minor fix

.ci/continuous.release.cloudbuild.yaml

@@ -305,4 +305,4 @@ substitutions:
   _AR_HOSTNAME: ${_REGION}-docker.pkg.dev
   _AR_REPO_NAME: toolbox-dev
   _BUCKET_NAME: genai-toolbox-dev
-  _DOCKER_URI: ${_AR_HOSTNAME}/${PROJECT_ID}/${_AR_REPO_NAME}/toolbox
+  _DOCKER_URI: ${_AR_HOSTNAME}/${PROJECT_ID}/${_AR_REPO_NAME}/toolbox

.ci/integration.cloudbuild.yaml

@@ -212,26 +212,6 @@ steps:
           bigquery \
           bigquery
 
-  - id: "cloud-gda"
-    name: golang:1
-    waitFor: ["compile-test-binary"]
-    entrypoint: /bin/bash
-    env:
-      - "GOPATH=/gopath"
-      - "CLOUD_GDA_PROJECT=$PROJECT_ID"
-      - "SERVICE_ACCOUNT_EMAIL=$SERVICE_ACCOUNT_EMAIL"
-    secretEnv: ["CLIENT_ID"]
-    volumes:
-      - name: "go"
-        path: "/gopath"
-    args:
-      - -c
-      - |
-        .ci/test_with_coverage.sh \
-          "Cloud Gemini Data Analytics" \
-          cloudgda \
-          cloudgda
-
   - id: "dataplex"
     name: golang:1
     waitFor: ["compile-test-binary"]
@@ -338,7 +318,7 @@ steps:
         .ci/test_with_coverage.sh \
           "Spanner" \
           spanner \
-          spanner || echo "Integration tests failed." # ignore test failures
+          spanner
 
   - id: "neo4j"
     name: golang:1
@@ -609,26 +589,6 @@ steps:
           firestore \
           firestore
 
-  - id: "mongodb"
-    name: golang:1
-    waitFor: ["compile-test-binary"]
-    entrypoint: /bin/bash
-    env:
-      - "GOPATH=/gopath"
-      - "MONGODB_DATABASE=$_DATABASE_NAME"
-      - "SERVICE_ACCOUNT_EMAIL=$SERVICE_ACCOUNT_EMAIL"
-    secretEnv: ["MONGODB_URI", "CLIENT_ID"]
-    volumes:
-      - name: "go"
-        path: "/gopath"
-    args:
-      - -c
-      - |
-        .ci/test_with_coverage.sh \
-          "MongoDB" \
-          mongodb \
-          mongodb
-
   - id: "looker"
     name: golang:1
     waitFor: ["compile-test-binary"]
@@ -825,27 +785,7 @@ steps:
           elasticsearch \
           elasticsearch
 
-  - id: "snowflake"
-    name: golang:1
-    waitFor: ["compile-test-binary"]
-    entrypoint: /bin/bash
-    env:
-      - "GOPATH=/gopath"
-      - "SERVICE_ACCOUNT_EMAIL=$SERVICE_ACCOUNT_EMAIL"
-      - "SNOWFLAKE_DATABASE=$_SNOWFLAKE_DATABASE"
-      - "SNOWFLAKE_SCHEMA=$_SNOWFLAKE_SCHEMA"
-    secretEnv: ["CLIENT_ID", "SNOWFLAKE_USER", "SNOWFLAKE_PASS", "SNOWFLAKE_ACCOUNT"]
-    volumes:
-      - name: "go"
-        path: "/gopath"
-    args:
-      - -c
-      - |
-        .ci/test_with_coverage.sh \
-          "Snowflake" \
-          snowflake \
-          snowflake
- 
+
   - id: "cassandra"
     name: golang:1
     waitFor: ["compile-test-binary"]
@@ -866,8 +806,8 @@ steps:
           cassandra
 
   - id: "oracle"
-    name: ghcr.io/oracle/oraclelinux9-instantclient:23
-    waitFor: ["install-dependencies"]
+    name: golang:1
+    waitFor: ["compile-test-binary"]
     entrypoint: /bin/bash
     env:
       - "GOPATH=/gopath"
@@ -880,25 +820,10 @@ steps:
     args:
       - -c
       - |
-        # Install the C compiler and Oracle SDK headers needed for cgo
-        dnf install -y gcc oracle-instantclient-devel
-        # Install Go
-        curl -L -o go.tar.gz "https://go.dev/dl/go1.25.1.linux-amd64.tar.gz"
-        tar -C /usr/local -xzf go.tar.gz
-        export PATH="/usr/local/go/bin:$$PATH"
-
-        go test -v ./internal/sources/oracle/... \
-          -coverprofile=oracle_coverage.out \
-          -coverpkg=./internal/sources/oracle/...,./internal/tools/oracle/...
-        
-        # Coverage check
-        total_coverage=$(go tool cover -func=oracle_coverage.out | grep "total:" | awk '{print $3}')
-        echo "Oracle total coverage: $total_coverage"
-        coverage_numeric=$(echo "$total_coverage" | sed 's/%//')
-        if awk -v cov="$coverage_numeric" 'BEGIN {exit !(cov < 20)}'; then
-            echo "Coverage failure: $total_coverage is below 20%."
-            exit 1
-        fi
+        .ci/test_with_coverage.sh \
+          "Oracle" \
+          oracle \
+          oracle
 
   - id: "serverless-spark"
     name: golang:1
@@ -942,26 +867,6 @@ steps:
           singlestore \
           singlestore
 
-  - id: "mariadb"
-    name: golang:1
-    waitFor: ["compile-test-binary"]
-    entrypoint: /bin/bash
-    env:
-      - "GOPATH=/gopath"
-      - "MARIADB_DATABASE=$_MARIADB_DATABASE"
-      - "MARIADB_PORT=$_MARIADB_PORT"
-      - "SERVICE_ACCOUNT_EMAIL=$SERVICE_ACCOUNT_EMAIL"
-    secretEnv: ["MARIADB_USER", "MARIADB_PASS", "MARIADB_HOST", "CLIENT_ID"]
-    volumes:
-      - name: "go"
-        path: "/gopath"
-    args:
-      - -c
-      - |
-        # skip coverage check as it re-uses current MySQL implementation
-        go test ./tests/mariadb
-
-
 availableSecrets:
   secretManager:
     - versionName: projects/$PROJECT_ID/secrets/cloud_sql_pg_user/versions/latest
@@ -1058,12 +963,6 @@ availableSecrets:
       env: ELASTICSEARCH_USER
     - versionName: projects/$PROJECT_ID/secrets/elastic_search_pass/versions/latest
       env: ELASTICSEARCH_PASS
-    - versionName: projects/$PROJECT_ID/secrets/snowflake_account/versions/latest
-      env: SNOWFLAKE_ACCOUNT
-    - versionName: projects/$PROJECT_ID/secrets/snowflake_user/versions/latest
-      env: SNOWFLAKE_USER
-    - versionName: projects/$PROJECT_ID/secrets/snowflake_pass/versions/latest
-      env: SNOWFLAKE_PASS
     - versionName: projects/$PROJECT_ID/secrets/cassandra_user/versions/latest
       env: CASSANDRA_USER
     - versionName: projects/$PROJECT_ID/secrets/cassandra_pass/versions/latest
@@ -1080,14 +979,6 @@ availableSecrets:
       env: SINGLESTORE_PASSWORD
     - versionName: projects/$PROJECT_ID/secrets/singlestore_host/versions/latest
       env: SINGLESTORE_HOST
-    - versionName: projects/$PROJECT_ID/secrets/mariadb_user/versions/latest
-      env: MARIADB_USER
-    - versionName: projects/$PROJECT_ID/secrets/mariadb_pass/versions/latest
-      env: MARIADB_PASS
-    - versionName: projects/$PROJECT_ID/secrets/mariadb_host/versions/latest
-      env: MARIADB_HOST
-    - versionName: projects/$PROJECT_ID/secrets/mongodb_uri/versions/latest
-      env: MONGODB_URI
 
 options:
   logging: CLOUD_LOGGING_ONLY
@@ -1148,7 +1039,3 @@ substitutions:
   _SINGLESTORE_PORT: "3308"
   _SINGLESTORE_DATABASE: "singlestore"
   _SINGLESTORE_USER: "root"
-  _MARIADB_PORT: "3307"
-  _MARIADB_DATABASE: test_database
-  _SNOWFLAKE_DATABASE: "test"
-  _SNOWFLAKE_SCHEMA: "PUBLIC"

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

@@ -13,7 +13,7 @@
 # limitations under the License.
 
 steps:
-  - name: 'node:22'
+  - name: 'node:20'
     id: 'js-quickstart-test'
     entrypoint: 'bash'
     args:
@@ -44,4 +44,4 @@ availableSecrets:
 timeout: 1000s
 
 options:
-  logging: CLOUD_LOGGING_ONLY
+  logging: CLOUD_LOGGING_ONLY

.gemini/config.yaml

@@ -1,18 +0,0 @@
-# Copyright 2025 Google LLC
-#
-# Licensed under the Apache License, Version 2.0 (the "License");
-# you may not use this file except in compliance with the License.
-# You may obtain a copy of the License at
-#
-# 	http://www.apache.org/licenses/LICENSE-2.0
-#
-# Unless required by applicable law or agreed to in writing, software
-# distributed under the License is distributed on an "AS IS" BASIS,
-# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
-# See the License for the specific language governing permissions and
-# limitations under the License.
-
-ignore_patterns:
-  - "package-lock.json"
-  - "go.sum"
-  - "requirements.txt"

.github/renovate.json5

@@ -24,23 +24,5 @@
       ],
       pinDigests: true,
     },
-    {
-      groupName: 'Go',
-      matchManagers: [
-        'gomod',
-      ],
-    },
-    {
-      groupName: 'Node',
-      matchManagers: [
-        'npm',
-      ],
-    },
-    {
-      groupName: 'Pip',
-      matchManagers: [
-        'pip_requirements',
-      ],
-    },
   ],
 }

.github/workflows/deploy_dev_docs.yaml

@@ -40,7 +40,7 @@ jobs:
       group: docs-deployment
       cancel-in-progress: false
     steps:
-      - uses: actions/checkout@8e8c483db84b4bee98b60c0593521ed34d9990e8 # v6
+      - uses: actions/checkout@93cb6efe18208431cddfb8368fd83d5badbf9bfd # v5
         with:
           fetch-depth: 0 # Fetch all history for .GitInfo and .Lastmod
 
@@ -51,12 +51,12 @@ jobs:
           extended: true
 
       - name: Setup Node
-        uses: actions/setup-node@395ad3262231945c25e8478fd5baf05154b1d79f # v6
+        uses: actions/setup-node@2028fbc5c25fe9cf00d9f06a71cc4710d4507903 # v6
         with:
           node-version: "22"
 
       - name: Cache dependencies
-        uses: actions/cache@9255dc7a253b0ccc959486e2bca901246202afeb # v5
+        uses: actions/cache@0057852bfaa89a56745cba8c7296529d2fc39830 # v4
         with:
           path: ~/.npm
           key: ${{ runner.os }}-node-${{ hashFiles('**/package-lock.json') }}

.github/workflows/deploy_previous_version_docs.yaml

@@ -30,14 +30,14 @@ jobs:
 
     steps:
       - name: Checkout main branch (for latest templates and theme)
-        uses: actions/checkout@8e8c483db84b4bee98b60c0593521ed34d9990e8 # v6
+        uses: actions/checkout@93cb6efe18208431cddfb8368fd83d5badbf9bfd # v5
         with:
           ref: 'main'
           submodules: 'recursive'
           fetch-depth: 0
 
       - name: Checkout old content from tag into a temporary directory
-        uses: actions/checkout@8e8c483db84b4bee98b60c0593521ed34d9990e8 # v6
+        uses: actions/checkout@93cb6efe18208431cddfb8368fd83d5badbf9bfd # v5
         with:
           ref: ${{ github.event.inputs.version_tag }}
           path: 'old_version_source' # Checkout into a temp subdir
@@ -57,7 +57,7 @@ jobs:
         with:
           hugo-version: "0.145.0"
           extended: true
-      - uses: actions/setup-node@395ad3262231945c25e8478fd5baf05154b1d79f # v6
+      - uses: actions/setup-node@2028fbc5c25fe9cf00d9f06a71cc4710d4507903 # v6
         with:
           node-version: "22"
 

.github/workflows/deploy_versioned_docs.yaml

@@ -30,7 +30,7 @@ jobs:
       cancel-in-progress: false
     steps:
       - name: Checkout Code at Tag
-        uses: actions/checkout@8e8c483db84b4bee98b60c0593521ed34d9990e8 # v6
+        uses: actions/checkout@93cb6efe18208431cddfb8368fd83d5badbf9bfd # v5
         with:
           ref: ${{ github.event.release.tag_name }}
 
@@ -44,7 +44,7 @@ jobs:
           extended: true
 
       - name: Setup Node
-        uses: actions/setup-node@395ad3262231945c25e8478fd5baf05154b1d79f # v6
+        uses: actions/setup-node@2028fbc5c25fe9cf00d9f06a71cc4710d4507903 # v6
         with:
           node-version: "22"
 

.github/workflows/docs_preview_clean.yaml

@@ -34,7 +34,7 @@ jobs:
       group: "preview-${{ github.event.number }}"
       cancel-in-progress: true
     steps:
-      - uses: actions/checkout@8e8c483db84b4bee98b60c0593521ed34d9990e8 # v6
+      - uses: actions/checkout@93cb6efe18208431cddfb8368fd83d5badbf9bfd # v5
         with:
           ref: versioned-gh-pages
 

.github/workflows/docs_preview_deploy.yaml

@@ -49,7 +49,7 @@ jobs:
       group: "preview-${{ github.event.number }}"
       cancel-in-progress: true
     steps:
-      - uses: actions/checkout@8e8c483db84b4bee98b60c0593521ed34d9990e8 # v6
+      - uses: actions/checkout@93cb6efe18208431cddfb8368fd83d5badbf9bfd # v5
         with:
           # Checkout the PR's HEAD commit (supports forks).
           ref: ${{ github.event.pull_request.head.sha }}
@@ -62,12 +62,12 @@ jobs:
           extended: true
 
       - name: Setup Node
-        uses: actions/setup-node@395ad3262231945c25e8478fd5baf05154b1d79f # v6
+        uses: actions/setup-node@2028fbc5c25fe9cf00d9f06a71cc4710d4507903 # v6
         with:
           node-version: "22"
 
       - name: Cache dependencies
-        uses: actions/cache@9255dc7a253b0ccc959486e2bca901246202afeb # v5
+        uses: actions/cache@0057852bfaa89a56745cba8c7296529d2fc39830 # v4
         with:
           path: ~/.npm
           key: ${{ runner.os }}-node-${{ hashFiles('**/package-lock.json') }}

.github/workflows/link_checker_workflow.yaml

@@ -1,59 +0,0 @@
-# Copyright 2025 Google LLC
-#
-# Licensed under the Apache License, Version 2.0 (the "License");
-# you may not use this file except in compliance with the License.
-# You may obtain a copy of the License at
-#
-#     http://www.apache.org/licenses/LICENSE-2.0
-#
-# Unless required by applicable law or agreed to in writing, software
-# distributed under the License is distributed on an "AS IS" BASIS,
-# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
-# See the License for the specific language governing permissions and
-# limitations under the License.
-name: Link Checker
-
-on:
-  pull_request:
-
-
-jobs:
-  link-check:
-    runs-on: ubuntu-latest
-    steps:
-      - name: Checkout Repository
-        uses: actions/checkout@8e8c483db84b4bee98b60c0593521ed34d9990e8 # v6
-
-      - name: Restore lychee cache
-        uses: actions/cache@9255dc7a253b0ccc959486e2bca901246202afeb # v5
-        with:
-          path: .lycheecache
-          key: cache-lychee-${{ github.sha }}
-          restore-keys: cache-lychee-
-
-      - name: Link Checker
-        uses: lycheeverse/lychee-action@a8c4c7cb88f0c7386610c35eb25108e448569cb0 # v2
-        with:
-          args: >
-            --verbose
-            --no-progress
-            --cache
-            --max-cache-age 1d
-            README.md
-            docs/
-          output: /tmp/foo.txt
-          fail: true
-          jobSummary: true
-          debug: true
-        env:
-          GITHUB_TOKEN: ${{ secrets.GITHUB_TOKEN }}
-      # This step only runs if the 'lychee_check' step fails, ensuring the 
-      # context note only appears when the developer needs to troubleshoot.
-      - name: Display Link Context Note on Failure
-        if: ${{ failure() }}
-        run: |
-          echo "## Link Resolution Note" >> $GITHUB_STEP_SUMMARY
-          echo "Local links and directory changes work differently on GitHub than on the docsite." >> $GITHUB_STEP_SUMMARY
-          echo "You must ensure fixes pass the **GitHub check** and also work with **\`hugo server\`**." >> $GITHUB_STEP_SUMMARY
-          echo "---" >> $GITHUB_STEP_SUMMARY
-

.github/workflows/lint.yaml

@@ -55,7 +55,7 @@ jobs:
         with:
           go-version: "1.25"
       - name: Checkout code
-        uses: actions/checkout@8e8c483db84b4bee98b60c0593521ed34d9990e8 # v6.0.1
+        uses: actions/checkout@93cb6efe18208431cddfb8368fd83d5badbf9bfd # v5.0.1
         with:
           ref: ${{ github.event.pull_request.head.sha }}
           repository: ${{ github.event.pull_request.head.repo.full_name }}
@@ -66,7 +66,7 @@ jobs:
         run: |
           go mod tidy && git diff --exit-code
       - name: golangci-lint
-        uses: golangci/golangci-lint-action@1e7e51e771db61008b38414a730f564565cf7c20 # v9.2.0
+        uses: golangci/golangci-lint-action@4afd733a84b1f43292c63897423277bb7f4313a9 # v8.0.0
         with:
           version: latest
           args: --timeout 10m

.github/workflows/publish-mcp.yml

@@ -29,7 +29,7 @@ jobs:
 
     steps:
       - name: Checkout code
-        uses: actions/checkout@8e8c483db84b4bee98b60c0593521ed34d9990e8 # v6
+        uses: actions/checkout@93cb6efe18208431cddfb8368fd83d5badbf9bfd # v5
 
       - name: Wait for image in Artifact Registry
         shell: bash

.github/workflows/sync-labels.yaml

@@ -29,7 +29,7 @@ jobs:
       issues: 'write'
       pull-requests: 'write'
     steps:
-      - uses: actions/checkout@8e8c483db84b4bee98b60c0593521ed34d9990e8 # v6.0.1
+      - uses: actions/checkout@93cb6efe18208431cddfb8368fd83d5badbf9bfd # v5.0.1
       - uses: micnncim/action-label-syncer@3abd5ab72fda571e69fffd97bd4e0033dd5f495c # v1.3.0
         env:
           GITHUB_TOKEN: ${{ secrets.GITHUB_TOKEN }}

.github/workflows/tests.yaml

@@ -62,7 +62,7 @@ jobs:
           go-version: "1.24"
 
       - name: Checkout code
-        uses: actions/checkout@8e8c483db84b4bee98b60c0593521ed34d9990e8 # v6.0.1
+        uses: actions/checkout@93cb6efe18208431cddfb8368fd83d5badbf9bfd # v5.0.1
         with:
           ref: ${{ github.event.pull_request.head.sha }}
           repository: ${{ github.event.pull_request.head.repo.full_name }}

.gitignore

@@ -20,4 +20,4 @@ node_modules
 
 # executable
 genai-toolbox
-toolbox
+toolbox

.hugo/assets/scss/_styles_project.scss

@@ -1,9 +1 @@
-@import 'td/code-dark';
-
-// Make tabs scrollable horizontally instead of wrapping
-.nav-tabs {
-  flex-wrap: nowrap;
-  white-space: nowrap;
-  overflow-x: auto;
-  overflow-y: hidden;
-}
+@import 'td/code-dark';

.hugo/hugo.toml

@@ -51,22 +51,6 @@ ignoreFiles = ["quickstart/shared", "quickstart/python", "quickstart/js", "quick
 # Add a new version block here before every release
 # The order of versions in this file is mirrored into the dropdown
 
-[[params.versions]]
-  version = "v0.25.0"
-  url = "https://googleapis.github.io/genai-toolbox/v0.25.0/"
-
-[[params.versions]]
-  version = "v0.24.0"
-  url = "https://googleapis.github.io/genai-toolbox/v0.24.0/"
-
-[[params.versions]]
-  version = "v0.23.0"
-  url = "https://googleapis.github.io/genai-toolbox/v0.23.0/"
-
-[[params.versions]]
-  version = "v0.22.0"
-  url = "https://googleapis.github.io/genai-toolbox/v0.22.0/"
-
 [[params.versions]]
   version = "v0.21.0"
   url = "https://googleapis.github.io/genai-toolbox/v0.21.0/"

.lycheeignore

@@ -1,45 +0,0 @@
-# Ignore documentation placeholders and generic example domains
-^https?://([a-zA-Z0-9-]+\.)?example\.com(:\d+)?(/.*)?$
-^http://example\.net
-
-# Shields.io badges often trigger rate limits or intermittent 503s
-^https://img\.shields\.io/.*
-
-# PDF files are ignored as lychee cannot reliably parse internal PDF links
-\.pdf$
-
-# Standard mailto: protocol is not a web URL
-^mailto:
-
-# Ignore local development endpoints that won't resolve in CI/CD environments
-^https?://(127\.0\.0\.1|localhost)(:\d+)?(/.*)?$
-
-# Placeholder for Google Cloud Run service discovery
-https://cloud-run-url.app/
-
-# DGraph Cloud and private instance endpoints
-https://xxx.cloud.dgraph.io/
-https://cloud.dgraph.io/login
-https://dgraph.io/docs
-
-# MySQL Community downloads and main site (often protected by bot mitigation)
-https://dev.mysql.com/downloads/installer/
-https://www.mysql.com/
-
-# Claude desktop download link
-https://claude.ai/download
-
-# Google Cloud Run product page
-https://cloud.google.com/run
-
-# These specific deep links are known to cause redirect loops or 403s in automated scrapers
-https://dev.mysql.com/doc/refman/8.4/en/sql-prepared-statements.html
-https://dev.mysql.com/doc/refman/8.4/en/user-names.html
-
-# npmjs links can occasionally trigger rate limiting during high-frequency CI builds
-https://www.npmjs.com/package/@toolbox-sdk/core
-https://www.npmjs.com/package/@toolbox-sdk/adk
-
-
-# Ignore social media and blog profiles to reduce external request overhead
-https://medium.com/@mcp_toolbox

CHANGELOG.md

@@ -1,109 +1,5 @@
 # Changelog
 
-## [0.25.0](https://github.com/googleapis/genai-toolbox/compare/v0.24.0...v0.25.0) (2026-01-08)
-
-
-### Features
-
-* Add `embeddingModel` support ([#2121](https://github.com/googleapis/genai-toolbox/issues/2121)) ([9c62f31](https://github.com/googleapis/genai-toolbox/commit/9c62f313ff5edf0a3b5b8a3e996eba078fba4095))
-* Add `allowed-hosts` flag ([#2254](https://github.com/googleapis/genai-toolbox/issues/2254)) ([17b41f6](https://github.com/googleapis/genai-toolbox/commit/17b41f64531b8fe417c28ada45d1992ba430dc1b))
-* Add parameter default value to manifest ([#2264](https://github.com/googleapis/genai-toolbox/issues/2264)) ([9d1feca](https://github.com/googleapis/genai-toolbox/commit/9d1feca10810fa42cb4c94a409252f1bd373ee36))
-* **snowflake:** Add Snowflake Source and Tools ([#858](https://github.com/googleapis/genai-toolbox/issues/858)) ([b706b5b](https://github.com/googleapis/genai-toolbox/commit/b706b5bc685aeda277f277868bae77d38d5fd7b6))
-* **prebuilt/cloud-sql-mysql:** Update CSQL MySQL prebuilt tools to use IAM ([#2202](https://github.com/googleapis/genai-toolbox/issues/2202)) ([731a32e](https://github.com/googleapis/genai-toolbox/commit/731a32e5360b4d6862d81fcb27d7127c655679a8))
-* **sources/bigquery:** Make credentials scope configurable ([#2210](https://github.com/googleapis/genai-toolbox/issues/2210)) ([a450600](https://github.com/googleapis/genai-toolbox/commit/a4506009b93771b77fb05ae97044f914967e67ed))
-* **sources/trino:** Add ssl verification options and fix docs example ([#2155](https://github.com/googleapis/genai-toolbox/issues/2155)) ([4a4cf1e](https://github.com/googleapis/genai-toolbox/commit/4a4cf1e712b671853678dba99c4dc49dd4fc16a2))
-* **tools/looker:** Add ability to set destination folder with `make_look` and `make_dashboard`. ([#2245](https://github.com/googleapis/genai-toolbox/issues/2245)) ([eb79339](https://github.com/googleapis/genai-toolbox/commit/eb793398cd1cc4006d9808ccda5dc7aea5e92bd5))
-* **tools/postgressql:** Add tool to list store procedure ([#2156](https://github.com/googleapis/genai-toolbox/issues/2156)) ([cf0fc51](https://github.com/googleapis/genai-toolbox/commit/cf0fc515b57d9b84770076f3c0c5597c4597ef62))
-* **tools/postgressql:** Add Parameter `embeddedBy` config support ([#2151](https://github.com/googleapis/genai-toolbox/issues/2151)) ([17b70cc](https://github.com/googleapis/genai-toolbox/commit/17b70ccaa754d15bcc33a1a3ecb7e652520fa600))
-
-
-### Bug Fixes
-
-* **server:** Add `embeddingModel` config initialization ([#2281](https://github.com/googleapis/genai-toolbox/issues/2281)) ([a779975](https://github.com/googleapis/genai-toolbox/commit/a7799757c9345f99b6d2717841fbf792d364e1a2))
-* **sources/cloudgda:** Add import for cloudgda source ([#2217](https://github.com/googleapis/genai-toolbox/issues/2217)) ([7daa411](https://github.com/googleapis/genai-toolbox/commit/7daa4111f4ebfb0a35319fd67a8f7b9f0f99efcf))
-* **tools/alloydb-wait-for-operation:** Fix connection message generation ([#2228](https://github.com/googleapis/genai-toolbox/issues/2228)) ([7053fbb](https://github.com/googleapis/genai-toolbox/commit/7053fbb1953653143d39a8510916ea97a91022a6))
-* **tools/alloydbainl:** Only add psv when NL Config Param is defined ([#2265](https://github.com/googleapis/genai-toolbox/issues/2265)) ([ef8f3b0](https://github.com/googleapis/genai-toolbox/commit/ef8f3b02f2f38ce94a6ba9acf35d08b9469bef4e))
-* **tools/looker:** Looker client OAuth nil pointer error ([#2231](https://github.com/googleapis/genai-toolbox/issues/2231)) ([268700b](https://github.com/googleapis/genai-toolbox/commit/268700bdbf8281de0318d60ca613ed3672990b20))
-
-## [0.24.0](https://github.com/googleapis/genai-toolbox/compare/v0.23.0...v0.24.0) (2025-12-19)
-
-
-### Features
-
-* **sources/cloud-gemini-data-analytics:** Add the Gemini Data Analytics (GDA) integration for DB NL2SQL conversion to Toolbox ([#2181](https://github.com/googleapis/genai-toolbox/issues/2181)) ([aa270b2](https://github.com/googleapis/genai-toolbox/commit/aa270b2630da2e3d618db804ca95550445367dbc))
-* **source/cloudsqlmysql:** Add support for IAM authentication in Cloud SQL MySQL source ([#2050](https://github.com/googleapis/genai-toolbox/issues/2050)) ([af3d3c5](https://github.com/googleapis/genai-toolbox/commit/af3d3c52044bea17781b89ce4ab71ff0f874ac20))
-* **sources/oracle:** Add Oracle OCI and Wallet support ([#1945](https://github.com/googleapis/genai-toolbox/issues/1945)) ([8ea39ec](https://github.com/googleapis/genai-toolbox/commit/8ea39ec32fbbaa97939c626fec8c5d86040ed464))
-* Support combining prebuilt and custom tool configurations ([#2188](https://github.com/googleapis/genai-toolbox/issues/2188)) ([5788605](https://github.com/googleapis/genai-toolbox/commit/57886058188aa5d2a51d5846a98bc6d8a650edd1))
-* **tools/mysql-get-query-plan:** Add new `mysql-get-query-plan` tool for MySQL source ([#2123](https://github.com/googleapis/genai-toolbox/issues/2123)) ([0641da0](https://github.com/googleapis/genai-toolbox/commit/0641da0353857317113b2169e547ca69603ddfde))
-
-
-### Bug Fixes
-
-* **spanner:** Move list graphs validation to runtime ([#2154](https://github.com/googleapis/genai-toolbox/issues/2154)) ([914b3ee](https://github.com/googleapis/genai-toolbox/commit/914b3eefda40a650efe552d245369e007277dab5))
-
-
-## [0.23.0](https://github.com/googleapis/genai-toolbox/compare/v0.22.0...v0.23.0) (2025-12-11)
-
-
-### ⚠ BREAKING CHANGES
-
-* **serverless-spark:** add URLs to create batch tool outputs
-* **serverless-spark:** add URLs to list_batches output
-* **serverless-spark:** add Cloud Console and Logging URLs to get_batch
-* **tools/postgres:** Add additional filter params for existing postgres tools ([#2033](https://github.com/googleapis/genai-toolbox/issues/2033))
-
-### Features
-
-* **tools/postgres:** Add list-table-stats-tool to list table statistics. ([#2055](https://github.com/googleapis/genai-toolbox/issues/2055)) ([78b02f0](https://github.com/googleapis/genai-toolbox/commit/78b02f08c3cc3062943bb2f91cf60d5149c8d28d))
-* **looker/tools:** Enhance dashboard creation with dashboard filters ([#2133](https://github.com/googleapis/genai-toolbox/issues/2133)) ([285aa46](https://github.com/googleapis/genai-toolbox/commit/285aa46b887d9acb2da8766e107bbf1ab75b8812))
-* **serverless-spark:** Add Cloud Console and Logging URLs to get_batch ([e29c061](https://github.com/googleapis/genai-toolbox/commit/e29c0616d6b9ecda2badcaf7b69614e511ac031b))
-* **serverless-spark:** Add URLs to create batch tool outputs ([c6ccf4b](https://github.com/googleapis/genai-toolbox/commit/c6ccf4bd87026484143a2d0f5527b2edab03b54a))
-* **serverless-spark:** Add URLs to list_batches output ([5605eab](https://github.com/googleapis/genai-toolbox/commit/5605eabd696696ade07f52431a28ef65c0fb1f77))
-* **sources/mariadb:** Add MariaDB source and MySQL tools integration ([#1908](https://github.com/googleapis/genai-toolbox/issues/1908)) ([3b40fea](https://github.com/googleapis/genai-toolbox/commit/3b40fea25edae607e02c1e8fc2b0c957fa2c8e9a))
-* **tools/postgres:** Add additional filter params for existing postgres tools ([#2033](https://github.com/googleapis/genai-toolbox/issues/2033)) ([489117d](https://github.com/googleapis/genai-toolbox/commit/489117d74711ac9260e7547163ca463eb45eeaa2))
-* **tools/postgres:** Add list_pg_settings, list_database_stats tools for postgres ([#2030](https://github.com/googleapis/genai-toolbox/issues/2030)) ([32367a4](https://github.com/googleapis/genai-toolbox/commit/32367a472fae9653fed7f126428eba0252978bd5))
-* **tools/postgres:** Add new postgres-list-roles tool ([#2038](https://github.com/googleapis/genai-toolbox/issues/2038)) ([bea9705](https://github.com/googleapis/genai-toolbox/commit/bea97054502cfa236aa10e2ebc8ff58eb00ad035))
-
-
-### Bug Fixes
-
-* List tables tools null fix ([#2107](https://github.com/googleapis/genai-toolbox/issues/2107)) ([2b45266](https://github.com/googleapis/genai-toolbox/commit/2b452665983154041d4cd0ed7d82532e4af682eb))
-* **tools/mongodb:** Removed sortPayload and sortParams ([#1238](https://github.com/googleapis/genai-toolbox/issues/1238)) ([c5a6daa](https://github.com/googleapis/genai-toolbox/commit/c5a6daa7683d2f9be654300d977692c368e55e31))
-
-
-### Miscellaneous Chores
-* **looker:** Upgrade to latest go sdk ([#2159](https://github.com/googleapis/genai-toolbox/issues/2159)) ([78e015d](https://github.com/googleapis/genai-toolbox/commit/78e015d7dfd9cce7e2b444ed934da17eb355bc86))
-
-## [0.22.0](https://github.com/googleapis/genai-toolbox/compare/v0.21.0...v0.22.0) (2025-12-04)
-
-
-### Features
-
-* **tools/postgres:** Add allowed-origins flag ([#1984](https://github.com/googleapis/genai-toolbox/issues/1984)) ([862868f](https://github.com/googleapis/genai-toolbox/commit/862868f28476ea981575ce412faa7d6a03138f31))
-* **tools/postgres:** Add list-query-stats and get-column-cardinality functions ([#1976](https://github.com/googleapis/genai-toolbox/issues/1976)) ([9f76026](https://github.com/googleapis/genai-toolbox/commit/9f760269253a8cc92a357e995c6993ccc4a0fb7b))
-* **tools/spanner:** Add spanner list graphs to prebuiltconfigs ([#2056](https://github.com/googleapis/genai-toolbox/issues/2056)) ([0e7fbf4](https://github.com/googleapis/genai-toolbox/commit/0e7fbf465c488397aa9d8cab2e55165fff4eb53c))
-* **prebuilt/cloud-sql:** Add clone instance tool for cloud sql ([#1845](https://github.com/googleapis/genai-toolbox/issues/1845)) ([5e43630](https://github.com/googleapis/genai-toolbox/commit/5e43630907aa2d7bc6818142483a33272eab060b))
-* **serverless-spark:** Add create_pyspark_batch tool ([1bf0b51](https://github.com/googleapis/genai-toolbox/commit/1bf0b51f033c956790be1577bf5310d0b17e9c12))
-* **serverless-spark:** Add create_spark_batch tool ([17a9792](https://github.com/googleapis/genai-toolbox/commit/17a979207dbc4fe70acd0ebda164d1a8d34c1ed3))
-* Support alternate accessToken header name ([#1968](https://github.com/googleapis/genai-toolbox/issues/1968)) ([18017d6](https://github.com/googleapis/genai-toolbox/commit/18017d6545335a6fc1c472617101c35254d9a597))
-* Support for annotations ([#2007](https://github.com/googleapis/genai-toolbox/issues/2007)) ([ac21335](https://github.com/googleapis/genai-toolbox/commit/ac21335f4e88ca52d954d7f8143a551a35661b94))
-* **tool/mssql:** Set default host and port for MSSQL source ([#1943](https://github.com/googleapis/genai-toolbox/issues/1943)) ([7a9cc63](https://github.com/googleapis/genai-toolbox/commit/7a9cc633768d9ae9a7ff8230002da69d6a36ca86))
-* **tools/cloudsqlpg:** Add CloudSQL PostgreSQL pre-check tool ([#1722](https://github.com/googleapis/genai-toolbox/issues/1722)) ([8752e05](https://github.com/googleapis/genai-toolbox/commit/8752e05ab6e98812d95673a6f1ff67e9a6ae48d2))
-* **tools/postgres-list-publication-tables:** Add new postgres-list-publication-tables tool ([#1919](https://github.com/googleapis/genai-toolbox/issues/1919)) ([f4b1f0a](https://github.com/googleapis/genai-toolbox/commit/f4b1f0a68000ca2fc0325f55a1905705417c38a2))
-* **tools/postgres-list-tablespaces:** Add new postgres-list-tablespaces tool ([#1934](https://github.com/googleapis/genai-toolbox/issues/1934)) ([5ad7c61](https://github.com/googleapis/genai-toolbox/commit/5ad7c6127b3e47504fc4afda0b7f3de1dff78b8b))
-* **tools/spanner-list-graph:** Tool impl + docs + tests ([#1923](https://github.com/googleapis/genai-toolbox/issues/1923)) ([a0f44d3](https://github.com/googleapis/genai-toolbox/commit/a0f44d34ea3f044dd08501be616f70ddfd63ab45))
-
-
-### Bug Fixes
-
-* Add import for firebirdsql ([#2045](https://github.com/googleapis/genai-toolbox/issues/2045)) ([fb7aae9](https://github.com/googleapis/genai-toolbox/commit/fb7aae9d35b760d3471d8379642f835a0d84ec41))
-* Correct FAQ to mention HTTP tools ([#2036](https://github.com/googleapis/genai-toolbox/issues/2036)) ([7b44237](https://github.com/googleapis/genai-toolbox/commit/7b44237d4a21bfbf8d3cebe4d32a15affa29584d))
-* Format BigQuery numeric output as decimal strings ([#2084](https://github.com/googleapis/genai-toolbox/issues/2084)) ([155bff8](https://github.com/googleapis/genai-toolbox/commit/155bff80c1da4fae1e169e425fd82e1dc3373041))
-* Set default annotations for tools in code if annotation not provided in yaml ([#2049](https://github.com/googleapis/genai-toolbox/issues/2049)) ([565460c](https://github.com/googleapis/genai-toolbox/commit/565460c4ea8953dbe80070a8e469f957c0f7a70c))
-* **tools/alloydb-postgres-list-tables:** Exclude google_ml schema from list_tables ([#2046](https://github.com/googleapis/genai-toolbox/issues/2046)) ([a03984c](https://github.com/googleapis/genai-toolbox/commit/a03984cc15254c928f30085f8fa509ded6a79a0c))
-* **tools/alloydbcreateuser:** Remove duplication of project praram ([#2028](https://github.com/googleapis/genai-toolbox/issues/2028)) ([730ac6d](https://github.com/googleapis/genai-toolbox/commit/730ac6d22805fd50b4a675b74c1865f4e7689e7c))
-* **tools/mongodb:** Remove `required` tag from the `canonical` field ([#2099](https://github.com/googleapis/genai-toolbox/issues/2099)) ([744214e](https://github.com/googleapis/genai-toolbox/commit/744214e04cd12b11d166e6eb7da8ce4714904abc))
-
 ## [0.21.0](https://github.com/googleapis/genai-toolbox/compare/v0.20.0...v0.21.0) (2025-11-19)
 
 

CONTRIBUTING.md

@@ -59,13 +59,6 @@ You can manually trigger the bot by commenting on your Pull Request:
 *   `/gemini summary`: Posts a summary of the changes in the pull request.
 *   `/gemini help`: Overview of the available commands
 
-## Guidelines for Pull Requests
-
-1. Please keep your PR small for more thorough review and easier updates. In case of regression, it also allows us to roll back a single feature instead of multiple ones.
-1. For non-trivial changes, consider opening an issue and discussing it with the code owners first.
-1. Provide a good PR description as a record of what change is being made and why it was made. Link to a GitHub issue if it exists.
-1. Make sure your code is thoroughly tested with unit tests and integration tests. Remember to clean up the test instances properly in your code to avoid memory leaks.
-
 ## Adding a New Database Source or Tool
 
 Please create an
@@ -92,11 +85,11 @@ implementation](https://github.com/googleapis/genai-toolbox/blob/main/internal/s
   `newdb.go`. Create a `Config` struct to include all the necessary parameters
   for connecting to the database (e.g., host, port, username, password, database
   name) and a `Source` struct to store necessary parameters for tools (e.g.,
-  Name, Type, connection object, additional config).
+  Name, Kind, connection object, additional config).
 * **Implement the
   [`SourceConfig`](https://github.com/googleapis/genai-toolbox/blob/fd300dc606d88bf9f7bba689e2cee4e3565537dd/internal/sources/sources.go#L57)
   interface**. This interface requires two methods:
-  * `SourceConfigType() string`: Returns a unique string identifier for your
+  * `SourceConfigKind() string`: Returns a unique string identifier for your
     data source (e.g., `"newdb"`).
   * `Initialize(ctx context.Context, tracer trace.Tracer) (Source, error)`:
     Creates a new instance of your data source and establishes a connection to
@@ -104,7 +97,7 @@ implementation](https://github.com/googleapis/genai-toolbox/blob/main/internal/s
 * **Implement the
   [`Source`](https://github.com/googleapis/genai-toolbox/blob/fd300dc606d88bf9f7bba689e2cee4e3565537dd/internal/sources/sources.go#L63)
   interface**. This interface requires one method:
-  * `SourceType() string`: Returns the same string identifier as `SourceConfigType()`.
+  * `SourceKind() string`: Returns the same string identifier as `SourceConfigKind()`.
 * **Implement `init()`** to register the new Source.
 * **Implement Unit Tests** in a file named `newdb_test.go`.
 
@@ -117,8 +110,6 @@ implementation](https://github.com/googleapis/genai-toolbox/blob/main/internal/s
 We recommend looking at an [example tool
 implementation](https://github.com/googleapis/genai-toolbox/tree/main/internal/tools/postgres/postgressql).
 
-Remember to keep your PRs small. For example, if you are contributing a new Source, only include one or two core Tools within the same PR, the rest of the Tools can come in subsequent PRs. 
-
 * **Create a new directory** under `internal/tools` for your tool type (e.g., `internal/tools/newdb/newdbtool`).
 * **Define a configuration struct** for your tool in a file named `newdbtool.go`.
 Create a `Config` struct and a `Tool` struct to store necessary parameters for
@@ -126,7 +117,7 @@ tools.
 * **Implement the
   [`ToolConfig`](https://github.com/googleapis/genai-toolbox/blob/fd300dc606d88bf9f7bba689e2cee4e3565537dd/internal/tools/tools.go#L61)
   interface**. This interface requires one method:
-  * `ToolConfigType() string`: Returns a unique string identifier for your tool
+  * `ToolConfigKind() string`: Returns a unique string identifier for your tool
     (e.g., `"newdb-tool"`).
   * `Initialize(sources map[string]Source) (Tool, error)`: Creates a new
     instance of your tool and validates that it can connect to the specified
@@ -172,21 +163,19 @@ tools.
             parameters][temp-param-doc]. Only run this test if template
             parameters apply to your tool.
 
-* **Add additional tests** for the tools that are not covered by the predefined tests. Every tool must be tested!
-
 * **Add the new database to the integration test workflow** in
   [integration.cloudbuild.yaml](.ci/integration.cloudbuild.yaml).
 
 [tool-get]:
-    https://github.com/googleapis/genai-toolbox/blob/v0.23.0/tests/tool.go#L41
+    https://github.com/googleapis/genai-toolbox/blob/fd300dc606d88bf9f7bba689e2cee4e3565537dd/tests/tool.go#L31
 [tool-call]:
-    https://github.com/googleapis/genai-toolbox/blob/v0.23.0/tests/tool.go#L229
+    <https://github.com/googleapis/genai-toolbox/blob/fd300dc606d88bf9f7bba689e2cee4e3565537dd/tests/tool.go#L79>
 [mcp-call]:
-    https://github.com/googleapis/genai-toolbox/blob/v0.23.0/tests/tool.go#L789
+    https://github.com/googleapis/genai-toolbox/blob/fd300dc606d88bf9f7bba689e2cee4e3565537dd/tests/tool.go#L554
 [execute-sql]:
-    https://github.com/googleapis/genai-toolbox/blob/v0.23.0/tests/tool.go#L609
+    <https://github.com/googleapis/genai-toolbox/blob/fd300dc606d88bf9f7bba689e2cee4e3565537dd/tests/tool.go#L431>
 [temp-param]:
-    https://github.com/googleapis/genai-toolbox/blob/v0.23.0/tests/tool.go#L454
+    <https://github.com/googleapis/genai-toolbox/blob/fd300dc606d88bf9f7bba689e2cee4e3565537dd/tests/tool.go#L297>
 [temp-param-doc]:
     https://googleapis.github.io/genai-toolbox/resources/tools/#template-parameters
 
@@ -243,7 +232,7 @@ resources.
   | 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-resource>/<scope-type>` (e.g., `sources/postgres`, or
+  formatted as `<scope-type>/<scope-kind>` (e.g., `sources/postgres`, or
   `tools/mssql-sql`).
   
   Ideally, **each PR covers only one scope**, if this is
@@ -255,4 +244,4 @@ resources.
 * **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`).
+  number should be mentioned in the PR description (e.g. `Fixes #1`).

DEVELOPER.md

@@ -109,7 +109,7 @@ golangci-lint run --fix
 Execute unit tests locally:
 
 ```bash
-go test -race -v ./cmd/... ./internal/...
+go test -race -v ./...
 ```
 
 ### Integration Tests
@@ -207,30 +207,6 @@ variables for each source.
 * SQLite -  setup in the integration test, where we create a temporary database
   file
 
-### Link Checking and Fixing with Lychee
-
-We use **[lychee](https://github.com/lycheeverse/lychee-action)** for repository link checks.
-
-* To run the checker **locally**, see the [command-line usage guide](https://github.com/lycheeverse/lychee?tab=readme-ov-file#commandline-usage).
-
-####  Fixing Broken Links
-
-1.  **Update the Link:** Correct the broken URL or update the content where it is used.
-2.  **Ignore the Link:** If you can't fix the link (e.g., due to **external rate-limits** or if it's a **local-only URL**), tell Lychee to **ignore** it.
-
-    * List **regular expressions** or **direct links** in the **[.lycheeignore](https://github.com/googleapis/genai-toolbox/blob/main/.lycheeignore)** file, one entry per line.
-    * **Always add a comment** explaining **why** the link is being skipped to prevent link rot. **Example `.lycheeignore`:**
-       ```text
-       # These are email addresses, not standard web URLs, and usually cause check failures.
-       ^mailto:.*
-       ```
-> [!NOTE]
-> To avoid build failures in GitHub Actions, follow the linking pattern demonstrated here: <br>
-> **Avoid:** (Works in Hugo, breaks Link Checker): `[Read more](docs/setup)` or `[Read more](docs/setup/)` <br>
-> **Reason:** The link checker cannot find a file named "setup" or a directory with that name containing an index. <br>
-> **Preferred:** `[Read more](docs/setup.md)` <br>
-> **Reason:** The GitHub Action finds the physical file. Hugo then uses its internal logic (or render hooks) to resolve this to the correct `/docs/setup/` web URL. <br>
-
 ### Other GitHub Checks
 
 * License header check (`.github/header-checker-lint.yml`) - Ensures files have
@@ -304,7 +280,6 @@ There are 3 GHA workflows we use to achieve document versioning:
 Request a repo owner to run the preview deployment workflow on your PR. A
 preview link will be automatically added as a comment to your PR.
 
-
 #### Maintainers
 
 1. **Inspect Changes:** Review the proposed changes in the PR to ensure they are
@@ -379,23 +354,6 @@ to approve PRs for main. TeamSync is used to create this team from the MDB
 Group `toolbox-contributors`. Googlers who are developing for MCP-Toolbox
 but aren't part of the core team should join this group.
 
-### Issue/PR Triage and SLO
-After an issue is created, maintainers will assign the following labels:
-* `Priority` (defaulted to P0)
-* `Type` (if applicable)
-* `Product` (if applicable)
-
-All incoming issues and PRs will follow the following SLO:
-| Type            | Priority | Objective                                                              |
-|-----------------|----------|------------------------------------------------------------------------|
-| Feature Request | P0       | Must respond within **5 days**                                         |
-| Process         | P0       | Must respond within **5 days**                                         |
-| Bugs            | P0       | Must respond within **5 days**, and resolve/closure within **14 days** |
-| Bugs            | P1       | Must respond within **7 days**, and resolve/closure within **90 days** |
-| Bugs            | P2       | Must respond within **30 days**
-
-_Types that are not listed in the table do not adhere to any SLO._
-
 ### Releasing
 
 Toolbox has two types of releases: versioned and continuous. It uses Google

README.md

@@ -105,21 +105,6 @@ redeploying your application.
 
 ## Getting Started
 
-### (Non-production) Running Toolbox
-
-You can run Toolbox directly with a [configuration file](#configuration):
-
-```sh
-npx @toolbox-sdk/server --tools-file tools.yaml
-```
-
-This runs the latest version of the toolbox server with your configuration file.
-
-> [!NOTE]
-> This method should only be used for non-production use cases such as
-> experimentation. For any production use-cases, please consider [Installing the
-> server](#installing-the-server) and then [running it](#running-the-server).
-
 ### Installing the server
 
 For the latest version, check the [releases page][releases] and use the
@@ -140,7 +125,7 @@ To install Toolbox as a binary:
 >
 > ```sh
 > # see releases page for other versions
-> export VERSION=0.25.0
+> export VERSION=0.21.0
 > curl -L -o toolbox https://storage.googleapis.com/genai-toolbox/v$VERSION/linux/amd64/toolbox
 > chmod +x toolbox
 > ```
@@ -153,7 +138,7 @@ To install Toolbox as a binary:
 >
 > ```sh
 > # see releases page for other versions
-> export VERSION=0.25.0
+> export VERSION=0.21.0
 > curl -L -o toolbox https://storage.googleapis.com/genai-toolbox/v$VERSION/darwin/arm64/toolbox
 > chmod +x toolbox
 > ```
@@ -166,33 +151,21 @@ To install Toolbox as a binary:
 >
 > ```sh
 > # see releases page for other versions
-> export VERSION=0.25.0
+> export VERSION=0.21.0
 > curl -L -o toolbox https://storage.googleapis.com/genai-toolbox/v$VERSION/darwin/amd64/toolbox
 > chmod +x toolbox
 > ```
 >
 > </details>
 > <details>
-> <summary>Windows (Command Prompt)</summary>
+> <summary>Windows (AMD64)</summary>
 >
-> To install Toolbox as a binary on Windows (Command Prompt):
->
-> ```cmd
-> :: see releases page for other versions
-> set VERSION=0.25.0
-> curl -o toolbox.exe "https://storage.googleapis.com/genai-toolbox/v%VERSION%/windows/amd64/toolbox.exe"
-> ```
->
-> </details>
-> <details>
-> <summary>Windows (PowerShell)</summary>
->
-> To install Toolbox as a binary on Windows (PowerShell):
+> To install Toolbox as a binary on Windows (AMD64):
 >
 > ```powershell
-> # see releases page for other versions
-> $VERSION = "0.25.0"
-> curl.exe -o toolbox.exe "https://storage.googleapis.com/genai-toolbox/v$VERSION/windows/amd64/toolbox.exe"
+> :: see releases page for other versions
+> set VERSION=0.21.0
+> curl -o toolbox.exe "https://storage.googleapis.com/genai-toolbox/v%VERSION%/windows/amd64/toolbox.exe"
 > ```
 >
 > </details>
@@ -204,7 +177,7 @@ You can also install Toolbox as a container:
 
 ```sh
 # see releases page for other versions
-export VERSION=0.25.0
+export VERSION=0.21.0
 docker pull us-central1-docker.pkg.dev/database-toolbox/toolbox/toolbox:$VERSION
 ```
 
@@ -228,7 +201,7 @@ 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@v0.25.0
+go install github.com/googleapis/genai-toolbox@v0.21.0
 ```
 <!-- {x-release-please-end} -->
 
@@ -272,7 +245,7 @@ To run Toolbox from binary:
 To run the server after pulling the [container image](#installing-the-server):
 
 ```sh
-export VERSION=0.24.0 # Use the version you pulled
+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 \
@@ -318,16 +291,6 @@ toolbox --tools-file "tools.yaml"
 
 </details>
 
-<details>
-<summary>NPM</summary>
-
-To run Toolbox directly without manually downloading the binary (requires Node.js):
-```sh
-npx @toolbox-sdk/server --tools-file tools.yaml
-```
-
-</details>
-
 <details>
 
 <summary>Gemini CLI</summary>
@@ -552,36 +515,6 @@ For more detailed instructions on using the Toolbox Core SDK, see the
     ```
 
   </details>
-  <details>
-    <summary>ADK</summary>
-
-1. Install [Toolbox ADK SDK][toolbox-adk-js]:
-
-    ```bash
-    npm install @toolbox-sdk/adk
-    ```
-
-2. Load tools:
-
-    ```javascript
-    import { ToolboxClient } from '@toolbox-sdk/adk';
-
-    // update the url to point to your server
-    const URL = 'http://127.0.0.1:5000';
-    let client = new ToolboxClient(URL);
-
-    // these tools can be passed to your application!
-    const tools = await client.loadToolset('toolsetName');
-    ```
-
-    For more detailed instructions on using the Toolbox ADK SDK, see the
-    [project's README][toolbox-adk-js-readme].
-
-    [toolbox-adk-js]: https://www.npmjs.com/package/@toolbox-sdk/adk
-    [toolbox-adk-js-readme]:
-       https://github.com/googleapis/mcp-toolbox-sdk-js/blob/main/packages/toolbox-adk/README.md
-
-  </details>
 </details>
 </blockquote>
 <details>
@@ -954,7 +887,7 @@ For more details on configuring different types of sources, see the
 ### Tools
 
 The `tools` section of a `tools.yaml` define the actions an agent can take: what
-type of tool it is, which source(s) it affects, what parameters it uses, etc.
+kind of tool it is, which source(s) it affects, what parameters it uses, etc.
 
 ```yaml
 tools:
@@ -1035,12 +968,12 @@ The version will be incremented  as follows:
 
 ### Post-1.0.0 Versioning
 
-Once the project reaches a stable `1.0.0` release, the version number
-**`MAJOR.MINOR.PATCH`** will follow the more common convention:
+Once the project reaches a stable `1.0.0` release, the versioning will follow
+the more common convention:
 
-- **`MAJOR`**: Incremented for incompatible API changes.
-- **`MINOR`**: Incremented for new, backward-compatible functionality.
-- **`PATCH`**: Incremented for backward-compatible bug fixes.
+- **`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.
 
 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.

cmd/root.go

@@ -15,7 +15,6 @@
 package cmd
 
 import (
-	"bytes"
 	"context"
 	_ "embed"
 	"fmt"
@@ -34,7 +33,6 @@ import (
 	"github.com/fsnotify/fsnotify"
 	yaml "github.com/goccy/go-yaml"
 	"github.com/googleapis/genai-toolbox/internal/auth"
-	"github.com/googleapis/genai-toolbox/internal/embeddingmodels"
 	"github.com/googleapis/genai-toolbox/internal/log"
 	"github.com/googleapis/genai-toolbox/internal/prebuiltconfigs"
 	"github.com/googleapis/genai-toolbox/internal/prompts"
@@ -75,7 +73,6 @@ import (
 	_ "github.com/googleapis/genai-toolbox/internal/tools/clickhouse/clickhouselistdatabases"
 	_ "github.com/googleapis/genai-toolbox/internal/tools/clickhouse/clickhouselisttables"
 	_ "github.com/googleapis/genai-toolbox/internal/tools/clickhouse/clickhousesql"
-	_ "github.com/googleapis/genai-toolbox/internal/tools/cloudgda"
 	_ "github.com/googleapis/genai-toolbox/internal/tools/cloudhealthcare/cloudhealthcarefhirfetchpage"
 	_ "github.com/googleapis/genai-toolbox/internal/tools/cloudhealthcare/cloudhealthcarefhirpatienteverything"
 	_ "github.com/googleapis/genai-toolbox/internal/tools/cloudhealthcare/cloudhealthcarefhirpatientsearch"
@@ -93,7 +90,6 @@ import (
 	_ "github.com/googleapis/genai-toolbox/internal/tools/cloudhealthcare/cloudhealthcaresearchdicomstudies"
 	_ "github.com/googleapis/genai-toolbox/internal/tools/cloudmonitoring"
 	_ "github.com/googleapis/genai-toolbox/internal/tools/cloudsql/cloudsqlcloneinstance"
-	_ "github.com/googleapis/genai-toolbox/internal/tools/cloudsql/cloudsqlcreatebackup"
 	_ "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"
@@ -124,7 +120,6 @@ import (
 	_ "github.com/googleapis/genai-toolbox/internal/tools/firestore/firestorevalidaterules"
 	_ "github.com/googleapis/genai-toolbox/internal/tools/http"
 	_ "github.com/googleapis/genai-toolbox/internal/tools/looker/lookeradddashboardelement"
-	_ "github.com/googleapis/genai-toolbox/internal/tools/looker/lookeradddashboardfilter"
 	_ "github.com/googleapis/genai-toolbox/internal/tools/looker/lookerconversationalanalytics"
 	_ "github.com/googleapis/genai-toolbox/internal/tools/looker/lookercreateprojectfile"
 	_ "github.com/googleapis/genai-toolbox/internal/tools/looker/lookerdeleteprojectfile"
@@ -172,7 +167,6 @@ import (
 	_ "github.com/googleapis/genai-toolbox/internal/tools/mssql/mssqllisttables"
 	_ "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/mysqlgetqueryplan"
 	_ "github.com/googleapis/genai-toolbox/internal/tools/mysql/mysqllistactivequeries"
 	_ "github.com/googleapis/genai-toolbox/internal/tools/mysql/mysqllisttablefragmentation"
 	_ "github.com/googleapis/genai-toolbox/internal/tools/mysql/mysqllisttables"
@@ -190,20 +184,13 @@ import (
 	_ "github.com/googleapis/genai-toolbox/internal/tools/postgres/postgresgetcolumncardinality"
 	_ "github.com/googleapis/genai-toolbox/internal/tools/postgres/postgreslistactivequeries"
 	_ "github.com/googleapis/genai-toolbox/internal/tools/postgres/postgreslistavailableextensions"
-	_ "github.com/googleapis/genai-toolbox/internal/tools/postgres/postgreslistdatabasestats"
 	_ "github.com/googleapis/genai-toolbox/internal/tools/postgres/postgreslistindexes"
 	_ "github.com/googleapis/genai-toolbox/internal/tools/postgres/postgreslistinstalledextensions"
 	_ "github.com/googleapis/genai-toolbox/internal/tools/postgres/postgreslistlocks"
-	_ "github.com/googleapis/genai-toolbox/internal/tools/postgres/postgreslistpgsettings"
-	_ "github.com/googleapis/genai-toolbox/internal/tools/postgres/postgreslistpublicationtables"
 	_ "github.com/googleapis/genai-toolbox/internal/tools/postgres/postgreslistquerystats"
-	_ "github.com/googleapis/genai-toolbox/internal/tools/postgres/postgreslistroles"
 	_ "github.com/googleapis/genai-toolbox/internal/tools/postgres/postgreslistschemas"
 	_ "github.com/googleapis/genai-toolbox/internal/tools/postgres/postgreslistsequences"
-	_ "github.com/googleapis/genai-toolbox/internal/tools/postgres/postgresliststoredprocedure"
 	_ "github.com/googleapis/genai-toolbox/internal/tools/postgres/postgreslisttables"
-	_ "github.com/googleapis/genai-toolbox/internal/tools/postgres/postgreslisttablespaces"
-	_ "github.com/googleapis/genai-toolbox/internal/tools/postgres/postgreslisttablestats"
 	_ "github.com/googleapis/genai-toolbox/internal/tools/postgres/postgreslisttriggers"
 	_ "github.com/googleapis/genai-toolbox/internal/tools/postgres/postgreslistviews"
 	_ "github.com/googleapis/genai-toolbox/internal/tools/postgres/postgreslongrunningtransactions"
@@ -211,14 +198,10 @@ import (
 	_ "github.com/googleapis/genai-toolbox/internal/tools/postgres/postgressql"
 	_ "github.com/googleapis/genai-toolbox/internal/tools/redis"
 	_ "github.com/googleapis/genai-toolbox/internal/tools/serverlessspark/serverlesssparkcancelbatch"
-	_ "github.com/googleapis/genai-toolbox/internal/tools/serverlessspark/serverlesssparkcreatepysparkbatch"
-	_ "github.com/googleapis/genai-toolbox/internal/tools/serverlessspark/serverlesssparkcreatesparkbatch"
 	_ "github.com/googleapis/genai-toolbox/internal/tools/serverlessspark/serverlesssparkgetbatch"
 	_ "github.com/googleapis/genai-toolbox/internal/tools/serverlessspark/serverlesssparklistbatches"
 	_ "github.com/googleapis/genai-toolbox/internal/tools/singlestore/singlestoreexecutesql"
 	_ "github.com/googleapis/genai-toolbox/internal/tools/singlestore/singlestoresql"
-	_ "github.com/googleapis/genai-toolbox/internal/tools/snowflake/snowflakeexecutesql"
-	_ "github.com/googleapis/genai-toolbox/internal/tools/snowflake/snowflakesql"
 	_ "github.com/googleapis/genai-toolbox/internal/tools/spanner/spannerexecutesql"
 	_ "github.com/googleapis/genai-toolbox/internal/tools/spanner/spannerlistgraphs"
 	_ "github.com/googleapis/genai-toolbox/internal/tools/spanner/spannerlisttables"
@@ -241,7 +224,6 @@ import (
 	_ "github.com/googleapis/genai-toolbox/internal/sources/bigtable"
 	_ "github.com/googleapis/genai-toolbox/internal/sources/cassandra"
 	_ "github.com/googleapis/genai-toolbox/internal/sources/clickhouse"
-	_ "github.com/googleapis/genai-toolbox/internal/sources/cloudgda"
 	_ "github.com/googleapis/genai-toolbox/internal/sources/cloudhealthcare"
 	_ "github.com/googleapis/genai-toolbox/internal/sources/cloudmonitoring"
 	_ "github.com/googleapis/genai-toolbox/internal/sources/cloudsqladmin"
@@ -267,7 +249,6 @@ import (
 	_ "github.com/googleapis/genai-toolbox/internal/sources/redis"
 	_ "github.com/googleapis/genai-toolbox/internal/sources/serverlessspark"
 	_ "github.com/googleapis/genai-toolbox/internal/sources/singlestore"
-	_ "github.com/googleapis/genai-toolbox/internal/sources/snowflake"
 	_ "github.com/googleapis/genai-toolbox/internal/sources/spanner"
 	_ "github.com/googleapis/genai-toolbox/internal/sources/sqlite"
 	_ "github.com/googleapis/genai-toolbox/internal/sources/tidb"
@@ -363,12 +344,12 @@ func NewCommand(opts ...Option) *Command {
 	flags.StringVarP(&cmd.cfg.Address, "address", "a", "127.0.0.1", "Address of the interface the server will listen on.")
 	flags.IntVarP(&cmd.cfg.Port, "port", "p", 5000, "Port the server will listen on.")
 
-	flags.StringVar(&cmd.tools_file, "tools_file", "", "File path specifying the tool configuration. Cannot be used with --tools-files, or --tools-folder.")
+	flags.StringVar(&cmd.tools_file, "tools_file", "", "File path specifying the tool configuration. Cannot be used with --prebuilt.")
 	// deprecate tools_file
 	_ = flags.MarkDeprecated("tools_file", "please use --tools-file instead")
-	flags.StringVar(&cmd.tools_file, "tools-file", "", "File path specifying the tool configuration. Cannot be used with --tools-files, or --tools-folder.")
-	flags.StringSliceVar(&cmd.tools_files, "tools-files", []string{}, "Multiple file paths specifying tool configurations. Files will be merged. Cannot be used with --tools-file, or --tools-folder.")
-	flags.StringVar(&cmd.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 --tools-file, or --tools-files.")
+	flags.StringVar(&cmd.tools_file, "tools-file", "", "File path specifying the tool configuration. Cannot be used with --prebuilt, --tools-files, or --tools-folder.")
+	flags.StringSliceVar(&cmd.tools_files, "tools-files", []string{}, "Multiple file paths specifying tool configurations. Files will be merged. Cannot be used with --prebuilt, --tools-file, or --tools-folder.")
+	flags.StringVar(&cmd.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.")
 	flags.Var(&cmd.cfg.LogLevel, "log-level", "Specify the minimum level logged. Allowed: 'DEBUG', 'INFO', 'WARN', 'ERROR'.")
 	flags.Var(&cmd.cfg.LoggingFormat, "logging-format", "Specify logging format to use. Allowed: 'standard' or 'JSON'.")
 	flags.BoolVar(&cmd.cfg.TelemetryGCP, "telemetry-gcp", false, "Enable exporting directly to Google Cloud Monitoring.")
@@ -376,16 +357,14 @@ func NewCommand(opts ...Option) *Command {
 	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. Allowed: '%s'.",
+		"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.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.")
-	// TODO: Insecure by default. Might consider updating this for v1.0.0
 	flags.StringSliceVar(&cmd.cfg.AllowedOrigins, "allowed-origins", []string{"*"}, "Specifies a list of origins permitted to access this server. Defaults to '*'.")
-	flags.StringSliceVar(&cmd.cfg.AllowedHosts, "allowed-hosts", []string{"*"}, "Specifies a list of hosts permitted to access this server. Defaults to '*'.")
 
 	// wrap RunE command so that we have access to original Command object
 	cmd.RunE = func(*cobra.Command, []string) error { return run(cmd) }
@@ -394,13 +373,12 @@ func NewCommand(opts ...Option) *Command {
 }
 
 type ToolsFile struct {
-	Sources         server.SourceConfigs         `yaml:"sources"`
-	AuthSources     server.AuthServiceConfigs    `yaml:"authSources"` // Deprecated: Kept for compatibility.
-	AuthServices    server.AuthServiceConfigs    `yaml:"authServices"`
-	EmbeddingModels server.EmbeddingModelConfigs `yaml:"embeddingModels"`
-	Tools           server.ToolConfigs           `yaml:"tools"`
-	Toolsets        server.ToolsetConfigs        `yaml:"toolsets"`
-	Prompts         server.PromptConfigs         `yaml:"prompts"`
+	Sources      server.SourceConfigs      `yaml:"sources"`
+	AuthSources  server.AuthServiceConfigs `yaml:"authSources"` // Deprecated: Kept for compatibility.
+	AuthServices server.AuthServiceConfigs `yaml:"authServices"`
+	Tools        server.ToolConfigs        `yaml:"tools"`
+	Toolsets     server.ToolsetConfigs     `yaml:"toolsets"`
+	Prompts      server.PromptConfigs      `yaml:"prompts"`
 }
 
 // parseEnv replaces environment variables ${ENV_NAME} with their values.
@@ -426,103 +404,6 @@ func parseEnv(input string) (string, error) {
 	return output, err
 }
 
-func convertToolsFile(ctx context.Context, raw []byte) ([]byte, error) {
-	logger, err := util.LoggerFromContext(ctx)
-	if err != nil {
-		return nil, err
-	}
-
-	// TODO: add embeddingmodels when available
-	keysToCheck := []string{"sources", "authServices", "authSources", "tools", "prompts", "toolsets"}
-	var input yaml.MapSlice
-	decoder := yaml.NewDecoder(bytes.NewReader(raw), yaml.UseOrderedMap())
-	if err := decoder.Decode(&input); err != nil {
-		return nil, err
-	}
-
-	// Convert raw MapSlice to a helper map for quick lookup
-	// while keeping the values as MapSlices to preserve internal order
-	lookup := make(map[string]yaml.MapSlice)
-	for _, item := range input {
-		key := item.Key.(string)
-		if slice, ok := item.Value.(yaml.MapSlice); ok {
-			// convert authSources to authServices
-			if key == "authSources" {
-				logger.WarnContext(ctx, "`authSources` is deprecated, use `authServices` instead")
-				key = "authServices"
-			}
-			// works even if lookup[key] is nil
-			lookup[key] = append(lookup[key], slice...)
-		} else {
-			// toolsfile is already v2
-			if key == "kind" {
-				return raw, nil
-			}
-			return nil, fmt.Errorf("'%s' is not a map", key)
-		}
-	}
-	// convert to tools file v2
-	var buf bytes.Buffer
-	encoder := yaml.NewEncoder(&buf)
-	for _, kind := range keysToCheck {
-		data, exists := lookup[kind]
-		if !exists {
-			// if this is skipped for all keys, the tools file is in v2
-			continue
-		}
-		// Transform each entry
-		for _, entry := range data {
-			entryName := entry.Key.(string)
-			entryBody := ProcessValue(entry.Value, kind == "toolsets")
-
-			transformed := yaml.MapSlice{
-				{Key: "kind", Value: kind},
-				{Key: "name", Value: entryName},
-			}
-
-			// Merge the transformed body into our result
-			if bodySlice, ok := entryBody.(yaml.MapSlice); ok {
-				transformed = append(transformed, bodySlice...)
-			} else {
-				return nil, fmt.Errorf("unable to convert entryBody to MapSlice")
-			}
-
-			if err := encoder.Encode(transformed); err != nil {
-				return nil, err
-			}
-		}
-	}
-	return buf.Bytes(), nil
-}
-
-// ProcessValue recursively looks for MapSlices to rename 'kind' -> 'type'
-func ProcessValue(v any, isToolset bool) any {
-	switch val := v.(type) {
-	case yaml.MapSlice:
-		for i := range val {
-			// Perform renaming
-			if val[i].Key == "kind" {
-				val[i].Key = "type"
-			}
-			// Recursive call for nested values (e.g., nested objects or lists)
-			val[i].Value = ProcessValue(val[i].Value, false)
-		}
-		return val
-	case []any:
-		// Process lists: If it's a toolset top-level list, wrap it.
-		if isToolset {
-			return yaml.MapSlice{{Key: "tools", Value: val}}
-		}
-		// Otherwise, recurse into list items (to catch nested objects)
-		for i := range val {
-			val[i] = ProcessValue(val[i], false)
-		}
-		return val
-	default:
-		return val
-	}
-}
-
 // parseToolsFile parses the provided yaml into appropriate configs.
 func parseToolsFile(ctx context.Context, raw []byte) (ToolsFile, error) {
 	var toolsFile ToolsFile
@@ -546,12 +427,11 @@ func parseToolsFile(ctx context.Context, raw []byte) (ToolsFile, error) {
 // All resource names (sources, authServices, tools, toolsets) must be unique across all files.
 func mergeToolsFiles(files ...ToolsFile) (ToolsFile, error) {
 	merged := ToolsFile{
-		Sources:         make(server.SourceConfigs),
-		AuthServices:    make(server.AuthServiceConfigs),
-		EmbeddingModels: make(server.EmbeddingModelConfigs),
-		Tools:           make(server.ToolConfigs),
-		Toolsets:        make(server.ToolsetConfigs),
-		Prompts:         make(server.PromptConfigs),
+		Sources:      make(server.SourceConfigs),
+		AuthServices: make(server.AuthServiceConfigs),
+		Tools:        make(server.ToolConfigs),
+		Toolsets:     make(server.ToolsetConfigs),
+		Prompts:      make(server.PromptConfigs),
 	}
 
 	var conflicts []string
@@ -571,9 +451,6 @@ func mergeToolsFiles(files ...ToolsFile) (ToolsFile, error) {
 			if _, exists := merged.AuthSources[name]; exists {
 				conflicts = append(conflicts, fmt.Sprintf("authSource '%s' (file #%d)", name, fileIndex+1))
 			} else {
-				if merged.AuthSources == nil {
-					merged.AuthSources = make(server.AuthServiceConfigs)
-				}
 				merged.AuthSources[name] = authSource
 			}
 		}
@@ -587,15 +464,6 @@ func mergeToolsFiles(files ...ToolsFile) (ToolsFile, error) {
 			}
 		}
 
-		// Check for conflicts and merge embeddingModels
-		for name, em := range file.EmbeddingModels {
-			if _, exists := merged.EmbeddingModels[name]; exists {
-				conflicts = append(conflicts, fmt.Sprintf("embedding model '%s' (file #%d)", name, fileIndex+1))
-			} else {
-				merged.EmbeddingModels[name] = em
-			}
-		}
-
 		// Check for conflicts and merge tools
 		for name, tool := range file.Tools {
 			if _, exists := merged.Tools[name]; exists {
@@ -700,14 +568,14 @@ func handleDynamicReload(ctx context.Context, toolsFile ToolsFile, s *server.Ser
 		panic(err)
 	}
 
-	sourcesMap, authServicesMap, embeddingModelsMap, toolsMap, toolsetsMap, promptsMap, promptsetsMap, err := validateReloadEdits(ctx, toolsFile)
+	sourcesMap, authServicesMap, toolsMap, toolsetsMap, promptsMap, promptsetsMap, err := validateReloadEdits(ctx, toolsFile)
 	if err != nil {
 		errMsg := fmt.Errorf("unable to validate reloaded edits: %w", err)
 		logger.WarnContext(ctx, errMsg.Error())
 		return err
 	}
 
-	s.ResourceMgr.SetResources(sourcesMap, authServicesMap, embeddingModelsMap, toolsMap, toolsetsMap, promptsMap, promptsetsMap)
+	s.ResourceMgr.SetResources(sourcesMap, authServicesMap, toolsMap, toolsetsMap, promptsMap, promptsetsMap)
 
 	return nil
 }
@@ -715,7 +583,7 @@ func handleDynamicReload(ctx context.Context, toolsFile ToolsFile, s *server.Ser
 // validateReloadEdits checks that the reloaded tools file configs can initialized without failing
 func validateReloadEdits(
 	ctx context.Context, toolsFile ToolsFile,
-) (map[string]sources.Source, map[string]auth.AuthService, map[string]embeddingmodels.EmbeddingModel, map[string]tools.Tool, map[string]tools.Toolset, map[string]prompts.Prompt, map[string]prompts.Promptset, error,
+) (map[string]sources.Source, map[string]auth.AuthService, map[string]tools.Tool, map[string]tools.Toolset, map[string]prompts.Prompt, map[string]prompts.Promptset, error,
 ) {
 	logger, err := util.LoggerFromContext(ctx)
 	if err != nil {
@@ -733,23 +601,22 @@ func validateReloadEdits(
 	defer span.End()
 
 	reloadedConfig := server.ServerConfig{
-		Version:               versionString,
-		SourceConfigs:         toolsFile.Sources,
-		AuthServiceConfigs:    toolsFile.AuthServices,
-		EmbeddingModelConfigs: toolsFile.EmbeddingModels,
-		ToolConfigs:           toolsFile.Tools,
-		ToolsetConfigs:        toolsFile.Toolsets,
-		PromptConfigs:         toolsFile.Prompts,
+		Version:            versionString,
+		SourceConfigs:      toolsFile.Sources,
+		AuthServiceConfigs: toolsFile.AuthServices,
+		ToolConfigs:        toolsFile.Tools,
+		ToolsetConfigs:     toolsFile.Toolsets,
+		PromptConfigs:      toolsFile.Prompts,
 	}
 
-	sourcesMap, authServicesMap, embeddingModelsMap, toolsMap, toolsetsMap, promptsMap, promptsetsMap, err := server.InitializeConfigs(ctx, reloadedConfig)
+	sourcesMap, authServicesMap, toolsMap, toolsetsMap, promptsMap, promptsetsMap, err := server.InitializeConfigs(ctx, reloadedConfig)
 	if err != nil {
 		errMsg := fmt.Errorf("unable to initialize reloaded configs: %w", err)
 		logger.WarnContext(ctx, errMsg.Error())
-		return nil, nil, nil, nil, nil, nil, nil, err
+		return nil, nil, nil, nil, nil, nil, err
 	}
 
-	return sourcesMap, authServicesMap, embeddingModelsMap, toolsMap, toolsetsMap, promptsMap, promptsetsMap, nil
+	return sourcesMap, authServicesMap, toolsMap, toolsetsMap, promptsMap, promptsetsMap, nil
 }
 
 // watchChanges checks for changes in the provided yaml tools file(s) or folder.
@@ -960,10 +827,16 @@ func run(cmd *Command) error {
 		}
 	}()
 
-	var allToolsFiles []ToolsFile
+	var toolsFile ToolsFile
 
-	// Load Prebuilt Configuration
 	if cmd.prebuiltConfig != "" {
+		// Make sure --prebuilt and --tools-file/--tools-files/--tools-folder flags are mutually exclusive
+		if cmd.tools_file != "" || len(cmd.tools_files) > 0 || cmd.tools_folder != "" {
+			errMsg := fmt.Errorf("--prebuilt and --tools-file/--tools-files/--tools-folder flags cannot be used simultaneously")
+			cmd.logger.ErrorContext(ctx, errMsg.Error())
+			return errMsg
+		}
+		// Use prebuilt tools
 		buf, err := prebuiltconfigs.Get(cmd.prebuiltConfig)
 		if err != nil {
 			cmd.logger.ErrorContext(ctx, err.Error())
@@ -974,97 +847,72 @@ func run(cmd *Command) error {
 		// Append prebuilt.source to Version string for the User Agent
 		cmd.cfg.Version += "+prebuilt." + cmd.prebuiltConfig
 
-		parsed, err := parseToolsFile(ctx, buf)
+		toolsFile, err = parseToolsFile(ctx, buf)
 		if err != nil {
 			errMsg := fmt.Errorf("unable to parse prebuilt tool configuration: %w", err)
 			cmd.logger.ErrorContext(ctx, errMsg.Error())
 			return errMsg
 		}
-		allToolsFiles = append(allToolsFiles, parsed)
-	}
-
-	// Determine if Custom Files should be loaded
-	// Check for explicit custom flags
-	isCustomConfigured := cmd.tools_file != "" || len(cmd.tools_files) > 0 || cmd.tools_folder != ""
-
-	// Determine if default 'tools.yaml' should be used (No prebuilt AND No custom flags)
-	useDefaultToolsFile := cmd.prebuiltConfig == "" && !isCustomConfigured
-
-	if useDefaultToolsFile {
-		cmd.tools_file = "tools.yaml"
-		isCustomConfigured = true
-	}
-
-	// Load Custom Configurations
-	if isCustomConfigured {
-		// Enforce exclusivity among custom flags (tools-file vs tools-files vs tools-folder)
-		if (cmd.tools_file != "" && len(cmd.tools_files) > 0) ||
-			(cmd.tools_file != "" && cmd.tools_folder != "") ||
-			(len(cmd.tools_files) > 0 && cmd.tools_folder != "") {
+	} else if len(cmd.tools_files) > 0 {
+		// Make sure --tools-file, --tools-files, and --tools-folder flags are mutually exclusive
+		if cmd.tools_file != "" || cmd.tools_folder != "" {
 			errMsg := fmt.Errorf("--tools-file, --tools-files, and --tools-folder flags cannot be used simultaneously")
 			cmd.logger.ErrorContext(ctx, errMsg.Error())
 			return errMsg
 		}
 
-		var customTools ToolsFile
+		// Use multiple tools files
+		cmd.logger.InfoContext(ctx, fmt.Sprintf("Loading and merging %d tool configuration files", len(cmd.tools_files)))
 		var err error
-
-		if len(cmd.tools_files) > 0 {
-			// Use tools-files
-			cmd.logger.InfoContext(ctx, fmt.Sprintf("Loading and merging %d tool configuration files", len(cmd.tools_files)))
-			customTools, err = loadAndMergeToolsFiles(ctx, cmd.tools_files)
-		} else if cmd.tools_folder != "" {
-			// Use tools-folder
-			cmd.logger.InfoContext(ctx, fmt.Sprintf("Loading and merging all YAML files from directory: %s", cmd.tools_folder))
-			customTools, err = loadAndMergeToolsFolder(ctx, cmd.tools_folder)
-		} else {
-			// Use single file (tools-file or default `tools.yaml`)
-			buf, readFileErr := os.ReadFile(cmd.tools_file)
-			if readFileErr != nil {
-				errMsg := fmt.Errorf("unable to read tool file at %q: %w", cmd.tools_file, readFileErr)
-				cmd.logger.ErrorContext(ctx, errMsg.Error())
-				return errMsg
-			}
-			customTools, err = parseToolsFile(ctx, buf)
-			if err != nil {
-				err = fmt.Errorf("unable to parse tool file at %q: %w", cmd.tools_file, err)
-			}
-		}
-
+		toolsFile, err = loadAndMergeToolsFiles(ctx, cmd.tools_files)
 		if err != nil {
 			cmd.logger.ErrorContext(ctx, err.Error())
 			return err
 		}
-		allToolsFiles = append(allToolsFiles, customTools)
+	} else if cmd.tools_folder != "" {
+		// Make sure --tools-folder and other flags are mutually exclusive
+		if cmd.tools_file != "" || len(cmd.tools_files) > 0 {
+			errMsg := fmt.Errorf("--tools-file, --tools-files, and --tools-folder flags cannot be used simultaneously")
+			cmd.logger.ErrorContext(ctx, errMsg.Error())
+			return errMsg
+		}
+
+		// Use tools folder
+		cmd.logger.InfoContext(ctx, fmt.Sprintf("Loading and merging all YAML files from directory: %s", cmd.tools_folder))
+		var err error
+		toolsFile, err = loadAndMergeToolsFolder(ctx, cmd.tools_folder)
+		if err != nil {
+			cmd.logger.ErrorContext(ctx, err.Error())
+			return err
+		}
+	} else {
+		// Set default value of tools-file flag to tools.yaml
+		if cmd.tools_file == "" {
+			cmd.tools_file = "tools.yaml"
+		}
+
+		// Read single tool file contents
+		buf, err := os.ReadFile(cmd.tools_file)
+		if err != nil {
+			errMsg := fmt.Errorf("unable to read tool file at %q: %w", cmd.tools_file, err)
+			cmd.logger.ErrorContext(ctx, errMsg.Error())
+			return errMsg
+		}
+
+		toolsFile, err = parseToolsFile(ctx, buf)
+		if err != nil {
+			errMsg := fmt.Errorf("unable to parse tool file at %q: %w", cmd.tools_file, err)
+			cmd.logger.ErrorContext(ctx, errMsg.Error())
+			return errMsg
+		}
 	}
 
-	// Merge Everything
-	// This will error if custom tools collide with prebuilt tools
-	finalToolsFile, err := mergeToolsFiles(allToolsFiles...)
-	if err != nil {
-		cmd.logger.ErrorContext(ctx, err.Error())
-		return err
-	}
+	cmd.cfg.SourceConfigs, cmd.cfg.AuthServiceConfigs, cmd.cfg.ToolConfigs, cmd.cfg.ToolsetConfigs, cmd.cfg.PromptConfigs = toolsFile.Sources, toolsFile.AuthServices, toolsFile.Tools, toolsFile.Toolsets, toolsFile.Prompts
 
-	cmd.cfg.SourceConfigs = finalToolsFile.Sources
-	cmd.cfg.AuthServiceConfigs = finalToolsFile.AuthServices
-	cmd.cfg.EmbeddingModelConfigs = finalToolsFile.EmbeddingModels
-	cmd.cfg.ToolConfigs = finalToolsFile.Tools
-	cmd.cfg.ToolsetConfigs = finalToolsFile.Toolsets
-	cmd.cfg.PromptConfigs = finalToolsFile.Prompts
-
-	authSourceConfigs := finalToolsFile.AuthSources
+	authSourceConfigs := toolsFile.AuthSources
 	if authSourceConfigs != nil {
 		cmd.logger.WarnContext(ctx, "`authSources` is deprecated, use `authServices` instead")
-
-		for k, v := range authSourceConfigs {
-			if _, exists := cmd.cfg.AuthServiceConfigs[k]; exists {
-				errMsg := fmt.Errorf("resource conflict detected: authSource '%s' has the same name as an existing authService. Please rename your authSource", k)
-				cmd.logger.ErrorContext(ctx, errMsg.Error())
-				return errMsg
-			}
-			cmd.cfg.AuthServiceConfigs[k] = v
-		}
+		cmd.cfg.AuthServiceConfigs = authSourceConfigs
 	}
 
 	instrumentation, err := telemetry.CreateTelemetryInstrumentation(versionString)
@@ -1115,8 +963,9 @@ func run(cmd *Command) error {
 		}()
 	}
 
-	if isCustomConfigured && !cmd.cfg.DisableReload {
-		watchDirs, watchedFiles := resolveWatcherInputs(cmd.tools_file, cmd.tools_files, cmd.tools_folder)
+	watchDirs, watchedFiles := resolveWatcherInputs(cmd.tools_file, cmd.tools_files, cmd.tools_folder)
+
+	if !cmd.cfg.DisableReload {
 		// start watching the file(s) or folder for changes to trigger dynamic reloading
 		go watchChanges(ctx, watchDirs, watchedFiles, s)
 	}

cmd/root_test.go

@@ -23,18 +23,15 @@ import (
 	"os"
 	"path"
 	"path/filepath"
-	"reflect"
 	"regexp"
 	"runtime"
 	"strings"
 	"testing"
 	"time"
 
-	yaml "github.com/goccy/go-yaml"
 	"github.com/google/go-cmp/cmp"
 
 	"github.com/googleapis/genai-toolbox/internal/auth/google"
-	"github.com/googleapis/genai-toolbox/internal/embeddingmodels/gemini"
 	"github.com/googleapis/genai-toolbox/internal/log"
 	"github.com/googleapis/genai-toolbox/internal/prebuiltconfigs"
 	"github.com/googleapis/genai-toolbox/internal/prompts"
@@ -69,9 +66,6 @@ func withDefaults(c server.ServerConfig) server.ServerConfig {
 	if c.AllowedOrigins == nil {
 		c.AllowedOrigins = []string{"*"}
 	}
-	if c.AllowedHosts == nil {
-		c.AllowedHosts = []string{"*"}
-	}
 	return c
 }
 
@@ -98,21 +92,6 @@ func invokeCommand(args []string) (*Command, string, error) {
 	return c, buf.String(), err
 }
 
-// invokeCommandWithContext executes the command with a context and returns the captured output.
-func invokeCommandWithContext(ctx context.Context, args []string) (*Command, string, error) {
-	// Capture output using a buffer
-	buf := new(bytes.Buffer)
-	c := NewCommand(WithStreams(buf, buf))
-
-	c.SetArgs(args)
-	c.SilenceUsage = true
-	c.SilenceErrors = true
-	c.SetContext(ctx)
-
-	err := c.Execute()
-	return c, buf.String(), err
-}
-
 func TestVersion(t *testing.T) {
 	data, err := os.ReadFile("version.txt")
 	if err != nil {
@@ -225,13 +204,6 @@ func TestServerConfigFlags(t *testing.T) {
 				AllowedOrigins: []string{"http://foo.com", "http://bar.com"},
 			}),
 		},
-		{
-			desc: "allowed hosts",
-			args: []string{"--allowed-hosts", "http://foo.com,http://bar.com"},
-			want: withDefaults(server.ServerConfig{
-				AllowedHosts: []string{"http://foo.com", "http://bar.com"},
-			}),
-		},
 	}
 	for _, tc := range tcs {
 		t.Run(tc.desc, func(t *testing.T) {
@@ -496,235 +468,6 @@ func TestDefaultLogLevel(t *testing.T) {
 	}
 }
 
-func TestConvertToolsFile(t *testing.T) {
-	ctx, cancelCtx := context.WithTimeout(context.Background(), time.Minute)
-	defer cancelCtx()
-	pr, pw := io.Pipe()
-	defer pw.Close()
-	defer pr.Close()
-
-	logger, err := log.NewStdLogger(pw, pw, "DEBUG")
-	if err != nil {
-		t.Fatalf("failed to setup logger %s", err)
-	}
-	ctx = util.WithLogger(ctx, logger)
-
-	tcs := []struct {
-		desc   string
-		in     string
-		want   string
-		isErr  bool
-		errStr string
-	}{
-		{
-			desc: "basic convert",
-			in: `
-            sources:
-                my-pg-instance:
-                    kind: cloud-sql-postgres
-                    project: my-project
-                    region: my-region
-                    instance: my-instance
-                    database: my_db
-                    user: my_user
-                    password: my_pass
-            tools:
-                example_tool:
-                    kind: postgres-sql
-                    source: my-pg-instance
-                    description: some description
-                    statement: |
-                      SELECT * FROM SQL_STATEMENT;
-                    parameters:
-                        - name: country
-                          type: string
-                          description: some description
-            toolsets:
-                example_toolset:
-                    - example_tool`,
-			want: `
-kind: sources
-name: my-pg-instance
-type: cloud-sql-postgres
-project: my-project
-region: my-region
-instance: my-instance
-database: my_db
-user: my_user
-password: my_pass
----
-kind: tools
-name: example_tool
-type: postgres-sql
-source: my-pg-instance
-description: some description
-statement: |
-    SELECT * FROM SQL_STATEMENT;
-parameters:
-- name: country
-  type: string
-  description: some description
----
-kind: toolsets
-name: example_toolset
-tools:
-- example_tool`,
-		},
-		{
-			desc: "rearrange resource order",
-			in: `
-            tools:
-                example_tool:
-                    kind: postgres-sql
-                    source: my-pg-instance
-                    description: some description
-                    statement: |
-                        SELECT * FROM SQL_STATEMENT;
-                    parameters:
-                        - name: country
-                          type: string
-                          description: some description
-            sources:
-                my-pg-instance:
-                    kind: cloud-sql-postgres
-                    project: my-project
-                    region: my-region
-                    instance: my-instance
-                    database: my_db
-                    user: my_user
-                    password: my_pass
-            toolsets:
-                example_toolset:
-                    - example_tool`,
-			want: `
-kind: sources
-name: my-pg-instance
-type: cloud-sql-postgres
-project: my-project
-region: my-region
-instance: my-instance
-database: my_db
-user: my_user
-password: my_pass
----
-kind: tools
-name: example_tool
-type: postgres-sql
-source: my-pg-instance
-description: some description
-statement: |
-    SELECT * FROM SQL_STATEMENT;
-parameters:
-- name: country
-  type: string
-  description: some description
----
-kind: toolsets
-name: example_toolset
-tools:
-- example_tool`,
-		},
-		{
-			desc: "no convertion needed",
-			in: `
-kind: sources
-name: my-pg-instance
-type: cloud-sql-postgres
-project: my-project
-region: my-region
-instance: my-instance
-database: my_db
-user: my_user
-password: my_pass
----
-kind: tools
-name: example_tool
-type: postgres-sql
-source: my-pg-instance
-description: some description
-statement: |
-    SELECT * FROM SQL_STATEMENT;
-parameters:
-- name: country
-  type: string
-  description: some description
----
-kind: toolsets
-name: example_toolset
-tools:
-- example_tool`,
-			want: `
-kind: sources
-name: my-pg-instance
-type: cloud-sql-postgres
-project: my-project
-region: my-region
-instance: my-instance
-database: my_db
-user: my_user
-password: my_pass
----
-kind: tools
-name: example_tool
-type: postgres-sql
-source: my-pg-instance
-description: some description
-statement: |
-    SELECT * FROM SQL_STATEMENT;
-parameters:
-- name: country
-  type: string
-  description: some description
----
-kind: toolsets
-name: example_toolset
-tools:
-- example_tool`,
-		},
-		{
-			desc:   "invalid source",
-			in:     `sources: invalid`,
-			isErr:  true,
-			errStr: "'sources' is not a map",
-		},
-		{
-			desc:   "invalid toolset",
-			in:     `toolsets: invalid`,
-			isErr:  true,
-			errStr: "'toolsets' is not a map",
-		},
-	}
-	for _, tc := range tcs {
-		t.Run(tc.desc, func(t *testing.T) {
-			output, err := convertToolsFile(ctx, []byte(tc.in))
-			if tc.isErr {
-				if err == nil {
-					t.Fatalf("missing error: %s", tc.errStr)
-				}
-				if err.Error() != tc.errStr {
-					t.Fatalf("invalid error string: got %s, want %s", err, tc.errStr)
-				}
-				return
-			}
-			if err != nil {
-				t.Fatalf("unexpected error: %s", err)
-			}
-
-			// ensures that the order is correct
-			var doc1, doc2 yaml.MapSlice
-			if err := yaml.Unmarshal(output, &doc1); err != nil {
-				t.Fatalf("unable to unmarshal output: %s", string(output))
-			}
-			if err := yaml.Unmarshal([]byte(tc.want), &doc2); err != nil {
-				t.Fatalf("unable to unmarshal output: %s", tc.want)
-			}
-			if !reflect.DeepEqual(doc1, doc2) {
-				t.Fatalf("incorrect output: got %s, want %s", doc1, doc2)
-			}
-		})
-	}
-}
-
 func TestParseToolFile(t *testing.T) {
 	ctx, err := testutils.ContextWithNewLogger()
 	if err != nil {
@@ -766,7 +509,7 @@ func TestParseToolFile(t *testing.T) {
 				Sources: server.SourceConfigs{
 					"my-pg-instance": cloudsqlpgsrc.Config{
 						Name:     "my-pg-instance",
-						Type:     cloudsqlpgsrc.SourceType,
+						Kind:     cloudsqlpgsrc.SourceKind,
 						Project:  "my-project",
 						Region:   "my-region",
 						Instance: "my-instance",
@@ -779,7 +522,7 @@ func TestParseToolFile(t *testing.T) {
 				Tools: server.ToolConfigs{
 					"example_tool": postgressql.Config{
 						Name:        "example_tool",
-						Type:        "postgres-sql",
+						Kind:        "postgres-sql",
 						Source:      "my-pg-instance",
 						Description: "some description",
 						Statement:   "SELECT * FROM SQL_STATEMENT;\n",
@@ -920,7 +663,7 @@ func TestParseToolFileWithAuth(t *testing.T) {
 				Sources: server.SourceConfigs{
 					"my-pg-instance": cloudsqlpgsrc.Config{
 						Name:     "my-pg-instance",
-						Type:     cloudsqlpgsrc.SourceType,
+						Kind:     cloudsqlpgsrc.SourceKind,
 						Project:  "my-project",
 						Region:   "my-region",
 						Instance: "my-instance",
@@ -933,19 +676,19 @@ func TestParseToolFileWithAuth(t *testing.T) {
 				AuthServices: server.AuthServiceConfigs{
 					"my-google-service": google.Config{
 						Name:     "my-google-service",
-						Type:     google.AuthServiceType,
+						Kind:     google.AuthServiceKind,
 						ClientID: "my-client-id",
 					},
 					"other-google-service": google.Config{
 						Name:     "other-google-service",
-						Type:     google.AuthServiceType,
+						Kind:     google.AuthServiceKind,
 						ClientID: "other-client-id",
 					},
 				},
 				Tools: server.ToolConfigs{
 					"example_tool": postgressql.Config{
 						Name:         "example_tool",
-						Type:         "postgres-sql",
+						Kind:         "postgres-sql",
 						Source:       "my-pg-instance",
 						Description:  "some description",
 						Statement:    "SELECT * FROM SQL_STATEMENT;\n",
@@ -1020,7 +763,7 @@ func TestParseToolFileWithAuth(t *testing.T) {
 				Sources: server.SourceConfigs{
 					"my-pg-instance": cloudsqlpgsrc.Config{
 						Name:     "my-pg-instance",
-						Type:     cloudsqlpgsrc.SourceType,
+						Kind:     cloudsqlpgsrc.SourceKind,
 						Project:  "my-project",
 						Region:   "my-region",
 						Instance: "my-instance",
@@ -1033,19 +776,19 @@ func TestParseToolFileWithAuth(t *testing.T) {
 				AuthSources: server.AuthServiceConfigs{
 					"my-google-service": google.Config{
 						Name:     "my-google-service",
-						Type:     google.AuthServiceType,
+						Kind:     google.AuthServiceKind,
 						ClientID: "my-client-id",
 					},
 					"other-google-service": google.Config{
 						Name:     "other-google-service",
-						Type:     google.AuthServiceType,
+						Kind:     google.AuthServiceKind,
 						ClientID: "other-client-id",
 					},
 				},
 				Tools: server.ToolConfigs{
 					"example_tool": postgressql.Config{
 						Name:         "example_tool",
-						Type:         "postgres-sql",
+						Kind:         "postgres-sql",
 						Source:       "my-pg-instance",
 						Description:  "some description",
 						Statement:    "SELECT * FROM SQL_STATEMENT;\n",
@@ -1122,7 +865,7 @@ func TestParseToolFileWithAuth(t *testing.T) {
 				Sources: server.SourceConfigs{
 					"my-pg-instance": cloudsqlpgsrc.Config{
 						Name:     "my-pg-instance",
-						Type:     cloudsqlpgsrc.SourceType,
+						Kind:     cloudsqlpgsrc.SourceKind,
 						Project:  "my-project",
 						Region:   "my-region",
 						Instance: "my-instance",
@@ -1135,19 +878,19 @@ func TestParseToolFileWithAuth(t *testing.T) {
 				AuthServices: server.AuthServiceConfigs{
 					"my-google-service": google.Config{
 						Name:     "my-google-service",
-						Type:     google.AuthServiceType,
+						Kind:     google.AuthServiceKind,
 						ClientID: "my-client-id",
 					},
 					"other-google-service": google.Config{
 						Name:     "other-google-service",
-						Type:     google.AuthServiceType,
+						Kind:     google.AuthServiceKind,
 						ClientID: "other-client-id",
 					},
 				},
 				Tools: server.ToolConfigs{
 					"example_tool": postgressql.Config{
 						Name:         "example_tool",
-						Type:         "postgres-sql",
+						Kind:         "postgres-sql",
 						Source:       "my-pg-instance",
 						Description:  "some description",
 						Statement:    "SELECT * FROM SQL_STATEMENT;\n",
@@ -1293,7 +1036,7 @@ func TestEnvVarReplacement(t *testing.T) {
 				Sources: server.SourceConfigs{
 					"my-http-instance": httpsrc.Config{
 						Name:           "my-http-instance",
-						Type:           httpsrc.SourceType,
+						Kind:           httpsrc.SourceKind,
 						BaseURL:        "http://test_server/",
 						Timeout:        "10s",
 						DefaultHeaders: map[string]string{"Authorization": "ACTUAL_HEADER"},
@@ -1303,19 +1046,19 @@ func TestEnvVarReplacement(t *testing.T) {
 				AuthServices: server.AuthServiceConfigs{
 					"my-google-service": google.Config{
 						Name:     "my-google-service",
-						Type:     google.AuthServiceType,
+						Kind:     google.AuthServiceKind,
 						ClientID: "ACTUAL_CLIENT_ID",
 					},
 					"other-google-service": google.Config{
 						Name:     "other-google-service",
-						Type:     google.AuthServiceType,
+						Kind:     google.AuthServiceKind,
 						ClientID: "ACTUAL_CLIENT_ID_2",
 					},
 				},
 				Tools: server.ToolConfigs{
 					"example_tool": http.Config{
 						Name:         "example_tool",
-						Type:         "http",
+						Kind:         "http",
 						Source:       "my-instance",
 						Method:       "GET",
 						Path:         "search?name=alice&pet=cat",
@@ -1593,7 +1336,6 @@ func TestPrebuiltTools(t *testing.T) {
 	cloudsqlmssqlobsvconfig, _ := prebuiltconfigs.Get("cloud-sql-mssql-observability")
 	serverless_spark_config, _ := prebuiltconfigs.Get("serverless-spark")
 	cloudhealthcare_config, _ := prebuiltconfigs.Get("cloud-healthcare")
-	snowflake_config, _ := prebuiltconfigs.Get("snowflake")
 
 	// Set environment variables
 	t.Setenv("API_KEY", "your_api_key")
@@ -1691,14 +1433,6 @@ func TestPrebuiltTools(t *testing.T) {
 	t.Setenv("CLOUD_HEALTHCARE_REGION", "your_gcp_region")
 	t.Setenv("CLOUD_HEALTHCARE_DATASET", "your_healthcare_dataset")
 
-	t.Setenv("SNOWFLAKE_ACCOUNT", "your_account")
-	t.Setenv("SNOWFLAKE_USER", "your_username")
-	t.Setenv("SNOWFLAKE_PASSWORD", "your_pass")
-	t.Setenv("SNOWFLAKE_DATABASE", "your_db")
-	t.Setenv("SNOWFLAKE_SCHEMA", "your_schema")
-	t.Setenv("SNOWFLAKE_WAREHOUSE", "your_wh")
-	t.Setenv("SNOWFLAKE_ROLE", "your_role")
-
 	ctx, err := testutils.ContextWithNewLogger()
 	if err != nil {
 		t.Fatalf("unexpected error: %s", err)
@@ -1724,7 +1458,7 @@ func TestPrebuiltTools(t *testing.T) {
 			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", "postgres_upgrade_precheck", "clone_instance", "create_backup"},
+					ToolNames: []string{"create_instance", "get_instance", "list_instances", "create_database", "list_databases", "create_user", "wait_for_operation", "postgres_upgrade_precheck", "clone_instance"},
 				},
 			},
 		},
@@ -1734,7 +1468,7 @@ func TestPrebuiltTools(t *testing.T) {
 			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", "clone_instance", "create_backup"},
+					ToolNames: []string{"create_instance", "get_instance", "list_instances", "create_database", "list_databases", "create_user", "wait_for_operation", "clone_instance"},
 				},
 			},
 		},
@@ -1744,7 +1478,7 @@ func TestPrebuiltTools(t *testing.T) {
 			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", "clone_instance", "create_backup"},
+					ToolNames: []string{"create_instance", "get_instance", "list_instances", "create_database", "list_databases", "create_user", "wait_for_operation", "clone_instance"},
 				},
 			},
 		},
@@ -1754,7 +1488,7 @@ func TestPrebuiltTools(t *testing.T) {
 			wantToolset: server.ToolsetConfigs{
 				"alloydb_postgres_database_tools": tools.ToolsetConfig{
 					Name:      "alloydb_postgres_database_tools",
-					ToolNames: []string{"execute_sql", "list_tables", "list_active_queries", "list_available_extensions", "list_installed_extensions", "list_autovacuum_configurations", "list_memory_configurations", "list_top_bloated_tables", "list_replication_slots", "list_invalid_indexes", "get_query_plan", "list_views", "list_schemas", "database_overview", "list_triggers", "list_indexes", "list_sequences", "long_running_transactions", "list_locks", "replication_stats", "list_query_stats", "get_column_cardinality", "list_publication_tables", "list_tablespaces", "list_pg_settings", "list_database_stats", "list_roles", "list_table_stats", "list_stored_procedure"},
+					ToolNames: []string{"execute_sql", "list_tables", "list_active_queries", "list_available_extensions", "list_installed_extensions", "list_autovacuum_configurations", "list_memory_configurations", "list_top_bloated_tables", "list_replication_slots", "list_invalid_indexes", "get_query_plan", "list_views", "list_schemas", "database_overview", "list_triggers", "list_indexes", "list_sequences", "long_running_transactions", "list_locks", "replication_stats", "list_query_stats", "get_column_cardinality"},
 				},
 			},
 		},
@@ -1784,7 +1518,7 @@ func TestPrebuiltTools(t *testing.T) {
 			wantToolset: server.ToolsetConfigs{
 				"cloud_sql_postgres_database_tools": tools.ToolsetConfig{
 					Name:      "cloud_sql_postgres_database_tools",
-					ToolNames: []string{"execute_sql", "list_tables", "list_active_queries", "list_available_extensions", "list_installed_extensions", "list_autovacuum_configurations", "list_memory_configurations", "list_top_bloated_tables", "list_replication_slots", "list_invalid_indexes", "get_query_plan", "list_views", "list_schemas", "database_overview", "list_triggers", "list_indexes", "list_sequences", "long_running_transactions", "list_locks", "replication_stats", "list_query_stats", "get_column_cardinality", "list_publication_tables", "list_tablespaces", "list_pg_settings", "list_database_stats", "list_roles", "list_table_stats", "list_stored_procedure"},
+					ToolNames: []string{"execute_sql", "list_tables", "list_active_queries", "list_available_extensions", "list_installed_extensions", "list_autovacuum_configurations", "list_memory_configurations", "list_top_bloated_tables", "list_replication_slots", "list_invalid_indexes", "get_query_plan", "list_views", "list_schemas", "database_overview", "list_triggers", "list_indexes", "list_sequences", "long_running_transactions", "list_locks", "replication_stats", "list_query_stats", "get_column_cardinality"},
 				},
 			},
 		},
@@ -1824,7 +1558,7 @@ func TestPrebuiltTools(t *testing.T) {
 			wantToolset: server.ToolsetConfigs{
 				"serverless_spark_tools": tools.ToolsetConfig{
 					Name:      "serverless_spark_tools",
-					ToolNames: []string{"list_batches", "get_batch", "cancel_batch", "create_pyspark_batch", "create_spark_batch"},
+					ToolNames: []string{"list_batches", "get_batch", "cancel_batch"},
 				},
 			},
 		},
@@ -1864,7 +1598,7 @@ func TestPrebuiltTools(t *testing.T) {
 			wantToolset: server.ToolsetConfigs{
 				"looker_tools": tools.ToolsetConfig{
 					Name:      "looker_tools",
-					ToolNames: []string{"get_models", "get_explores", "get_dimensions", "get_measures", "get_filters", "get_parameters", "query", "query_sql", "query_url", "get_looks", "run_look", "make_look", "get_dashboards", "run_dashboard", "make_dashboard", "add_dashboard_element", "add_dashboard_filter", "generate_embed_url", "health_pulse", "health_analyze", "health_vacuum", "dev_mode", "get_projects", "get_project_files", "get_project_file", "create_project_file", "update_project_file", "delete_project_file", "get_connections", "get_connection_schemas", "get_connection_databases", "get_connection_tables", "get_connection_table_columns"},
+					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", "run_dashboard", "make_dashboard", "add_dashboard_element", "health_pulse", "health_analyze", "health_vacuum", "dev_mode", "get_projects", "get_project_files", "get_project_file", "create_project_file", "update_project_file", "delete_project_file", "get_connections", "get_connection_schemas", "get_connection_databases", "get_connection_tables", "get_connection_table_columns"},
 				},
 			},
 		},
@@ -1884,7 +1618,7 @@ func TestPrebuiltTools(t *testing.T) {
 			wantToolset: server.ToolsetConfigs{
 				"postgres_database_tools": tools.ToolsetConfig{
 					Name:      "postgres_database_tools",
-					ToolNames: []string{"execute_sql", "list_tables", "list_active_queries", "list_available_extensions", "list_installed_extensions", "list_autovacuum_configurations", "list_memory_configurations", "list_top_bloated_tables", "list_replication_slots", "list_invalid_indexes", "get_query_plan", "list_views", "list_schemas", "database_overview", "list_triggers", "list_indexes", "list_sequences", "long_running_transactions", "list_locks", "replication_stats", "list_query_stats", "get_column_cardinality", "list_publication_tables", "list_tablespaces", "list_pg_settings", "list_database_stats", "list_roles", "list_table_stats", "list_stored_procedure"},
+					ToolNames: []string{"execute_sql", "list_tables", "list_active_queries", "list_available_extensions", "list_installed_extensions", "list_autovacuum_configurations", "list_memory_configurations", "list_top_bloated_tables", "list_replication_slots", "list_invalid_indexes", "get_query_plan", "list_views", "list_schemas", "database_overview", "list_triggers", "list_indexes", "list_sequences", "long_running_transactions", "list_locks", "replication_stats", "list_query_stats", "get_column_cardinality"},
 				},
 			},
 		},
@@ -1996,16 +1730,6 @@ func TestPrebuiltTools(t *testing.T) {
 				},
 			},
 		},
-		{
-			name: "Snowflake prebuilt tool",
-			in:   snowflake_config,
-			wantToolset: server.ToolsetConfigs{
-				"snowflake_tools": tools.ToolsetConfig{
-					Name:      "snowflake_tools",
-					ToolNames: []string{"execute_sql", "list_tables"},
-				},
-			},
-		},
 	}
 
 	for _, tc := range tcs {
@@ -2031,6 +1755,11 @@ func TestMutuallyExclusiveFlags(t *testing.T) {
 		args      []string
 		errString string
 	}{
+		{
+			desc:      "--prebuilt and --tools-file",
+			args:      []string{"--prebuilt", "alloydb", "--tools-file", "my.yaml"},
+			errString: "--prebuilt and --tools-file/--tools-files/--tools-folder flags cannot be used simultaneously",
+		},
 		{
 			desc:      "--tools-file and --tools-files",
 			args:      []string{"--tools-file", "my.yaml", "--tools-files", "a.yaml,b.yaml"},
@@ -2091,10 +1820,9 @@ func TestFileLoadingErrors(t *testing.T) {
 
 func TestMergeToolsFiles(t *testing.T) {
 	file1 := ToolsFile{
-		Sources:         server.SourceConfigs{"source1": httpsrc.Config{Name: "source1"}},
-		Tools:           server.ToolConfigs{"tool1": http.Config{Name: "tool1"}},
-		Toolsets:        server.ToolsetConfigs{"set1": tools.ToolsetConfig{Name: "set1"}},
-		EmbeddingModels: server.EmbeddingModelConfigs{"model1": gemini.Config{Name: "gemini-text"}},
+		Sources:  server.SourceConfigs{"source1": httpsrc.Config{Name: "source1"}},
+		Tools:    server.ToolConfigs{"tool1": http.Config{Name: "tool1"}},
+		Toolsets: server.ToolsetConfigs{"set1": tools.ToolsetConfig{Name: "set1"}},
 	}
 	file2 := ToolsFile{
 		AuthServices: server.AuthServiceConfigs{"auth1": google.Config{Name: "auth1"}},
@@ -2116,12 +1844,11 @@ func TestMergeToolsFiles(t *testing.T) {
 			name:  "merge two distinct files",
 			files: []ToolsFile{file1, file2},
 			want: ToolsFile{
-				Sources:         server.SourceConfigs{"source1": httpsrc.Config{Name: "source1"}},
-				AuthServices:    server.AuthServiceConfigs{"auth1": google.Config{Name: "auth1"}},
-				Tools:           server.ToolConfigs{"tool1": http.Config{Name: "tool1"}, "tool2": http.Config{Name: "tool2"}},
-				Toolsets:        server.ToolsetConfigs{"set1": tools.ToolsetConfig{Name: "set1"}, "set2": tools.ToolsetConfig{Name: "set2"}},
-				Prompts:         server.PromptConfigs{},
-				EmbeddingModels: server.EmbeddingModelConfigs{"model1": gemini.Config{Name: "gemini-text"}},
+				Sources:      server.SourceConfigs{"source1": httpsrc.Config{Name: "source1"}},
+				AuthServices: server.AuthServiceConfigs{"auth1": google.Config{Name: "auth1"}},
+				Tools:        server.ToolConfigs{"tool1": http.Config{Name: "tool1"}, "tool2": http.Config{Name: "tool2"}},
+				Toolsets:     server.ToolsetConfigs{"set1": tools.ToolsetConfig{Name: "set1"}, "set2": tools.ToolsetConfig{Name: "set2"}},
+				Prompts:      server.PromptConfigs{},
 			},
 			wantErr: false,
 		},
@@ -2134,24 +1861,22 @@ func TestMergeToolsFiles(t *testing.T) {
 			name:  "merge single file",
 			files: []ToolsFile{file1},
 			want: ToolsFile{
-				Sources:         file1.Sources,
-				AuthServices:    make(server.AuthServiceConfigs),
-				EmbeddingModels: server.EmbeddingModelConfigs{"model1": gemini.Config{Name: "gemini-text"}},
-				Tools:           file1.Tools,
-				Toolsets:        file1.Toolsets,
-				Prompts:         server.PromptConfigs{},
+				Sources:      file1.Sources,
+				AuthServices: make(server.AuthServiceConfigs),
+				Tools:        file1.Tools,
+				Toolsets:     file1.Toolsets,
+				Prompts:      server.PromptConfigs{},
 			},
 		},
 		{
 			name:  "merge empty list",
 			files: []ToolsFile{},
 			want: ToolsFile{
-				Sources:         make(server.SourceConfigs),
-				AuthServices:    make(server.AuthServiceConfigs),
-				EmbeddingModels: make(server.EmbeddingModelConfigs),
-				Tools:           make(server.ToolConfigs),
-				Toolsets:        make(server.ToolsetConfigs),
-				Prompts:         server.PromptConfigs{},
+				Sources:      make(server.SourceConfigs),
+				AuthServices: make(server.AuthServiceConfigs),
+				Tools:        make(server.ToolConfigs),
+				Toolsets:     make(server.ToolsetConfigs),
+				Prompts:      server.PromptConfigs{},
 			},
 		},
 	}
@@ -2177,228 +1902,3 @@ func TestMergeToolsFiles(t *testing.T) {
 		})
 	}
 }
-func TestPrebuiltAndCustomTools(t *testing.T) {
-	t.Setenv("SQLITE_DATABASE", "test.db")
-	// Setup custom tools file
-	customContent := `
-tools:
-  custom_tool:
-    kind: http
-    source: my-http
-    method: GET
-    path: /
-    description: "A custom tool for testing"
-sources:
-  my-http:
-    kind: http
-    baseUrl: http://example.com
-`
-	customFile := filepath.Join(t.TempDir(), "custom.yaml")
-	if err := os.WriteFile(customFile, []byte(customContent), 0644); err != nil {
-		t.Fatal(err)
-	}
-
-	// Tool Conflict File
-	// SQLite prebuilt has a tool named 'list_tables'
-	toolConflictContent := `
-tools:
-  list_tables:
-    kind: http
-    source: my-http
-    method: GET
-    path: /
-    description: "Conflicting tool"
-sources:
-  my-http:
-    kind: http
-    baseUrl: http://example.com
-`
-	toolConflictFile := filepath.Join(t.TempDir(), "tool_conflict.yaml")
-	if err := os.WriteFile(toolConflictFile, []byte(toolConflictContent), 0644); err != nil {
-		t.Fatal(err)
-	}
-
-	// Source Conflict File
-	// SQLite prebuilt has a source named 'sqlite-source'
-	sourceConflictContent := `
-sources:
-  sqlite-source:
-    kind: http
-    baseUrl: http://example.com
-tools:
-  dummy_tool:
-    kind: http
-    source: sqlite-source
-    method: GET
-    path: /
-    description: "Dummy"
-`
-	sourceConflictFile := filepath.Join(t.TempDir(), "source_conflict.yaml")
-	if err := os.WriteFile(sourceConflictFile, []byte(sourceConflictContent), 0644); err != nil {
-		t.Fatal(err)
-	}
-
-	// Toolset Conflict File
-	// SQLite prebuilt has a toolset named 'sqlite_database_tools'
-	toolsetConflictContent := `
-sources:
-  dummy-src:
-    kind: http
-    baseUrl: http://example.com
-tools:
-  dummy_tool:
-    kind: http
-    source: dummy-src
-    method: GET
-    path: /
-    description: "Dummy"
-toolsets:
-  sqlite_database_tools:
-    - dummy_tool
-`
-	toolsetConflictFile := filepath.Join(t.TempDir(), "toolset_conflict.yaml")
-	if err := os.WriteFile(toolsetConflictFile, []byte(toolsetConflictContent), 0644); err != nil {
-		t.Fatal(err)
-	}
-
-	//Legacy Auth File
-	authContent := `
-authSources:
-  legacy-auth:
-    kind: google
-    clientId: "test-client-id"
-`
-	authFile := filepath.Join(t.TempDir(), "auth.yaml")
-	if err := os.WriteFile(authFile, []byte(authContent), 0644); err != nil {
-		t.Fatal(err)
-	}
-
-	testCases := []struct {
-		desc      string
-		args      []string
-		wantErr   bool
-		errString string
-		cfgCheck  func(server.ServerConfig) error
-	}{
-		{
-			desc:    "success mixed",
-			args:    []string{"--prebuilt", "sqlite", "--tools-file", customFile},
-			wantErr: false,
-			cfgCheck: func(cfg server.ServerConfig) error {
-				if _, ok := cfg.ToolConfigs["custom_tool"]; !ok {
-					return fmt.Errorf("custom tool not found")
-				}
-				if _, ok := cfg.ToolConfigs["list_tables"]; !ok {
-					return fmt.Errorf("prebuilt tool 'list_tables' not found")
-				}
-				return nil
-			},
-		},
-		{
-			desc:      "tool conflict error",
-			args:      []string{"--prebuilt", "sqlite", "--tools-file", toolConflictFile},
-			wantErr:   true,
-			errString: "resource conflicts detected",
-		},
-		{
-			desc:      "source conflict error",
-			args:      []string{"--prebuilt", "sqlite", "--tools-file", sourceConflictFile},
-			wantErr:   true,
-			errString: "resource conflicts detected",
-		},
-		{
-			desc:      "toolset conflict error",
-			args:      []string{"--prebuilt", "sqlite", "--tools-file", toolsetConflictFile},
-			wantErr:   true,
-			errString: "resource conflicts detected",
-		},
-		{
-			desc:    "legacy auth additive",
-			args:    []string{"--prebuilt", "sqlite", "--tools-file", authFile},
-			wantErr: false,
-			cfgCheck: func(cfg server.ServerConfig) error {
-				if _, ok := cfg.AuthServiceConfigs["legacy-auth"]; !ok {
-					return fmt.Errorf("legacy auth source not merged into auth services")
-				}
-				return nil
-			},
-		},
-	}
-
-	for _, tc := range testCases {
-		t.Run(tc.desc, func(t *testing.T) {
-			ctx, cancel := context.WithTimeout(context.Background(), 500*time.Millisecond)
-			defer cancel()
-
-			cmd, output, err := invokeCommandWithContext(ctx, tc.args)
-
-			if tc.wantErr {
-				if err == nil {
-					t.Fatalf("expected an error but got none")
-				}
-				if !strings.Contains(err.Error(), tc.errString) {
-					t.Errorf("expected error message to contain %q, but got %q", tc.errString, err.Error())
-				}
-			} else {
-				if err != nil && err != context.DeadlineExceeded && err != context.Canceled {
-					t.Fatalf("unexpected error: %v", err)
-				}
-				if !strings.Contains(output, "Server ready to serve!") {
-					t.Errorf("server did not start successfully (no ready message found). Output:\n%s", output)
-				}
-				if tc.cfgCheck != nil {
-					if err := tc.cfgCheck(cmd.cfg); err != nil {
-						t.Errorf("config check failed: %v", err)
-					}
-				}
-			}
-		})
-	}
-}
-
-func TestDefaultToolsFileBehavior(t *testing.T) {
-	t.Setenv("SQLITE_DATABASE", "test.db")
-	testCases := []struct {
-		desc      string
-		args      []string
-		expectRun bool
-		errString string
-	}{
-		{
-			desc:      "no flags (defaults to tools.yaml)",
-			args:      []string{},
-			expectRun: false,
-			errString: "tools.yaml", // Expect error because tools.yaml doesn't exist in test env
-		},
-		{
-			desc:      "prebuilt only (skips tools.yaml)",
-			args:      []string{"--prebuilt", "sqlite"},
-			expectRun: true,
-		},
-	}
-
-	for _, tc := range testCases {
-		t.Run(tc.desc, func(t *testing.T) {
-			ctx, cancel := context.WithTimeout(context.Background(), 500*time.Millisecond)
-			defer cancel()
-			_, output, err := invokeCommandWithContext(ctx, tc.args)
-
-			if tc.expectRun {
-				if err != nil && err != context.DeadlineExceeded && err != context.Canceled {
-					t.Fatalf("expected server start, got error: %v", err)
-				}
-				// Verify it actually started
-				if !strings.Contains(output, "Server ready to serve!") {
-					t.Errorf("server did not start successfully (no ready message found). Output:\n%s", output)
-				}
-			} else {
-				if err == nil {
-					t.Fatalf("expected error reading default file, got nil")
-				}
-				if !strings.Contains(err.Error(), tc.errString) {
-					t.Errorf("expected error message to contain %q, but got %q", tc.errString, err.Error())
-				}
-			}
-		})
-	}
-}

cmd/version.txt

@@ -1 +1 @@
-0.25.0
+0.21.0

docs/ALLOYDBADMIN_README.md

@@ -12,7 +12,53 @@ To connect to the database to explore and query data, search the MCP store for t
 
 ## Prerequisites
 
-*   [Node.js](https://nodejs.org/) installed.
+*   Download and install [MCP Toolbox](https://github.com/googleapis/genai-toolbox):
+    1.  **Download the Toolbox binary**:
+        Download the latest binary for your operating system and architecture from the storage bucket. Check the [releases page](https://github.com/googleapis/genai-toolbox/releases) for additional versions: 
+      
+        <!-- {x-release-please-start-version} -->
+        * To install Toolbox as a binary on Linux (AMD64):
+          ```bash
+          curl -L -o toolbox https://storage.googleapis.com/genai-toolbox/v0.21.0/linux/amd64/toolbox
+          ```
+
+        * To install Toolbox as a binary on macOS (Apple Silicon):
+          ```bash
+          curl -L -o toolbox https://storage.googleapis.com/genai-toolbox/v0.21.0/darwin/arm64/toolbox
+          ```
+
+        * To install Toolbox as a binary on macOS (Intel):
+          ```bash
+          curl -L -o toolbox https://storage.googleapis.com/genai-toolbox/v0.21.0/darwin/amd64/toolbox
+          ```
+
+        * To install Toolbox as a binary on Windows (AMD64):
+          ```powershell
+          curl -o toolbox.exe "https://storage.googleapis.com/genai-toolbox/v0.21.0/windows/amd64/toolbox.exe"
+          ```
+        <!-- {x-release-please-end} -->
+        
+    2.  **Make it executable**:
+
+        ```bash
+        chmod +x toolbox
+        ```
+
+    3.  **Add the binary to $PATH in `.~/bash_profile`** (Note: You may need to restart Antigravity for changes to take effect.):
+
+        ```bash
+        export PATH=$PATH:path/to/folder
+        ```
+
+        **On Windows, move binary to the `WindowsApps\` folder**:
+        ```
+        move "C:\Users\<path-to-binary>\toolbox.exe" "C:\Users\<username>\AppData\Local\Microsoft\WindowsApps\"
+        ```
+    
+        **Tip:** Ensure the destination folder for your binary is included in
+        your system's PATH environment variable. To check `PATH`, use `echo
+        $PATH` (or `echo %PATH%` on Windows).
+
 *   A Google Cloud project with the **AlloyDB API** enabled.
 *   Ensure [Application Default Credentials](https://cloud.google.com/docs/authentication/gcloud) are available in your environment.
 *   IAM Permissions:
@@ -21,13 +67,10 @@ To connect to the database to explore and query data, search the MCP store for t
 
 ## Install & Configuration
 
-In the Antigravity MCP Store, click the "Install" button.
+1. In the Antigravity MCP Store, click the "Install" button.
 
 You'll now be able to see all enabled tools in the "Tools" tab.
 
-> [!NOTE]
-> If you encounter issues with Windows Defender blocking the execution, you may need to configure an allowlist. See [Configure exclusions for Microsoft Defender Antivirus](https://learn.microsoft.com/en-us/microsoft-365/security/defender-endpoint/configure-exclusions-microsoft-defender-antivirus?view=o365-worldwide) for more details.
-
 ## Usage
 
 Once configured, the MCP server will automatically provide AlloyDB capabilities to your AI assistant. You can:
@@ -61,8 +104,8 @@ Add the following configuration to your MCP client (e.g., `settings.json` for Ge
 {
   "mcpServers": {
     "alloydb-admin": {
-      "command": "npx",
-      "args": ["-y", "@toolbox-sdk/server", "--prebuilt", "alloydb-postgres-admin", "--stdio"]
+      "command": "toolbox",
+      "args": ["--prebuilt", "alloydb-postgres-admin", "--stdio"]
     }
   }
 }

docs/ALLOYDBPG_README.md

@@ -15,7 +15,53 @@ For AlloyDB infrastructure management, search the MCP store for the AlloyDB for
 
 ## Prerequisites
 
-*   [Node.js](https://nodejs.org/) installed.
+*   Download and install [MCP Toolbox](https://github.com/googleapis/genai-toolbox):
+    1.  **Download the Toolbox binary**:
+        Download the latest binary for your operating system and architecture from the storage bucket. Check the [releases page](https://github.com/googleapis/genai-toolbox/releases) for additional versions: 
+      
+        <!-- {x-release-please-start-version} -->
+        * To install Toolbox as a binary on Linux (AMD64):
+          ```bash
+          curl -L -o toolbox https://storage.googleapis.com/genai-toolbox/v0.21.0/linux/amd64/toolbox
+          ```
+
+        * To install Toolbox as a binary on macOS (Apple Silicon):
+          ```bash
+          curl -L -o toolbox https://storage.googleapis.com/genai-toolbox/v0.21.0/darwin/arm64/toolbox
+          ```
+
+        * To install Toolbox as a binary on macOS (Intel):
+          ```bash
+          curl -L -o toolbox https://storage.googleapis.com/genai-toolbox/v0.21.0/darwin/amd64/toolbox
+          ```
+
+        * To install Toolbox as a binary on Windows (AMD64):
+          ```powershell
+          curl -o toolbox.exe "https://storage.googleapis.com/genai-toolbox/v0.21.0/windows/amd64/toolbox.exe"
+          ```
+        <!-- {x-release-please-end} -->
+        
+    2.  **Make it executable**:
+
+        ```bash
+        chmod +x toolbox
+        ```
+
+    3.  **Add the binary to $PATH in `.~/bash_profile`** (Note: You may need to restart Antigravity for changes to take effect.):
+
+        ```bash
+        export PATH=$PATH:path/to/folder
+        ```
+
+        **On Windows, move binary to the `WindowsApps\` folder**:
+        ```
+        move "C:\Users\<path-to-binary>\toolbox.exe" "C:\Users\<username>\AppData\Local\Microsoft\WindowsApps\"
+        ```
+    
+        **Tip:** Ensure the destination folder for your binary is included in
+        your system's PATH environment variable. To check `PATH`, use `echo
+        $PATH` (or `echo %PATH%` on Windows).
+
 *   A Google Cloud project with the **AlloyDB API** enabled.
 *   Ensure [Application Default Credentials](https://cloud.google.com/docs/authentication/gcloud) are available in your environment.
 *   IAM Permissions:
@@ -30,9 +76,6 @@ For AlloyDB infrastructure management, search the MCP store for the AlloyDB for
 
 2. Add the required inputs for your [cluster](https://docs.cloud.google.com/alloydb/docs/cluster-list) in the configuration pop-up, then click "Save". You can update this configuration at any time in the "Configure" tab.
 
-> [!NOTE]
-> If you encounter issues with Windows Defender blocking the execution, you may need to configure an allowlist. See [Configure exclusions for Microsoft Defender Antivirus](https://learn.microsoft.com/en-us/microsoft-365/security/defender-endpoint/configure-exclusions-microsoft-defender-antivirus?view=o365-worldwide) for more details.
-
 You'll now be able to see all enabled tools in the "Tools" tab.
 
 ## Usage
@@ -82,8 +125,8 @@ Add the following configuration to your MCP client (e.g., `settings.json` for Ge
 {
   "mcpServers": {
     "alloydb-postgres": {
-      "command": "npx",
-      "args": ["-y", "@toolbox-sdk/server", "--prebuilt", "alloydb-postgres", "--stdio"]
+      "command": "toolbox",
+      "args": ["--prebuilt", "alloydb-postgres", "--stdio"]
     }
   }
 }

docs/BIGQUERY_README.md

@@ -12,7 +12,53 @@ An editor configured to use the BigQuery MCP server can use its AI capabilities
 
 ## Prerequisites
 
-*   [Node.js](https://nodejs.org/) installed.
+*   Download and install [MCP Toolbox](https://github.com/googleapis/genai-toolbox):
+    1.  **Download the Toolbox binary**:
+        Download the latest binary for your operating system and architecture from the storage bucket. Check the [releases page](https://github.com/googleapis/genai-toolbox/releases) for additional versions: 
+      
+        <!-- {x-release-please-start-version} -->
+        * To install Toolbox as a binary on Linux (AMD64):
+          ```bash
+          curl -L -o toolbox https://storage.googleapis.com/genai-toolbox/v0.21.0/linux/amd64/toolbox
+          ```
+
+        * To install Toolbox as a binary on macOS (Apple Silicon):
+          ```bash
+          curl -L -o toolbox https://storage.googleapis.com/genai-toolbox/v0.21.0/darwin/arm64/toolbox
+          ```
+
+        * To install Toolbox as a binary on macOS (Intel):
+          ```bash
+          curl -L -o toolbox https://storage.googleapis.com/genai-toolbox/v0.21.0/darwin/amd64/toolbox
+          ```
+
+        * To install Toolbox as a binary on Windows (AMD64):
+          ```powershell
+          curl -o toolbox.exe "https://storage.googleapis.com/genai-toolbox/v0.21.0/windows/amd64/toolbox.exe"
+          ```
+        <!-- {x-release-please-end} -->
+        
+    2.  **Make it executable**:
+
+        ```bash
+        chmod +x toolbox
+        ```
+
+    3.  **Add the binary to $PATH in `.~/bash_profile`** (Note: You may need to restart Antigravity for changes to take effect.):
+
+        ```bash
+        export PATH=$PATH:path/to/folder
+        ```
+
+        **On Windows, move binary to the `WindowsApps\` folder**:
+        ```
+        move "C:\Users\<path-to-binary>\toolbox.exe" "C:\Users\<username>\AppData\Local\Microsoft\WindowsApps\"
+        ```
+    
+        **Tip:** Ensure the destination folder for your binary is included in
+        your system's PATH environment variable. To check `PATH`, use `echo
+        $PATH` (or `echo %PATH%` on Windows).
+
 *   A Google Cloud project with the **BigQuery API** enabled.
 *   Ensure [Application Default Credentials](https://cloud.google.com/docs/authentication/gcloud) are available in your environment.
 *   IAM Permissions:
@@ -24,9 +70,6 @@ An editor configured to use the BigQuery MCP server can use its AI capabilities
 
 2. Add the required inputs in the configuration pop-up, then click "Save". You can update this configuration at any time in the "Configure" tab.
 
-> [!NOTE]
-> If you encounter issues with Windows Defender blocking the execution, you may need to configure an allowlist. See [Configure exclusions for Microsoft Defender Antivirus](https://learn.microsoft.com/en-us/microsoft-365/security/defender-endpoint/configure-exclusions-microsoft-defender-antivirus?view=o365-worldwide) for more details.
-
 You'll now be able to see all enabled tools in the "Tools" tab.
 
 
@@ -68,7 +111,6 @@ The BigQuery MCP server is configured using environment variables.
 export BIGQUERY_PROJECT="<your-gcp-project-id>"
 export BIGQUERY_LOCATION="<your-dataset-location>"  # Optional
 export BIGQUERY_USE_CLIENT_OAUTH="true"  # Optional
-export BIGQUERY_SCOPES="<comma-separated-scopes>"  # Optional
 ```
 
 Add the following configuration to your MCP client (e.g., `settings.json` for Gemini CLI, `mcp_config.json` for Antigravity):
@@ -77,8 +119,8 @@ Add the following configuration to your MCP client (e.g., `settings.json` for Ge
 {
   "mcpServers": {
     "bigquery": {
-      "command": "npx",
-      "args": ["-y", "@toolbox-sdk/server", "--prebuilt", "bigquery", "--stdio"]
+      "command": "toolbox",
+      "args": ["--prebuilt", "bigquery", "--stdio"]
     }
   }
 }

docs/CLOUDSQLMSSQLADMIN_README.md

@@ -12,7 +12,53 @@ To connect to the database to explore and query data, search the MCP store for t
 
 ## Prerequisites
 
-*   [Node.js](https://nodejs.org/) installed.
+*   Download and install [MCP Toolbox](https://github.com/googleapis/genai-toolbox):
+    1.  **Download the Toolbox binary**:
+        Download the latest binary for your operating system and architecture from the storage bucket. Check the [releases page](https://github.com/googleapis/genai-toolbox/releases) for additional versions: 
+      
+        <!-- {x-release-please-start-version} -->
+        * To install Toolbox as a binary on Linux (AMD64):
+          ```bash
+          curl -L -o toolbox https://storage.googleapis.com/genai-toolbox/v0.21.0/linux/amd64/toolbox
+          ```
+
+        * To install Toolbox as a binary on macOS (Apple Silicon):
+          ```bash
+          curl -L -o toolbox https://storage.googleapis.com/genai-toolbox/v0.21.0/darwin/arm64/toolbox
+          ```
+
+        * To install Toolbox as a binary on macOS (Intel):
+          ```bash
+          curl -L -o toolbox https://storage.googleapis.com/genai-toolbox/v0.21.0/darwin/amd64/toolbox
+          ```
+
+        * To install Toolbox as a binary on Windows (AMD64):
+          ```powershell
+          curl -o toolbox.exe "https://storage.googleapis.com/genai-toolbox/v0.21.0/windows/amd64/toolbox.exe"
+          ```
+        <!-- {x-release-please-end} -->
+        
+    2.  **Make it executable**:
+
+        ```bash
+        chmod +x toolbox
+        ```
+
+    3.  **Add the binary to $PATH in `.~/bash_profile`** (Note: You may need to restart Antigravity for changes to take effect.):
+
+        ```bash
+        export PATH=$PATH:path/to/folder
+        ```
+
+        **On Windows, move binary to the `WindowsApps\` folder**:
+        ```
+        move "C:\Users\<path-to-binary>\toolbox.exe" "C:\Users\<username>\AppData\Local\Microsoft\WindowsApps\"
+        ```
+    
+        **Tip:** Ensure the destination folder for your binary is included in
+        your system's PATH environment variable. To check `PATH`, use `echo
+        $PATH` (or `echo %PATH%` on Windows).
+
 *   A Google Cloud project with the **Cloud SQL Admin API** enabled.
 *   Ensure [Application Default Credentials](https://cloud.google.com/docs/authentication/gcloud) are available in your environment.
 *   IAM Permissions:
@@ -21,13 +67,10 @@ To connect to the database to explore and query data, search the MCP store for t
 
 ## Install & Configuration
 
-In the Antigravity MCP Store, click the "Install" button.
+1. In the Antigravity MCP Store, click the "Install" button.
 
 You'll now be able to see all enabled tools in the "Tools" tab.
 
-> [!NOTE]
-> If you encounter issues with Windows Defender blocking the execution, you may need to configure an allowlist. See [Configure exclusions for Microsoft Defender Antivirus](https://learn.microsoft.com/en-us/microsoft-365/security/defender-endpoint/configure-exclusions-microsoft-defender-antivirus?view=o365-worldwide) for more details.
-
 ## Usage
 
 Once configured, the MCP server will automatically provide Cloud SQL for SQL Server capabilities to your AI assistant. You can:
@@ -58,8 +101,8 @@ Add the following configuration to your MCP client (e.g., `settings.json` for Ge
 {
   "mcpServers": {
     "cloud-sql-sqlserver-admin": {
-      "command": "npx",
-      "args": ["-y", "@toolbox-sdk/server", "--prebuilt", "cloud-sql-mssql-admin", "--stdio"]
+      "command": "toolbox",
+      "args": ["--prebuilt", "cloud-sql-mssql-admin", "--stdio"]
     }
   }
 }

docs/CLOUDSQLMSSQL_README.md

@@ -13,7 +13,53 @@ For Cloud SQL infrastructure management, search the MCP store for the Cloud SQL
 
 ## Prerequisites
 
-*   [Node.js](https://nodejs.org/) installed.
+*   Download and install [MCP Toolbox](https://github.com/googleapis/genai-toolbox):
+    1.  **Download the Toolbox binary**:
+        Download the latest binary for your operating system and architecture from the storage bucket. Check the [releases page](https://github.com/googleapis/genai-toolbox/releases) for additional versions: 
+      
+        <!-- {x-release-please-start-version} -->
+        * To install Toolbox as a binary on Linux (AMD64):
+          ```bash
+          curl -L -o toolbox https://storage.googleapis.com/genai-toolbox/v0.21.0/linux/amd64/toolbox
+          ```
+
+        * To install Toolbox as a binary on macOS (Apple Silicon):
+          ```bash
+          curl -L -o toolbox https://storage.googleapis.com/genai-toolbox/v0.21.0/darwin/arm64/toolbox
+          ```
+
+        * To install Toolbox as a binary on macOS (Intel):
+          ```bash
+          curl -L -o toolbox https://storage.googleapis.com/genai-toolbox/v0.21.0/darwin/amd64/toolbox
+          ```
+
+        * To install Toolbox as a binary on Windows (AMD64):
+          ```powershell
+          curl -o toolbox.exe "https://storage.googleapis.com/genai-toolbox/v0.21.0/windows/amd64/toolbox.exe"
+          ```
+        <!-- {x-release-please-end} -->
+        
+    2.  **Make it executable**:
+
+        ```bash
+        chmod +x toolbox
+        ```
+
+    3.  **Add the binary to $PATH in `.~/bash_profile`** (Note: You may need to restart Antigravity for changes to take effect.):
+
+        ```bash
+        export PATH=$PATH:path/to/folder
+        ```
+
+        **On Windows, move binary to the `WindowsApps\` folder**:
+        ```
+        move "C:\Users\<path-to-binary>\toolbox.exe" "C:\Users\<username>\AppData\Local\Microsoft\WindowsApps\"
+        ```
+    
+        **Tip:** Ensure the destination folder for your binary is included in
+        your system's PATH environment variable. To check `PATH`, use `echo
+        $PATH` (or `echo %PATH%` on Windows).
+
 *   A Google Cloud project with the **Cloud SQL Admin API** enabled.
 *   Ensure [Application Default Credentials](https://cloud.google.com/docs/authentication/gcloud) are available in your environment.
 *   IAM Permissions:
@@ -29,9 +75,6 @@ For Cloud SQL infrastructure management, search the MCP store for the Cloud SQL
 
 You'll now be able to see all enabled tools in the "Tools" tab.
 
-> [!NOTE]
-> If you encounter issues with Windows Defender blocking the execution, you may need to configure an allowlist. See [Configure exclusions for Microsoft Defender Antivirus](https://learn.microsoft.com/en-us/microsoft-365/security/defender-endpoint/configure-exclusions-microsoft-defender-antivirus?view=o365-worldwide) for more details.
-
 ## Usage
 
 Once configured, the MCP server will automatically provide Cloud SQL for SQL Server capabilities to your AI assistant. You can:
@@ -69,8 +112,8 @@ Add the following configuration to your MCP client (e.g., `settings.json` for Ge
 {
   "mcpServers": {
     "cloud-sql-mssql": {
-      "command": "npx",
-      "args": ["-y", "@toolbox-sdk/server", "--prebuilt", "cloud-sql-mssql", "--stdio"],
+      "command": "toolbox",
+      "args": ["--prebuilt", "cloud-sql-mssql", "--stdio"],
       "env": {
         "CLOUD_SQL_MSSQL_PROJECT": "your-project-id",
         "CLOUD_SQL_MSSQL_REGION": "your-region",

docs/CLOUDSQLMYSQLADMIN_README.md

@@ -12,7 +12,53 @@ To connect to the database to explore and query data, search the MCP store for t
 
 ## Prerequisites
 
-*   [Node.js](https://nodejs.org/) installed.
+*   Download and install [MCP Toolbox](https://github.com/googleapis/genai-toolbox):
+    1.  **Download the Toolbox binary**:
+        Download the latest binary for your operating system and architecture from the storage bucket. Check the [releases page](https://github.com/googleapis/genai-toolbox/releases) for additional versions: 
+      
+        <!-- {x-release-please-start-version} -->
+        * To install Toolbox as a binary on Linux (AMD64):
+          ```bash
+          curl -L -o toolbox https://storage.googleapis.com/genai-toolbox/v0.21.0/linux/amd64/toolbox
+          ```
+
+        * To install Toolbox as a binary on macOS (Apple Silicon):
+          ```bash
+          curl -L -o toolbox https://storage.googleapis.com/genai-toolbox/v0.21.0/darwin/arm64/toolbox
+          ```
+
+        * To install Toolbox as a binary on macOS (Intel):
+          ```bash
+          curl -L -o toolbox https://storage.googleapis.com/genai-toolbox/v0.21.0/darwin/amd64/toolbox
+          ```
+
+        * To install Toolbox as a binary on Windows (AMD64):
+          ```powershell
+          curl -o toolbox.exe "https://storage.googleapis.com/genai-toolbox/v0.21.0/windows/amd64/toolbox.exe"
+          ```
+        <!-- {x-release-please-end} -->
+        
+    2.  **Make it executable**:
+
+        ```bash
+        chmod +x toolbox
+        ```
+
+    3.  **Add the binary to $PATH in `.~/bash_profile`** (Note: You may need to restart Antigravity for changes to take effect.):
+
+        ```bash
+        export PATH=$PATH:path/to/folder
+        ```
+
+        **On Windows, move binary to the `WindowsApps\` folder**:
+        ```
+        move "C:\Users\<path-to-binary>\toolbox.exe" "C:\Users\<username>\AppData\Local\Microsoft\WindowsApps\"
+        ```
+    
+        **Tip:** Ensure the destination folder for your binary is included in
+        your system's PATH environment variable. To check `PATH`, use `echo
+        $PATH` (or `echo %PATH%` on Windows).
+
 *   A Google Cloud project with the **Cloud SQL Admin API** enabled.
 *   Ensure [Application Default Credentials](https://cloud.google.com/docs/authentication/gcloud) are available in your environment.
 *   IAM Permissions:
@@ -21,13 +67,10 @@ To connect to the database to explore and query data, search the MCP store for t
 
 ## Install & Configuration
 
-In the Antigravity MCP Store, click the "Install" button.
+1. In the Antigravity MCP Store, click the "Install" button.
 
 You'll now be able to see all enabled tools in the "Tools" tab.
 
-> [!NOTE]
-> If you encounter issues with Windows Defender blocking the execution, you may need to configure an allowlist. See [Configure exclusions for Microsoft Defender Antivirus](https://learn.microsoft.com/en-us/microsoft-365/security/defender-endpoint/configure-exclusions-microsoft-defender-antivirus?view=o365-worldwide) for more details.
-
 ## Usage
 
 Once configured, the MCP server will automatically provide Cloud SQL for MySQL capabilities to your AI assistant. You can:
@@ -57,8 +100,8 @@ Add the following configuration to your MCP client (e.g., `settings.json` for Ge
 {
   "mcpServers": {
     "cloud-sql-mysql-admin": {
-      "command": "npx",
-      "args": ["-y", "@toolbox-sdk/server", "--prebuilt", "cloud-sql-mysql-admin", "--stdio"]
+      "command": "toolbox",
+      "args": ["--prebuilt", "cloud-sql-mysql-admin", "--stdio"]
     }
   }
 }

docs/CLOUDSQLMYSQL_README.md

@@ -15,7 +15,53 @@ For Cloud SQL infrastructure management, search the MCP store for the Cloud SQL
 
 ## Prerequisites
 
-*   [Node.js](https://nodejs.org/) installed.
+*   Download and install [MCP Toolbox](https://github.com/googleapis/genai-toolbox):
+    1.  **Download the Toolbox binary**:
+        Download the latest binary for your operating system and architecture from the storage bucket. Check the [releases page](https://github.com/googleapis/genai-toolbox/releases) for additional versions: 
+      
+        <!-- {x-release-please-start-version} -->
+        * To install Toolbox as a binary on Linux (AMD64):
+          ```bash
+          curl -L -o toolbox https://storage.googleapis.com/genai-toolbox/v0.21.0/linux/amd64/toolbox
+          ```
+
+        * To install Toolbox as a binary on macOS (Apple Silicon):
+          ```bash
+          curl -L -o toolbox https://storage.googleapis.com/genai-toolbox/v0.21.0/darwin/arm64/toolbox
+          ```
+
+        * To install Toolbox as a binary on macOS (Intel):
+          ```bash
+          curl -L -o toolbox https://storage.googleapis.com/genai-toolbox/v0.21.0/darwin/amd64/toolbox
+          ```
+
+        * To install Toolbox as a binary on Windows (AMD64):
+          ```powershell
+          curl -o toolbox.exe "https://storage.googleapis.com/genai-toolbox/v0.21.0/windows/amd64/toolbox.exe"
+          ```
+        <!-- {x-release-please-end} -->
+        
+    2.  **Make it executable**:
+
+        ```bash
+        chmod +x toolbox
+        ```
+
+    3.  **Add the binary to $PATH in `.~/bash_profile`** (Note: You may need to restart Antigravity for changes to take effect.):
+
+        ```bash
+        export PATH=$PATH:path/to/folder
+        ```
+
+        **On Windows, move binary to the `WindowsApps\` folder**:
+        ```
+        move "C:\Users\<path-to-binary>\toolbox.exe" "C:\Users\<username>\AppData\Local\Microsoft\WindowsApps\"
+        ```
+    
+        **Tip:** Ensure the destination folder for your binary is included in
+        your system's PATH environment variable. To check `PATH`, use `echo
+        $PATH` (or `echo %PATH%` on Windows).
+
 *   A Google Cloud project with the **Cloud SQL Admin API** enabled.
 *   Ensure [Application Default Credentials](https://cloud.google.com/docs/authentication/gcloud) are available in your environment.
 *   IAM Permissions:
@@ -31,9 +77,6 @@ For Cloud SQL infrastructure management, search the MCP store for the Cloud SQL
 
 You'll now be able to see all enabled tools in the "Tools" tab.
 
-> [!NOTE]
-> If you encounter issues with Windows Defender blocking the execution, you may need to configure an allowlist. See [Configure exclusions for Microsoft Defender Antivirus](https://learn.microsoft.com/en-us/microsoft-365/security/defender-endpoint/configure-exclusions-microsoft-defender-antivirus?view=o365-worldwide) for more details.
-
 ## Usage
 
 Once configured, the MCP server will automatically provide Cloud SQL for MySQL capabilities to your AI assistant. You can:
@@ -75,8 +118,8 @@ Add the following configuration to your MCP client (e.g., `settings.json` for Ge
 {
   "mcpServers": {
     "cloud-sql-mysql": {
-      "command": "npx",
-      "args": ["-y", "@toolbox-sdk/server", "--prebuilt", "cloud-sql-mysql", "--stdio"],
+      "command": "toolbox",
+      "args": ["--prebuilt", "cloud-sql-mysql", "--stdio"],
       "env": {
         "CLOUD_SQL_MYSQL_PROJECT": "your-project-id",
         "CLOUD_SQL_MYSQL_REGION": "your-region",

docs/CLOUDSQLPGADMIN_README.md

@@ -12,7 +12,53 @@ To connect to the database to explore and query data, search the MCP store for t
 
 ## Prerequisites
 
-*   [Node.js](https://nodejs.org/) installed.
+*   Download and install [MCP Toolbox](https://github.com/googleapis/genai-toolbox):
+    1.  **Download the Toolbox binary**:
+        Download the latest binary for your operating system and architecture from the storage bucket. Check the [releases page](https://github.com/googleapis/genai-toolbox/releases) for additional versions: 
+      
+        <!-- {x-release-please-start-version} -->
+        * To install Toolbox as a binary on Linux (AMD64):
+          ```bash
+          curl -L -o toolbox https://storage.googleapis.com/genai-toolbox/v0.21.0/linux/amd64/toolbox
+          ```
+
+        * To install Toolbox as a binary on macOS (Apple Silicon):
+          ```bash
+          curl -L -o toolbox https://storage.googleapis.com/genai-toolbox/v0.21.0/darwin/arm64/toolbox
+          ```
+
+        * To install Toolbox as a binary on macOS (Intel):
+          ```bash
+          curl -L -o toolbox https://storage.googleapis.com/genai-toolbox/v0.21.0/darwin/amd64/toolbox
+          ```
+
+        * To install Toolbox as a binary on Windows (AMD64):
+          ```powershell
+          curl -o toolbox.exe "https://storage.googleapis.com/genai-toolbox/v0.21.0/windows/amd64/toolbox.exe"
+          ```
+        <!-- {x-release-please-end} -->
+        
+    2.  **Make it executable**:
+
+        ```bash
+        chmod +x toolbox
+        ```
+
+    3.  **Add the binary to $PATH in `.~/bash_profile`** (Note: You may need to restart Antigravity for changes to take effect.):
+
+        ```bash
+        export PATH=$PATH:path/to/folder
+        ```
+
+        **On Windows, move binary to the `WindowsApps\` folder**:
+        ```
+        move "C:\Users\<path-to-binary>\toolbox.exe" "C:\Users\<username>\AppData\Local\Microsoft\WindowsApps\"
+        ```
+    
+        **Tip:** Ensure the destination folder for your binary is included in
+        your system's PATH environment variable. To check `PATH`, use `echo
+        $PATH` (or `echo %PATH%` on Windows).
+
 *   A Google Cloud project with the **Cloud SQL Admin API** enabled.
 *   Ensure [Application Default Credentials](https://cloud.google.com/docs/authentication/gcloud) are available in your environment.
 *   IAM Permissions:
@@ -21,13 +67,10 @@ To connect to the database to explore and query data, search the MCP store for t
 
 ## Install & Configuration
 
-In the Antigravity MCP Store, click the "Install" button.
+1. In the Antigravity MCP Store, click the "Install" button.
 
 You'll now be able to see all enabled tools in the "Tools" tab.
 
-> [!NOTE]
-> If you encounter issues with Windows Defender blocking the execution, you may need to configure an allowlist. See [Configure exclusions for Microsoft Defender Antivirus](https://learn.microsoft.com/en-us/microsoft-365/security/defender-endpoint/configure-exclusions-microsoft-defender-antivirus?view=o365-worldwide) for more details.
-
 ## Usage
 
 Once configured, the MCP server will automatically provide Cloud SQL for PostgreSQL capabilities to your AI assistant. You can:
@@ -57,8 +100,8 @@ Add the following configuration to your MCP client (e.g., `settings.json` for Ge
 {
   "mcpServers": {
     "cloud-sql-postgres-admin": {
-      "command": "npx",
-      "args": ["-y", "@toolbox-sdk/server", "--prebuilt", "cloud-sql-postgres-admin", "--stdio"]
+      "command": "toolbox",
+      "args": ["--prebuilt", "cloud-sql-postgres-admin", "--stdio"]
     }
   }
 }

docs/CLOUDSQLPG_README.md

@@ -15,7 +15,53 @@ For Cloud SQL infrastructure management, search the MCP store for the Cloud SQL
 
 ## Prerequisites
 
-*   [Node.js](https://nodejs.org/) installed.
+*   Download and install [MCP Toolbox](https://github.com/googleapis/genai-toolbox):
+    1.  **Download the Toolbox binary**:
+        Download the latest binary for your operating system and architecture from the storage bucket. Check the [releases page](https://github.com/googleapis/genai-toolbox/releases) for additional versions: 
+      
+        <!-- {x-release-please-start-version} -->
+        * To install Toolbox as a binary on Linux (AMD64):
+          ```bash
+          curl -L -o toolbox https://storage.googleapis.com/genai-toolbox/v0.21.0/linux/amd64/toolbox
+          ```
+
+        * To install Toolbox as a binary on macOS (Apple Silicon):
+          ```bash
+          curl -L -o toolbox https://storage.googleapis.com/genai-toolbox/v0.21.0/darwin/arm64/toolbox
+          ```
+
+        * To install Toolbox as a binary on macOS (Intel):
+          ```bash
+          curl -L -o toolbox https://storage.googleapis.com/genai-toolbox/v0.21.0/darwin/amd64/toolbox
+          ```
+
+        * To install Toolbox as a binary on Windows (AMD64):
+          ```powershell
+          curl -o toolbox.exe "https://storage.googleapis.com/genai-toolbox/v0.21.0/windows/amd64/toolbox.exe"
+          ```
+        <!-- {x-release-please-end} -->
+        
+    2.  **Make it executable**:
+
+        ```bash
+        chmod +x toolbox
+        ```
+
+    3.  **Add the binary to $PATH in `.~/bash_profile`** (Note: You may need to restart Antigravity for changes to take effect.):
+
+        ```bash
+        export PATH=$PATH:path/to/folder
+        ```
+
+        **On Windows, move binary to the `WindowsApps\` folder**:
+        ```
+        move "C:\Users\<path-to-binary>\toolbox.exe" "C:\Users\<username>\AppData\Local\Microsoft\WindowsApps\"
+        ```
+    
+        **Tip:** Ensure the destination folder for your binary is included in
+        your system's PATH environment variable. To check `PATH`, use `echo
+        $PATH` (or `echo %PATH%` on Windows).
+
 *   A Google Cloud project with the **Cloud SQL Admin API** enabled.
 *   Ensure [Application Default Credentials](https://cloud.google.com/docs/authentication/gcloud) are available in your environment.
 *   IAM Permissions:
@@ -31,9 +77,6 @@ For Cloud SQL infrastructure management, search the MCP store for the Cloud SQL
 
 You'll now be able to see all enabled tools in the "Tools" tab.
 
-> [!NOTE]
-> If you encounter issues with Windows Defender blocking the execution, you may need to configure an allowlist. See [Configure exclusions for Microsoft Defender Antivirus](https://learn.microsoft.com/en-us/microsoft-365/security/defender-endpoint/configure-exclusions-microsoft-defender-antivirus?view=o365-worldwide) for more details.
-
 ## Usage
 
 Once configured, the MCP server will automatically provide Cloud SQL for PostgreSQL capabilities to your AI assistant. You can:
@@ -87,8 +130,8 @@ Add the following configuration to your MCP client (e.g., `settings.json` for Ge
 {
   "mcpServers": {
     "cloud-sql-postgres": {
-      "command": "npx",
-      "args": ["-y", "@toolbox-sdk/server", "--prebuilt", "cloud-sql-postgres", "--stdio"],
+      "command": "toolbox",
+      "args": ["--prebuilt", "cloud-sql-postgres", "--stdio"],
       "env": {
         "CLOUD_SQL_POSTGRES_PROJECT": "your-project-id",
         "CLOUD_SQL_POSTGRES_REGION": "your-region",

docs/DATAPLEX_README.md

@@ -11,7 +11,53 @@ An editor configured to use the Dataplex MCP server can use its AI capabilities
 
 ## Prerequisites
 
-*   [Node.js](https://nodejs.org/) installed.
+*   Download and install [MCP Toolbox](https://github.com/googleapis/genai-toolbox):
+    1.  **Download the Toolbox binary**:
+        Download the latest binary for your operating system and architecture from the storage bucket. Check the [releases page](https://github.com/googleapis/genai-toolbox/releases) for additional versions: 
+      
+        <!-- {x-release-please-start-version} -->
+        * To install Toolbox as a binary on Linux (AMD64):
+          ```bash
+          curl -L -o toolbox https://storage.googleapis.com/genai-toolbox/v0.21.0/linux/amd64/toolbox
+          ```
+
+        * To install Toolbox as a binary on macOS (Apple Silicon):
+          ```bash
+          curl -L -o toolbox https://storage.googleapis.com/genai-toolbox/v0.21.0/darwin/arm64/toolbox
+          ```
+
+        * To install Toolbox as a binary on macOS (Intel):
+          ```bash
+          curl -L -o toolbox https://storage.googleapis.com/genai-toolbox/v0.21.0/darwin/amd64/toolbox
+          ```
+
+        * To install Toolbox as a binary on Windows (AMD64):
+          ```powershell
+          curl -o toolbox.exe "https://storage.googleapis.com/genai-toolbox/v0.21.0/windows/amd64/toolbox.exe"
+          ```
+        <!-- {x-release-please-end} -->
+        
+    2.  **Make it executable**:
+
+        ```bash
+        chmod +x toolbox
+        ```
+
+    3.  **Add the binary to $PATH in `.~/bash_profile`** (Note: You may need to restart Antigravity for changes to take effect.):
+
+        ```bash
+        export PATH=$PATH:path/to/folder
+        ```
+
+        **On Windows, move binary to the `WindowsApps\` folder**:
+        ```
+        move "C:\Users\<path-to-binary>\toolbox.exe" "C:\Users\<username>\AppData\Local\Microsoft\WindowsApps\"
+        ```
+    
+        **Tip:** Ensure the destination folder for your binary is included in
+        your system's PATH environment variable. To check `PATH`, use `echo
+        $PATH` (or `echo %PATH%` on Windows).
+
 *   A Google Cloud project with the **Dataplex API** enabled.
 *   Ensure [Application Default Credentials](https://cloud.google.com/docs/authentication/gcloud) are available in your environment.
 *   IAM Permissions:
@@ -25,9 +71,6 @@ An editor configured to use the Dataplex MCP server can use its AI capabilities
 
 You'll now be able to see all enabled tools in the "Tools" tab.
 
-> [!NOTE]
-> If you encounter issues with Windows Defender blocking the execution, you may need to configure an allowlist. See [Configure exclusions for Microsoft Defender Antivirus](https://learn.microsoft.com/en-us/microsoft-365/security/defender-endpoint/configure-exclusions-microsoft-defender-antivirus?view=o365-worldwide) for more details.
-
 ## Usage
 
 Once configured, the MCP server will automatically provide Dataplex capabilities to your AI assistant. You can:
@@ -59,8 +102,8 @@ Add the following configuration to your MCP client (e.g., `settings.json` for Ge
 {
   "mcpServers": {
     "dataplex": {
-      "command": "npx",
-      "args": ["-y", "@toolbox-sdk/server", "--prebuilt", "dataplex", "--stdio"],
+      "command": "toolbox",
+      "args": ["--prebuilt", "dataplex", "--stdio"],
       "env": {
         "DATAPLEX_PROJECT": "your-project-id"
       }

docs/LOOKER_README.md

@@ -14,7 +14,53 @@ An editor configured to use the Looker MCP server can use its AI capabilities to
 
 ## Prerequisites
 
-*   [Node.js](https://nodejs.org/) installed.
+*   Download and install [MCP Toolbox](https://github.com/googleapis/genai-toolbox):
+    1.  **Download the Toolbox binary**:
+        Download the latest binary for your operating system and architecture from the storage bucket. Check the [releases page](https://github.com/googleapis/genai-toolbox/releases) for additional versions: 
+      
+        <!-- {x-release-please-start-version} -->
+        * To install Toolbox as a binary on Linux (AMD64):
+          ```bash
+          curl -L -o toolbox https://storage.googleapis.com/genai-toolbox/v0.21.0/linux/amd64/toolbox
+          ```
+
+        * To install Toolbox as a binary on macOS (Apple Silicon):
+          ```bash
+          curl -L -o toolbox https://storage.googleapis.com/genai-toolbox/v0.21.0/darwin/arm64/toolbox
+          ```
+
+        * To install Toolbox as a binary on macOS (Intel):
+          ```bash
+          curl -L -o toolbox https://storage.googleapis.com/genai-toolbox/v0.21.0/darwin/amd64/toolbox
+          ```
+
+        * To install Toolbox as a binary on Windows (AMD64):
+          ```powershell
+          curl -o toolbox.exe "https://storage.googleapis.com/genai-toolbox/v0.21.0/windows/amd64/toolbox.exe"
+          ```
+        <!-- {x-release-please-end} -->
+        
+    2.  **Make it executable**:
+
+        ```bash
+        chmod +x toolbox
+        ```
+
+    3.  **Add the binary to $PATH in `.~/bash_profile`** (Note: You may need to restart Antigravity for changes to take effect.):
+
+        ```bash
+        export PATH=$PATH:path/to/folder
+        ```
+
+        **On Windows, move binary to the `WindowsApps\` folder**:
+        ```
+        move "C:\Users\<path-to-binary>\toolbox.exe" "C:\Users\<username>\AppData\Local\Microsoft\WindowsApps\"
+        ```
+    
+        **Tip:** Ensure the destination folder for your binary is included in
+        your system's PATH environment variable. To check `PATH`, use `echo
+        $PATH` (or `echo %PATH%` on Windows).
+
 *   Access to a Looker instance.
 *   API Credentials (`Client ID` and `Client Secret`) or OAuth configuration.
 
@@ -26,9 +72,6 @@ An editor configured to use the Looker MCP server can use its AI capabilities to
 
 You'll now be able to see all enabled tools in the "Tools" tab.
 
-> [!NOTE]
-> If you encounter issues with Windows Defender blocking the execution, you may need to configure an allowlist. See [Configure exclusions for Microsoft Defender Antivirus](https://learn.microsoft.com/en-us/microsoft-365/security/defender-endpoint/configure-exclusions-microsoft-defender-antivirus?view=o365-worldwide) for more details.
-
 ## Usage
 
 Once configured, the MCP server will automatically provide Looker capabilities to your AI assistant. You can:
@@ -75,8 +118,8 @@ Add the following configuration to your MCP client (e.g., `settings.json` for Ge
 {
   "mcpServers": {
     "looker": {
-      "command": "npx",
-      "args": ["-y", "@toolbox-sdk/server", "--prebuilt", "looker", "--stdio"],
+      "command": "toolbox",
+      "args": ["--prebuilt", "looker", "--stdio"],
       "env": {
         "LOOKER_BASE_URL": "https://your.looker.instance.com",
         "LOOKER_CLIENT_ID": "your-client-id",

docs/SPANNER_README.md

@@ -11,7 +11,53 @@ An editor configured to use the Cloud Spanner MCP server can use its AI capabili
 
 ## Prerequisites
 
-*   [Node.js](https://nodejs.org/) installed.
+*   Download and install [MCP Toolbox](https://github.com/googleapis/genai-toolbox):
+    1.  **Download the Toolbox binary**:
+        Download the latest binary for your operating system and architecture from the storage bucket. Check the [releases page](https://github.com/googleapis/genai-toolbox/releases) for additional versions: 
+      
+        <!-- {x-release-please-start-version} -->
+        * To install Toolbox as a binary on Linux (AMD64):
+          ```bash
+          curl -L -o toolbox https://storage.googleapis.com/genai-toolbox/v0.21.0/linux/amd64/toolbox
+          ```
+
+        * To install Toolbox as a binary on macOS (Apple Silicon):
+          ```bash
+          curl -L -o toolbox https://storage.googleapis.com/genai-toolbox/v0.21.0/darwin/arm64/toolbox
+          ```
+
+        * To install Toolbox as a binary on macOS (Intel):
+          ```bash
+          curl -L -o toolbox https://storage.googleapis.com/genai-toolbox/v0.21.0/darwin/amd64/toolbox
+          ```
+
+        * To install Toolbox as a binary on Windows (AMD64):
+          ```powershell
+          curl -o toolbox.exe "https://storage.googleapis.com/genai-toolbox/v0.21.0/windows/amd64/toolbox.exe"
+          ```
+        <!-- {x-release-please-end} -->
+        
+    2.  **Make it executable**:
+
+        ```bash
+        chmod +x toolbox
+        ```
+
+    3.  **Add the binary to $PATH in `.~/bash_profile`** (Note: You may need to restart Antigravity for changes to take effect.):
+
+        ```bash
+        export PATH=$PATH:path/to/folder
+        ```
+
+        **On Windows, move binary to the `WindowsApps\` folder**:
+        ```
+        move "C:\Users\<path-to-binary>\toolbox.exe" "C:\Users\<username>\AppData\Local\Microsoft\WindowsApps\"
+        ```
+    
+        **Tip:** Ensure the destination folder for your binary is included in
+        your system's PATH environment variable. To check `PATH`, use `echo
+        $PATH` (or `echo %PATH%` on Windows).
+
 *   A Google Cloud project with the **Cloud Spanner API** enabled.
 *   Ensure [Application Default Credentials](https://cloud.google.com/docs/authentication/gcloud) are available in your environment.
 *   IAM Permissions:
@@ -26,9 +72,6 @@ An editor configured to use the Cloud Spanner MCP server can use its AI capabili
 
 You'll now be able to see all enabled tools in the "Tools" tab.
 
-> [!NOTE]
-> If you encounter issues with Windows Defender blocking the execution, you may need to configure an allowlist. See [Configure exclusions for Microsoft Defender Antivirus](https://learn.microsoft.com/en-us/microsoft-365/security/defender-endpoint/configure-exclusions-microsoft-defender-antivirus?view=o365-worldwide) for more details.
-
 ## Usage
 
 Once configured, the MCP server will automatically provide Cloud Spanner capabilities to your AI assistant. You can:
@@ -65,8 +108,8 @@ Add the following configuration to your MCP client (e.g., `settings.json` for Ge
 {
   "mcpServers": {
     "spanner": {
-      "command": "npx",
-      "args": ["-y", "@toolbox-sdk/server", "--prebuilt", "spanner", "--stdio"],
+      "command": "toolbox",
+      "args": ["--prebuilt", "spanner", "--stdio"],
       "env": {
         "SPANNER_PROJECT": "your-project-id",
         "SPANNER_INSTANCE": "your-instance-id",

docs/TOOLBOX_README.md

@@ -2,23 +2,66 @@
 
 The MCP Toolbox for Databases Server gives AI-powered development tools the ability to work with your custom tools. It is designed to simplify and secure the development of tools for interacting with databases.
 
+# Prerequisites
 
-## Prerequisites
+*   Download and install [MCP Toolbox](https://github.com/googleapis/genai-toolbox):
+    1.  **Download the Toolbox binary**:
+        Download the latest binary for your operating system and architecture from the storage bucket. Check the [releases page](https://github.com/googleapis/genai-toolbox/releases) for additional versions: 
+      
+        <!-- {x-release-please-start-version} -->
+        * To install Toolbox as a binary on Linux (AMD64):
+          ```bash
+          curl -L -o toolbox https://storage.googleapis.com/genai-toolbox/v0.21.0/linux/amd64/toolbox
+          ```
 
-*   [Node.js](https://nodejs.org/) installed.
-*   A Google Cloud project with relevant APIs enabled.
-*   Ensure [Application Default Credentials](https://cloud.google.com/docs/authentication/gcloud) are available in your environment.
+        * To install Toolbox as a binary on macOS (Apple Silicon):
+          ```bash
+          curl -L -o toolbox https://storage.googleapis.com/genai-toolbox/v0.21.0/darwin/arm64/toolbox
+          ```
+
+        * To install Toolbox as a binary on macOS (Intel):
+          ```bash
+          curl -L -o toolbox https://storage.googleapis.com/genai-toolbox/v0.21.0/darwin/amd64/toolbox
+          ```
+
+        * To install Toolbox as a binary on Windows (AMD64):
+          ```powershell
+          curl -o toolbox.exe "https://storage.googleapis.com/genai-toolbox/v0.21.0/windows/amd64/toolbox.exe"
+          ```
+        <!-- {x-release-please-end} -->
+        
+    2.  **Make it executable**:
+
+        ```bash
+        chmod +x toolbox
+        ```
+
+    3.  **Add the binary to $PATH in `.~/bash_profile`** (Note: You may need to restart Antigravity for changes to take effect.):
+
+        ```bash
+        export PATH=$PATH:path/to/folder
+        ```
+
+        **On Windows, move binary to the `WindowsApps\` folder**:
+        ```
+        move "C:\Users\<path-to-binary>\toolbox.exe" "C:\Users\<username>\AppData\Local\Microsoft\WindowsApps\"
+        ```
+    
+        **Tip:** Ensure the destination folder for your binary is included in
+        your system's PATH environment variable. To check `PATH`, use `echo
+        $PATH` (or `echo %PATH%` on Windows).
+
+*   Any required APIs and permissions for connecting to your database.
+
+> **Note:** If your database instance uses private IPs, you must run the MCP server in the same Virtual Private Cloud (VPC) network.
 
 ## Install & Configuration
 
-1.  In the Antigravity MCP Store, click the **Install** button. A configuration window will appear.
+1. In the Antigravity MCP Store, click the "Install" button.
 
-2.  Create your [`tools.yaml` configuration file](https://googleapis.github.io/genai-toolbox/getting-started/configure/).
-
-3.  In the configuration window, enter the full absolute path to your `tools.yaml` file and click **Save**.
-
-> [!NOTE]
-> If you encounter issues with Windows Defender blocking the execution, you may need to configure an allowlist. See [Configure exclusions for Microsoft Defender Antivirus](https://learn.microsoft.com/en-us/microsoft-365/security/defender-endpoint/configure-exclusions-microsoft-defender-antivirus?view=o365-worldwide) for more details.
+2. Add your [`tools.yaml` configuration
+file](https://googleapis.github.io/genai-toolbox/getting-started/configure/) to
+the directory you are running Antigravity
 
 ## Usage
 
@@ -30,8 +73,8 @@ Interact with your custom tools using natural language.
 {
   "mcpServers": {
     "mcp-toolbox": {
-      "command": "npx",
-      "args": ["-y", "@toolbox-sdk/server", "--tools-file", "your-tool-file.yaml"],
+      "command": "toolbox",
+      "args": ["--tools-file", "you-tool-file.yaml"],
       "env": {
         "ENV_VAR_NAME": "ENV_VAR_VALUE",
       }

docs/en/blogs/_index.md

@@ -1,18 +0,0 @@
----
-title: "Featured Articles"
-weight: 3
-description: Toolbox Medium Blogs
-manualLink: "https://medium.com/@mcp_toolbox"
-manualLinkTarget: _blank
----
-
-<html>
-  <head>
-    <title>Redirecting to Featured Articles</title>
-    <link rel="canonical" href="https://medium.com/@mcp_toolbox"/>
-    <meta http-equiv="refresh" content="0;url=https://medium.com/@mcp_toolbox"/>
-  </head>
-  <body>
-    <p>If you are not automatically redirected, please <a href="https://medium.com/@mcp_toolbox">follow this link to our articles</a>.</p>
-  </body>
-</html>

docs/en/concepts/telemetry/index.md

@@ -183,11 +183,11 @@ Protocol (OTLP). If you would like to use a collector, please refer to this
 
 The following flags are used to determine Toolbox's telemetry configuration:
 
-| **flag**                   | **type** | **description**                                                                                                                                                                                           |
-|----------------------------|----------|-----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|
-| `--telemetry-gcp`          | bool     | Enable exporting directly to Google Cloud Monitoring. Default is `false`.                                                                                                                                 |
-| `--telemetry-otlp`         | string   | Enable exporting using OpenTelemetry Protocol (OTLP) to the specified endpoint (e.g. "127.0.0.1:4318"). To pass an insecure endpoint here, set environment variable `OTEL_EXPORTER_OTLP_INSECURE=true`. |
-| `--telemetry-service-name` | string   | Sets the value of the `service.name` resource attribute. Default is `toolbox`.                                                                                                                            |
+| **flag**                   | **type** | **description**                                                                                                  |
+|----------------------------|----------|------------------------------------------------------------------------------------------------------------------|
+| `--telemetry-gcp`          | bool     | Enable exporting directly to Google Cloud Monitoring. Default is `false`.                                        |
+| `--telemetry-otlp`         | string   | Enable exporting using OpenTelemetry Protocol (OTLP) to the specified endpoint (e.g. "<http://127.0.0.1:4318>"). |
+| `--telemetry-service-name` | string   | Sets the value of the `service.name` resource attribute. Default is `toolbox`.                                   |
 
 In addition to the flags noted above, you can also make additional configuration
 for OpenTelemetry via the [General SDK Configuration][sdk-configuration] through
@@ -207,5 +207,5 @@ To enable Google Cloud Exporter:
 To enable OTLP Exporter, provide Collector endpoint:
 
 ```bash
-./toolbox --telemetry-otlp="127.0.0.1:4553"
+./toolbox --telemetry-otlp="http://127.0.0.1:4553"
 ```

docs/en/getting-started/colab_quickstart.ipynb

@@ -234,7 +234,7 @@
       },
       "outputs": [],
       "source": [
-        "version = \"0.25.0\" # x-release-please-version\n",
+        "version = \"0.21.0\" # x-release-please-version\n",
         "! curl -O https://storage.googleapis.com/genai-toolbox/v{version}/linux/amd64/toolbox\n",
         "\n",
         "# Make the binary executable\n",

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

@@ -71,22 +71,6 @@ redeploying your application.
 
 ## Getting Started
 
-### (Non-production) Running Toolbox
-
-You can run Toolbox directly with a [configuration file](../configure.md):
-
-```sh
-npx @toolbox-sdk/server --tools-file tools.yaml
-```
-
-This runs the latest version of the toolbox server with your configuration file.
-
-{{< notice note >}}
-This method should only be used for non-production use cases such as
-experimentation. For any production use-cases, please consider [Installing the
-server](#installing-the-server) and then [running it](#running-the-server).
-{{< /notice >}}
-
 ### Installing the server
 
 For the latest version, check the [releases page][releases] and use the
@@ -103,7 +87,7 @@ To install Toolbox as a binary on Linux (AMD64):
 
 ```sh
 # see releases page for other versions
-export VERSION=0.25.0
+export VERSION=0.21.0
 curl -L -o toolbox https://storage.googleapis.com/genai-toolbox/v$VERSION/linux/amd64/toolbox
 chmod +x toolbox
 ```
@@ -114,7 +98,7 @@ To install Toolbox as a binary on macOS (Apple Silicon):
 
 ```sh
 # see releases page for other versions
-export VERSION=0.25.0
+export VERSION=0.21.0
 curl -L -o toolbox https://storage.googleapis.com/genai-toolbox/v$VERSION/darwin/arm64/toolbox
 chmod +x toolbox
 ```
@@ -125,29 +109,19 @@ To install Toolbox as a binary on macOS (Intel):
 
 ```sh
 # see releases page for other versions
-export VERSION=0.25.0
+export VERSION=0.21.0
 curl -L -o toolbox https://storage.googleapis.com/genai-toolbox/v$VERSION/darwin/amd64/toolbox
 chmod +x toolbox
 ```
 
 {{% /tab %}}
-{{% tab header="Windows (Command Prompt)" lang="en" %}}
-To install Toolbox as a binary on Windows (Command Prompt):
-
-```cmd
-:: see releases page for other versions
-set VERSION=0.25.0
-curl -o toolbox.exe "https://storage.googleapis.com/genai-toolbox/v%VERSION%/windows/amd64/toolbox.exe"
-```
-
-{{% /tab %}}
-{{% tab header="Windows (PowerShell)" lang="en" %}}
-To install Toolbox as a binary on Windows (PowerShell):
+{{% tab header="Windows (AMD64)" lang="en" %}}
+To install Toolbox as a binary on Windows (AMD64):
 
 ```powershell
-# see releases page for other versions
-$VERSION = "0.25.0"
-curl.exe -o toolbox.exe "https://storage.googleapis.com/genai-toolbox/v$VERSION/windows/amd64/toolbox.exe"
+:: see releases page for other versions
+set VERSION=0.21.0
+curl -o toolbox.exe "https://storage.googleapis.com/genai-toolbox/v%VERSION%/windows/amd64/toolbox.exe"
 ```
 
 {{% /tab %}}
@@ -158,7 +132,7 @@ You can also install Toolbox as a container:
 
 ```sh
 # see releases page for other versions
-export VERSION=0.25.0
+export VERSION=0.21.0
 docker pull us-central1-docker.pkg.dev/database-toolbox/toolbox/toolbox:$VERSION
 ```
 
@@ -177,7 +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@v0.25.0
+go install github.com/googleapis/genai-toolbox@v0.21.0
 ```
 
 {{% /tab %}}
@@ -320,10 +294,6 @@ let client = new ToolboxClient(URL);
 const toolboxTools = await client.loadToolset('toolsetName');
 {{< /highlight >}}
 
-For more detailed instructions on using the Toolbox Core SDK, see the
-[project's
-README](https://github.com/googleapis/mcp-toolbox-sdk-js/blob/main/packages/toolbox-core/README.md).
-
 {{% /tab %}}
 {{% tab header="LangChain/Langraph" lang="en" %}}
 
@@ -348,10 +318,6 @@ const getTool = (toolboxTool) => tool(currTool, {
 const tools = toolboxTools.map(getTool);
 {{< /highlight >}}
 
-For more detailed instructions on using the Toolbox Core SDK, see the
-[project's
-README](https://github.com/googleapis/mcp-toolbox-sdk-js/blob/main/packages/toolbox-core/README.md).
-
 {{% /tab %}}
 {{% tab header="Genkit" lang="en" %}}
 
@@ -387,10 +353,6 @@ const getTool = (toolboxTool) => ai.defineTool({
 const tools = toolboxTools.map(getTool);
 {{< /highlight >}}
 
-For more detailed instructions on using the Toolbox Core SDK, see the
-[project's
-README](https://github.com/googleapis/mcp-toolbox-sdk-js/blob/main/packages/toolbox-core/README.md).
-
 {{% /tab %}}
 {{% tab header="LlamaIndex" lang="en" %}}
 
@@ -418,32 +380,12 @@ const tools = toolboxTools.map(getTool);
 
 {{< /highlight >}}
 
-For more detailed instructions on using the Toolbox Core SDK, see the
-[project's
-README](https://github.com/googleapis/mcp-toolbox-sdk-js/blob/main/packages/toolbox-core/README.md).
-
-{{% /tab %}}
-{{% tab header="ADK TS" lang="en" %}}
-
-{{< highlight javascript >}}
-import { ToolboxClient } from '@toolbox-sdk/adk';
-
-// Replace with the actual URL where your Toolbox service is running
-const URL = 'http://127.0.0.1:5000';
-
-let client = new ToolboxClient(URL);
-const tools = await client.loadToolset();
-
-// Use the client and tools as per requirement
-
-{{< /highlight >}}
-
-For detailed samples on using the Toolbox JS SDK with ADK JS, see the [project's
-README.](https://github.com/googleapis/mcp-toolbox-sdk-js/tree/main/packages/toolbox-adk/README.md)
-
 {{% /tab %}}
 {{< /tabpane >}}
 
+For more detailed instructions on using the Toolbox Core SDK, see the
+[project's
+README](https://github.com/googleapis/mcp-toolbox-sdk-js/blob/main/packages/toolbox-core/README.md).
 
 #### Go
 

docs/en/getting-started/local_quickstart_js.md

@@ -40,24 +40,11 @@ from Toolbox.
     ```
 
 1. In a new terminal, install the
-   SDK package.
-   {{< tabpane persist=header >}}
-{{< tab header="LangChain" lang="bash" >}}
-npm install @toolbox-sdk/core
-{{< /tab >}}
-{{< tab header="GenkitJS" lang="bash" >}}
-npm install @toolbox-sdk/core
-{{< /tab >}}
-{{< tab header="LlamaIndex" lang="bash" >}}
-npm install @toolbox-sdk/core
-{{< /tab >}}
-{{< tab header="GoogleGenAI" lang="bash" >}}
-npm install @toolbox-sdk/core
-{{< /tab >}}
-{{< tab header="ADK" lang="bash" >}}
-npm install @toolbox-sdk/adk
-{{< /tab >}}
-{{< /tabpane >}}
+   [SDK](https://www.npmjs.com/package/@toolbox-sdk/core).
+
+    ```bash
+    npm install @toolbox-sdk/core
+    ```
 
 1. Install other required dependencies
 
@@ -74,9 +61,6 @@ npm install llamaindex @llamaindex/google @llamaindex/workflow
 {{< tab header="GoogleGenAI" lang="bash" >}}
 npm install @google/genai
 {{< /tab >}}
-{{< tab header="ADK" lang="bash" >}}
-npm install @google/adk
-{{< /tab >}}
 {{< /tabpane >}}
 
 1. Create a new file named `hotelAgent.js` and copy the following code to create
@@ -107,12 +91,6 @@ npm install @google/adk
 
 {{< /tab >}}
 
-{{< tab header="ADK" lang="js" >}}
-
-{{< include "quickstart/js/adk/quickstart.js" >}}
-
-{{< /tab >}}
-
 {{< /tabpane >}}
 
 1. Run your agent, and observe the results:

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/v0.25.0/$OS/toolbox
+    curl -O https://storage.googleapis.com/genai-toolbox/v0.21.0/$OS/toolbox
     ```
     <!-- {x-release-please-end} -->
 

docs/en/getting-started/prompts_quickstart_gemini_cli.md

@@ -1,245 +0,0 @@
----
-title: "Prompts using Gemini CLI"
-type: docs
-weight: 5
-description: >
-  How to get started using Toolbox prompts locally with PostgreSQL and [Gemini CLI](https://pypi.org/project/gemini-cli/).
----
-
-## Before you begin
-
-This guide assumes you have already done the following:
-
-1. Installed [PostgreSQL 16+ and the `psql` client][install-postgres].
- 
-[install-postgres]: https://www.postgresql.org/download/
-
-## Step 1: Set up your database
-
-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 the required tables using the following commands:
-
-    ```sql
-    CREATE TABLE users (
-      id SERIAL PRIMARY KEY,
-      username VARCHAR(50) NOT NULL,
-      email VARCHAR(100) UNIQUE NOT NULL,
-      created_at TIMESTAMPTZ DEFAULT NOW()
-    );
-
-    CREATE TABLE restaurants (
-      id SERIAL PRIMARY KEY,
-      name VARCHAR(100) NOT NULL,
-      location VARCHAR(100)
-    );
-
-    CREATE TABLE reviews (
-      id SERIAL PRIMARY KEY,
-      user_id INT REFERENCES users(id),
-      restaurant_id INT REFERENCES restaurants(id),
-      rating INT CHECK (rating >= 1 AND rating <= 5),
-      review_text TEXT,
-      is_published BOOLEAN DEFAULT false,
-      moderation_status VARCHAR(50) DEFAULT 'pending_manual_review',      
-      created_at TIMESTAMPTZ DEFAULT NOW()
-    );
-    ```
-
-1. Insert dummy data into the tables.
-
-    ```sql
-    INSERT INTO users (id, username, email) VALUES
-    (123, 'jane_d', 'jane.d@example.com'),
-    (124, 'john_s', 'john.s@example.com'),
-    (125, 'sam_b', 'sam.b@example.com');
-
-    INSERT INTO restaurants (id, name, location) VALUES
-    (455, 'Pizza Palace', '123 Main St'),
-    (456, 'The Corner Bistro', '456 Oak Ave'),
-    (457, 'Sushi Spot', '789 Pine Ln');
-
-    INSERT INTO reviews (user_id, restaurant_id, rating, review_text, is_published, moderation_status) VALUES
-    (124, 455, 5, 'Best pizza in town! The crust was perfect.', true, 'approved'),
-    (125, 457, 4, 'Great sushi, very fresh. A bit pricey but worth it.', true, 'approved'),
-    (123, 457, 5, 'Absolutely loved the dragon roll. Will be back!', true, 'approved'),
-    (123, 456, 4, 'The atmosphere was lovely and the food was great. My photo upload might have been weird though.', false, 'pending_manual_review'),
-    (125, 456, 1, 'This review contains inappropriate language.', false, 'rejected');
-    ```
-
-1. End the database session:
-
-    ```bash
-    \q
-    ```
-
-## Step 2: Configure Toolbox
-
-Create a file named `tools.yaml`. This file defines the database connection, the
-SQL tools available, and the prompts the agents will use.
-
-```yaml
-sources:
-  my-foodiefind-db:
-    kind: postgres
-    host: 127.0.0.1
-    port: 5432
-    database: toolbox_db
-    user: toolbox_user
-    password: my-password
-tools:
-  find_user_by_email:
-    kind: postgres-sql
-    source: my-foodiefind-db
-    description: Find a user's ID by their email address.
-    parameters:
-      - name: email
-        type: string
-        description: The email address of the user to find.
-    statement: SELECT id FROM users WHERE email = $1;
-  find_restaurant_by_name:
-    kind: postgres-sql
-    source: my-foodiefind-db
-    description: Find a restaurant's ID by its exact name.
-    parameters:
-      - name: name
-        type: string
-        description: The name of the restaurant to find.
-    statement: SELECT id FROM restaurants WHERE name = $1;
-  find_review_by_user_and_restaurant:
-    kind: postgres-sql
-    source: my-foodiefind-db
-    description: Find the full record for a specific review using the user's ID and the restaurant's ID.
-    parameters:
-      - name: user_id
-        type: integer
-        description: The numerical ID of the user.
-      - name: restaurant_id
-        type: integer
-        description: The numerical ID of the restaurant.
-    statement: SELECT * FROM reviews WHERE user_id = $1 AND restaurant_id = $2;
-prompts:
-  investigate_missing_review:
-    description: "Investigates a user's missing review by finding the user, restaurant, and the review itself, then analyzing its status."
-    arguments:
-      - name: "user_email"
-        description: "The email of the user who wrote the review."
-      - name: "restaurant_name"
-        description: "The name of the restaurant being reviewed."
-    messages:
-      - content: >-
-          **Goal:** Find the review written by the user with email '{{.user_email}}' for the restaurant named '{{.restaurant_name}}' and understand its status.
-          **Workflow:**
-          1. Use the `find_user_by_email` tool with the email '{{.user_email}}' to get the `user_id`.
-          2. Use the `find_restaurant_by_name` tool with the name '{{.restaurant_name}}' to get the `restaurant_id`.
-          3. Use the `find_review_by_user_and_restaurant` tool with the `user_id` and `restaurant_id` you just found.
-          4. Analyze the results from the final tool call. Examine the `is_published` and `moderation_status` fields and explain the review's status to the user in a clear, human-readable sentence.
-```
-
-## Step 3: Connect to Gemini CLI
-
-Configure the Gemini CLI to talk to your local Toolbox MCP server.
-
-1. Open or create your Gemini settings file: `~/.gemini/settings.json`.
-2. Add the following configuration to the file:
-
-    ```json
-    {
-      "mcpServers": {
-        "MCPToolbox": {
-          "httpUrl": "http://localhost:5000/mcp"
-        }
-      },
-      "mcp": {
-        "allowed": ["MCPToolbox"]
-      }
-    }
-    ```
-3. Start Gemini CLI using 
-    ```sh
-    gemini
-    ```
-    In case Gemini CLI is already running, use `/mcp refresh` to refresh the MCP server.
-
-4. Use gemini slash commands to run your prompt: 
-    ```sh
-    /investigate_missing_review --user_email="jane.d@example.com" --restaurant_name="The Corner Bistro"
-    ```

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

@@ -5,7 +5,7 @@ go 1.24.4
 require (
 	github.com/googleapis/mcp-toolbox-sdk-go v0.4.0
 	google.golang.org/adk v0.1.0
-	google.golang.org/genai v1.36.0
+	google.golang.org/genai v1.35.0
 )
 
 require (
@@ -28,11 +28,11 @@ require (
 	go.opentelemetry.io/otel/metric v1.38.0 // indirect
 	go.opentelemetry.io/otel/sdk v1.38.0 // indirect
 	go.opentelemetry.io/otel/trace v1.38.0 // indirect
-	golang.org/x/crypto v0.45.0 // indirect
-	golang.org/x/net v0.47.0 // indirect
+	golang.org/x/crypto v0.43.0 // indirect
+	golang.org/x/net v0.46.0 // indirect
 	golang.org/x/oauth2 v0.32.0 // indirect
-	golang.org/x/sys v0.38.0 // indirect
-	golang.org/x/text v0.31.0 // indirect
+	golang.org/x/sys v0.37.0 // indirect
+	golang.org/x/text v0.30.0 // indirect
 	google.golang.org/api v0.255.0 // indirect
 	google.golang.org/genproto/googleapis/rpc v0.0.0-20251029180050-ab9386a59fda // indirect
 	google.golang.org/grpc v1.76.0 // indirect

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

@@ -88,18 +88,18 @@ go.opentelemetry.io/otel/trace v1.38.0 h1:Fxk5bKrDZJUH+AMyyIXGcFAPah0oRcT+LuNtJr
 go.opentelemetry.io/otel/trace v1.38.0/go.mod h1:j1P9ivuFsTceSWe1oY+EeW3sc+Pp42sO++GHkg4wwhs=
 go.uber.org/goleak v1.3.0 h1:2K3zAYmnTNqV73imy9J1T3WC+gmCePx2hEGkimedGto=
 go.uber.org/goleak v1.3.0/go.mod h1:CoHD4mav9JJNrW/WLlf7HGZPjdw8EucARQHekz1X6bE=
-golang.org/x/crypto v0.45.0 h1:jMBrvKuj23MTlT0bQEOBcAE0mjg8mK9RXFhRH6nyF3Q=
-golang.org/x/crypto v0.45.0/go.mod h1:XTGrrkGJve7CYK7J8PEww4aY7gM3qMCElcJQ8n8JdX4=
-golang.org/x/net v0.47.0 h1:Mx+4dIFzqraBXUugkia1OOvlD6LemFo1ALMHjrXDOhY=
-golang.org/x/net v0.47.0/go.mod h1:/jNxtkgq5yWUGYkaZGqo27cfGZ1c5Nen03aYrrKpVRU=
+golang.org/x/crypto v0.43.0 h1:dduJYIi3A3KOfdGOHX8AVZ/jGiyPa3IbBozJ5kNuE04=
+golang.org/x/crypto v0.43.0/go.mod h1:BFbav4mRNlXJL4wNeejLpWxB7wMbc79PdRGhWKncxR0=
+golang.org/x/net v0.46.0 h1:giFlY12I07fugqwPuWJi68oOnpfqFnJIJzaIIm2JVV4=
+golang.org/x/net v0.46.0/go.mod h1:Q9BGdFy1y4nkUwiLvT5qtyhAnEHgnQ/zd8PfU6nc210=
 golang.org/x/oauth2 v0.32.0 h1:jsCblLleRMDrxMN29H3z/k1KliIvpLgCkE6R8FXXNgY=
 golang.org/x/oauth2 v0.32.0/go.mod h1:lzm5WQJQwKZ3nwavOZ3IS5Aulzxi68dUSgRHujetwEA=
-golang.org/x/sync v0.18.0 h1:kr88TuHDroi+UVf+0hZnirlk8o8T+4MrK6mr60WkH/I=
-golang.org/x/sync v0.18.0/go.mod h1:9KTHXmSnoGruLpwFjVSX0lNNA75CykiMECbovNTZqGI=
-golang.org/x/sys v0.38.0 h1:3yZWxaJjBmCWXqhN1qh02AkOnCQ1poK6oF+a7xWL6Gc=
-golang.org/x/sys v0.38.0/go.mod h1:OgkHotnGiDImocRcuBABYBEXf8A9a87e/uXjp9XT3ks=
-golang.org/x/text v0.31.0 h1:aC8ghyu4JhP8VojJ2lEHBnochRno1sgL6nEi9WGFGMM=
-golang.org/x/text v0.31.0/go.mod h1:tKRAlv61yKIjGGHX/4tP1LTbc13YSec1pxVEWXzfoeM=
+golang.org/x/sync v0.17.0 h1:l60nONMj9l5drqw6jlhIELNv9I0A4OFgRsG9k2oT9Ug=
+golang.org/x/sync v0.17.0/go.mod h1:9KTHXmSnoGruLpwFjVSX0lNNA75CykiMECbovNTZqGI=
+golang.org/x/sys v0.37.0 h1:fdNQudmxPjkdUTPnLn5mdQv7Zwvbvpaxqs831goi9kQ=
+golang.org/x/sys v0.37.0/go.mod h1:OgkHotnGiDImocRcuBABYBEXf8A9a87e/uXjp9XT3ks=
+golang.org/x/text v0.30.0 h1:yznKA/E9zq54KzlzBEAWn1NXSQ8DIp/NYMy88xJjl4k=
+golang.org/x/text v0.30.0/go.mod h1:yDdHFIX9t+tORqspjENWgzaCVXgk0yYnYuSZ8UzzBVM=
 golang.org/x/time v0.14.0 h1:MRx4UaLrDotUKUdCIqzPC48t1Y9hANFKIRpNx+Te8PI=
 golang.org/x/time v0.14.0/go.mod h1:eL/Oa2bBBK0TkX57Fyni+NgnyQQN4LitPmob2Hjnqw4=
 gonum.org/v1/gonum v0.16.0 h1:5+ul4Swaf3ESvrOnidPp4GZbzf0mxVQpDCYUQE7OJfk=
@@ -108,8 +108,8 @@ google.golang.org/adk v0.1.0 h1:+w/fHuqRVolotOATlujRA+2DKUuDrFH2poRdEX2QjB8=
 google.golang.org/adk v0.1.0/go.mod h1:NvtSLoNx7UzZIiUAI1KoJQLMmt9sG3oCgiCx1TLqKFw=
 google.golang.org/api v0.255.0 h1:OaF+IbRwOottVCYV2wZan7KUq7UeNUQn1BcPc4K7lE4=
 google.golang.org/api v0.255.0/go.mod h1:d1/EtvCLdtiWEV4rAEHDHGh2bCnqsWhw+M8y2ECN4a8=
-google.golang.org/genai v1.36.0 h1:sJCIjqTAmwrtAIaemtTiKkg2TO1RxnYEusTmEQ3nGxM=
-google.golang.org/genai v1.36.0/go.mod h1:A3kkl0nyBjyFlNjgxIwKq70julKbIxpSxqKO5gw/gmk=
+google.golang.org/genai v1.35.0 h1:Jo6g25CzVqFzGrX5mhWyBgQqXAUzxcx5jeK7U74zv9c=
+google.golang.org/genai v1.35.0/go.mod h1:A3kkl0nyBjyFlNjgxIwKq70julKbIxpSxqKO5gw/gmk=
 google.golang.org/genproto v0.0.0-20251014184007-4626949a642f h1:vLd1CJuJOUgV6qijD7KT5Y2ZtC97ll4dxjTUappMnbo=
 google.golang.org/genproto v0.0.0-20251014184007-4626949a642f/go.mod h1:PI3KrSadr00yqfv6UDvgZGFsmLqeRIwt8x4p5Oo7CdM=
 google.golang.org/genproto/googleapis/api v0.0.0-20251014184007-4626949a642f h1:OiFuztEyBivVKDvguQJYWq1yDcfAHIID/FVrPR4oiI0=

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

@@ -4,7 +4,7 @@ go 1.24.6
 
 require (
 	github.com/googleapis/mcp-toolbox-sdk-go v0.4.0
-	google.golang.org/genai v1.36.0
+	google.golang.org/genai v1.35.0
 )
 
 require (

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

@@ -102,8 +102,8 @@ gonum.org/v1/gonum v0.16.0 h1:5+ul4Swaf3ESvrOnidPp4GZbzf0mxVQpDCYUQE7OJfk=
 gonum.org/v1/gonum v0.16.0/go.mod h1:fef3am4MQ93R2HHpKnLk4/Tbh/s0+wqD5nfa6Pnwy4E=
 google.golang.org/api v0.255.0 h1:OaF+IbRwOottVCYV2wZan7KUq7UeNUQn1BcPc4K7lE4=
 google.golang.org/api v0.255.0/go.mod h1:d1/EtvCLdtiWEV4rAEHDHGh2bCnqsWhw+M8y2ECN4a8=
-google.golang.org/genai v1.36.0 h1:sJCIjqTAmwrtAIaemtTiKkg2TO1RxnYEusTmEQ3nGxM=
-google.golang.org/genai v1.36.0/go.mod h1:A3kkl0nyBjyFlNjgxIwKq70julKbIxpSxqKO5gw/gmk=
+google.golang.org/genai v1.35.0 h1:Jo6g25CzVqFzGrX5mhWyBgQqXAUzxcx5jeK7U74zv9c=
+google.golang.org/genai v1.35.0/go.mod h1:A3kkl0nyBjyFlNjgxIwKq70julKbIxpSxqKO5gw/gmk=
 google.golang.org/genproto v0.0.0-20251014184007-4626949a642f h1:vLd1CJuJOUgV6qijD7KT5Y2ZtC97ll4dxjTUappMnbo=
 google.golang.org/genproto v0.0.0-20251014184007-4626949a642f/go.mod h1:PI3KrSadr00yqfv6UDvgZGFsmLqeRIwt8x4p5Oo7CdM=
 google.golang.org/genproto/googleapis/api v0.0.0-20251014184007-4626949a642f h1:OiFuztEyBivVKDvguQJYWq1yDcfAHIID/FVrPR4oiI0=

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

@@ -39,11 +39,11 @@ require (
 	go.opentelemetry.io/otel/metric v1.38.0 // indirect
 	go.opentelemetry.io/otel/sdk v1.38.0 // indirect
 	go.opentelemetry.io/otel/trace v1.38.0 // indirect
-	golang.org/x/crypto v0.45.0 // indirect
-	golang.org/x/net v0.47.0 // indirect
+	golang.org/x/crypto v0.43.0 // indirect
+	golang.org/x/net v0.46.0 // indirect
 	golang.org/x/oauth2 v0.32.0 // indirect
-	golang.org/x/sys v0.38.0 // indirect
-	golang.org/x/text v0.31.0 // indirect
+	golang.org/x/sys v0.37.0 // indirect
+	golang.org/x/text v0.30.0 // indirect
 	google.golang.org/api v0.255.0 // indirect
 	google.golang.org/genai v1.34.0 // indirect
 	google.golang.org/genproto/googleapis/rpc v0.0.0-20251029180050-ab9386a59fda // indirect

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

@@ -123,18 +123,18 @@ go.opentelemetry.io/otel/trace v1.38.0 h1:Fxk5bKrDZJUH+AMyyIXGcFAPah0oRcT+LuNtJr
 go.opentelemetry.io/otel/trace v1.38.0/go.mod h1:j1P9ivuFsTceSWe1oY+EeW3sc+Pp42sO++GHkg4wwhs=
 go.uber.org/goleak v1.3.0 h1:2K3zAYmnTNqV73imy9J1T3WC+gmCePx2hEGkimedGto=
 go.uber.org/goleak v1.3.0/go.mod h1:CoHD4mav9JJNrW/WLlf7HGZPjdw8EucARQHekz1X6bE=
-golang.org/x/crypto v0.45.0 h1:jMBrvKuj23MTlT0bQEOBcAE0mjg8mK9RXFhRH6nyF3Q=
-golang.org/x/crypto v0.45.0/go.mod h1:XTGrrkGJve7CYK7J8PEww4aY7gM3qMCElcJQ8n8JdX4=
-golang.org/x/net v0.47.0 h1:Mx+4dIFzqraBXUugkia1OOvlD6LemFo1ALMHjrXDOhY=
-golang.org/x/net v0.47.0/go.mod h1:/jNxtkgq5yWUGYkaZGqo27cfGZ1c5Nen03aYrrKpVRU=
+golang.org/x/crypto v0.43.0 h1:dduJYIi3A3KOfdGOHX8AVZ/jGiyPa3IbBozJ5kNuE04=
+golang.org/x/crypto v0.43.0/go.mod h1:BFbav4mRNlXJL4wNeejLpWxB7wMbc79PdRGhWKncxR0=
+golang.org/x/net v0.46.0 h1:giFlY12I07fugqwPuWJi68oOnpfqFnJIJzaIIm2JVV4=
+golang.org/x/net v0.46.0/go.mod h1:Q9BGdFy1y4nkUwiLvT5qtyhAnEHgnQ/zd8PfU6nc210=
 golang.org/x/oauth2 v0.32.0 h1:jsCblLleRMDrxMN29H3z/k1KliIvpLgCkE6R8FXXNgY=
 golang.org/x/oauth2 v0.32.0/go.mod h1:lzm5WQJQwKZ3nwavOZ3IS5Aulzxi68dUSgRHujetwEA=
-golang.org/x/sync v0.18.0 h1:kr88TuHDroi+UVf+0hZnirlk8o8T+4MrK6mr60WkH/I=
-golang.org/x/sync v0.18.0/go.mod h1:9KTHXmSnoGruLpwFjVSX0lNNA75CykiMECbovNTZqGI=
-golang.org/x/sys v0.38.0 h1:3yZWxaJjBmCWXqhN1qh02AkOnCQ1poK6oF+a7xWL6Gc=
-golang.org/x/sys v0.38.0/go.mod h1:OgkHotnGiDImocRcuBABYBEXf8A9a87e/uXjp9XT3ks=
-golang.org/x/text v0.31.0 h1:aC8ghyu4JhP8VojJ2lEHBnochRno1sgL6nEi9WGFGMM=
-golang.org/x/text v0.31.0/go.mod h1:tKRAlv61yKIjGGHX/4tP1LTbc13YSec1pxVEWXzfoeM=
+golang.org/x/sync v0.17.0 h1:l60nONMj9l5drqw6jlhIELNv9I0A4OFgRsG9k2oT9Ug=
+golang.org/x/sync v0.17.0/go.mod h1:9KTHXmSnoGruLpwFjVSX0lNNA75CykiMECbovNTZqGI=
+golang.org/x/sys v0.37.0 h1:fdNQudmxPjkdUTPnLn5mdQv7Zwvbvpaxqs831goi9kQ=
+golang.org/x/sys v0.37.0/go.mod h1:OgkHotnGiDImocRcuBABYBEXf8A9a87e/uXjp9XT3ks=
+golang.org/x/text v0.30.0 h1:yznKA/E9zq54KzlzBEAWn1NXSQ8DIp/NYMy88xJjl4k=
+golang.org/x/text v0.30.0/go.mod h1:yDdHFIX9t+tORqspjENWgzaCVXgk0yYnYuSZ8UzzBVM=
 golang.org/x/time v0.14.0 h1:MRx4UaLrDotUKUdCIqzPC48t1Y9hANFKIRpNx+Te8PI=
 golang.org/x/time v0.14.0/go.mod h1:eL/Oa2bBBK0TkX57Fyni+NgnyQQN4LitPmob2Hjnqw4=
 gonum.org/v1/gonum v0.16.0 h1:5+ul4Swaf3ESvrOnidPp4GZbzf0mxVQpDCYUQE7OJfk=

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

@@ -33,12 +33,12 @@ require (
 	go.opentelemetry.io/otel v1.38.0 // indirect
 	go.opentelemetry.io/otel/metric v1.38.0 // indirect
 	go.opentelemetry.io/otel/trace v1.38.0 // indirect
-	golang.org/x/crypto v0.45.0 // indirect
-	golang.org/x/net v0.47.0 // indirect
+	golang.org/x/crypto v0.43.0 // indirect
+	golang.org/x/net v0.46.0 // indirect
 	golang.org/x/oauth2 v0.32.0 // indirect
-	golang.org/x/sync v0.18.0 // indirect
-	golang.org/x/sys v0.38.0 // indirect
-	golang.org/x/text v0.31.0 // indirect
+	golang.org/x/sync v0.17.0 // indirect
+	golang.org/x/sys v0.37.0 // indirect
+	golang.org/x/text v0.30.0 // indirect
 	golang.org/x/time v0.14.0 // indirect
 	google.golang.org/api v0.255.0 // indirect
 	google.golang.org/genproto v0.0.0-20251014184007-4626949a642f // indirect

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

@@ -100,18 +100,18 @@ go.opentelemetry.io/otel/sdk/metric v1.38.0 h1:aSH66iL0aZqo//xXzQLYozmWrXxyFkBJ6
 go.opentelemetry.io/otel/sdk/metric v1.38.0/go.mod h1:dg9PBnW9XdQ1Hd6ZnRz689CbtrUp0wMMs9iPcgT9EZA=
 go.opentelemetry.io/otel/trace v1.38.0 h1:Fxk5bKrDZJUH+AMyyIXGcFAPah0oRcT+LuNtJrmcNLE=
 go.opentelemetry.io/otel/trace v1.38.0/go.mod h1:j1P9ivuFsTceSWe1oY+EeW3sc+Pp42sO++GHkg4wwhs=
-golang.org/x/crypto v0.45.0 h1:jMBrvKuj23MTlT0bQEOBcAE0mjg8mK9RXFhRH6nyF3Q=
-golang.org/x/crypto v0.45.0/go.mod h1:XTGrrkGJve7CYK7J8PEww4aY7gM3qMCElcJQ8n8JdX4=
-golang.org/x/net v0.47.0 h1:Mx+4dIFzqraBXUugkia1OOvlD6LemFo1ALMHjrXDOhY=
-golang.org/x/net v0.47.0/go.mod h1:/jNxtkgq5yWUGYkaZGqo27cfGZ1c5Nen03aYrrKpVRU=
+golang.org/x/crypto v0.43.0 h1:dduJYIi3A3KOfdGOHX8AVZ/jGiyPa3IbBozJ5kNuE04=
+golang.org/x/crypto v0.43.0/go.mod h1:BFbav4mRNlXJL4wNeejLpWxB7wMbc79PdRGhWKncxR0=
+golang.org/x/net v0.46.0 h1:giFlY12I07fugqwPuWJi68oOnpfqFnJIJzaIIm2JVV4=
+golang.org/x/net v0.46.0/go.mod h1:Q9BGdFy1y4nkUwiLvT5qtyhAnEHgnQ/zd8PfU6nc210=
 golang.org/x/oauth2 v0.32.0 h1:jsCblLleRMDrxMN29H3z/k1KliIvpLgCkE6R8FXXNgY=
 golang.org/x/oauth2 v0.32.0/go.mod h1:lzm5WQJQwKZ3nwavOZ3IS5Aulzxi68dUSgRHujetwEA=
-golang.org/x/sync v0.18.0 h1:kr88TuHDroi+UVf+0hZnirlk8o8T+4MrK6mr60WkH/I=
-golang.org/x/sync v0.18.0/go.mod h1:9KTHXmSnoGruLpwFjVSX0lNNA75CykiMECbovNTZqGI=
-golang.org/x/sys v0.38.0 h1:3yZWxaJjBmCWXqhN1qh02AkOnCQ1poK6oF+a7xWL6Gc=
-golang.org/x/sys v0.38.0/go.mod h1:OgkHotnGiDImocRcuBABYBEXf8A9a87e/uXjp9XT3ks=
-golang.org/x/text v0.31.0 h1:aC8ghyu4JhP8VojJ2lEHBnochRno1sgL6nEi9WGFGMM=
-golang.org/x/text v0.31.0/go.mod h1:tKRAlv61yKIjGGHX/4tP1LTbc13YSec1pxVEWXzfoeM=
+golang.org/x/sync v0.17.0 h1:l60nONMj9l5drqw6jlhIELNv9I0A4OFgRsG9k2oT9Ug=
+golang.org/x/sync v0.17.0/go.mod h1:9KTHXmSnoGruLpwFjVSX0lNNA75CykiMECbovNTZqGI=
+golang.org/x/sys v0.37.0 h1:fdNQudmxPjkdUTPnLn5mdQv7Zwvbvpaxqs831goi9kQ=
+golang.org/x/sys v0.37.0/go.mod h1:OgkHotnGiDImocRcuBABYBEXf8A9a87e/uXjp9XT3ks=
+golang.org/x/text v0.30.0 h1:yznKA/E9zq54KzlzBEAWn1NXSQ8DIp/NYMy88xJjl4k=
+golang.org/x/text v0.30.0/go.mod h1:yDdHFIX9t+tORqspjENWgzaCVXgk0yYnYuSZ8UzzBVM=
 golang.org/x/time v0.14.0 h1:MRx4UaLrDotUKUdCIqzPC48t1Y9hANFKIRpNx+Te8PI=
 golang.org/x/time v0.14.0/go.mod h1:eL/Oa2bBBK0TkX57Fyni+NgnyQQN4LitPmob2Hjnqw4=
 gonum.org/v1/gonum v0.16.0 h1:5+ul4Swaf3ESvrOnidPp4GZbzf0mxVQpDCYUQE7OJfk=

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

@@ -26,11 +26,11 @@ require (
 	go.opentelemetry.io/otel v1.38.0 // indirect
 	go.opentelemetry.io/otel/metric v1.38.0 // indirect
 	go.opentelemetry.io/otel/trace v1.38.0 // indirect
-	golang.org/x/crypto v0.45.0 // indirect
-	golang.org/x/net v0.47.0 // indirect
+	golang.org/x/crypto v0.43.0 // indirect
+	golang.org/x/net v0.46.0 // indirect
 	golang.org/x/oauth2 v0.32.0 // indirect
-	golang.org/x/sys v0.38.0 // indirect
-	golang.org/x/text v0.31.0 // indirect
+	golang.org/x/sys v0.37.0 // indirect
+	golang.org/x/text v0.30.0 // indirect
 	google.golang.org/api v0.255.0 // indirect
 	google.golang.org/genproto/googleapis/rpc v0.0.0-20251029180050-ab9386a59fda // indirect
 	google.golang.org/grpc v1.76.0 // indirect

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

@@ -94,18 +94,18 @@ go.opentelemetry.io/otel/sdk/metric v1.38.0 h1:aSH66iL0aZqo//xXzQLYozmWrXxyFkBJ6
 go.opentelemetry.io/otel/sdk/metric v1.38.0/go.mod h1:dg9PBnW9XdQ1Hd6ZnRz689CbtrUp0wMMs9iPcgT9EZA=
 go.opentelemetry.io/otel/trace v1.38.0 h1:Fxk5bKrDZJUH+AMyyIXGcFAPah0oRcT+LuNtJrmcNLE=
 go.opentelemetry.io/otel/trace v1.38.0/go.mod h1:j1P9ivuFsTceSWe1oY+EeW3sc+Pp42sO++GHkg4wwhs=
-golang.org/x/crypto v0.45.0 h1:jMBrvKuj23MTlT0bQEOBcAE0mjg8mK9RXFhRH6nyF3Q=
-golang.org/x/crypto v0.45.0/go.mod h1:XTGrrkGJve7CYK7J8PEww4aY7gM3qMCElcJQ8n8JdX4=
-golang.org/x/net v0.47.0 h1:Mx+4dIFzqraBXUugkia1OOvlD6LemFo1ALMHjrXDOhY=
-golang.org/x/net v0.47.0/go.mod h1:/jNxtkgq5yWUGYkaZGqo27cfGZ1c5Nen03aYrrKpVRU=
+golang.org/x/crypto v0.43.0 h1:dduJYIi3A3KOfdGOHX8AVZ/jGiyPa3IbBozJ5kNuE04=
+golang.org/x/crypto v0.43.0/go.mod h1:BFbav4mRNlXJL4wNeejLpWxB7wMbc79PdRGhWKncxR0=
+golang.org/x/net v0.46.0 h1:giFlY12I07fugqwPuWJi68oOnpfqFnJIJzaIIm2JVV4=
+golang.org/x/net v0.46.0/go.mod h1:Q9BGdFy1y4nkUwiLvT5qtyhAnEHgnQ/zd8PfU6nc210=
 golang.org/x/oauth2 v0.32.0 h1:jsCblLleRMDrxMN29H3z/k1KliIvpLgCkE6R8FXXNgY=
 golang.org/x/oauth2 v0.32.0/go.mod h1:lzm5WQJQwKZ3nwavOZ3IS5Aulzxi68dUSgRHujetwEA=
-golang.org/x/sync v0.18.0 h1:kr88TuHDroi+UVf+0hZnirlk8o8T+4MrK6mr60WkH/I=
-golang.org/x/sync v0.18.0/go.mod h1:9KTHXmSnoGruLpwFjVSX0lNNA75CykiMECbovNTZqGI=
-golang.org/x/sys v0.38.0 h1:3yZWxaJjBmCWXqhN1qh02AkOnCQ1poK6oF+a7xWL6Gc=
-golang.org/x/sys v0.38.0/go.mod h1:OgkHotnGiDImocRcuBABYBEXf8A9a87e/uXjp9XT3ks=
-golang.org/x/text v0.31.0 h1:aC8ghyu4JhP8VojJ2lEHBnochRno1sgL6nEi9WGFGMM=
-golang.org/x/text v0.31.0/go.mod h1:tKRAlv61yKIjGGHX/4tP1LTbc13YSec1pxVEWXzfoeM=
+golang.org/x/sync v0.17.0 h1:l60nONMj9l5drqw6jlhIELNv9I0A4OFgRsG9k2oT9Ug=
+golang.org/x/sync v0.17.0/go.mod h1:9KTHXmSnoGruLpwFjVSX0lNNA75CykiMECbovNTZqGI=
+golang.org/x/sys v0.37.0 h1:fdNQudmxPjkdUTPnLn5mdQv7Zwvbvpaxqs831goi9kQ=
+golang.org/x/sys v0.37.0/go.mod h1:OgkHotnGiDImocRcuBABYBEXf8A9a87e/uXjp9XT3ks=
+golang.org/x/text v0.30.0 h1:yznKA/E9zq54KzlzBEAWn1NXSQ8DIp/NYMy88xJjl4k=
+golang.org/x/text v0.30.0/go.mod h1:yDdHFIX9t+tORqspjENWgzaCVXgk0yYnYuSZ8UzzBVM=
 golang.org/x/time v0.14.0 h1:MRx4UaLrDotUKUdCIqzPC48t1Y9hANFKIRpNx+Te8PI=
 golang.org/x/time v0.14.0/go.mod h1:eL/Oa2bBBK0TkX57Fyni+NgnyQQN4LitPmob2Hjnqw4=
 gonum.org/v1/gonum v0.16.0 h1:5+ul4Swaf3ESvrOnidPp4GZbzf0mxVQpDCYUQE7OJfk=

docs/en/getting-started/quickstart/js/adk/package.json

@@ -1,17 +0,0 @@
-{
-  "name": "adk",
-  "version": "1.0.0",
-  "description": "",
-  "main": "quickstart.js",
-  "type": "module",
-  "scripts": {
-    "test": "node --test"
-  },
-  "keywords": [],
-  "author": "",
-  "license": "ISC",
-  "dependencies": {
-    "@google/adk": "^0.1.3",
-    "@toolbox-sdk/adk": "^0.1.5"
-  }
-}

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

@@ -1,56 +0,0 @@
-import { InMemoryRunner, LlmAgent, LogLevel } from '@google/adk';
-import { ToolboxClient } from '@toolbox-sdk/adk';
-
-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 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.",
-];
-
-process.env.GOOGLE_GENAI_API_KEY = process.env.GOOGLE_API_KEY || 'your-api-key'; // Replace it with your API key
-
-export async function main() {
-  const userId = 'test_user';
-  const client = new ToolboxClient('http://127.0.0.1:5000');
-  const tools = await client.loadToolset("my-toolset");
-
-  const rootAgent = new LlmAgent({
-    name: 'hotel_agent',
-    model: 'gemini-2.5-flash',
-    description: 'Agent for hotel bookings and administration.',
-    instruction: prompt,
-    tools: tools,
-  });
-
-  const appName = rootAgent.name;
-  const runner = new InMemoryRunner({ agent: rootAgent, appName, logLevel: LogLevel.ERROR, });
-  const session = await runner.sessionService.createSession({ appName, userId });
-
-  for (const query of queries) {
-    await runPrompt(runner, userId, session.id, query);
-  }
-}
-
-async function runPrompt(runner, userId, sessionId, prompt) {
-  const content = { role: 'user', parts: [{ text: prompt }] };
-  const stream = runner.runAsync({ userId, sessionId, newMessage: content });
-  const responses = await Array.fromAsync(stream);
-  const accumulatedResponse = responses
-    .flatMap((e) => e.content?.parts?.map((p) => p.text) ?? [])
-    .join('');
-
-  console.log(`\nMODEL RESPONSE: ${accumulatedResponse}\n`);
-}
-
-main();

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

@@ -569,12 +569,11 @@
       }
     },
     "node_modules/jws": {
-      "version": "4.0.1",
-      "resolved": "https://registry.npmjs.org/jws/-/jws-4.0.1.tgz",
-      "integrity": "sha512-EKI/M/yqPncGUUh44xz0PxSidXFr/+r0pA70+gIYhjv+et7yxM+s29Y+VGDkovRofQem0fs7Uvf4+YmAdyRduA==",
-      "license": "MIT",
+      "version": "4.0.0",
+      "resolved": "https://registry.npmjs.org/jws/-/jws-4.0.0.tgz",
+      "integrity": "sha512-KDncfTmOZoOMTFG4mBlG0qUIOlc03fmzH+ru6RgYVZhPkyiy/92Owlt/8UEN+a4TXR1FQetfIpJE8ApdvdVxTg==",
       "dependencies": {
-        "jwa": "^2.0.1",
+        "jwa": "^2.0.0",
         "safe-buffer": "^5.0.1"
       }
     },

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

@@ -3376,23 +3376,22 @@
       }
     },
     "node_modules/body-parser": {
-      "version": "1.20.4",
-      "resolved": "https://registry.npmjs.org/body-parser/-/body-parser-1.20.4.tgz",
-      "integrity": "sha512-ZTgYYLMOXY9qKU/57FAo8F+HA2dGX7bqGc71txDRC1rS4frdFI5R7NhluHxH6M0YItAP0sHB4uqAOcYKxO6uGA==",
-      "license": "MIT",
+      "version": "1.20.3",
+      "resolved": "https://registry.npmjs.org/body-parser/-/body-parser-1.20.3.tgz",
+      "integrity": "sha512-7rAxByjUMqQ3/bHJy7D6OGXvx/MMc4IqBn/X0fcM1QUcAItpZrBEYhWGem+tzXH90c+G01ypMcYJBO9Y30203g==",
       "dependencies": {
-        "bytes": "~3.1.2",
+        "bytes": "3.1.2",
         "content-type": "~1.0.5",
         "debug": "2.6.9",
         "depd": "2.0.0",
-        "destroy": "~1.2.0",
-        "http-errors": "~2.0.1",
-        "iconv-lite": "~0.4.24",
-        "on-finished": "~2.4.1",
-        "qs": "~6.14.0",
-        "raw-body": "~2.5.3",
+        "destroy": "1.2.0",
+        "http-errors": "2.0.0",
+        "iconv-lite": "0.4.24",
+        "on-finished": "2.4.1",
+        "qs": "6.13.0",
+        "raw-body": "2.5.2",
         "type-is": "~1.6.18",
-        "unpipe": "~1.0.0"
+        "unpipe": "1.0.0"
       },
       "engines": {
         "node": ">= 0.8",
@@ -3407,40 +3406,11 @@
         "ms": "2.0.0"
       }
     },
-    "node_modules/body-parser/node_modules/http-errors": {
-      "version": "2.0.1",
-      "resolved": "https://registry.npmjs.org/http-errors/-/http-errors-2.0.1.tgz",
-      "integrity": "sha512-4FbRdAX+bSdmo4AUFuS0WNiPz8NgFt+r8ThgNWmlrjQjt1Q7ZR9+zTlce2859x4KSXrwIsaeTqDoKQmtP8pLmQ==",
-      "license": "MIT",
-      "dependencies": {
-        "depd": "~2.0.0",
-        "inherits": "~2.0.4",
-        "setprototypeof": "~1.2.0",
-        "statuses": "~2.0.2",
-        "toidentifier": "~1.0.1"
-      },
-      "engines": {
-        "node": ">= 0.8"
-      },
-      "funding": {
-        "type": "opencollective",
-        "url": "https://opencollective.com/express"
-      }
-    },
     "node_modules/body-parser/node_modules/ms": {
       "version": "2.0.0",
       "resolved": "https://registry.npmjs.org/ms/-/ms-2.0.0.tgz",
       "integrity": "sha512-Tpp60P6IUJDTuOq/5Z8cdskzJujfwqfOTkrwIwj7IRISpnkJnT6SyJ4PCPnGMoFjC9ddhal5KVIYtAt97ix05A=="
     },
-    "node_modules/body-parser/node_modules/statuses": {
-      "version": "2.0.2",
-      "resolved": "https://registry.npmjs.org/statuses/-/statuses-2.0.2.tgz",
-      "integrity": "sha512-DvEy55V3DB7uknRo+4iOGT5fP1slR8wQohVdknigZPMpMstaKJQWhwiYBACJE3Ul2pTnATihhBYnRhZQHGBiRw==",
-      "license": "MIT",
-      "engines": {
-        "node": ">= 0.8"
-      }
-    },
     "node_modules/buffer-equal-constant-time": {
       "version": "1.0.1",
       "resolved": "https://registry.npmjs.org/buffer-equal-constant-time/-/buffer-equal-constant-time-1.0.1.tgz",
@@ -3464,7 +3434,6 @@
       "version": "3.1.2",
       "resolved": "https://registry.npmjs.org/bytes/-/bytes-3.1.2.tgz",
       "integrity": "sha512-/Nf7TyzTx6S3yRJObOAV7956r8cr2+Oj8AC5dt8wSP3BQAoeX58NoHyCU8P8zGkNXStjTSi6fzO6F0pBdcYbEg==",
-      "license": "MIT",
       "engines": {
         "node": ">= 0.8"
       }
@@ -3861,39 +3830,38 @@
       }
     },
     "node_modules/express": {
-      "version": "4.22.1",
-      "resolved": "https://registry.npmjs.org/express/-/express-4.22.1.tgz",
-      "integrity": "sha512-F2X8g9P1X7uCPZMA3MVf9wcTqlyNp7IhH5qPCI0izhaOIYXaW9L535tGA3qmjRzpH+bZczqq7hVKxTR4NWnu+g==",
-      "license": "MIT",
+      "version": "4.21.2",
+      "resolved": "https://registry.npmjs.org/express/-/express-4.21.2.tgz",
+      "integrity": "sha512-28HqgMZAmih1Czt9ny7qr6ek2qddF4FclbMzwhCREB6OFfH+rXAnuNCwo1/wFvrtbgsQDb4kSbX9de9lFbrXnA==",
       "dependencies": {
         "accepts": "~1.3.8",
         "array-flatten": "1.1.1",
-        "body-parser": "~1.20.3",
-        "content-disposition": "~0.5.4",
+        "body-parser": "1.20.3",
+        "content-disposition": "0.5.4",
         "content-type": "~1.0.4",
-        "cookie": "~0.7.1",
-        "cookie-signature": "~1.0.6",
+        "cookie": "0.7.1",
+        "cookie-signature": "1.0.6",
         "debug": "2.6.9",
         "depd": "2.0.0",
         "encodeurl": "~2.0.0",
         "escape-html": "~1.0.3",
         "etag": "~1.8.1",
-        "finalhandler": "~1.3.1",
-        "fresh": "~0.5.2",
-        "http-errors": "~2.0.0",
+        "finalhandler": "1.3.1",
+        "fresh": "0.5.2",
+        "http-errors": "2.0.0",
         "merge-descriptors": "1.0.3",
         "methods": "~1.1.2",
-        "on-finished": "~2.4.1",
+        "on-finished": "2.4.1",
         "parseurl": "~1.3.3",
-        "path-to-regexp": "~0.1.12",
+        "path-to-regexp": "0.1.12",
         "proxy-addr": "~2.0.7",
-        "qs": "~6.14.0",
+        "qs": "6.13.0",
         "range-parser": "~1.2.1",
         "safe-buffer": "5.2.1",
-        "send": "~0.19.0",
-        "serve-static": "~1.16.2",
+        "send": "0.19.0",
+        "serve-static": "1.16.2",
         "setprototypeof": "1.2.0",
-        "statuses": "~2.0.1",
+        "statuses": "2.0.1",
         "type-is": "~1.6.18",
         "utils-merge": "1.0.1",
         "vary": "~1.1.2"
@@ -4936,7 +4904,6 @@
       "version": "0.4.24",
       "resolved": "https://registry.npmjs.org/iconv-lite/-/iconv-lite-0.4.24.tgz",
       "integrity": "sha512-v3MXnZAcvnywkTUEZomIActle7RXXeedOR31wwl7VlyoXO4Qi9arvSenNQWne1TcRwhCL1HwLI21bEqdpj8/rA==",
-      "license": "MIT",
       "dependencies": {
         "safer-buffer": ">= 2.1.2 < 3"
       },
@@ -5694,12 +5661,11 @@
       }
     },
     "node_modules/qs": {
-      "version": "6.14.1",
-      "resolved": "https://registry.npmjs.org/qs/-/qs-6.14.1.tgz",
-      "integrity": "sha512-4EK3+xJl8Ts67nLYNwqw/dsFVnCf+qR7RgXSK9jEEm9unao3njwMDdmsdvoKBKHzxd7tCYz5e5M+SnMjdtXGQQ==",
-      "license": "BSD-3-Clause",
+      "version": "6.13.0",
+      "resolved": "https://registry.npmjs.org/qs/-/qs-6.13.0.tgz",
+      "integrity": "sha512-+38qI9SOr8tfZ4QmJNplMUxqjbe7LKvvZgWdExBOmd+egZTtjLB67Gu0HRX3u/XOq7UU2Nx6nsjvS16Z9uwfpg==",
       "dependencies": {
-        "side-channel": "^1.1.0"
+        "side-channel": "^1.0.6"
       },
       "engines": {
         "node": ">=0.6"
@@ -5717,49 +5683,19 @@
       }
     },
     "node_modules/raw-body": {
-      "version": "2.5.3",
-      "resolved": "https://registry.npmjs.org/raw-body/-/raw-body-2.5.3.tgz",
-      "integrity": "sha512-s4VSOf6yN0rvbRZGxs8Om5CWj6seneMwK3oDb4lWDH0UPhWcxwOWw5+qk24bxq87szX1ydrwylIOp2uG1ojUpA==",
-      "license": "MIT",
+      "version": "2.5.2",
+      "resolved": "https://registry.npmjs.org/raw-body/-/raw-body-2.5.2.tgz",
+      "integrity": "sha512-8zGqypfENjCIqGhgXToC8aB2r7YrBX+AQAfIPs/Mlk+BtPTztOvTS01NRW/3Eh60J+a48lt8qsCzirQ6loCVfA==",
       "dependencies": {
-        "bytes": "~3.1.2",
-        "http-errors": "~2.0.1",
-        "iconv-lite": "~0.4.24",
-        "unpipe": "~1.0.0"
+        "bytes": "3.1.2",
+        "http-errors": "2.0.0",
+        "iconv-lite": "0.4.24",
+        "unpipe": "1.0.0"
       },
       "engines": {
         "node": ">= 0.8"
       }
     },
-    "node_modules/raw-body/node_modules/http-errors": {
-      "version": "2.0.1",
-      "resolved": "https://registry.npmjs.org/http-errors/-/http-errors-2.0.1.tgz",
-      "integrity": "sha512-4FbRdAX+bSdmo4AUFuS0WNiPz8NgFt+r8ThgNWmlrjQjt1Q7ZR9+zTlce2859x4KSXrwIsaeTqDoKQmtP8pLmQ==",
-      "license": "MIT",
-      "dependencies": {
-        "depd": "~2.0.0",
-        "inherits": "~2.0.4",
-        "setprototypeof": "~1.2.0",
-        "statuses": "~2.0.2",
-        "toidentifier": "~1.0.1"
-      },
-      "engines": {
-        "node": ">= 0.8"
-      },
-      "funding": {
-        "type": "opencollective",
-        "url": "https://opencollective.com/express"
-      }
-    },
-    "node_modules/raw-body/node_modules/statuses": {
-      "version": "2.0.2",
-      "resolved": "https://registry.npmjs.org/statuses/-/statuses-2.0.2.tgz",
-      "integrity": "sha512-DvEy55V3DB7uknRo+4iOGT5fP1slR8wQohVdknigZPMpMstaKJQWhwiYBACJE3Ul2pTnATihhBYnRhZQHGBiRw==",
-      "license": "MIT",
-      "engines": {
-        "node": ">= 0.8"
-      }
-    },
     "node_modules/readable-stream": {
       "version": "3.6.2",
       "resolved": "https://registry.npmjs.org/readable-stream/-/readable-stream-3.6.2.tgz",
@@ -5877,8 +5813,7 @@
     "node_modules/safer-buffer": {
       "version": "2.1.2",
       "resolved": "https://registry.npmjs.org/safer-buffer/-/safer-buffer-2.1.2.tgz",
-      "integrity": "sha512-YZo3K82SD7Riyi0E1EQPojLz7kpepnSQI9IyPbHHg1XXXevb5dJI7tpyN2ADxGcQbHG7vcyRHk0cbwqcQriUtg==",
-      "license": "MIT"
+      "integrity": "sha512-YZo3K82SD7Riyi0E1EQPojLz7kpepnSQI9IyPbHHg1XXXevb5dJI7tpyN2ADxGcQbHG7vcyRHk0cbwqcQriUtg=="
     },
     "node_modules/semver": {
       "version": "7.7.2",

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

@@ -45,9 +45,9 @@
       }
     },
     "node_modules/@langchain/core": {
-      "version": "1.1.8",
-      "resolved": "https://registry.npmjs.org/@langchain/core/-/core-1.1.8.tgz",
-      "integrity": "sha512-kIUidOgc0ZdyXo4Ahn9Zas+OayqOfk4ZoKPi7XaDipNSWSApc2+QK5BVcjvwtzxstsNOrmXJiJWEN6WPF/MvAw==",
+      "version": "1.1.0",
+      "resolved": "https://registry.npmjs.org/@langchain/core/-/core-1.1.0.tgz",
+      "integrity": "sha512-yJ6JHcU9psjnQbzRFkXjIdNTA+3074dA+2pHdH8ewvQCSleSk6JcjkCMIb5+NASjeMoi1ZuntlLKVsNqF38YxA==",
       "license": "MIT",
       "peer": true,
       "dependencies": {
@@ -56,9 +56,10 @@
         "camelcase": "6",
         "decamelize": "1.2.0",
         "js-tiktoken": "^1.0.12",
-        "langsmith": ">=0.4.0 <1.0.0",
+        "langsmith": "^0.3.64",
         "mustache": "^4.2.0",
         "p-queue": "^6.6.2",
+        "p-retry": "^7.0.0",
         "uuid": "^10.0.0",
         "zod": "^3.25.76 || ^4"
       },
@@ -66,10 +67,25 @@
         "node": ">=20"
       }
     },
+    "node_modules/@langchain/core/node_modules/p-retry": {
+      "version": "7.1.0",
+      "resolved": "https://registry.npmjs.org/p-retry/-/p-retry-7.1.0.tgz",
+      "integrity": "sha512-xL4PiFRQa/f9L9ZvR4/gUCRNus4N8YX80ku8kv9Jqz+ZokkiZLM0bcvX0gm1F3PDi9SPRsww1BDsTWgE6Y1GLQ==",
+      "license": "MIT",
+      "dependencies": {
+        "is-network-error": "^1.1.0"
+      },
+      "engines": {
+        "node": ">=20"
+      },
+      "funding": {
+        "url": "https://github.com/sponsors/sindresorhus"
+      }
+    },
     "node_modules/@langchain/google-genai": {
-      "version": "2.1.3",
-      "resolved": "https://registry.npmjs.org/@langchain/google-genai/-/google-genai-2.1.3.tgz",
-      "integrity": "sha512-ZdlFK/N10GyU6ATzkM01Sk1rlHBoy36Q/MawGD1SyXdD2lQxZxuQZjFWewj6uzWQ2Nnjj70EvU/kmmHVPn6sfQ==",
+      "version": "2.0.0",
+      "resolved": "https://registry.npmjs.org/@langchain/google-genai/-/google-genai-2.0.0.tgz",
+      "integrity": "sha512-PaAWkogQdF+Y2bhhXWXUrC2nO7sTgWLtobBbZl/0V8Aa1F/KG2wrMECie3S17bAdFu/6VmQOuFFrlgSMwQC5KA==",
       "license": "MIT",
       "dependencies": {
         "@google/generative-ai": "^0.24.0",
@@ -79,7 +95,7 @@
         "node": ">=20"
       },
       "peerDependencies": {
-        "@langchain/core": "1.1.8"
+        "@langchain/core": "1.1.0"
       }
     },
     "node_modules/@langchain/google-genai/node_modules/uuid": {
@@ -798,6 +814,18 @@
         "node": ">=8"
       }
     },
+    "node_modules/is-network-error": {
+      "version": "1.3.0",
+      "resolved": "https://registry.npmjs.org/is-network-error/-/is-network-error-1.3.0.tgz",
+      "integrity": "sha512-6oIwpsgRfnDiyEDLMay/GqCl3HoAtH5+RUKW29gYkL0QA+ipzpDLA16yQs7/RHCSu+BwgbJaOUqa4A99qNVQVw==",
+      "license": "MIT",
+      "engines": {
+        "node": ">=16"
+      },
+      "funding": {
+        "url": "https://github.com/sponsors/sindresorhus"
+      }
+    },
     "node_modules/isexe": {
       "version": "2.0.0",
       "resolved": "https://registry.npmjs.org/isexe/-/isexe-2.0.0.tgz",
@@ -844,24 +872,22 @@
       }
     },
     "node_modules/jws": {
-      "version": "4.0.1",
-      "resolved": "https://registry.npmjs.org/jws/-/jws-4.0.1.tgz",
-      "integrity": "sha512-EKI/M/yqPncGUUh44xz0PxSidXFr/+r0pA70+gIYhjv+et7yxM+s29Y+VGDkovRofQem0fs7Uvf4+YmAdyRduA==",
-      "license": "MIT",
+      "version": "4.0.0",
+      "resolved": "https://registry.npmjs.org/jws/-/jws-4.0.0.tgz",
+      "integrity": "sha512-KDncfTmOZoOMTFG4mBlG0qUIOlc03fmzH+ru6RgYVZhPkyiy/92Owlt/8UEN+a4TXR1FQetfIpJE8ApdvdVxTg==",
       "dependencies": {
-        "jwa": "^2.0.1",
+        "jwa": "^2.0.0",
         "safe-buffer": "^5.0.1"
       }
     },
     "node_modules/langchain": {
-      "version": "1.2.3",
-      "resolved": "https://registry.npmjs.org/langchain/-/langchain-1.2.3.tgz",
-      "integrity": "sha512-3k986xJuqg4az53JxV5LnGlOzIXF1d9Kq6Y9s7XjitvzhpsbFuTDV5/kiF4cx3pkNGyw0mUXC4tLz9RxucO0hw==",
-      "license": "MIT",
+      "version": "1.0.2",
+      "resolved": "https://registry.npmjs.org/langchain/-/langchain-1.0.2.tgz",
+      "integrity": "sha512-He/xvjVl8DHESvdaW6Dpyba72OaLCAfS2CyOm1aWrlJ4C38dKXyTIxphtld8hiii6MWX7qMSmu2EaUwWBx2STg==",
       "dependencies": {
         "@langchain/langgraph": "^1.0.0",
         "@langchain/langgraph-checkpoint": "^1.0.0",
-        "langsmith": ">=0.4.0 <1.0.0",
+        "langsmith": "~0.3.74",
         "uuid": "^10.0.0",
         "zod": "^3.25.76 || ^4"
       },
@@ -869,19 +895,19 @@
         "node": ">=20"
       },
       "peerDependencies": {
-        "@langchain/core": "1.1.8"
+        "@langchain/core": "^1.0.0"
       }
     },
     "node_modules/langsmith": {
-      "version": "0.4.3",
-      "resolved": "https://registry.npmjs.org/langsmith/-/langsmith-0.4.3.tgz",
-      "integrity": "sha512-vuBAagBZulXj0rpZhUTxmHhrYIBk53z8e2Q8ty4OHVkahN4ul7Im3OZxD9jsXZB0EuncK1xRYtY8J3BW4vj1zw==",
-      "license": "MIT",
+      "version": "0.3.77",
+      "resolved": "https://registry.npmjs.org/langsmith/-/langsmith-0.3.77.tgz",
+      "integrity": "sha512-wbS/9IX/hOAsOEOtPj8kCS8H0tFHaelwQ97gTONRtIfoPPLd9MMUmhk0KQB5DdsGAI5abg966+f0dZ/B+YRRzg==",
       "dependencies": {
         "@types/uuid": "^10.0.0",
         "chalk": "^4.1.2",
         "console-table-printer": "^2.12.1",
         "p-queue": "^6.6.2",
+        "p-retry": "4",
         "semver": "^7.6.3",
         "uuid": "^10.0.0"
       },

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

@@ -882,12 +882,11 @@
       }
     },
     "node_modules/jws": {
-      "version": "4.0.1",
-      "resolved": "https://registry.npmjs.org/jws/-/jws-4.0.1.tgz",
-      "integrity": "sha512-EKI/M/yqPncGUUh44xz0PxSidXFr/+r0pA70+gIYhjv+et7yxM+s29Y+VGDkovRofQem0fs7Uvf4+YmAdyRduA==",
-      "license": "MIT",
+      "version": "4.0.0",
+      "resolved": "https://registry.npmjs.org/jws/-/jws-4.0.0.tgz",
+      "integrity": "sha512-KDncfTmOZoOMTFG4mBlG0qUIOlc03fmzH+ru6RgYVZhPkyiy/92Owlt/8UEN+a4TXR1FQetfIpJE8ApdvdVxTg==",
       "dependencies": {
-        "jwa": "^2.0.1",
+        "jwa": "^2.0.0",
         "safe-buffer": "^5.0.1"
       }
     },

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

@@ -1,3 +1,3 @@
-google-adk==1.21.0
-toolbox-core==0.5.4
-pytest==9.0.2
+google-adk==1.19.0
+toolbox-core==0.5.3
+pytest==9.0.1

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

@@ -1,3 +1,3 @@
-google-genai==1.57.0
-toolbox-core==0.5.4
-pytest==9.0.2
+google-genai==1.52.0
+toolbox-core==0.5.3
+pytest==9.0.1

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

@@ -1,5 +1,5 @@
-langchain==1.2.2
-langchain-google-vertexai==3.2.1
-langgraph==1.0.5
-toolbox-langchain==0.5.4
-pytest==9.0.2
+langchain==1.1.0
+langchain-google-vertexai==3.1.0
+langgraph==1.0.4
+toolbox-langchain==0.5.3
+pytest==9.0.1

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

@@ -1,4 +1,4 @@
-llama-index==0.14.12
-llama-index-llms-google-genai==0.8.3
-toolbox-llamaindex==0.5.4
-pytest==9.0.2
+llama-index==0.14.8
+llama-index-llms-google-genai==0.7.3
+toolbox-llamaindex==0.5.3
+pytest==9.0.1

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

@@ -13,7 +13,7 @@ In this section, we will download Toolbox, configure our tools in a
     <!-- {x-release-please-start-version} -->
     ```bash
     export OS="linux/amd64" # one of linux/amd64, darwin/arm64, darwin/amd64, or windows/amd64
-    curl -O https://storage.googleapis.com/genai-toolbox/v0.25.0/$OS/toolbox
+    curl -O https://storage.googleapis.com/genai-toolbox/v0.21.0/$OS/toolbox
     ```
     <!-- {x-release-please-end} -->
 

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

@@ -48,7 +48,6 @@ instance, database and users:
     * `roles/cloudsql.editor`: Provides permissions to manage existing resources.
         * All `viewer` tools
         * `create_database`
-        * `create_backup`
     * `roles/cloudsql.admin`: Provides full control over all resources.
         * All `editor` and `viewer` tools
         * `create_instance`
@@ -300,7 +299,6 @@ instances and interacting with your database:
 * **create_user**: Creates a new user in a Cloud SQL instance.
 * **wait_for_operation**: Waits for a Cloud SQL operation to complete.
 * **clone_instance**: Creates a clone of an existing Cloud SQL for SQL Server instance.
-* **create_backup**: Creates a backup on a Cloud SQL instance.
 
 {{< notice note >}}
 Prebuilt tools are pre-1.0, so expect some tool changes between versions. LLMs

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

@@ -48,7 +48,6 @@ database and users:
     * `roles/cloudsql.editor`: Provides permissions to manage existing resources.
         * All `viewer` tools
         * `create_database`
-        * `create_backup`
     * `roles/cloudsql.admin`: Provides full control over all resources.
         * All `editor` and `viewer` tools
         * `create_instance`
@@ -300,7 +299,6 @@ instances and interacting with your database:
 * **create_user**: Creates a new user in a Cloud SQL instance.
 * **wait_for_operation**: Waits for a Cloud SQL operation to complete.
 * **clone_instance**: Creates a clone of an existing Cloud SQL for MySQL instance.
-* **create_backup**: Creates a backup on a Cloud SQL instance.
 
 {{< notice note >}}
 Prebuilt tools are pre-1.0, so expect some tool changes between versions. LLMs

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

@@ -48,7 +48,6 @@ instance, database and users:
     * `roles/cloudsql.editor`: Provides permissions to manage existing resources.
         * All `viewer` tools
         * `create_database`
-        * `create_backup`
     * `roles/cloudsql.admin`: Provides full control over all resources.
         * All `editor` and `viewer` tools
         * `create_instance`
@@ -300,7 +299,6 @@ instances and interacting with your database:
 * **create_user**: Creates a new user in a Cloud SQL instance.
 * **wait_for_operation**: Waits for a Cloud SQL operation to complete.
 * **clone_instance**: Creates a clone of an existing Cloud SQL for PostgreSQL instance.
-* **create_backup**: Creates a backup on a Cloud SQL instance.
 
 {{< notice note >}}
 Prebuilt tools are pre-1.0, so expect some tool changes between versions. LLMs

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

@@ -18,7 +18,6 @@ to expose your developer assistant tools to a Looker instance:
 * [Cline][cline] (VS Code extension)
 * [Claude desktop][claudedesktop]
 * [Claude code][claudecode]
-* [Antigravity][antigravity]
 
 [toolbox]: https://github.com/googleapis/genai-toolbox
 [gemini-cli]: #configure-your-mcp-client
@@ -28,7 +27,6 @@ to expose your developer assistant tools to a Looker instance:
 [cline]: #configure-your-mcp-client
 [claudedesktop]: #configure-your-mcp-client
 [claudecode]: #configure-your-mcp-client
-[antigravity]: #connect-with-antigravity
 
 ## Set up Looker
 
@@ -40,55 +38,6 @@ to expose your developer assistant tools to a Looker instance:
    listening at a different port, and you will need to use
    `https://looker.example.com:19999` instead.
 
-## Connect with Antigravity
-
-You can connect Looker to Antigravity in the following ways:
-
-* Using the MCP Store
-* Using a custom configuration
-
-{{< notice note >}}
-You don't need to download the MCP Toolbox binary to use these methods.
-{{< /notice >}}
-
-{{< tabpane text=true >}}
-{{% tab header="MCP Store" lang="en" %}}
-The most straightforward way to connect to Looker in Antigravity is by using the built-in MCP Store.
-
-1. Open Antigravity and open the editor's agent panel.
-1. Click the **"..."** icon at the top of the panel and select **MCP Servers**.
-1. Locate **Looker** in the list of available servers and click Install.
-1. Follow the on-screen prompts to securely link your accounts where applicable.
-
-After you install Looker in the MCP Store, resources and tools from the server are automatically available to the editor. 
-
-{{% /tab %}}
-{{% tab header="Custom config" lang="en" %}}
- To connect to a custom MCP server, follow these steps:
-
-1. Open Antigravity and navigate to the MCP store using the **"..."** drop-down at the top of the editor's agent panel.
-1. To open the **mcp_config.json** file, click **MCP Servers** and then click **Manage MCP Servers > View raw config**.
-1. Add the following configuration, replace the environment variables with your values, and save.
-    
-    ```json
-    {
-      "mcpServers": {
-        "looker": {
-          "command": "npx",
-          "args": ["-y", "@toolbox-sdk/server", "--prebuilt", "looker", "--stdio"],
-          "env": {
-              "LOOKER_BASE_URL": "https://looker.example.com",
-              "LOOKER_CLIENT_ID": "your-client-id",
-              "LOOKER_CLIENT_SECRET": "your-client-secret"
-          }
-        }
-      }
-    }
-    ```
-
-{{% /tab %}}
-{{< /tabpane >}}
-
 ## Install MCP Toolbox
 
 1. Download the latest version of Toolbox as a binary. Select the [correct
@@ -100,19 +49,19 @@ After you install Looker in the MCP Store, resources and tools from the server a
 
 {{< tabpane persist=header >}}
 {{< tab header="linux/amd64" lang="bash" >}}
-curl -O https://storage.googleapis.com/genai-toolbox/v0.25.0/linux/amd64/toolbox
+curl -O https://storage.googleapis.com/genai-toolbox/v0.21.0/linux/amd64/toolbox
 {{< /tab >}}
 
 {{< tab header="darwin/arm64" lang="bash" >}}
-curl -O https://storage.googleapis.com/genai-toolbox/v0.25.0/darwin/arm64/toolbox
+curl -O https://storage.googleapis.com/genai-toolbox/v0.21.0/darwin/arm64/toolbox
 {{< /tab >}}
 
 {{< tab header="darwin/amd64" lang="bash" >}}
-curl -O https://storage.googleapis.com/genai-toolbox/v0.25.0/darwin/amd64/toolbox
+curl -O https://storage.googleapis.com/genai-toolbox/v0.21.0/darwin/amd64/toolbox
 {{< /tab >}}
 
 {{< tab header="windows/amd64" lang="bash" >}}
-curl -O https://storage.googleapis.com/genai-toolbox/v0.25.0/windows/amd64/toolbox.exe
+curl -O https://storage.googleapis.com/genai-toolbox/v0.21.0/windows/amd64/toolbox.exe
 {{< /tab >}}
 {{< /tabpane >}}
     <!-- {x-release-please-end} -->
@@ -341,7 +290,7 @@ assistant to list models, explores, dimensions, and measures. Run a
 query, retrieve the SQL for a query, and run a saved Look.
 
 The full tool list is available in the [Prebuilt Tools
-Reference](../../reference/prebuilt-tools.md/#looker).
+Reference](../../reference/prebuilt-tools/#looker).
 
 The following tools are available to the LLM:
 
@@ -374,8 +323,6 @@ instance and create new saved content.
    data
 1. **make_dashboard**: Create a saved dashboard in Looker and return the URL
 1. **add_dashboard_element**: Add a tile to a dashboard
-1. **add_dashboard_filter**: Add a filter to a dashboard
-1. **generate_embed_url**: Generate an embed url for content
 
 ### Looker Instance Health Tools
 

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

@@ -45,19 +45,19 @@ instance:
    <!-- {x-release-please-start-version} -->
    {{< tabpane persist=header >}}
 {{< tab header="linux/amd64" lang="bash" >}}
-curl -O https://storage.googleapis.com/genai-toolbox/v0.25.0/linux/amd64/toolbox
+curl -O https://storage.googleapis.com/genai-toolbox/v0.21.0/linux/amd64/toolbox
 {{< /tab >}}
 
 {{< tab header="darwin/arm64" lang="bash" >}}
-curl -O https://storage.googleapis.com/genai-toolbox/v0.25.0/darwin/arm64/toolbox
+curl -O https://storage.googleapis.com/genai-toolbox/v0.21.0/darwin/arm64/toolbox
 {{< /tab >}}
 
 {{< tab header="darwin/amd64" lang="bash" >}}
-curl -O https://storage.googleapis.com/genai-toolbox/v0.25.0/darwin/amd64/toolbox
+curl -O https://storage.googleapis.com/genai-toolbox/v0.21.0/darwin/amd64/toolbox
 {{< /tab >}}
 
 {{< tab header="windows/amd64" lang="bash" >}}
-curl -O https://storage.googleapis.com/genai-toolbox/v0.25.0/windows/amd64/toolbox.exe
+curl -O https://storage.googleapis.com/genai-toolbox/v0.21.0/windows/amd64/toolbox.exe
 {{< /tab >}}
 {{< /tabpane >}}
     <!-- {x-release-please-end} -->

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

@@ -43,19 +43,19 @@ expose your developer assistant tools to a MySQL instance:
    <!-- {x-release-please-start-version} -->
    {{< tabpane persist=header >}}
 {{< tab header="linux/amd64" lang="bash" >}}
-curl -O https://storage.googleapis.com/genai-toolbox/v0.25.0/linux/amd64/toolbox
+curl -O https://storage.googleapis.com/genai-toolbox/v0.21.0/linux/amd64/toolbox
 {{< /tab >}}
 
 {{< tab header="darwin/arm64" lang="bash" >}}
-curl -O https://storage.googleapis.com/genai-toolbox/v0.25.0/darwin/arm64/toolbox
+curl -O https://storage.googleapis.com/genai-toolbox/v0.21.0/darwin/arm64/toolbox
 {{< /tab >}}
 
 {{< tab header="darwin/amd64" lang="bash" >}}
-curl -O https://storage.googleapis.com/genai-toolbox/v0.25.0/darwin/amd64/toolbox
+curl -O https://storage.googleapis.com/genai-toolbox/v0.21.0/darwin/amd64/toolbox
 {{< /tab >}}
 
 {{< tab header="windows/amd64" lang="bash" >}}
-curl -O https://storage.googleapis.com/genai-toolbox/v0.25.0/windows/amd64/toolbox.exe
+curl -O https://storage.googleapis.com/genai-toolbox/v0.21.0/windows/amd64/toolbox.exe
 {{< /tab >}}
 {{< /tabpane >}}
     <!-- {x-release-please-end} -->

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

@@ -44,19 +44,19 @@ expose your developer assistant tools to a Neo4j instance:
    <!-- {x-release-please-start-version} -->
    {{< tabpane persist=header >}}
 {{< tab header="linux/amd64" lang="bash" >}}
-curl -O https://storage.googleapis.com/genai-toolbox/v0.25.0/linux/amd64/toolbox
+curl -O https://storage.googleapis.com/genai-toolbox/v0.21.0/linux/amd64/toolbox
 {{< /tab >}}
 
 {{< tab header="darwin/arm64" lang="bash" >}}
-curl -O https://storage.googleapis.com/genai-toolbox/v0.25.0/darwin/arm64/toolbox
+curl -O https://storage.googleapis.com/genai-toolbox/v0.21.0/darwin/arm64/toolbox
 {{< /tab >}}
 
 {{< tab header="darwin/amd64" lang="bash" >}}
-curl -O https://storage.googleapis.com/genai-toolbox/v0.25.0/darwin/amd64/toolbox
+curl -O https://storage.googleapis.com/genai-toolbox/v0.21.0/darwin/amd64/toolbox
 {{< /tab >}}
 
 {{< tab header="windows/amd64" lang="bash" >}}
-curl -O https://storage.googleapis.com/genai-toolbox/v0.25.0/windows/amd64/toolbox.exe
+curl -O https://storage.googleapis.com/genai-toolbox/v0.21.0/windows/amd64/toolbox.exe
 {{< /tab >}}
 {{< /tabpane >}}
     <!-- {x-release-please-end} -->

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

@@ -56,19 +56,19 @@ Omni](https://cloud.google.com/alloydb/omni/current/docs/overview).
    <!-- {x-release-please-start-version} -->
    {{< tabpane persist=header >}}
 {{< tab header="linux/amd64" lang="bash" >}}
-curl -O https://storage.googleapis.com/genai-toolbox/v0.25.0/linux/amd64/toolbox
+curl -O https://storage.googleapis.com/genai-toolbox/v0.21.0/linux/amd64/toolbox
 {{< /tab >}}
 
 {{< tab header="darwin/arm64" lang="bash" >}}
-curl -O https://storage.googleapis.com/genai-toolbox/v0.25.0/darwin/arm64/toolbox
+curl -O https://storage.googleapis.com/genai-toolbox/v0.21.0/darwin/arm64/toolbox
 {{< /tab >}}
 
 {{< tab header="darwin/amd64" lang="bash" >}}
-curl -O https://storage.googleapis.com/genai-toolbox/v0.25.0/darwin/amd64/toolbox
+curl -O https://storage.googleapis.com/genai-toolbox/v0.21.0/darwin/amd64/toolbox
 {{< /tab >}}
 
 {{< tab header="windows/amd64" lang="bash" >}}
-curl -O https://storage.googleapis.com/genai-toolbox/v0.25.0/windows/amd64/toolbox.exe
+curl -O https://storage.googleapis.com/genai-toolbox/v0.21.0/windows/amd64/toolbox.exe
 {{< /tab >}}
 {{< /tabpane >}}
     <!-- {x-release-please-end} -->

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

@@ -43,19 +43,19 @@ to expose your developer assistant tools to a SQLite instance:
    <!-- {x-release-please-start-version} -->
    {{< tabpane persist=header >}}
 {{< tab header="linux/amd64" lang="bash" >}}
-curl -O https://storage.googleapis.com/genai-toolbox/v0.25.0/linux/amd64/toolbox
+curl -O https://storage.googleapis.com/genai-toolbox/v0.21.0/linux/amd64/toolbox
 {{< /tab >}}
 
 {{< tab header="darwin/arm64" lang="bash" >}}
-curl -O https://storage.googleapis.com/genai-toolbox/v0.25.0/darwin/arm64/toolbox
+curl -O https://storage.googleapis.com/genai-toolbox/v0.21.0/darwin/arm64/toolbox
 {{< /tab >}}
 
 {{< tab header="darwin/amd64" lang="bash" >}}
-curl -O https://storage.googleapis.com/genai-toolbox/v0.25.0/darwin/amd64/toolbox
+curl -O https://storage.googleapis.com/genai-toolbox/v0.21.0/darwin/amd64/toolbox
 {{< /tab >}}
 
 {{< tab header="windows/amd64" lang="bash" >}}
-curl -O https://storage.googleapis.com/genai-toolbox/v0.25.0/windows/amd64/toolbox.exe
+curl -O https://storage.googleapis.com/genai-toolbox/v0.21.0/windows/amd64/toolbox.exe
 {{< /tab >}}
 {{< /tabpane >}}
     <!-- {x-release-please-end} -->

docs/en/how-to/deploy_docker.md

@@ -68,12 +68,7 @@ networks:
 ```
 
     {{< notice tip >}}  
-To prevent DNS rebinding attack, use the `--allowed-hosts` flag to specify a
-list of hosts for validation. E.g. `command: [ "toolbox",
-"--tools-file", "/config/tools.yaml", "--address", "0.0.0.0",
-"--allowed-hosts", "localhost:5000"]`
-
-To implement CORs, use the `--allowed-origins` flag to specify a
+To prevent DNS rebinding attack, use the `--allowed-origins` flag to specify a
 list of origins permitted to access the server. E.g. `command: [ "toolbox",
 "--tools-file", "/config/tools.yaml", "--address", "0.0.0.0",
 "--allowed-origins", "https://foo.bar"]`

docs/en/how-to/deploy_gke.md

@@ -188,13 +188,9 @@ description: >
                   path: tools.yaml
     ```
 
-    {{< notice tip >}}
+    {{< notice tip >}}  
 To prevent DNS rebinding attack, use the `--allowed-origins` flag to specify a
 list of origins permitted to access the server. E.g. `args: ["--address",
-"0.0.0.0", "--allowed-hosts", "foo.bar:5000"]`
-
-To implement CORs, use the `--allowed-origins` flag to specify a
-list of origins permitted to access the server. E.g. `args: ["--address",
 "0.0.0.0", "--allowed-origins", "https://foo.bar"]`
 {{< /notice >}}
 

docs/en/how-to/deploy_toolbox.md

@@ -142,18 +142,14 @@ deployment will time out.
 
 ### Update deployed server to be secure
 
-To prevent DNS rebinding attack, use the `--allowed-hosts` flag to specify a
-list of hosts. In order to do that, you will
+To prevent DNS rebinding attack, use the `--allowed-origins` flag to specify a
+list of origins permitted to access the server. In order to do that, you will
 have to re-deploy the cloud run service with the new flag.
 
-To implement CORs checks, use the `--allowed-origins` flag to specify a list of
-origins permitted to access the server.
-
 1. Set an environment variable to the cloud run url: 
 
     ```bash
     export URL=<cloud run url>
-    export HOST=<cloud run host>
     ```
 
 2. Redeploy Toolbox:
@@ -164,7 +160,7 @@ origins permitted to access the server.
         --service-account toolbox-identity \
         --region us-central1 \
         --set-secrets "/app/tools.yaml=tools:latest" \
-        --args="--tools-file=/app/tools.yaml","--address=0.0.0.0","--port=8080","--allowed-origins=$URL","--allowed-hosts=$HOST"
+        --args="--tools-file=/app/tools.yaml","--address=0.0.0.0","--port=8080","--allowed-origins=$URL"
         # --allow-unauthenticated # https://cloud.google.com/run/docs/authenticating/public#gcloud
     ```
 
@@ -176,7 +172,7 @@ origins permitted to access the server.
         --service-account toolbox-identity \
         --region us-central1 \
         --set-secrets "/app/tools.yaml=tools:latest" \
-        --args="--tools-file=/app/tools.yaml","--address=0.0.0.0","--port=8080","--allowed-origins=$URL","--allowed-hosts=$HOST" \
+        --args="--tools-file=/app/tools.yaml","--address=0.0.0.0","--port=8080","--allowed-origins=$URL" \
         # TODO(dev): update the following to match your VPC if necessary
         --network default \
         --subnet default

docs/en/how-to/export_telemetry.md

@@ -79,16 +79,12 @@ There are a couple of steps to run and use a Collector.
     ```
 
 1. Run toolbox with the `--telemetry-otlp` flag. Configure it to send them to
-   `127.0.0.1:4553` (for HTTP) or the Collector's URL.
+   `http://127.0.0.1:4553` (for HTTP) or the Collector's URL.
 
     ```bash
-    ./toolbox --telemetry-otlp=127.0.0.1:4553
+    ./toolbox --telemetry-otlp=http://127.0.0.1:4553
     ```
 
-    {{< notice tip >}}
-    To pass an insecure endpoint, set environment variable `OTEL_EXPORTER_OTLP_INSECURE=true`.
-    {{< /notice >}}
-
 1. Once telemetry datas are collected, you can view them in your telemetry
    backend. If you are using GCP exporters, telemetry will be visible in GCP
    dashboard at [Metrics Explorer][metrics-explorer] and [Trace

docs/en/reference/cli.md

@@ -8,26 +8,25 @@ description: >
 
 ## 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. 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 --tools-files or --tools-folder.                                                                                |             |
-|              | `--tools-files`            | Multiple file paths specifying tool configurations. Files will be merged. Cannot be used with --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 --tools-file or --tools-files. |             |
-|              | `--ui`                     | Launches the Toolbox UI web server.                                                                                                                                              |             |
-|              | `--allowed-origins`        | Specifies a list of origins permitted to access this server for CORs access.                                                                                                     | `*`         |
-|              | `--allowed-hosts`          | Specifies a list of hosts permitted to access this server to prevent DNS rebinding attacks.                                                                                      | `*`         |
-| `-v`         | `--version`                | version for toolbox                                                                                                                                                              |             |
+| 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.                                                                                                                                                           |             |
+|              | `--allowed-origins`        | Specifies a list of origins permitted to access this server.                                                                                                                                  | `*`         |
+| `-v`         | `--version`                | version for toolbox                                                                                                                                                                           |             |
 
 ## Examples
 
@@ -47,9 +46,6 @@ description: >
 ```bash
 # Basic server with custom port configuration
 ./toolbox --tools-file "tools.yaml" --port 8080
-
-# Server with prebuilt + custom tools configurations
-./toolbox --tools-file tools.yaml --prebuilt alloydb-postgres
 ```
 
 ### Tool Configuration Sources
@@ -76,8 +72,8 @@ The CLI supports multiple mutually exclusive ways to specify tool configurations
 
 {{< notice tip >}}
 The CLI enforces mutual exclusivity between configuration source flags,
-preventing simultaneous use of the file-based options ensuring only one of
-`--tools-file`, `--tools-files`, or `--tools-folder` is
+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 >}}
 

docs/en/reference/prebuilt-tools.md

@@ -13,12 +13,6 @@ 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.
 
-{{< notice tip >}}
-You can now use `--prebuilt` along `--tools-file`, `--tools-files`, or
-`--tools-folder` to combine prebuilt configs with custom tools.
-See [Usage Examples](../reference/cli.md#examples).
-{{< /notice >}}
-
 ## AlloyDB Postgres
 
 *   `--prebuilt` value: `alloydb-postgres`
@@ -56,12 +50,6 @@ See [Usage Examples](../reference/cli.md#examples).
     *   `list_triggers`: Lists triggers in the database. 
     *   `list_indexes`: List available user indexes in a PostgreSQL database.
     *   `list_sequences`: List sequences in a PostgreSQL database.
-    *   `list_publication_tables`: List publication tables in a PostgreSQL database.
-    *   `list_tablespaces`: Lists tablespaces in the database.
-    *   `list_pg_settings`: List configuration parameters for the PostgreSQL server.
-    *   `list_database_stats`: Lists the key performance and activity statistics for
-        each database in the AlloyDB instance.
-    *   `list_roles`: Lists all the user-created roles in PostgreSQL database.  
 
 ## AlloyDB Postgres Admin
 
@@ -105,8 +93,6 @@ See [Usage Examples](../reference/cli.md#examples).
     *   `BIGQUERY_LOCATION`: (Optional) The dataset location.
     *   `BIGQUERY_USE_CLIENT_OAUTH`: (Optional) If `true`, forwards the client's
         OAuth access token for authentication. Defaults to `false`.
-    *   `BIGQUERY_SCOPES`: (Optional) A comma-separated list of OAuth scopes to
-        use for authentication.
 *   **Permissions:**
     *   **BigQuery User** (`roles/bigquery.user`) to execute queries and view
         metadata.
@@ -187,7 +173,6 @@ See [Usage Examples](../reference/cli.md#examples).
         manage existing resources.
         * All `viewer` tools
         * `create_database`
-        * `create_backup`
     *   **Cloud SQL Admin** (`roles/cloudsql.admin`): Provides full control over
         all resources.
         * All `editor` and `viewer` tools
@@ -204,7 +189,6 @@ See [Usage Examples](../reference/cli.md#examples).
     *   `create_user`: Creates a new user in a Cloud SQL instance.
     *   `wait_for_operation`: Waits for a Cloud SQL operation to complete.
     *   `clone_instance`: Creates a clone for an existing Cloud SQL for MySQL instance.
-    *   `create_backup`: Creates a backup on a Cloud SQL instance.
 
 ## Cloud SQL for PostgreSQL
 
@@ -243,12 +227,6 @@ See [Usage Examples](../reference/cli.md#examples).
     *   `list_triggers`: Lists triggers in the database. 
     *   `list_indexes`: List available user indexes in a PostgreSQL database.
     *   `list_sequences`: List sequences in a PostgreSQL database.
-    *   `list_publication_tables`: List publication tables in a PostgreSQL database.
-    *   `list_tablespaces`: Lists tablespaces in the database.
-    *   `list_pg_settings`: List configuration parameters for the PostgreSQL server.
-    *   `list_database_stats`: Lists the key performance and activity statistics for
-        each database in the postgreSQL instance.
-    *   `list_roles`: Lists all the user-created roles in PostgreSQL database.  
 
 ## Cloud SQL for PostgreSQL Observability
 
@@ -277,7 +255,6 @@ See [Usage Examples](../reference/cli.md#examples).
         manage existing resources.
         * All `viewer` tools
         * `create_database`
-        * `create_backup`
     *   **Cloud SQL Admin** (`roles/cloudsql.admin`): Provides full control over
         all resources.
         * All `editor` and `viewer` tools
@@ -293,7 +270,6 @@ See [Usage Examples](../reference/cli.md#examples).
     *   `create_user`: Creates a new user in a Cloud SQL instance.
     *   `wait_for_operation`: Waits for a Cloud SQL operation to complete.
     *   `clone_instance`: Creates a clone for an existing Cloud SQL for PostgreSQL instance.
-    *   `create_backup`: Creates a backup on a Cloud SQL instance.
 
 ## Cloud SQL for SQL Server
 
@@ -340,7 +316,6 @@ See [Usage Examples](../reference/cli.md#examples).
         manage existing resources.
         * All `viewer` tools
         * `create_database`
-        * `create_backup`
     *   **Cloud SQL Admin** (`roles/cloudsql.admin`): Provides full control over
         all resources.
         * All `editor` and `viewer` tools
@@ -356,7 +331,6 @@ See [Usage Examples](../reference/cli.md#examples).
     *   `create_user`: Creates a new user in a Cloud SQL instance.
     *   `wait_for_operation`: Waits for a Cloud SQL operation to complete.
     *   `clone_instance`: Creates a clone for an existing Cloud SQL for SQL Server instance.
-    *   `create_backup`: Creates a backup on a Cloud SQL instance.
 
 ## Dataplex
 
@@ -430,8 +404,6 @@ See [Usage Examples](../reference/cli.md#examples).
     *   `run_dashboard`: Runs the queries associated with a dashboard.
     *   `make_dashboard`: Creates a new dashboard.
     *   `add_dashboard_element`: Adds a tile to a dashboard.
-    *   `add_dashboard_filter`: Adds a filter to a dashboard.
-    *   `generate_embed_url`: Generate an embed url for content.
     *   `health_pulse`: Test the health of a Looker instance.
     *   `health_analyze`: Analyze the LookML usage of a Looker instance.
     *   `health_vacuum`: Suggest LookML elements that can be removed.
@@ -560,12 +532,6 @@ See [Usage Examples](../reference/cli.md#examples).
     *   `list_triggers`: Lists triggers in the database. 
     *   `list_indexes`: List available user indexes in a PostgreSQL database.
     *   `list_sequences`: List sequences in a PostgreSQL database.
-    *   `list_publication_tables`: List publication tables in a PostgreSQL database.
-    *   `list_tablespaces`: Lists tablespaces in the database.
-    *   `list_pg_settings`: List configuration parameters for the PostgreSQL server.
-    *   `list_database_stats`: Lists the key performance and activity statistics for
-        each database in the PostgreSQL server.
-    *   `list_roles`: Lists all the user-created roles in PostgreSQL database.  
 
 ## Google Cloud Serverless for Apache Spark
 

docs/en/resources/embeddingModels/_index.md

@@ -1,84 +0,0 @@
----
-title: "EmbeddingModels"
-type: docs
-weight: 2
-description: >
-  EmbeddingModels represent services that transform text into vector embeddings for semantic search.
----
-
-EmbeddingModels represent services that generate vector representations of text
-data. In the MCP Toolbox, these models enable **Semantic Queries**,
-allowing [Tools](../tools/) to automatically convert human-readable text into
-numerical vectors before using them in a query.
-
-This is primarily used in two scenarios:
-
-- **Vector Ingestion**: Converting a text parameter into a vector string during
-  an `INSERT` operation.
-
-- **Semantic Search**: Converting a natural language query into a vector to
-  perform similarity searches.
-
-## Example
-
-The following configuration defines an embedding model and applies it to
-specific tool parameters.
-
-{{< notice tip >}}
-Use environment variable replacement with the format ${ENV_NAME}
-instead of hardcoding your API keys into the configuration file.
-{{< /notice >}}
-
-### Step 1 - Define an Embedding Model
-
-Define an embedding model in the `embeddingModels` section:
-
-```yaml
-embeddingModels:
-  gemini-model: # Name of the embedding model
-    kind: gemini
-    model: gemini-embedding-001
-    apiKey: ${GOOGLE_API_KEY}
-    dimension: 768
-
-```
-
-### Step 2 - Embed Tool Parameters
-
-Use the defined embedding model, embed your query parameters using the
-`embeddedBy` field. Only string-typed
-parameters can be embedded:
-
-```yaml
-tools:
-  # Vector ingestion tool
-  insert_embedding:
-    kind: postgres-sql
-    source: my-pg-instance
-    statement: |
-      INSERT INTO documents (content, embedding) 
-      VALUES ($1, $2);
-    parameters:
-      - name: content
-        type: string
-      - name: vector_string
-        type: string
-        description: The text to be vectorized and stored.
-        embeddedBy: gemini-model # refers to the name of a defined embedding model
-
-  # Semantic search tool
-  search_embedding:
-    kind: postgres-sql
-    source: my-pg-instance
-    statement: |
-      SELECT id, content, embedding <-> $1 AS distance 
-      FROM documents
-      ORDER BY distance LIMIT 1
-    parameters:
-      - name: semantic_search_string
-        type: string
-        description: The search query that will be converted to a vector.
-        embeddedBy: gemini-model # refers to the name of a defined embedding model
-```
-
-## Kinds of Embedding Models

docs/en/resources/embeddingModels/gemini.md

@@ -1,73 +0,0 @@
----
-title: "Gemini Embedding"
-type: docs
-weight: 1
-description: >
-  Use Google's Gemini models to generate high-performance text embeddings for vector databases.
----
-
-## About
-
-Google Gemini provides state-of-the-art embedding models that convert text into
-high-dimensional vectors. 
-
-### Authentication
-
-Toolbox uses your [Application Default Credentials
-(ADC)][adc] to authorize with the
-Gemini API client.
-
-Optionally, you can use an [API key][api-key] obtain an API
-Key from the [Google AI Studio][ai-studio].
-
-We recommend using an API key for testing and using application default
-credentials for production.
-
-[adc]: https://cloud.google.com/docs/authentication#adc
-[api-key]: https://ai.google.dev/gemini-api/docs/api-key#api-keys
-[ai-studio]: https://aistudio.google.com/app/apikey
-
-## Behavior
-
-### Automatic Vectorization
-
-When a tool parameter is configured with `embeddedBy: <your-gemini-model-name>`,
-the Toolbox intercepts the raw text input from the client and sends it to the
-Gemini API. The resulting numerical array is then formatted before being passed
-to your database source.
-
-### Dimension Matching
-
-The `dimension` field must match the expected size of your database column
-(e.g., a `vector(768)` column in PostgreSQL). This setting is supported by newer
-models since 2024 only. You cannot set this value if using the earlier model
-(`models/embedding-001`). Check out [available Gemini models][modellist] for more
-information.
-
-[modellist]:
-    https://docs.cloud.google.com/vertex-ai/generative-ai/docs/embeddings/get-text-embeddings#supported-models
-
-## Example
-
-```yaml
-embeddingModels:
-  gemini-model:
-    kind: gemini
-    model: gemini-embedding-001
-    apiKey: ${GOOGLE_API_KEY}
-    dimension: 768
-```
-
-{{< 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 `gemini`.                                            |
-| model     |  string  |     true     | The Gemini model ID to use (e.g., `gemini-embedding-001`).   |
-| apiKey    |  string  |    false     | Your API Key from Google AI Studio.                          |
-| dimension | integer  |    false     | The number of dimensions in the output vector (e.g., `768`). |

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

@@ -77,28 +77,6 @@ cluster][alloydb-free-trial].
 - [`postgres-get-column-cardinality`](../tools/postgres/postgres-get-column-cardinality.md)
   List cardinality of columns in a table in a PostgreSQL database.
 
-- [`postgres-list-table-stats`](../tools/postgres/postgres-list-table-stats.md)
-  List statistics of a table in a PostgreSQL database.
-
-- [`postgres-list-publication-tables`](../tools/postgres/postgres-list-publication-tables.md)
-  List publication tables in a PostgreSQL database.
-
-- [`postgres-list-tablespaces`](../tools/postgres/postgres-list-tablespaces.md)
-  List tablespaces in an AlloyDB for PostgreSQL database.
-
-- [`postgres-list-pg-settings`](../tools/postgres/postgres-list-pg-settings.md)
-  List configuration parameters for the PostgreSQL server.
-
-- [`postgres-list-database-stats`](../tools/postgres/postgres-list-database-stats.md)
-  Lists the key performance and activity statistics for each database in the AlloyDB
-  instance.
-
-- [`postgres-list-roles`](../tools/postgres/postgres-list-roles.md)
-  Lists all the user-created roles in PostgreSQL database.
-
-- [`postgres-list-stored-procedure`](../tools/postgres/postgres-list-stored-procedure.md)
-  Lists all the stored procedure in PostgreSQL database.
-
 ### Pre-built Configurations
 
 - [AlloyDB using MCP](https://googleapis.github.io/genai-toolbox/how-to/connect-ide/alloydb_pg_mcp/)

docs/en/resources/sources/bigquery.md

@@ -94,13 +94,6 @@ 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.
 
-If you are running on Google Compute Engine (GCE) or Google Kubernetes Engine
-(GKE), you might need to explicitly set the access scopes for the service
-account. While you can configure scopes when creating the VM or node pool, you
-can also specify them in the source configuration using the `scopes` field.
-Common scopes include `https://www.googleapis.com/auth/bigquery` or
-`https://www.googleapis.com/auth/cloud-platform`.
-
 ### Authentication via User's OAuth Access Token
 
 If the `useClientOAuth` parameter is set to `true`, Toolbox will instead use the
@@ -131,10 +124,6 @@ sources:
     #   - "my_dataset_1"
     #   - "other_project.my_dataset_2"
     # impersonateServiceAccount: "service-account@project-id.iam.gserviceaccount.com" # Optional: Service account to impersonate
-    # scopes: # Optional: List of OAuth scopes to request.
-    #   - "https://www.googleapis.com/auth/bigquery"
-    #   - "https://www.googleapis.com/auth/drive.readonly"
-    # maxQueryResultRows: 50 # Optional: Limits the number of rows returned by queries. Defaults to 50.
 ```
 
 Initialize a BigQuery source that uses the client's access token:
@@ -151,10 +140,6 @@ sources:
     #   - "my_dataset_1"
     #   - "other_project.my_dataset_2"
     # impersonateServiceAccount: "service-account@project-id.iam.gserviceaccount.com" # Optional: Service account to impersonate
-    # scopes: # Optional: List of OAuth scopes to request.
-    #   - "https://www.googleapis.com/auth/bigquery"
-    #   - "https://www.googleapis.com/auth/drive.readonly"
-    # maxQueryResultRows: 50 # Optional: Limits the number of rows returned by queries. Defaults to 50.
 ```
 
 ## Reference
@@ -167,6 +152,4 @@ sources:
 | writeMode                 |  string  |    false     | Controls the write behavior for tools. `allowed` (default): All queries are permitted. `blocked`: Only `SELECT` statements are allowed for the `bigquery-execute-sql` tool. `protected`: Enables session-based execution where all tools associated with this source instance share the same [BigQuery session](https://cloud.google.com/bigquery/docs/sessions-intro). This allows for stateful operations using temporary tables (e.g., `CREATE TEMP TABLE`). For `bigquery-execute-sql`, `SELECT` statements can be used on all tables, but write operations are restricted to the session's temporary dataset. For tools like `bigquery-sql`, `bigquery-forecast`, and `bigquery-analyze-contribution`, the `writeMode` restrictions do not apply, but they will operate within the shared session. **Note:** The `protected` mode cannot be used with `useClientOAuth: true`. It is also not recommended for multi-user server environments, as all users would share the same session. A session is terminated automatically after 24 hours of inactivity or after 7 days, whichever comes first. A new session is created on the next request, and any temporary data from the previous session will be lost. |
 | allowedDatasets           | []string |    false     | An optional list of dataset IDs that tools using this source are allowed to access. If provided, any tool operation attempting to access a dataset not in this list will be rejected. To enforce this, two types of operations are also disallowed: 1) Dataset-level operations (e.g., `CREATE SCHEMA`), and 2) operations where table access cannot be statically analyzed (e.g., `EXECUTE IMMEDIATE`, `CREATE PROCEDURE`). If a single dataset is provided, it will be treated as the default for prebuilt tools. |
 | useClientOAuth            |   bool   |    false     | If true, forwards the client's OAuth access token from the "Authorization" header to downstream queries. **Note:** This cannot be used with `writeMode: protected`.                                                                                                                                                                                                                                                                                                                                                |
-| scopes                    | []string |    false     | A list of OAuth 2.0 scopes to use for the credentials. If not provided, default scopes are used.                                                                                                                                                                                                                                                                                                                                                                                                                     |
 | impersonateServiceAccount |  string  |    false     | Service account email to impersonate when making BigQuery and Dataplex API calls. The authenticated principal must have the `roles/iam.serviceAccountTokenCreator` role on the target service account. [Learn More](https://cloud.google.com/iam/docs/service-account-impersonation)                                                                                                                                                                                                                                |
-| maxQueryResultRows             |   int    |    false     | The maximum number of rows to return from a query. Defaults to 50. |

docs/en/resources/sources/cloud-gda.md

@@ -1,40 +0,0 @@
----
-title: "Gemini Data Analytics"
-type: docs
-weight: 1
-description: >
-  A "cloud-gemini-data-analytics" source provides a client for the Gemini Data Analytics API.
-aliases:
-  - /resources/sources/cloud-gemini-data-analytics
----
-
-## About
-
-The `cloud-gemini-data-analytics` source provides a client to interact with the [Gemini Data Analytics API](https://docs.cloud.google.com/gemini/docs/conversational-analytics-api/reference/rest). This allows tools to send natural language queries to the API.
-
-Authentication can be handled in two ways:
-
-1.  **Application Default Credentials (ADC) (Recommended):** By default, the source uses ADC to authenticate with the API. The Toolbox server will fetch the credentials from its running environment (server-side authentication). This is the recommended method.
-2.  **Client-side OAuth:** If `useClientOAuth` is set to `true`, the source expects the authentication token to be provided by the caller when making a request to the Toolbox server (typically via an HTTP Bearer token). The Toolbox server will then forward this token to the underlying Gemini Data Analytics API calls.
-
-## Example
-
-```yaml
-sources:
-  my-gda-source:
-    kind: cloud-gemini-data-analytics
-    projectId: my-project-id
-
-  my-oauth-gda-source:
-    kind: cloud-gemini-data-analytics
-    projectId: my-project-id
-    useClientOAuth: true
-```
-
-## Reference
-
-| **field**      | **type** | **required** | **description**                                                                                                                                                              |
-| -------------- | :------: | :----------: | ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------- |
-| kind           |  string  |     true     | Must be "cloud-gemini-data-analytics".                                                                                                                                       |
-| projectId      |  string  |     true     | The Google Cloud Project ID where the API is enabled.                                                                                                                        |
-| useClientOAuth | boolean  |    false     | If true, the source uses the token provided by the caller (forwarded to the API). Otherwise, it uses server-side Application Default Credentials (ADC). Defaults to `false`. |

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

@@ -31,9 +31,6 @@ to a database by following these instructions][csql-mysql-quickstart].
 - [`mysql-list-active-queries`](../tools/mysql/mysql-list-active-queries.md)
   List active queries in Cloud SQL for MySQL.
 
-- [`mysql-get-query-plan`](../tools/mysql/mysql-get-query-plan.md)
-  Provide information about how MySQL executes a SQL statement (EXPLAIN).
-
 - [`mysql-list-tables`](../tools/mysql/mysql-list-tables.md)
   List tables in a Cloud SQL for MySQL database.
 

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

@@ -58,7 +58,6 @@ to a database by following these instructions][csql-pg-quickstart].
 
 - [`postgres-list-sequences`](../tools/postgres/postgres-list-sequences.md)
   List sequences in a PostgreSQL database.
-
 - [`postgres-long-running-transactions`](../tools/postgres/postgres-long-running-transactions.md)
   List long running transactions in a PostgreSQL database.
 
@@ -74,28 +73,6 @@ to a database by following these instructions][csql-pg-quickstart].
 - [`postgres-get-column-cardinality`](../tools/postgres/postgres-get-column-cardinality.md)
   List cardinality of columns in a table in a PostgreSQL database.
 
-- [`postgres-list-table-stats`](../tools/postgres/postgres-list-table-stats.md)
-  List statistics of a table in a PostgreSQL database.
-
-- [`postgres-list-publication-tables`](../tools/postgres/postgres-list-publication-tables.md)
-  List publication tables in a PostgreSQL database.
-
-- [`postgres-list-tablespaces`](../tools/postgres/postgres-list-tablespaces.md)
-  List tablespaces in a PostgreSQL database.
-
-- [`postgres-list-pg-settings`](../tools/postgres/postgres-list-pg-settings.md)
-  List configuration parameters for the PostgreSQL server.
-
-- [`postgres-list-database-stats`](../tools/postgres/postgres-list-database-stats.md)
-  Lists the key performance and activity statistics for each database in the postgreSQL
-  instance.
-
-- [`postgres-list-roles`](../tools/postgres/postgres-list-roles.md)
-  Lists all the user-created roles in PostgreSQL database.
-
-- [`postgres-list-stored-procedure`](../tools/postgres/postgres-list-stored-procedure.md)
-  Lists all the stored procedure in PostgreSQL database.
-
 ### Pre-built Configurations
 
 - [Cloud SQL for Postgres using

docs/en/resources/sources/dataplex.md

@@ -229,38 +229,22 @@ Finds resources that were created within, before, or after a given date or time.
 ### Aspect Search
 To search for entries based on their attached aspects, use the following query syntax.
 
-`has: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 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
 
-`has=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`
+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: =
 
-`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 operators depends on the type of field in the aspect, as follows:
-* **String**: `=` (exact match)
-* **All number types**: `=`, `:`, `<`, `>`, `<=`, `>=`, `=>`, `=<`
-* **Enum**: `=` (exact match only)
-* **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.
-
-* Syntax for system aspect types:
-    * `ASPECT_TYPE_ID.FIELD_NAME`
-    * `dataplex-types.ASPECT_TYPE_ID.FIELD_NAME`
-    * `dataplex-types.LOCATION.ASPECT_TYPE_ID.FIELD_NAME`
-For example, the following queries match entries where the value of the `type` field in the `bigquery-dataset` aspect is `default`:
-    * `bigquery-dataset.type=default`
-    * `dataplex-types.bigquery-dataset.type=default`
-    * `dataplex-types.global.bigquery-dataset.type=default`
-* Syntax for custom aspect types:
-    * If the aspect is created in the global region: `PROJECT_ID.ASPECT_TYPE_ID.FIELD_NAME`
-    * If the aspect is created in a specific region: `PROJECT_ID.REGION.ASPECT_TYPE_ID.FIELD_NAME`
-For example, the following queries match entries where the value of the `is-enrolled` field in the `employee-info` aspect is `true`.
-    * `example-project.us-central1.employee-info.is-enrolled=true`
-    * `example-project.employee-info.is-enrolled=true`
+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
@@ -274,25 +258,6 @@ 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.
 
-### Abbreviated syntax
-
-An abbreviated search syntax is also available, using `|` (vertical bar) for `OR` operators and `,` (comma) for `AND` operators.
-
-For example, to search for entries inside one of many projects using the `OR` operator, you can use the following abbreviated syntax:
-
-`projectid:(id1|id2|id3|id4)`
-
-The same search without using abbreviated syntax looks like the following:
-
-`projectid:id1 OR projectid:id2 OR projectid:id3 OR projectid:id4`
-
-To search for entries with matching column names, use the following:
-
-* **AND**: `column:(name1,name2,name3)`
-* **OR**: `column:(name1|name2|name3)`
-
-This abbreviated syntax works for the qualified predicates except for `label` in keyword search.
-
 ### Request
 1. Always try to rewrite the prompt using search syntax.
 

docs/en/resources/sources/looker.md

@@ -91,17 +91,18 @@ 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.                                                                                                 |
-| project              |  string  |    false     | The project id to use in Google Cloud.                                                                                                              |
-| location             |  string  |    false     | The location to use in Google Cloud. (default: us)                                                                                                  |
-| timeout              |  string  |    false     | Maximum time to wait for query execution (e.g. "30s", "2m"). By default, 120s is applied.                                                           |
-| use_client_oauth     |  string  |    false     | Use OAuth tokens instead of client_id and client_secret. (default: false) If a header name is provided, it will be used instead of "Authorization". |
-| 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  |    false     | The client id assigned by Looker.                                                         |
+| client_secret        |  string  |    false     | The client secret assigned by Looker.                                                     |
+| verify_ssl           |  string  |    false     | Whether to check the ssl certificate of the server.                                       |
+| project              |  string  |    false     | The project id to use in Google Cloud.                                                    |
+| location             |  string  |    false     | The location to use in Google Cloud. (default: us)                                        |
+| timeout              |  string  |    false     | Maximum time to wait for query execution (e.g. "30s", "2m"). By default, 120s is applied. |
+| use_client_oauth     |  string  |    false     | Use OAuth tokens instead of client_id and client_secret. (default: false) If a header     |
+|                      |          |              | name is provided, it will be used instead of "Authorization".                             |
+| 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)                                               |

docs/en/resources/sources/mariadb.md

@@ -1,78 +0,0 @@
----
-title: "MariaDB"
-type: docs
-weight: 1
-description: >
-  MariaDB is an open-source relational database compatible with MySQL.
-
----
-## About
-
-MariaDB is a relational database management system derived from MySQL. It
-implements the MySQL protocol and client libraries and supports modern SQL
-features with a focus on performance and reliability.
-
-**Note**: MariaDB is supported using the MySQL source.
-## Available Tools
-
-- [`mysql-sql`](../tools/mysql/mysql-sql.md)
-  Execute pre-defined prepared SQL queries in MariaDB.
-
-- [`mysql-execute-sql`](../tools/mysql/mysql-execute-sql.md)
-  Run parameterized SQL queries in MariaDB.
-
-- [`mysql-list-active-queries`](../tools/mysql/mysql-list-active-queries.md)
-  List active queries in MariaDB.
-
-- [`mysql-list-tables`](../tools/mysql/mysql-list-tables.md)
-  List tables in a MariaDB database.
-
-- [`mysql-list-tables-missing-unique-indexes`](../tools/mysql/mysql-list-tables-missing-unique-indexes.md)
-  List tables in a MariaDB database that do not have primary or unique indices.
-
-- [`mysql-list-table-fragmentation`](../tools/mysql/mysql-list-table-fragmentation.md)
-  List table fragmentation in MariaDB tables.
-
-## Requirements
-
-### Database User
-
-This source only uses standard authentication. You will need to [create a
-MariaDB user][mariadb-users] to log in to the database.
-
-[mariadb-users]: https://mariadb.com/kb/en/create-user/
-
-## Example
-
-```yaml
-sources:
-    my_mariadb_db:
-        kind: mysql
-        host: 127.0.0.1
-        port: 3306
-        database: my_db
-        user: ${MARIADB_USER}
-        password: ${MARIADB_PASS}
-        # Optional TLS and other driver parameters. For example, enable preferred TLS:
-        # queryParams:
-        #     tls: preferred
-        queryTimeout: 30s # Optional: query timeout duration
-```
-
-{{< notice tip >}}
-Use environment variables instead of committing credentials to source files.
-{{< /notice >}}
-
-
-## Reference
-
-| **field**    | **type** | **required** | **description**                                                                                 |
-| ------------ | :------: | :----------: | ----------------------------------------------------------------------------------------------- |
-| kind         |  string  |     true     | Must be `mysql`.                                                                                |
-| host         |  string  |     true     | IP address to connect to (e.g. "127.0.0.1").                                                    |
-| port         |  string  |     true     | Port to connect to (e.g. "3307").                                                               |
-| database     |  string  |     true     | Name of the MariaDB database to connect to (e.g. "my_db").                                        |
-| user         |  string  |     true     | Name of the MariaDB user to connect as (e.g. "my-mysql-user").                                    |
-| password     |  string  |     true     | Password of the MariaDB 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. |

docs/en/resources/sources/mysql.md

@@ -25,9 +25,6 @@ reliability, performance, and ease of use.
 - [`mysql-list-active-queries`](../tools/mysql/mysql-list-active-queries.md)
   List active queries in MySQL.
 
-- [`mysql-get-query-plan`](../tools/mysql/mysql-get-query-plan.md)
-  Provide information about how MySQL executes a SQL statement (EXPLAIN).
-
 - [`mysql-list-tables`](../tools/mysql/mysql-list-tables.md)
   List tables in a MySQL database.
 

docs/en/resources/sources/oracle.md

@@ -18,10 +18,10 @@ DW) database workloads.
 ## Available Tools
 
 - [`oracle-sql`](../tools/oracle/oracle-sql.md)
-    Execute pre-defined prepared SQL queries in Oracle.
+  Execute pre-defined prepared SQL queries in Oracle.
 
 - [`oracle-execute-sql`](../tools/oracle/oracle-execute-sql.md)
-    Run parameterized SQL queries in Oracle.
+  Run parameterized SQL queries in Oracle.
 
 ## Requirements
 
@@ -33,25 +33,6 @@ user][oracle-users] to log in to the database with the necessary permissions.
 [oracle-users]:
     https://docs.oracle.com/en/database/oracle/oracle-database/21/sqlrf/CREATE-USER.html
 
-### Oracle Driver Requirement (Conditional)
-
-The Oracle source offers two connection drivers:
-
-1. **Pure Go Driver (`useOCI: false`, default):** Uses the `go-ora` library.
-   This driver is simpler and does not require any local Oracle software
-   installation, but it **lacks support for advanced features** like Oracle
-   Wallets or Kerberos authentication.
-
-2. **OCI-Based Driver (`useOCI: true`):** Uses the `godror` library, which
-   provides access to **advanced Oracle features** like Digital Wallet support.
-
-If you set `useOCI: true`, you **must** install the **Oracle Instant Client**
-libraries on the machine where this tool runs.
-
-You can download the Instant Client from the official Oracle website: [Oracle
-Instant Client
-Downloads](https://www.oracle.com/database/technologies/instant-client/downloads.html)
-
 ## Connection Methods
 
 You can configure the connection to your Oracle database using one of the
@@ -85,15 +66,12 @@ using a TNS (Transparent Network Substrate) alias.
   containing it. This setting will override the `TNS_ADMIN` environment
   variable.
 
-## Examples
-
-This example demonstrates the four connection methods you could choose from:
+## Example
 
 ```yaml
 sources:
     my-oracle-source:
         kind: oracle
-        
         # --- Choose one connection method ---
         # 1. Host, Port, and Service Name
         host: 127.0.0.1
@@ -110,43 +88,6 @@ sources:
         user: ${USER_NAME}
         password: ${PASSWORD}
 
-        # Optional: Set to true to use the OCI-based driver for advanced features (Requires Oracle Instant Client)
-```
-
-### Using an Oracle Wallet
-
-Oracle Wallet allows you to store credentails used for database connection. Depending whether you are using an OCI-based driver, the wallet configuration is different.
-
-#### Pure Go Driver (`useOCI: false`) - Oracle Wallet
-
-The `go-ora` driver uses the `walletLocation` field to connect to a database secured with an Oracle Wallet without standard username and password.
-
-```yaml
-sources:
-    pure-go-wallet:
-        kind: oracle
-        connectionString: "127.0.0.1:1521/XEPDB1"
-        user: ${USER_NAME}
-        password: ${PASSWORD}
-        # The TNS Alias is often required to connect to a service registered in tnsnames.ora
-        tnsAlias: "SECURE_DB_ALIAS"
-        walletLocation: "/path/to/my/wallet/directory"
-```
-
-#### OCI-Based Driver (`useOCI: true`) - Oracle Wallet
-
-For the OCI-based driver, wallet authentication is triggered by setting tnsAdmin to the wallet directory and connecting via a tnsAlias. 
-
-```yaml
-sources:
-    oci-wallet:
-        kind: oracle
-        connectionString: "127.0.0.1:1521/XEPDB1"
-        user: ${USER_NAME}
-        password: ${PASSWORD}
-        tnsAlias: "WALLET_DB_ALIAS"
-        tnsAdmin: "/opt/oracle/wallet" # Directory containing tnsnames.ora, sqlnet.ora, and wallet files
-        useOCI: true
 ```
 
 {{< notice tip >}}
@@ -156,15 +97,14 @@ instead of hardcoding your secrets into the configuration file.
 
 ## Reference
 
-| **field**        | **type** | **required** | **description**                                                                                                                                                                         |
-|------------------|:--------:|:------------:|-----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|
-| kind             |  string  |     true     | Must be "oracle".                                                                                                                                                                       |
-| user             |  string  |     true     | Name of the Oracle user to connect as (e.g. "my-oracle-user").                                                                                                                          |
-| password         |  string  |     true     | Password of the Oracle user (e.g. "my-password").                                                                                                                                       |
-| host             |  string  |    false     | IP address or hostname to connect to (e.g. "127.0.0.1"). Required if not using `connectionString` or `tnsAlias`.                                                                        |
-| port             | integer  |    false     | Port to connect to (e.g. "1521"). Required if not using `connectionString` or `tnsAlias`.                                                                                               |
-| serviceName      |  string  |    false     | The Oracle service name of the database to connect to. Required if not using `connectionString` or `tnsAlias`.                                                                          |
-| connectionString |  string  |    false     | A direct connection string (e.g. "hostname:port/servicename"). Use as an alternative to `host`, `port`, and `serviceName`.                                                              |
-| tnsAlias         |  string  |    false     | A TNS alias from a `tnsnames.ora` file. Use as an alternative to `host`/`port` or `connectionString`.                                                                                   |
-| tnsAdmin         |  string  |    false     | Path to the directory containing the `tnsnames.ora` file. This overrides the `TNS_ADMIN` environment variable if it is set.                                                             |
-| useOCI           |   bool   |    false     | If true, uses the OCI-based driver (godror) which supports Oracle Wallet/Kerberos but requires the Oracle Instant Client libraries to be installed. Defaults to false (pure Go driver). |
+| **field**        | **type** | **required** | **description**                                                                                                             |
+|------------------|:--------:|:------------:|-----------------------------------------------------------------------------------------------------------------------------|
+| kind             |  string  |     true     | Must be "oracle".                                                                                                           |
+| user             |  string  |     true     | Name of the Oracle user to connect as (e.g. "my-oracle-user").                                                              |
+| password         |  string  |     true     | Password of the Oracle user (e.g. "my-password").                                                                           |
+| host             |  string  |    false     | IP address or hostname to connect to (e.g. "127.0.0.1"). Required if not using `connectionString` or `tnsAlias`.            |
+| port             | integer  |    false     | Port to connect to (e.g. "1521"). Required if not using `connectionString` or `tnsAlias`.                                   |
+| serviceName      |  string  |    false     | The Oracle service name of the database to connect to. Required if not using `connectionString` or `tnsAlias`.              |
+| connectionString |  string  |    false     | A direct connection string (e.g. "hostname:port/servicename"). Use as an alternative to `host`, `port`, and `serviceName`.  |
+| tnsAlias         |  string  |    false     | A TNS alias from a `tnsnames.ora` file. Use as an alternative to `host`/`port` or `connectionString`.                       |
+| tnsAdmin         |  string  |    false     | Path to the directory containing the `tnsnames.ora` file. This overrides the `TNS_ADMIN` environment variable if it is set. |

docs/en/resources/sources/postgres.md

@@ -68,28 +68,6 @@ reputation for reliability, feature robustness, and performance.
 - [`postgres-get-column-cardinality`](../tools/postgres/postgres-get-column-cardinality.md)
   List cardinality of columns in a table in a PostgreSQL database.
 
-- [`postgres-list-table-stats`](../tools/postgres/postgres-list-table-stats.md)
-  List statistics of a table in a PostgreSQL database.
-
-- [`postgres-list-publication-tables`](../tools/postgres/postgres-list-publication-tables.md)
-  List publication tables in a PostgreSQL database.
-
-- [`postgres-list-tablespaces`](../tools/postgres/postgres-list-tablespaces.md)
-  List tablespaces in a PostgreSQL database.
-
-- [`postgres-list-pg-settings`](../tools/postgres/postgres-list-pg-settings.md)
-  List configuration parameters for the PostgreSQL server.
-
-- [`postgres-list-database-stats`](../tools/postgres/postgres-list-database-stats.md)
-  Lists the key performance and activity statistics for each database in the postgreSQL
-  server.
-
-- [`postgres-list-roles`](../tools/postgres/postgres-list-roles.md)
-  Lists all the user-created roles in PostgreSQL database.
-
-- [`postgres-list-stored-procedure`](../tools/postgres/postgres-list-stored-procedure.md)
-  Lists all the stored procedure in PostgreSQL database.
-
 ### Pre-built Configurations
 
 - [PostgreSQL using MCP](https://googleapis.github.io/genai-toolbox/how-to/connect-ide/postgres_mcp/)

docs/en/resources/sources/serverless-spark.md

@@ -21,10 +21,6 @@ Apache Spark.
   Get a Serverless Spark batch.
 - [`serverless-spark-cancel-batch`](../tools/serverless-spark/serverless-spark-cancel-batch.md)
   Cancel a running Serverless Spark batch operation.
-- [`serverless-spark-create-pyspark-batch`](../tools/serverless-spark/serverless-spark-create-pyspark-batch.md)
-  Create a Serverless Spark PySpark batch operation.
-- [`serverless-spark-create-spark-batch`](../tools/serverless-spark/serverless-spark-create-spark-batch.md)
-  Create a Serverless Spark Java batch operation.
 
 ## Requirements
 

docs/en/resources/sources/snowflake.md

@@ -1,63 +0,0 @@
----
-title: "Snowflake"
-type: docs
-weight: 1
-description: >
-  Snowflake is a cloud-based data platform.
-
----
-
-## About
-
-[Snowflake][sf-docs] is a cloud data platform that provides a data warehouse-as-a-service designed for the cloud.
-
-[sf-docs]: https://docs.snowflake.com/
-
-## Available Tools
-
-- [`snowflake-sql`](../tools/snowflake/snowflake-sql.md)  
-  Execute SQL queries as prepared statements in Snowflake.
-
-- [`snowflake-execute-sql`](../tools/snowflake/snowflake-execute-sql.md)  
-  Run parameterized SQL statements in Snowflake.
-
-## Requirements
-
-### Database User
-
-This source only uses standard authentication. You will need to create a
-Snowflake user to login to the database with.
-
-## Example
-
-```yaml
-sources:
-    my-sf-source:
-        kind: snowflake
-        account: ${SNOWFLAKE_ACCOUNT}
-        user: ${SNOWFLAKE_USER}
-        password: ${SNOWFLAKE_PASSWORD}
-        database: ${SNOWFLAKE_DATABASE}
-        schema: ${SNOWFLAKE_SCHEMA}
-        warehouse: ${SNOWFLAKE_WAREHOUSE}
-        role: ${SNOWFLAKE_ROLE}
-```
-
-{{< 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 "snowflake".                                                   |
-| account   |  string  |     true     | Your Snowflake account identifier.                                     |
-| user      |  string  |     true     | Name of the Snowflake user to connect as (e.g. "my-sf-user").          |
-| password  |  string  |     true     | Password of the Snowflake user (e.g. "my-password").                   |
-| database  |  string  |     true     | Name of the Snowflake database to connect to (e.g. "my_db").           |
-| schema    |  string  |     true     | Name of the schema to use (e.g. "my_schema").                          |
-| warehouse |  string  |     false    | The virtual warehouse to use. Defaults to "COMPUTE_WH".                |
-| role      |  string  |     false    | The security role to use. Defaults to "ACCOUNTADMIN".                  |
-| timeout   |  integer |     false    | The connection timeout in seconds. Defaults to 60.                     |

docs/en/resources/sources/trino.md

@@ -50,19 +50,16 @@ instead of hardcoding your secrets into the configuration file.
 
 ## 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)                                              |
-| disableSslVerification | boolean  |    false     | Skip SSL/TLS certificate verification (default: false)                       |
-| sslCertPath            |  string  |    false     | Path to a custom SSL/TLS certificate file                                    |
-| sslCert                |  string  |    false     | Custom SSL/TLS certificate content                                           |
+| **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)                                              |