:30
bpranava	b41d512759	update docs	2025-07-30 09:35:58 +05:30
bpranava	898403f753	add template param support	2025-07-30 09:35:58 +05:30
bpranava	38db9bd62b	fix broken link in docs	2025-07-30 09:35:58 +05:30
bpranava	376c3bec92	rename Kuzudb structs	2025-07-30 09:35:58 +05:30
bpranava	8190c92818	rename kuzudb packages and update docs	2025-07-30 09:35:58 +05:30
bpranava	064adf2c79	add google copyright comments	2025-07-30 09:35:58 +05:30
bpranava	8fc63c3c73	fix integration test cases	2025-07-30 09:35:58 +05:30
bpranava	8a9344ac06	add kuzudb documentation	2025-07-30 09:35:58 +05:30
bpranava	780e67fd22	add kuzudb cloudbuild integration	2025-07-30 09:35:55 +05:30
bpranava	54dddb772b	fix kuzu param tests	2025-07-30 09:33:58 +05:30
bpranava	20e2c1703f	register kuzudb tool	2025-07-30 09:33:58 +05:30
bpranava	9f545ce9c4	kuzudb source test	2025-07-30 09:33:58 +05:30
bpranava	3ef18e1713	add kuzudb integration tests	2025-07-30 09:33:58 +05:30
bpranava	0615e3a4e5	add kuzudb source and tools	2025-07-30 09:33:58 +05:30
bpranava	4ca4b96223	feat: add support for KuzuDB	2025-07-30 09:33:55 +05:30
@@ -1 +1 @@
 .14.0
 .11.0