Refactor Github Action per b/485167538

## Description

Trigger has been tested corresponding to local changes. Latest
successful run:
https://pantheon.corp.google.com/cloud-build/builds;region=global/0e7720f6-451c-4a89-8a43-a35131ec90a5;step=0?project=toolbox-testing-438616

Note: After merging, update JS pre and post processing sample testing
trigger.

## PR Checklist

> Thank you for opening a Pull Request! Before submitting your PR, there
are a
> few things you can do to make sure it goes smoothly:

- [ ] Make sure you reviewed

[CONTRIBUTING.md](https://github.com/googleapis/genai-toolbox/blob/main/CONTRIBUTING.md)
- [ ] Make sure to open an issue as a

[bug/issue](https://github.com/googleapis/genai-toolbox/issues/new/choose)
  before writing your code! That way we can discuss the change, evaluate
  designs, and agree on the general idea
- [ ] Ensure the tests and linter pass
- [ ] Code coverage does not decrease (if any source code was changed)
- [ ] Appropriate docs were updated (if necessary)
- [ ] Make sure to add `!` if this involve a breaking change

🛠️ Fixes #<issue_number_goes_here>

---------

Co-authored-by: gemini-code-assist[bot] <176961590+gemini-code-assist[bot]@users.noreply.github.com>
Co-authored-by: Anubhav Dhawan <anubhavdhawan@google.com>

.ci/integration.cloudbuild.yaml

@@ -171,6 +171,23 @@ steps:
           alloydbainl \
           alloydbainl
 
+  - id: "alloydb-omni"
+    name: golang:1
+    waitFor: ["compile-test-binary"]
+    entrypoint: /bin/bash
+    env:
+      - "GOPATH=/gopath"
+    volumes:
+      - name: "go"
+        path: "/gopath"
+    args:
+      - -c
+      - |
+        .ci/test_with_coverage.sh \
+          "AlloyDB Omni" \
+          alloydbomni \
+          postgres
+
   - id: "bigtable"
     name: golang:1
     waitFor: ["compile-test-binary"]
@@ -337,6 +354,30 @@ steps:
           postgressql \
           postgresexecutesql
 
+  - id: "cockroachdb"
+    name: golang:1
+    waitFor: ["compile-test-binary"]
+    entrypoint: /bin/bash
+    env:
+      - "GOPATH=/gopath"
+      - "COCKROACHDB_DATABASE=$_DATABASE_NAME"
+      - "COCKROACHDB_PORT=$_COCKROACHDB_PORT"
+      - "SERVICE_ACCOUNT_EMAIL=$SERVICE_ACCOUNT_EMAIL"
+    secretEnv: ["COCKROACHDB_USER", "COCKROACHDB_HOST","CLIENT_ID"]
+    volumes:
+      - name: "go"
+        path: "/gopath"
+    args:
+      - -c
+      - |
+        .ci/test_with_coverage.sh \
+          "CockroachDB" \
+          cockroachdb \
+          cockroachdbsql \
+          cockroachdbexecutesql \
+          cockroachdblisttables \
+          cockroachdblistschemas
+
   - id: "spanner"
     name: golang:1
     waitFor: ["compile-test-binary"]
@@ -676,7 +717,7 @@ steps:
           "Looker" \
           looker \
           looker
-    
+
   - id: "mindsdb"
     name: golang:1
     waitFor: ["compile-test-binary"]
@@ -864,7 +905,7 @@ steps:
           "Snowflake" \
           snowflake \
           snowflake
- 
+
   - id: "cassandra"
     name: golang:1
     waitFor: ["compile-test-binary"]
@@ -906,16 +947,16 @@ steps:
         tar -C /usr/local -xzf go.tar.gz
         export PATH="/usr/local/go/bin:$$PATH"
 
-        go test -v ./internal/sources/oracle/... \
+        go test -v ./tests/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: $total_coverage is below 20%."
+        if awk -v cov="$coverage_numeric" 'BEGIN {exit !(cov < 60)}'; then
+            echo "Coverage failure: $total_coverage is below 60%."
             exit 1
         fi
 
@@ -1112,6 +1153,11 @@ availableSecrets:
       env: MARIADB_HOST
     - versionName: projects/$PROJECT_ID/secrets/mongodb_uri/versions/latest
       env: MONGODB_URI
+    - versionName: projects/$PROJECT_ID/secrets/cockroachdb_user/versions/latest
+      env: COCKROACHDB_USER
+    - versionName: projects/$PROJECT_ID/secrets/cockroachdb_host/versions/latest
+      env: COCKROACHDB_HOST
+
 
 options:
   logging: CLOUD_LOGGING_ONLY
@@ -1172,6 +1218,9 @@ substitutions:
   _SINGLESTORE_PORT: "3308"
   _SINGLESTORE_DATABASE: "singlestore"
   _SINGLESTORE_USER: "root"
+  _COCKROACHDB_HOST: 127.0.0.1
+  _COCKROACHDB_PORT: "26257"
+  _COCKROACHDB_USER: "root"
   _MARIADB_PORT: "3307"
   _MARIADB_DATABASE: test_database
   _SNOWFLAKE_DATABASE: "test"

.ci/quickstart_test/run_go_tests.sh

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

.ci/quickstart_test/run_js_tests.sh

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

.ci/quickstart_test/run_py_tests.sh

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

.ci/sample_tests/pre_post_processing/go.integration.cloudbuild.yaml

@@ -0,0 +1,57 @@
+# Copyright 2026 Google LLC
+#
+# Licensed under the Apache License, Version 2.0 (the "License");
+# you may not use this file except in compliance with the License.
+# You may obtain a copy of the License at
+#
+#      http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing, software
+# distributed under the License is distributed on an "AS IS" BASIS,
+# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+# See the License for the specific language governing permissions and
+# limitations under the License.
+
+steps:
+  - name: "${_IMAGE}"
+    id: "go-pre-post-processing-test"
+    entrypoint: "bash"
+    args:
+      - -c
+      - |
+        set -ex
+        chmod +x .ci/sample_tests/run_tests.sh
+        .ci/sample_tests/run_tests.sh
+    env:
+      - "CLOUD_SQL_INSTANCE=${_CLOUD_SQL_INSTANCE}"
+      - "GCP_PROJECT=${_GCP_PROJECT}"
+      - "DATABASE_NAME=${_DATABASE_NAME}"
+      - "DB_USER=${_DB_USER}"
+      - "TARGET_ROOT=${_TARGET_ROOT}"
+      - "TARGET_LANG=${_TARGET_LANG}"
+      - "TABLE_NAME=${_TABLE_NAME}"
+      - "SQL_FILE=${_SQL_FILE}"
+      - "AGENT_FILE_PATTERN=${_AGENT_FILE_PATTERN}"
+    secretEnv: ["TOOLS_YAML_CONTENT", "GOOGLE_API_KEY", "DB_PASSWORD"]
+
+availableSecrets:
+  secretManager:
+    - versionName: projects/${_GCP_PROJECT}/secrets/${_TOOLS_YAML_SECRET}/versions/5
+      env: "TOOLS_YAML_CONTENT"
+    - versionName: projects/${_GCP_PROJECT_NUMBER}/secrets/${_API_KEY_SECRET}/versions/latest
+      env: "GOOGLE_API_KEY"
+    - versionName: projects/${_GCP_PROJECT}/secrets/${_DB_PASS_SECRET}/versions/latest
+      env: "DB_PASSWORD"
+
+timeout: 1200s
+
+substitutions:
+  _TARGET_LANG: "go"
+  _IMAGE: "golang:1.25.1"
+  _TARGET_ROOT: "docs/en/samples/pre_post_processing/go"
+  _TABLE_NAME: "hotels_go_pre_post_processing"
+  _SQL_FILE: ".ci/sample_tests/setup_hotels.sql"
+  _AGENT_FILE_PATTERN: "agent.go"
+
+options:
+  logging: CLOUD_LOGGING_ONLY

.ci/sample_tests/pre_post_processing/js.integration.cloudbuild.yaml

@@ -0,0 +1,57 @@
+# Copyright 2026 Google LLC
+#
+# Licensed under the Apache License, Version 2.0 (the "License");
+# you may not use this file except in compliance with the License.
+# You may obtain a copy of the License at
+#
+#      http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing, software
+# distributed under the License is distributed on an "AS IS" BASIS,
+# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+# See the License for the specific language governing permissions and
+# limitations under the License.
+
+steps:
+  - name: "${_IMAGE}"
+    id: "js-pre-post-processing-test"
+    entrypoint: "bash"
+    args:
+      - -c
+      - |
+        set -ex
+        chmod +x .ci/sample_tests/run_tests.sh
+        .ci/sample_tests/run_tests.sh
+    env:
+      - "CLOUD_SQL_INSTANCE=${_CLOUD_SQL_INSTANCE}"
+      - "GCP_PROJECT=${_GCP_PROJECT}"
+      - "DATABASE_NAME=${_DATABASE_NAME}"
+      - "DB_USER=${_DB_USER}"
+      - "TARGET_ROOT=${_TARGET_ROOT}"
+      - "TARGET_LANG=${_TARGET_LANG}"
+      - "TABLE_NAME=${_TABLE_NAME}"
+      - "SQL_FILE=${_SQL_FILE}"
+      - "AGENT_FILE_PATTERN=${_AGENT_FILE_PATTERN}"
+    secretEnv: ["TOOLS_YAML_CONTENT", "GOOGLE_API_KEY", "DB_PASSWORD"]
+
+availableSecrets:
+  secretManager:
+    - versionName: projects/${_GCP_PROJECT}/secrets/${_TOOLS_YAML_SECRET}/versions/5
+      env: "TOOLS_YAML_CONTENT"
+    - versionName: projects/${_GCP_PROJECT_NUMBER}/secrets/${_API_KEY_SECRET}/versions/latest
+      env: "GOOGLE_API_KEY"
+    - versionName: projects/${_GCP_PROJECT}/secrets/${_DB_PASS_SECRET}/versions/latest
+      env: "DB_PASSWORD"
+
+timeout: 1200s
+
+substitutions:
+  _TARGET_LANG: "js"
+  _IMAGE: "node:22"
+  _TARGET_ROOT: "docs/en/samples/pre_post_processing/js"
+  _TABLE_NAME: "hotels_js_pre_post_processing"
+  _SQL_FILE: ".ci/sample_tests/setup_hotels.sql"
+  _AGENT_FILE_PATTERN: "agent.js"
+
+options:
+  logging: CLOUD_LOGGING_ONLY

.ci/sample_tests/pre_post_processing/py.integration.cloudbuild.yaml

@@ -0,0 +1,57 @@
+# Copyright 2026 Google LLC
+#
+# Licensed under the Apache License, Version 2.0 (the "License");
+# you may not use this file except in compliance with the License.
+# You may obtain a copy of the License at
+#
+#      http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing, software
+# distributed under the License is distributed on an "AS IS" BASIS,
+# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+# See the License for the specific language governing permissions and
+# limitations under the License.
+
+steps:
+  - name: "${_IMAGE}"
+    id: "py-pre-post-processing-test"
+    entrypoint: "bash"
+    args:
+      - -c
+      - |
+        set -ex
+        chmod +x .ci/sample_tests/run_tests.sh
+        .ci/sample_tests/run_tests.sh
+    env:
+      - "CLOUD_SQL_INSTANCE=${_CLOUD_SQL_INSTANCE}"
+      - "GCP_PROJECT=${_GCP_PROJECT}"
+      - "DATABASE_NAME=${_DATABASE_NAME}"
+      - "DB_USER=${_DB_USER}"
+      - "TARGET_ROOT=${_TARGET_ROOT}"
+      - "TARGET_LANG=${_TARGET_LANG}"
+      - "TABLE_NAME=${_TABLE_NAME}"
+      - "SQL_FILE=${_SQL_FILE}"
+      - "AGENT_FILE_PATTERN=${_AGENT_FILE_PATTERN}"
+    secretEnv: ["TOOLS_YAML_CONTENT", "GOOGLE_API_KEY", "DB_PASSWORD"]
+
+availableSecrets:
+  secretManager:
+    - versionName: projects/${_GCP_PROJECT}/secrets/${_TOOLS_YAML_SECRET}/versions/5
+      env: "TOOLS_YAML_CONTENT"
+    - versionName: projects/${_GCP_PROJECT_NUMBER}/secrets/${_API_KEY_SECRET}/versions/latest
+      env: "GOOGLE_API_KEY"
+    - versionName: projects/${_GCP_PROJECT}/secrets/${_DB_PASS_SECRET}/versions/latest
+      env: "DB_PASSWORD"
+
+timeout: 1200s
+
+substitutions:
+  _TARGET_LANG: "python"
+  _IMAGE: "gcr.io/google.com/cloudsdktool/cloud-sdk:537.0.0"
+  _TARGET_ROOT: "docs/en/samples/pre_post_processing/python"
+  _TABLE_NAME: "hotels_py_pre_post_processing"
+  _SQL_FILE: ".ci/sample_tests/setup_hotels.sql"
+  _AGENT_FILE_PATTERN: "agent.py"
+
+options:
+  logging: CLOUD_LOGGING_ONLY

.ci/sample_tests/quickstart/go.integration.cloudbuild.yaml

@@ -23,13 +23,18 @@ steps:
       - |
         set -ex
         export VERSION=$(cat ./cmd/version.txt)
-        chmod +x .ci/quickstart_test/run_go_tests.sh
-        .ci/quickstart_test/run_go_tests.sh
+        chmod +x .ci/sample_tests/run_tests.sh
+        .ci/sample_tests/run_tests.sh
     env:
       - 'CLOUD_SQL_INSTANCE=${_CLOUD_SQL_INSTANCE}'
       - 'GCP_PROJECT=${_GCP_PROJECT}'
       - 'DATABASE_NAME=${_DATABASE_NAME}'
       - 'DB_USER=${_DB_USER}'
+      - 'TARGET_ROOT=docs/en/getting-started/quickstart/go'
+      - 'TARGET_LANG=go'
+      - 'TABLE_NAME=hotels_go'
+      - 'SQL_FILE=.ci/sample_tests/setup_hotels.sql'
+      - 'AGENT_FILE_PATTERN=quickstart.go'
     secretEnv: ['TOOLS_YAML_CONTENT', 'GOOGLE_API_KEY', 'DB_PASSWORD']
 
 availableSecrets:

.ci/sample_tests/quickstart/js.integration.cloudbuild.yaml

@@ -23,13 +23,18 @@ steps:
       - |
         set -ex
         export VERSION=$(cat ./cmd/version.txt)
-        chmod +x .ci/quickstart_test/run_js_tests.sh
-        .ci/quickstart_test/run_js_tests.sh
+        chmod +x .ci/sample_tests/run_tests.sh
+        .ci/sample_tests/run_tests.sh
     env:
       - 'CLOUD_SQL_INSTANCE=${_CLOUD_SQL_INSTANCE}'
       - 'GCP_PROJECT=${_GCP_PROJECT}'
       - 'DATABASE_NAME=${_DATABASE_NAME}'
       - 'DB_USER=${_DB_USER}'
+      - 'TARGET_ROOT=docs/en/getting-started/quickstart/js'
+      - 'TARGET_LANG=js'
+      - 'TABLE_NAME=hotels_js'
+      - 'SQL_FILE=.ci/sample_tests/setup_hotels.sql'
+      - 'AGENT_FILE_PATTERN=quickstart.js'
     secretEnv: ['TOOLS_YAML_CONTENT', 'GOOGLE_API_KEY', 'DB_PASSWORD']
 
 availableSecrets:

.ci/sample_tests/quickstart/py.integration.cloudbuild.yaml

@@ -23,13 +23,18 @@ steps:
       - |
         set -ex
         export VERSION=$(cat ./cmd/version.txt)
-        chmod +x .ci/quickstart_test/run_py_tests.sh
-        .ci/quickstart_test/run_py_tests.sh
+        chmod +x .ci/sample_tests/run_tests.sh
+        .ci/sample_tests/run_tests.sh
     env:
       - 'CLOUD_SQL_INSTANCE=${_CLOUD_SQL_INSTANCE}'
       - 'GCP_PROJECT=${_GCP_PROJECT}'
       - 'DATABASE_NAME=${_DATABASE_NAME}'
       - 'DB_USER=${_DB_USER}'
+      - 'TARGET_ROOT=docs/en/getting-started/quickstart/python'
+      - 'TARGET_LANG=python'
+      - 'TABLE_NAME=hotels_python'
+      - 'SQL_FILE=.ci/sample_tests/setup_hotels.sql'
+      - 'AGENT_FILE_PATTERN=quickstart.py'
     secretEnv: ['TOOLS_YAML_CONTENT', 'GOOGLE_API_KEY', 'DB_PASSWORD']
 
 availableSecrets:

.ci/sample_tests/run_tests.sh

@@ -0,0 +1,202 @@
+# Copyright 2026 Google LLC
+# 
+# Licensed under the Apache License, Version 2.0 (the "License");
+# you may not use this file except in compliance with the License.
+# You may obtain a copy of the License at
+# 
+#      http://www.apache.org/licenses/LICENSE-2.0
+# 
+# Unless required by applicable law or agreed to in writing, software
+# distributed under the License is distributed on an "AS IS" BASIS,
+# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+# See the License for the specific language governing permissions and
+# limitations under the License.
+
+set -e
+
+# --- Configuration (from Environment Variables) ---
+# TARGET_ROOT: The directory to search for tests (e.g., docs/en/getting-started/quickstart/js)
+# TARGET_LANG: python, js, go
+# TABLE_NAME: Database table name to use
+# SQL_FILE: Path to the SQL setup file
+# AGENT_FILE_PATTERN: Filename to look for (e.g., quickstart.js or agent.py)
+
+VERSION=$(cat ./cmd/version.txt)
+
+# Process IDs & Logs
+PROXY_PID=""
+TOOLBOX_PID=""
+PROXY_LOG="cloud_sql_proxy.log"
+TOOLBOX_LOG="toolbox_server.log"
+
+install_system_packages() {
+  echo "Installing system packages..."
+  apt-get update && apt-get install -y \
+    postgresql-client \
+    wget \
+    gettext-base  \
+    netcat-openbsd
+    
+  if [[ "$TARGET_LANG" == "python" ]]; then
+    apt-get install -y python3-venv
+  fi
+}
+
+start_cloud_sql_proxy() {
+  echo "Starting Cloud SQL Proxy..."
+  wget -q "https://storage.googleapis.com/cloud-sql-connectors/cloud-sql-proxy/v2.10.0/cloud-sql-proxy.linux.amd64" -O /usr/local/bin/cloud-sql-proxy
+  chmod +x /usr/local/bin/cloud-sql-proxy
+  cloud-sql-proxy "${CLOUD_SQL_INSTANCE}" > "$PROXY_LOG" 2>&1 &
+  PROXY_PID=$!
+
+  # Health Check
+  for i in {1..30}; do
+    if nc -z 127.0.0.1 5432; then
+      echo "Cloud SQL Proxy is up and running."
+      return
+    fi
+    sleep 1
+  done
+  echo "ERROR: Cloud SQL Proxy failed to start. Logs:"
+  cat "$PROXY_LOG"
+  exit 1
+}
+
+setup_toolbox() {
+  echo "Setting up Toolbox server..."
+  TOOLBOX_YAML="/tools.yaml"
+  echo "${TOOLS_YAML_CONTENT}" > "$TOOLBOX_YAML"
+  wget -q "https://storage.googleapis.com/genai-toolbox/v${VERSION}/linux/amd64/toolbox" -O "/toolbox"
+  chmod +x "/toolbox"
+  /toolbox --tools-file "$TOOLBOX_YAML" > "$TOOLBOX_LOG" 2>&1 &
+  TOOLBOX_PID=$!
+  
+  # Health Check
+  for i in {1..15}; do
+    if nc -z 127.0.0.1 5000; then
+      echo "Toolbox server is up and running."
+      return
+    fi
+    sleep 1
+  done
+  echo "ERROR: Toolbox server failed to start. Logs:"
+  cat "$TOOLBOX_LOG"
+  exit 1
+}
+
+setup_db_table() {
+  echo "Setting up database table $TABLE_NAME using $SQL_FILE..."
+  export TABLE_NAME
+  envsubst < "$SQL_FILE" | psql -h 127.0.0.1 -p 5432 -U "$DB_USER" -d "$DATABASE_NAME"
+}
+
+run_python_test() {
+  local dir=$1
+  local name=$(basename "$dir")
+  echo "--- Running Python Test: $name ---"
+  (
+    cd "$dir"
+    python3 -m venv .venv
+    source .venv/bin/activate
+    pip install -q -r requirements.txt pytest
+    
+    cd ..
+    local test_file=$(find . -maxdepth 1 -name "*test.py" | head -n 1)
+    if [ -n "$test_file" ]; then
+        echo "Found native test: $test_file. Running pytest..."
+        export ORCH_NAME="$name"
+        export PYTHONPATH="../"
+        pytest "$test_file"
+    else
+        echo "No native test found. running agent directly..."
+        export PYTHONPATH="../"
+        python3 "${name}/${AGENT_FILE_PATTERN}"
+    fi
+    rm -rf "${name}/.venv"
+  )
+}
+
+run_js_test() {
+  local dir=$1
+  local name=$(basename "$dir")
+  echo "--- Running JS Test: $name ---"
+  (
+    cd "$dir"
+    if [ -f "package-lock.json" ]; then npm ci -q; else npm install -q; fi
+    
+    cd ..
+    # Looking for a JS test file in the parent directory
+    local test_file=$(find . -maxdepth 1 -name "*test.js" | head -n 1)
+    if [ -n "$test_file" ]; then
+        echo "Found native test: $test_file. Running node --test..."
+        export ORCH_NAME="$name"
+        node --test "$test_file"
+    else
+        echo "No native test found. running agent directly..."
+        node "${name}/${AGENT_FILE_PATTERN}"
+    fi
+    rm -rf "${name}/node_modules"
+  )
+}
+
+run_go_test() {
+  local dir=$1
+  local name=$(basename "$dir")
+
+  if [ "$name" == "openAI" ]; then
+      echo -e "\nSkipping framework '${name}': Temporarily excluded."
+      return
+  fi
+
+  echo "--- Running Go Test: $name ---"
+  (
+    cd "$dir"
+    if [ -f "go.mod" ]; then
+      go mod tidy
+    fi
+    
+    cd ..
+    local test_file=$(find . -maxdepth 1 -name "*test.go" | head -n 1)
+    if [ -n "$test_file" ]; then
+        echo "Found native test: $test_file. Running go test..."
+        export ORCH_NAME="$name"
+        go test -v ./...
+    else
+        echo "No native test found. running agent directly..."
+        cd "$name"
+        go run "."
+    fi
+  )
+}
+
+cleanup() {
+  echo "Cleaning up background processes..."
+  [ -n "$TOOLBOX_PID" ] && kill "$TOOLBOX_PID" || true
+  [ -n "$PROXY_PID" ] && kill "$PROXY_PID" || true
+}
+trap cleanup EXIT
+
+# --- Execution ---
+install_system_packages
+start_cloud_sql_proxy
+
+export PGHOST=127.0.0.1
+export PGPORT=5432
+export PGPASSWORD="$DB_PASSWORD"
+export GOOGLE_API_KEY="$GOOGLE_API_KEY"
+
+setup_toolbox
+setup_db_table
+
+echo "Scanning $TARGET_ROOT for tests with pattern $AGENT_FILE_PATTERN..."
+
+find "$TARGET_ROOT" -name "$AGENT_FILE_PATTERN" | while read -r agent_file; do
+    sample_dir=$(dirname "$agent_file")
+    if [[ "$TARGET_LANG" == "python" ]]; then
+        run_python_test "$sample_dir"
+    elif [[ "$TARGET_LANG" == "js" ]]; then
+        run_js_test "$sample_dir"
+    elif [[ "$TARGET_LANG" == "go" ]]; then
+        run_go_test "$sample_dir"
+    fi
+done

.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@de0fac2e4500dabe0009e67214ff5f5447ce83dd # v6
         with:
           fetch-depth: 0 # Fetch all history for .GitInfo and .Lastmod
 
@@ -56,7 +56,7 @@ jobs:
           node-version: "22"
 
       - name: Cache dependencies
-        uses: actions/cache@8b402f58fbc84540c8b491a91e594a4576fec3d7 # v5
+        uses: actions/cache@cdf6c1fa76f9f475f3d7449005a359c84ca0f306 # v5
         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@de0fac2e4500dabe0009e67214ff5f5447ce83dd # v6
         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@de0fac2e4500dabe0009e67214ff5f5447ce83dd # v6
         with:
           ref: ${{ github.event.inputs.version_tag }}
           path: 'old_version_source' # Checkout into a temp subdir

.github/workflows/deploy_versioned_docs.yaml

@@ -30,12 +30,14 @@ jobs:
       cancel-in-progress: false
     steps:
       - name: Checkout Code at Tag
-        uses: actions/checkout@8e8c483db84b4bee98b60c0593521ed34d9990e8 # v6
+        uses: actions/checkout@de0fac2e4500dabe0009e67214ff5f5447ce83dd # v6
         with:
           ref: ${{ github.event.release.tag_name }}
 
       - name: Get Version from Release Tag
-        run: echo "VERSION=${{ github.event.release.tag_name }}" >> $GITHUB_ENV
+        run: echo "VERSION=${GITHUB_EVENT_RELEASE_TAG_NAME}" >> $GITHUB_ENV
+        env:
+          GITHUB_EVENT_RELEASE_TAG_NAME: ${{ github.event.release.tag_name }}
 
       - name: Setup Hugo
         uses: peaceiris/actions-hugo@75d2e84710de30f6ff7268e08f310b60ef14033f # v3

.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@de0fac2e4500dabe0009e67214ff5f5447ce83dd # v6
         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@de0fac2e4500dabe0009e67214ff5f5447ce83dd # v6
         with:
           # Checkout the PR's HEAD commit (supports forks).
           ref: ${{ github.event.pull_request.head.sha }}
@@ -67,7 +67,7 @@ jobs:
           node-version: "22"
 
       - name: Cache dependencies
-        uses: actions/cache@8b402f58fbc84540c8b491a91e594a4576fec3d7 # v5
+        uses: actions/cache@cdf6c1fa76f9f475f3d7449005a359c84ca0f306 # v5
         with:
           path: ~/.npm
           key: ${{ runner.os }}-node-${{ hashFiles('**/package-lock.json') }}

.github/workflows/link_checker.yaml

@@ -0,0 +1,133 @@
+# 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:
+permissions:
+  contents: read
+  pull-requests: write
+  issues: write
+
+
+jobs:
+  link-check:
+    runs-on: ubuntu-latest
+    steps:
+      - name: Checkout Repository
+        uses: actions/checkout@de0fac2e4500dabe0009e67214ff5f5447ce83dd # v6
+        with:
+          fetch-depth: 0
+      - name: Identify Changed Files
+        id: changed-files
+        shell: bash
+        run: |
+          git fetch origin main
+          CHANGED_FILES=$(git diff --name-only --diff-filter=ACMRT origin/main...HEAD -- '*.md')
+
+          if [ -z "$CHANGED_FILES" ]; then
+            echo "No markdown files changed. Skipping checks."
+            echo "HAS_CHANGES=false" >> $GITHUB_ENV
+          else
+            echo "--- Changed Files to Scan ---"
+            echo "$CHANGED_FILES"
+            echo "-----------------------------"
+            
+            # FIX: Wrap filenames in quotes to handle spaces
+            FILES_QUOTED=$(echo "$CHANGED_FILES" | sed 's/^/"/;s/$/"/' | tr '\n' ' ')
+            
+            # Write to env using EOF pattern
+            echo "CHECK_FILES<<EOF" >> $GITHUB_ENV
+            echo "$FILES_QUOTED" >> $GITHUB_ENV
+            echo "EOF" >> $GITHUB_ENV
+            echo "HAS_CHANGES=true" >> $GITHUB_ENV
+          fi
+
+
+      - name: Restore lychee cache
+        if: env.HAS_CHANGES == 'true'
+        uses: actions/cache@cdf6c1fa76f9f475f3d7449005a359c84ca0f306 # v5
+        with:
+          path: .lycheecache
+          key: cache-lychee-${{ github.sha }}
+          restore-keys: cache-lychee-
+
+      - name: Link Checker
+        id: lychee-check       
+        if: env.HAS_CHANGES == 'true'
+        uses: lycheeverse/lychee-action@a8c4c7cb88f0c7386610c35eb25108e448569cb0 # v2
+        continue-on-error: true 
+        with:
+          args: >
+            --quiet
+            --no-progress
+            --cache
+            --max-cache-age 1d
+            --exclude '^neo4j\+.*' --exclude '^bolt://.*'
+            ${{ env.CHECK_FILES }}
+          output: lychee-report.md
+          format: markdown
+          fail: true           
+          jobSummary: false    
+          debug: false
+        env:
+          GITHUB_TOKEN: ${{ secrets.GITHUB_TOKEN }}
+      - name: Find comment
+        uses: peter-evans/find-comment@b30e6a3c0ed37e7c023ccd3f1db5c6c0b0c23aad # v4
+        id: find-comment
+        with:
+          issue-number: ${{ github.event.pull_request.number }}
+          comment-author: 'github-actions[bot]'
+          body-includes: "## Link Resolution Note"
+
+      - name: Delete comment on success
+        if: steps.lychee-check.outcome == 'success' && steps.find-comment.outputs.comment-id != ''
+        run: |
+          gh api \
+            --method DELETE \
+            -H "Accept: application/vnd.github+json" \
+            /repos/${{ github.repository }}/issues/comments/${STEPS_FIND_COMMENT_OUTPUTS_COMMENT_ID}
+        env:
+          GITHUB_TOKEN: ${{ secrets.GITHUB_TOKEN }}
+          STEPS_FIND_COMMENT_OUTPUTS_COMMENT_ID: ${{ steps.find-comment.outputs.comment-id }}
+
+      - name: Prepare Report 
+        if: env.HAS_CHANGES == 'true' && steps.lychee-check.outcome == 'failure'
+        run: |
+          echo "## Link Resolution Note" > full-report.md
+          
+          
+          echo "Local links and directory changes work differently on GitHub than on the docsite.You must ensure fixes pass the **GitHub check** and also work with **\`hugo server\`**." >> full-report.md
+          echo "See [Link Checking and Fixing with Lychee](https://github.com/googleapis/genai-toolbox/blob/main/DEVELOPER.md#link-checking-and-fixing-with-lychee) for more details." >> full-report.md          
+          echo "" >> full-report.md 
+          sed -E '/(Redirect|Redirects per input)/d' lychee-report.md >> full-report.md
+
+      - name: Create PR Comment
+        if: env.HAS_CHANGES == 'true' && steps.lychee-check.outcome == 'failure'
+        uses: peter-evans/create-or-update-comment@71345be0265236311c031f5c7866368bd1eff043 # v4
+        with:
+          comment-id: ${{ steps.find-comment.outputs.comment-id }}
+          issue-number: ${{ github.event.pull_request.number }}
+          body-path: full-report.md
+          edit-mode: replace
+
+      - name: Display Failure Report
+        # Run this ONLY if the link checker failed
+        if: steps.lychee-check.outcome == 'failure'
+        run: |
+          # We can now simply output the prepared file to the job summary
+          cat full-report.md >> $GITHUB_STEP_SUMMARY
+          
+          # Fail the job
+          exit 1

.github/workflows/link_checker_workflow.yaml

@@ -1,60 +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@8b402f58fbc84540c8b491a91e594a4576fec3d7 # 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
-            --exclude '^neo4j\+.*' --exclude '^bolt://.*'
-            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/publish-mcp.yml

@@ -29,7 +29,7 @@ jobs:
 
     steps:
       - name: Checkout code
-        uses: actions/checkout@8e8c483db84b4bee98b60c0593521ed34d9990e8 # v6
+        uses: actions/checkout@de0fac2e4500dabe0009e67214ff5f5447ce83dd # v6
 
       - name: Wait for image in Artifact Registry
         shell: bash

.hugo/hugo.toml

@@ -51,6 +51,10 @@ 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 = "v0.27.0"
+  url = "https://googleapis.github.io/genai-toolbox/v0.27.0/"
+
 [[params.versions]]
   version = "v0.26.0"
   url = "https://googleapis.github.io/genai-toolbox/v0.26.0/"

.lycheeignore

@@ -23,8 +23,7 @@ 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/
+^https?://(.*\.)?mysql\.com/.*
 
 # Claude desktop download link
 https://claude.ai/download
@@ -37,9 +36,9 @@ 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
+^https?://(www\.)?npmjs\.com/.*
+
 https://www.oceanbase.com/
 
 # Ignore social media and blog profiles to reduce external request overhead
-https://medium.com/@mcp_toolbox
+https://medium.com/@mcp_toolbox

CHANGELOG.md

@@ -1,5 +1,31 @@
 # Changelog
 
+## [0.27.0](https://github.com/googleapis/genai-toolbox/compare/v0.26.0...v0.27.0) (2026-02-12)
+
+
+### ⚠ BREAKING CHANGES
+
+* Update configuration file v2 ([#2369](https://github.com/googleapis/genai-toolbox/issues/2369))([293c1d6](https://github.com/googleapis/genai-toolbox/commit/293c1d6889c39807855ba5e01d4c13ba2a4c50ce))
+* Update/add detailed telemetry for mcp endpoint compliant with OTEL semantic convention ([#1987](https://github.com/googleapis/genai-toolbox/issues/1987)) ([478a0bd](https://github.com/googleapis/genai-toolbox/commit/478a0bdb59288c1213f83862f95a698b4c2c0aab))
+
+### Features
+
+* **cli/invoke:** Add support for direct tool invocation from CLI ([#2353](https://github.com/googleapis/genai-toolbox/issues/2353)) ([6e49ba4](https://github.com/googleapis/genai-toolbox/commit/6e49ba436ef2390c13feaf902b29f5907acffb57))
+* **cli/skills:** Add support for generating agent skills from toolset ([#2392](https://github.com/googleapis/genai-toolbox/issues/2392)) ([80ef346](https://github.com/googleapis/genai-toolbox/commit/80ef34621453b77bdf6a6016c354f102a17ada04))
+* **cloud-logging-admin:** Add source, tools, integration test and docs ([#2137](https://github.com/googleapis/genai-toolbox/issues/2137)) ([252fc30](https://github.com/googleapis/genai-toolbox/commit/252fc3091af10d25d8d7af7e047b5ac87a5dd041))
+* **cockroachdb:** Add CockroachDB integration with cockroach-go ([#2006](https://github.com/googleapis/genai-toolbox/issues/2006)) ([1fdd99a](https://github.com/googleapis/genai-toolbox/commit/1fdd99a9b609a5e906acce414226ff44d75d5975))
+* **prebuiltconfigs/alloydb-omni:** Implement Alloydb omni dataplane tools ([#2340](https://github.com/googleapis/genai-toolbox/issues/2340)) ([e995349](https://github.com/googleapis/genai-toolbox/commit/e995349ea0756c700d188b8f04e9459121219f0c))
+* **server:** Add Tool call error categories ([#2387](https://github.com/googleapis/genai-toolbox/issues/2387)) ([32cb4db](https://github.com/googleapis/genai-toolbox/commit/32cb4db712d27579c1bf29e61cbd0bed02286c28))
+* **tools/looker:** support `looker-validate-project` tool ([#2430](https://github.com/googleapis/genai-toolbox/issues/2430)) ([a15a128](https://github.com/googleapis/genai-toolbox/commit/a15a12873f936b0102aeb9500cc3bcd71bb38c34))
+
+
+
+### Bug Fixes
+
+* **dataplex:** Capture GCP HTTP errors in MCP Toolbox ([#2347](https://github.com/googleapis/genai-toolbox/issues/2347)) ([1d7c498](https://github.com/googleapis/genai-toolbox/commit/1d7c4981164c34b4d7bc8edecfd449f57ad11e15))
+* **sources/cockroachdb:** Update kind to type ([#2465](https://github.com/googleapis/genai-toolbox/issues/2465)) ([2d341ac](https://github.com/googleapis/genai-toolbox/commit/2d341acaa61c3c1fe908fceee8afbd90fb646d3a))
+* Surface Dataplex API errors in MCP results ([#2347](https://github.com/googleapis/genai-toolbox/pull/2347))([1d7c498](https://github.com/googleapis/genai-toolbox/commit/1d7c4981164c34b4d7bc8edecfd449f57ad11e15))
+
 ## [0.26.0](https://github.com/googleapis/genai-toolbox/compare/v0.25.0...v0.26.0) (2026-01-22)
 
 

README.md

@@ -142,7 +142,7 @@ To install Toolbox as a binary:
 >
 > ```sh
 > # see releases page for other versions
-> export VERSION=0.26.0
+> export VERSION=0.27.0
 > curl -L -o toolbox https://storage.googleapis.com/genai-toolbox/v$VERSION/linux/amd64/toolbox
 > chmod +x toolbox
 > ```
@@ -155,7 +155,7 @@ To install Toolbox as a binary:
 >
 > ```sh
 > # see releases page for other versions
-> export VERSION=0.26.0
+> export VERSION=0.27.0
 > curl -L -o toolbox https://storage.googleapis.com/genai-toolbox/v$VERSION/darwin/arm64/toolbox
 > chmod +x toolbox
 > ```
@@ -168,7 +168,7 @@ To install Toolbox as a binary:
 >
 > ```sh
 > # see releases page for other versions
-> export VERSION=0.26.0
+> export VERSION=0.27.0
 > curl -L -o toolbox https://storage.googleapis.com/genai-toolbox/v$VERSION/darwin/amd64/toolbox
 > chmod +x toolbox
 > ```
@@ -181,7 +181,7 @@ To install Toolbox as a binary:
 >
 > ```cmd
 > :: see releases page for other versions
-> set VERSION=0.26.0
+> set VERSION=0.27.0
 > curl -o toolbox.exe "https://storage.googleapis.com/genai-toolbox/v%VERSION%/windows/amd64/toolbox.exe"
 > ```
 >
@@ -193,7 +193,7 @@ To install Toolbox as a binary:
 >
 > ```powershell
 > # see releases page for other versions
-> $VERSION = "0.26.0"
+> $VERSION = "0.27.0"
 > curl.exe -o toolbox.exe "https://storage.googleapis.com/genai-toolbox/v$VERSION/windows/amd64/toolbox.exe"
 > ```
 >
@@ -206,7 +206,7 @@ You can also install Toolbox as a container:
 
 ```sh
 # see releases page for other versions
-export VERSION=0.26.0
+export VERSION=0.27.0
 docker pull us-central1-docker.pkg.dev/database-toolbox/toolbox/toolbox:$VERSION
 ```
 
@@ -230,7 +230,7 @@ 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@v0.26.0
+go install github.com/googleapis/genai-toolbox@v0.27.0
 ```
 <!-- {x-release-please-end} -->
 

cmd/internal/imports.go

@@ -0,0 +1,257 @@
+// Copyright 2026 Google LLC
+//
+// Licensed under the Apache License, Version 2.0 (the "License");
+// you may not use this file except in compliance with the License.
+// You may obtain a copy of the License at
+//
+//     http://www.apache.org/licenses/LICENSE-2.0
+//
+// Unless required by applicable law or agreed to in writing, software
+// distributed under the License is distributed on an "AS IS" BASIS,
+// WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+// See the License for the specific language governing permissions and
+// limitations under the License.
+
+package internal
+
+import (
+	// Import prompt packages for side effect of registration
+	_ "github.com/googleapis/genai-toolbox/internal/prompts/custom"
+
+	// Import tool packages for side effect of registration
+	_ "github.com/googleapis/genai-toolbox/internal/tools/alloydb/alloydbcreatecluster"
+	_ "github.com/googleapis/genai-toolbox/internal/tools/alloydb/alloydbcreateinstance"
+	_ "github.com/googleapis/genai-toolbox/internal/tools/alloydb/alloydbcreateuser"
+	_ "github.com/googleapis/genai-toolbox/internal/tools/alloydb/alloydbgetcluster"
+	_ "github.com/googleapis/genai-toolbox/internal/tools/alloydb/alloydbgetinstance"
+	_ "github.com/googleapis/genai-toolbox/internal/tools/alloydb/alloydbgetuser"
+	_ "github.com/googleapis/genai-toolbox/internal/tools/alloydb/alloydblistclusters"
+	_ "github.com/googleapis/genai-toolbox/internal/tools/alloydb/alloydblistinstances"
+	_ "github.com/googleapis/genai-toolbox/internal/tools/alloydb/alloydblistusers"
+	_ "github.com/googleapis/genai-toolbox/internal/tools/alloydb/alloydbwaitforoperation"
+	_ "github.com/googleapis/genai-toolbox/internal/tools/alloydbainl"
+	_ "github.com/googleapis/genai-toolbox/internal/tools/bigquery/bigqueryanalyzecontribution"
+	_ "github.com/googleapis/genai-toolbox/internal/tools/bigquery/bigqueryconversationalanalytics"
+	_ "github.com/googleapis/genai-toolbox/internal/tools/bigquery/bigqueryexecutesql"
+	_ "github.com/googleapis/genai-toolbox/internal/tools/bigquery/bigqueryforecast"
+	_ "github.com/googleapis/genai-toolbox/internal/tools/bigquery/bigquerygetdatasetinfo"
+	_ "github.com/googleapis/genai-toolbox/internal/tools/bigquery/bigquerygettableinfo"
+	_ "github.com/googleapis/genai-toolbox/internal/tools/bigquery/bigquerylistdatasetids"
+	_ "github.com/googleapis/genai-toolbox/internal/tools/bigquery/bigquerylisttableids"
+	_ "github.com/googleapis/genai-toolbox/internal/tools/bigquery/bigquerysearchcatalog"
+	_ "github.com/googleapis/genai-toolbox/internal/tools/bigquery/bigquerysql"
+	_ "github.com/googleapis/genai-toolbox/internal/tools/bigtable"
+	_ "github.com/googleapis/genai-toolbox/internal/tools/cassandra/cassandracql"
+	_ "github.com/googleapis/genai-toolbox/internal/tools/clickhouse/clickhouseexecutesql"
+	_ "github.com/googleapis/genai-toolbox/internal/tools/clickhouse/clickhouselistdatabases"
+	_ "github.com/googleapis/genai-toolbox/internal/tools/clickhouse/clickhouselisttables"
+	_ "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"
+	_ "github.com/googleapis/genai-toolbox/internal/tools/cloudhealthcare/cloudhealthcaregetdataset"
+	_ "github.com/googleapis/genai-toolbox/internal/tools/cloudhealthcare/cloudhealthcaregetdicomstore"
+	_ "github.com/googleapis/genai-toolbox/internal/tools/cloudhealthcare/cloudhealthcaregetdicomstoremetrics"
+	_ "github.com/googleapis/genai-toolbox/internal/tools/cloudhealthcare/cloudhealthcaregetfhirresource"
+	_ "github.com/googleapis/genai-toolbox/internal/tools/cloudhealthcare/cloudhealthcaregetfhirstore"
+	_ "github.com/googleapis/genai-toolbox/internal/tools/cloudhealthcare/cloudhealthcaregetfhirstoremetrics"
+	_ "github.com/googleapis/genai-toolbox/internal/tools/cloudhealthcare/cloudhealthcarelistdicomstores"
+	_ "github.com/googleapis/genai-toolbox/internal/tools/cloudhealthcare/cloudhealthcarelistfhirstores"
+	_ "github.com/googleapis/genai-toolbox/internal/tools/cloudhealthcare/cloudhealthcareretrieverendereddicominstance"
+	_ "github.com/googleapis/genai-toolbox/internal/tools/cloudhealthcare/cloudhealthcaresearchdicominstances"
+	_ "github.com/googleapis/genai-toolbox/internal/tools/cloudhealthcare/cloudhealthcaresearchdicomseries"
+	_ "github.com/googleapis/genai-toolbox/internal/tools/cloudhealthcare/cloudhealthcaresearchdicomstudies"
+	_ "github.com/googleapis/genai-toolbox/internal/tools/cloudloggingadmin/cloudloggingadminlistlognames"
+	_ "github.com/googleapis/genai-toolbox/internal/tools/cloudloggingadmin/cloudloggingadminlistresourcetypes"
+	_ "github.com/googleapis/genai-toolbox/internal/tools/cloudloggingadmin/cloudloggingadminquerylogs"
+	_ "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"
+	_ "github.com/googleapis/genai-toolbox/internal/tools/cloudsql/cloudsqllistdatabases"
+	_ "github.com/googleapis/genai-toolbox/internal/tools/cloudsql/cloudsqllistinstances"
+	_ "github.com/googleapis/genai-toolbox/internal/tools/cloudsql/cloudsqlrestorebackup"
+	_ "github.com/googleapis/genai-toolbox/internal/tools/cloudsql/cloudsqlwaitforoperation"
+	_ "github.com/googleapis/genai-toolbox/internal/tools/cloudsqlmssql/cloudsqlmssqlcreateinstance"
+	_ "github.com/googleapis/genai-toolbox/internal/tools/cloudsqlmysql/cloudsqlmysqlcreateinstance"
+	_ "github.com/googleapis/genai-toolbox/internal/tools/cloudsqlpg/cloudsqlpgcreateinstances"
+	_ "github.com/googleapis/genai-toolbox/internal/tools/cloudsqlpg/cloudsqlpgupgradeprecheck"
+	_ "github.com/googleapis/genai-toolbox/internal/tools/cockroachdb/cockroachdbexecutesql"
+	_ "github.com/googleapis/genai-toolbox/internal/tools/cockroachdb/cockroachdblistschemas"
+	_ "github.com/googleapis/genai-toolbox/internal/tools/cockroachdb/cockroachdblisttables"
+	_ "github.com/googleapis/genai-toolbox/internal/tools/cockroachdb/cockroachdbsql"
+	_ "github.com/googleapis/genai-toolbox/internal/tools/couchbase"
+	_ "github.com/googleapis/genai-toolbox/internal/tools/dataform/dataformcompilelocal"
+	_ "github.com/googleapis/genai-toolbox/internal/tools/dataplex/dataplexlookupentry"
+	_ "github.com/googleapis/genai-toolbox/internal/tools/dataplex/dataplexsearchaspecttypes"
+	_ "github.com/googleapis/genai-toolbox/internal/tools/dataplex/dataplexsearchentries"
+	_ "github.com/googleapis/genai-toolbox/internal/tools/dgraph"
+	_ "github.com/googleapis/genai-toolbox/internal/tools/elasticsearch/elasticsearchesql"
+	_ "github.com/googleapis/genai-toolbox/internal/tools/firebird/firebirdexecutesql"
+	_ "github.com/googleapis/genai-toolbox/internal/tools/firebird/firebirdsql"
+	_ "github.com/googleapis/genai-toolbox/internal/tools/firestore/firestoreadddocuments"
+	_ "github.com/googleapis/genai-toolbox/internal/tools/firestore/firestoredeletedocuments"
+	_ "github.com/googleapis/genai-toolbox/internal/tools/firestore/firestoregetdocuments"
+	_ "github.com/googleapis/genai-toolbox/internal/tools/firestore/firestoregetrules"
+	_ "github.com/googleapis/genai-toolbox/internal/tools/firestore/firestorelistcollections"
+	_ "github.com/googleapis/genai-toolbox/internal/tools/firestore/firestorequery"
+	_ "github.com/googleapis/genai-toolbox/internal/tools/firestore/firestorequerycollection"
+	_ "github.com/googleapis/genai-toolbox/internal/tools/firestore/firestoreupdatedocument"
+	_ "github.com/googleapis/genai-toolbox/internal/tools/firestore/firestorevalidaterules"
+	_ "github.com/googleapis/genai-toolbox/internal/tools/http"
+	_ "github.com/googleapis/genai-toolbox/internal/tools/looker/lookeradddashboardelement"
+	_ "github.com/googleapis/genai-toolbox/internal/tools/looker/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"
+	_ "github.com/googleapis/genai-toolbox/internal/tools/looker/lookerdevmode"
+	_ "github.com/googleapis/genai-toolbox/internal/tools/looker/lookergenerateembedurl"
+	_ "github.com/googleapis/genai-toolbox/internal/tools/looker/lookergetconnectiondatabases"
+	_ "github.com/googleapis/genai-toolbox/internal/tools/looker/lookergetconnections"
+	_ "github.com/googleapis/genai-toolbox/internal/tools/looker/lookergetconnectionschemas"
+	_ "github.com/googleapis/genai-toolbox/internal/tools/looker/lookergetconnectiontablecolumns"
+	_ "github.com/googleapis/genai-toolbox/internal/tools/looker/lookergetconnectiontables"
+	_ "github.com/googleapis/genai-toolbox/internal/tools/looker/lookergetdashboards"
+	_ "github.com/googleapis/genai-toolbox/internal/tools/looker/lookergetdimensions"
+	_ "github.com/googleapis/genai-toolbox/internal/tools/looker/lookergetexplores"
+	_ "github.com/googleapis/genai-toolbox/internal/tools/looker/lookergetfilters"
+	_ "github.com/googleapis/genai-toolbox/internal/tools/looker/lookergetlooks"
+	_ "github.com/googleapis/genai-toolbox/internal/tools/looker/lookergetmeasures"
+	_ "github.com/googleapis/genai-toolbox/internal/tools/looker/lookergetmodels"
+	_ "github.com/googleapis/genai-toolbox/internal/tools/looker/lookergetparameters"
+	_ "github.com/googleapis/genai-toolbox/internal/tools/looker/lookergetprojectfile"
+	_ "github.com/googleapis/genai-toolbox/internal/tools/looker/lookergetprojectfiles"
+	_ "github.com/googleapis/genai-toolbox/internal/tools/looker/lookergetprojects"
+	_ "github.com/googleapis/genai-toolbox/internal/tools/looker/lookerhealthanalyze"
+	_ "github.com/googleapis/genai-toolbox/internal/tools/looker/lookerhealthpulse"
+	_ "github.com/googleapis/genai-toolbox/internal/tools/looker/lookerhealthvacuum"
+	_ "github.com/googleapis/genai-toolbox/internal/tools/looker/lookermakedashboard"
+	_ "github.com/googleapis/genai-toolbox/internal/tools/looker/lookermakelook"
+	_ "github.com/googleapis/genai-toolbox/internal/tools/looker/lookerquery"
+	_ "github.com/googleapis/genai-toolbox/internal/tools/looker/lookerquerysql"
+	_ "github.com/googleapis/genai-toolbox/internal/tools/looker/lookerqueryurl"
+	_ "github.com/googleapis/genai-toolbox/internal/tools/looker/lookerrundashboard"
+	_ "github.com/googleapis/genai-toolbox/internal/tools/looker/lookerrunlook"
+	_ "github.com/googleapis/genai-toolbox/internal/tools/looker/lookerupdateprojectfile"
+	_ "github.com/googleapis/genai-toolbox/internal/tools/looker/lookervalidateproject"
+	_ "github.com/googleapis/genai-toolbox/internal/tools/mindsdb/mindsdbexecutesql"
+	_ "github.com/googleapis/genai-toolbox/internal/tools/mindsdb/mindsdbsql"
+	_ "github.com/googleapis/genai-toolbox/internal/tools/mongodb/mongodbaggregate"
+	_ "github.com/googleapis/genai-toolbox/internal/tools/mongodb/mongodbdeletemany"
+	_ "github.com/googleapis/genai-toolbox/internal/tools/mongodb/mongodbdeleteone"
+	_ "github.com/googleapis/genai-toolbox/internal/tools/mongodb/mongodbfind"
+	_ "github.com/googleapis/genai-toolbox/internal/tools/mongodb/mongodbfindone"
+	_ "github.com/googleapis/genai-toolbox/internal/tools/mongodb/mongodbinsertmany"
+	_ "github.com/googleapis/genai-toolbox/internal/tools/mongodb/mongodbinsertone"
+	_ "github.com/googleapis/genai-toolbox/internal/tools/mongodb/mongodbupdatemany"
+	_ "github.com/googleapis/genai-toolbox/internal/tools/mongodb/mongodbupdateone"
+	_ "github.com/googleapis/genai-toolbox/internal/tools/mssql/mssqlexecutesql"
+	_ "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"
+	_ "github.com/googleapis/genai-toolbox/internal/tools/mysql/mysqllisttablesmissinguniqueindexes"
+	_ "github.com/googleapis/genai-toolbox/internal/tools/mysql/mysqlsql"
+	_ "github.com/googleapis/genai-toolbox/internal/tools/neo4j/neo4jcypher"
+	_ "github.com/googleapis/genai-toolbox/internal/tools/neo4j/neo4jexecutecypher"
+	_ "github.com/googleapis/genai-toolbox/internal/tools/neo4j/neo4jschema"
+	_ "github.com/googleapis/genai-toolbox/internal/tools/oceanbase/oceanbaseexecutesql"
+	_ "github.com/googleapis/genai-toolbox/internal/tools/oceanbase/oceanbasesql"
+	_ "github.com/googleapis/genai-toolbox/internal/tools/oracle/oracleexecutesql"
+	_ "github.com/googleapis/genai-toolbox/internal/tools/oracle/oraclesql"
+	_ "github.com/googleapis/genai-toolbox/internal/tools/postgres/postgresdatabaseoverview"
+	_ "github.com/googleapis/genai-toolbox/internal/tools/postgres/postgresexecutesql"
+	_ "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"
+	_ "github.com/googleapis/genai-toolbox/internal/tools/postgres/postgresreplicationstats"
+	_ "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"
+	_ "github.com/googleapis/genai-toolbox/internal/tools/spanner/spannersql"
+	_ "github.com/googleapis/genai-toolbox/internal/tools/sqlite/sqliteexecutesql"
+	_ "github.com/googleapis/genai-toolbox/internal/tools/sqlite/sqlitesql"
+	_ "github.com/googleapis/genai-toolbox/internal/tools/tidb/tidbexecutesql"
+	_ "github.com/googleapis/genai-toolbox/internal/tools/tidb/tidbsql"
+	_ "github.com/googleapis/genai-toolbox/internal/tools/trino/trinoexecutesql"
+	_ "github.com/googleapis/genai-toolbox/internal/tools/trino/trinosql"
+	_ "github.com/googleapis/genai-toolbox/internal/tools/utility/wait"
+	_ "github.com/googleapis/genai-toolbox/internal/tools/valkey"
+	_ "github.com/googleapis/genai-toolbox/internal/tools/yugabytedbsql"
+
+	_ "github.com/googleapis/genai-toolbox/internal/sources/alloydbadmin"
+	_ "github.com/googleapis/genai-toolbox/internal/sources/alloydbpg"
+	_ "github.com/googleapis/genai-toolbox/internal/sources/bigquery"
+	_ "github.com/googleapis/genai-toolbox/internal/sources/bigtable"
+	_ "github.com/googleapis/genai-toolbox/internal/sources/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/cloudloggingadmin"
+	_ "github.com/googleapis/genai-toolbox/internal/sources/cloudmonitoring"
+	_ "github.com/googleapis/genai-toolbox/internal/sources/cloudsqladmin"
+	_ "github.com/googleapis/genai-toolbox/internal/sources/cloudsqlmssql"
+	_ "github.com/googleapis/genai-toolbox/internal/sources/cloudsqlmysql"
+	_ "github.com/googleapis/genai-toolbox/internal/sources/cloudsqlpg"
+	_ "github.com/googleapis/genai-toolbox/internal/sources/cockroachdb"
+	_ "github.com/googleapis/genai-toolbox/internal/sources/couchbase"
+	_ "github.com/googleapis/genai-toolbox/internal/sources/dataplex"
+	_ "github.com/googleapis/genai-toolbox/internal/sources/dgraph"
+	_ "github.com/googleapis/genai-toolbox/internal/sources/elasticsearch"
+	_ "github.com/googleapis/genai-toolbox/internal/sources/firebird"
+	_ "github.com/googleapis/genai-toolbox/internal/sources/firestore"
+	_ "github.com/googleapis/genai-toolbox/internal/sources/http"
+	_ "github.com/googleapis/genai-toolbox/internal/sources/looker"
+	_ "github.com/googleapis/genai-toolbox/internal/sources/mindsdb"
+	_ "github.com/googleapis/genai-toolbox/internal/sources/mongodb"
+	_ "github.com/googleapis/genai-toolbox/internal/sources/mssql"
+	_ "github.com/googleapis/genai-toolbox/internal/sources/mysql"
+	_ "github.com/googleapis/genai-toolbox/internal/sources/neo4j"
+	_ "github.com/googleapis/genai-toolbox/internal/sources/oceanbase"
+	_ "github.com/googleapis/genai-toolbox/internal/sources/oracle"
+	_ "github.com/googleapis/genai-toolbox/internal/sources/postgres"
+	_ "github.com/googleapis/genai-toolbox/internal/sources/redis"
+	_ "github.com/googleapis/genai-toolbox/internal/sources/serverlessspark"
+	_ "github.com/googleapis/genai-toolbox/internal/sources/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"
+	_ "github.com/googleapis/genai-toolbox/internal/sources/trino"
+	_ "github.com/googleapis/genai-toolbox/internal/sources/valkey"
+	_ "github.com/googleapis/genai-toolbox/internal/sources/yugabytedb"
+)

cmd/internal/invoke/command.go

@@ -0,0 +1,139 @@
+// Copyright 2026 Google LLC
+//
+// Licensed under the Apache License, Version 2.0 (the "License");
+// you may not use this file except in compliance with the License.
+// You may obtain a copy of the License at
+//
+//     http://www.apache.org/licenses/LICENSE-2.0
+//
+// Unless required by applicable law or agreed to in writing, software
+// distributed under the License is distributed on an "AS IS" BASIS,
+// WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+// See the License for the specific language governing permissions and
+// limitations under the License.
+
+package invoke
+
+import (
+	"context"
+	"encoding/json"
+	"fmt"
+
+	"github.com/googleapis/genai-toolbox/cmd/internal"
+	"github.com/googleapis/genai-toolbox/internal/server"
+	"github.com/googleapis/genai-toolbox/internal/server/resources"
+	"github.com/googleapis/genai-toolbox/internal/util/parameters"
+	"github.com/spf13/cobra"
+)
+
+func NewCommand(opts *internal.ToolboxOptions) *cobra.Command {
+	cmd := &cobra.Command{
+		Use:   "invoke <tool-name> [params]",
+		Short: "Execute a tool directly",
+		Long: `Execute a tool directly with parameters.
+Params must be a JSON string.
+Example:
+  toolbox invoke my-tool '{"param1": "value1"}'`,
+		Args: cobra.MinimumNArgs(1),
+		RunE: func(c *cobra.Command, args []string) error {
+			return runInvoke(c, args, opts)
+		},
+	}
+	return cmd
+}
+
+func runInvoke(cmd *cobra.Command, args []string, opts *internal.ToolboxOptions) error {
+	ctx, cancel := context.WithCancel(cmd.Context())
+	defer cancel()
+
+	ctx, shutdown, err := opts.Setup(ctx)
+	if err != nil {
+		return err
+	}
+	defer func() {
+		_ = shutdown(ctx)
+	}()
+
+	_, err = opts.LoadConfig(ctx)
+	if err != nil {
+		return err
+	}
+
+	// Initialize Resources
+	sourcesMap, authServicesMap, embeddingModelsMap, toolsMap, toolsetsMap, promptsMap, promptsetsMap, err := server.InitializeConfigs(ctx, opts.Cfg)
+	if err != nil {
+		errMsg := fmt.Errorf("failed to initialize resources: %w", err)
+		opts.Logger.ErrorContext(ctx, errMsg.Error())
+		return errMsg
+	}
+
+	resourceMgr := resources.NewResourceManager(sourcesMap, authServicesMap, embeddingModelsMap, toolsMap, toolsetsMap, promptsMap, promptsetsMap)
+
+	// Execute Tool
+	toolName := args[0]
+	tool, ok := resourceMgr.GetTool(toolName)
+	if !ok {
+		errMsg := fmt.Errorf("tool %q not found", toolName)
+		opts.Logger.ErrorContext(ctx, errMsg.Error())
+		return errMsg
+	}
+
+	var paramsInput string
+	if len(args) > 1 {
+		paramsInput = args[1]
+	}
+
+	params := make(map[string]any)
+	if paramsInput != "" {
+		if err := json.Unmarshal([]byte(paramsInput), &params); err != nil {
+			errMsg := fmt.Errorf("params must be a valid JSON string: %w", err)
+			opts.Logger.ErrorContext(ctx, errMsg.Error())
+			return errMsg
+		}
+	}
+
+	parsedParams, err := parameters.ParseParams(tool.GetParameters(), params, nil)
+	if err != nil {
+		errMsg := fmt.Errorf("invalid parameters: %w", err)
+		opts.Logger.ErrorContext(ctx, errMsg.Error())
+		return errMsg
+	}
+
+	parsedParams, err = tool.EmbedParams(ctx, parsedParams, resourceMgr.GetEmbeddingModelMap())
+	if err != nil {
+		errMsg := fmt.Errorf("error embedding parameters: %w", err)
+		opts.Logger.ErrorContext(ctx, errMsg.Error())
+		return errMsg
+	}
+
+	// Client Auth not supported for ephemeral CLI call
+	requiresAuth, err := tool.RequiresClientAuthorization(resourceMgr)
+	if err != nil {
+		errMsg := fmt.Errorf("failed to check auth requirements: %w", err)
+		opts.Logger.ErrorContext(ctx, errMsg.Error())
+		return errMsg
+	}
+	if requiresAuth {
+		errMsg := fmt.Errorf("client authorization is not supported")
+		opts.Logger.ErrorContext(ctx, errMsg.Error())
+		return errMsg
+	}
+
+	result, err := tool.Invoke(ctx, resourceMgr, parsedParams, "")
+	if err != nil {
+		errMsg := fmt.Errorf("tool execution failed: %w", err)
+		opts.Logger.ErrorContext(ctx, errMsg.Error())
+		return errMsg
+	}
+
+	// Print Result
+	output, err := json.MarshalIndent(result, "", "  ")
+	if err != nil {
+		errMsg := fmt.Errorf("failed to marshal result: %w", err)
+		opts.Logger.ErrorContext(ctx, errMsg.Error())
+		return errMsg
+	}
+	fmt.Fprintln(opts.IOStreams.Out, string(output))
+
+	return nil
+}

cmd/internal/invoke/command_test.go

@@ -0,0 +1,153 @@
+// Copyright 2026 Google LLC
+//
+// Licensed under the Apache License, Version 2.0 (the "License");
+// you may not use this file except in compliance with the License.
+// You may obtain a copy of the License at
+//
+//     http://www.apache.org/licenses/LICENSE-2.0
+//
+// Unless required by applicable law or agreed to in writing, software
+// distributed under the License is distributed on an "AS IS" BASIS,
+// WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+// See the License for the specific language governing permissions and
+// limitations under the License.
+
+package invoke
+
+import (
+	"bytes"
+	"os"
+	"path/filepath"
+	"strings"
+	"testing"
+
+	"github.com/googleapis/genai-toolbox/cmd/internal"
+	_ "github.com/googleapis/genai-toolbox/internal/sources/bigquery"
+	_ "github.com/googleapis/genai-toolbox/internal/sources/sqlite"
+	_ "github.com/googleapis/genai-toolbox/internal/tools/bigquery/bigquerysql"
+	_ "github.com/googleapis/genai-toolbox/internal/tools/sqlite/sqlitesql"
+	"github.com/spf13/cobra"
+)
+
+func invokeCommand(args []string) (string, error) {
+	parentCmd := &cobra.Command{Use: "toolbox"}
+
+	buf := new(bytes.Buffer)
+	opts := internal.NewToolboxOptions(internal.WithIOStreams(buf, buf))
+	internal.PersistentFlags(parentCmd, opts)
+
+	cmd := NewCommand(opts)
+	parentCmd.AddCommand(cmd)
+	parentCmd.SetArgs(args)
+
+	err := parentCmd.Execute()
+	return buf.String(), err
+}
+
+func TestInvokeTool(t *testing.T) {
+	// Create a temporary tools file
+	tmpDir := t.TempDir()
+
+	toolsFileContent := `
+sources:
+  my-sqlite:
+    kind: sqlite
+    database: test.db
+tools:
+  hello-sqlite:
+    kind: sqlite-sql
+    source: my-sqlite
+    description: "hello tool"
+    statement: "SELECT 'hello' as greeting"
+  echo-tool:
+    kind: sqlite-sql
+    source: my-sqlite
+    description: "echo tool"
+    statement: "SELECT ? as msg"
+    parameters:
+      - name: message
+        type: string
+        description: message to echo
+`
+
+	toolsFilePath := filepath.Join(tmpDir, "tools.yaml")
+	if err := os.WriteFile(toolsFilePath, []byte(toolsFileContent), 0644); err != nil {
+		t.Fatalf("failed to write tools file: %v", err)
+	}
+
+	tcs := []struct {
+		desc    string
+		args    []string
+		want    string
+		wantErr bool
+		errStr  string
+	}{
+		{
+			desc: "success - basic tool call",
+			args: []string{"invoke", "hello-sqlite", "--tools-file", toolsFilePath},
+			want: `"greeting": "hello"`,
+		},
+		{
+			desc: "success - tool call with parameters",
+			args: []string{"invoke", "echo-tool", `{"message": "world"}`, "--tools-file", toolsFilePath},
+			want: `"msg": "world"`,
+		},
+		{
+			desc:    "error - tool not found",
+			args:    []string{"invoke", "non-existent", "--tools-file", toolsFilePath},
+			wantErr: true,
+			errStr:  `tool "non-existent" not found`,
+		},
+		{
+			desc:    "error - invalid JSON params",
+			args:    []string{"invoke", "echo-tool", `invalid-json`, "--tools-file", toolsFilePath},
+			wantErr: true,
+			errStr:  `params must be a valid JSON string`,
+		},
+	}
+
+	for _, tc := range tcs {
+		t.Run(tc.desc, func(t *testing.T) {
+			got, err := invokeCommand(tc.args)
+			if (err != nil) != tc.wantErr {
+				t.Fatalf("got error %v, wantErr %v", err, tc.wantErr)
+			}
+			if tc.wantErr && !strings.Contains(err.Error(), tc.errStr) {
+				t.Fatalf("got error %v, want error containing %q", err, tc.errStr)
+			}
+			if !tc.wantErr && !strings.Contains(got, tc.want) {
+				t.Fatalf("got %q, want it to contain %q", got, tc.want)
+			}
+		})
+	}
+}
+
+func TestInvokeTool_AuthUnsupported(t *testing.T) {
+	tmpDir := t.TempDir()
+	toolsFileContent := `
+sources:
+  my-bq:
+    kind: bigquery
+    project: my-project
+    useClientOAuth: true
+tools:
+  bq-tool:
+    kind: bigquery-sql
+    source: my-bq
+    description: "bq tool"
+    statement: "SELECT 1"
+`
+	toolsFilePath := filepath.Join(tmpDir, "auth_tools.yaml")
+	if err := os.WriteFile(toolsFilePath, []byte(toolsFileContent), 0644); err != nil {
+		t.Fatalf("failed to write tools file: %v", err)
+	}
+
+	args := []string{"invoke", "bq-tool", "--tools-file", toolsFilePath}
+	_, err := invokeCommand(args)
+	if err == nil {
+		t.Fatal("expected error for tool requiring client auth, but got nil")
+	}
+	if !strings.Contains(err.Error(), "client authorization is not supported") {
+		t.Fatalf("unexpected error message: %v", err)
+	}
+}

cmd/internal/options.go

@@ -0,0 +1,251 @@
+// Copyright 2026 Google LLC
+//
+// Licensed under the Apache License, Version 2.0 (the "License");
+// you may not use this file except in compliance with the License.
+// You may obtain a copy of the License at
+//
+//     http://www.apache.org/licenses/LICENSE-2.0
+//
+// Unless required by applicable law or agreed to in writing, software
+// distributed under the License is distributed on an "AS IS" BASIS,
+// WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+// See the License for the specific language governing permissions and
+// limitations under the License.
+
+package internal
+
+import (
+	"context"
+	"fmt"
+	"io"
+	"os"
+	"slices"
+	"strings"
+
+	"github.com/googleapis/genai-toolbox/internal/log"
+	"github.com/googleapis/genai-toolbox/internal/prebuiltconfigs"
+	"github.com/googleapis/genai-toolbox/internal/server"
+	"github.com/googleapis/genai-toolbox/internal/telemetry"
+	"github.com/googleapis/genai-toolbox/internal/util"
+)
+
+type IOStreams struct {
+	In     io.Reader
+	Out    io.Writer
+	ErrOut io.Writer
+}
+
+// ToolboxOptions holds dependencies shared by all commands.
+type ToolboxOptions struct {
+	IOStreams       IOStreams
+	Logger          log.Logger
+	Cfg             server.ServerConfig
+	ToolsFile       string
+	ToolsFiles      []string
+	ToolsFolder     string
+	PrebuiltConfigs []string
+}
+
+// Option defines a function that modifies the ToolboxOptions struct.
+type Option func(*ToolboxOptions)
+
+// NewToolboxOptions creates a new instance with defaults, then applies any
+// provided options.
+func NewToolboxOptions(opts ...Option) *ToolboxOptions {
+	o := &ToolboxOptions{
+		IOStreams: IOStreams{
+			In:     os.Stdin,
+			Out:    os.Stdout,
+			ErrOut: os.Stderr,
+		},
+	}
+
+	for _, opt := range opts {
+		opt(o)
+	}
+	return o
+}
+
+// Apply allows you to update an EXISTING ToolboxOptions instance.
+// This is useful for "late binding".
+func (o *ToolboxOptions) Apply(opts ...Option) {
+	for _, opt := range opts {
+		opt(o)
+	}
+}
+
+// WithIOStreams updates the IO streams.
+func WithIOStreams(out, err io.Writer) Option {
+	return func(o *ToolboxOptions) {
+		o.IOStreams.Out = out
+		o.IOStreams.ErrOut = err
+	}
+}
+
+// Setup create logger and telemetry instrumentations.
+func (opts *ToolboxOptions) Setup(ctx context.Context) (context.Context, func(context.Context) error, error) {
+	// If stdio, set logger's out stream (usually DEBUG and INFO logs) to
+	// errStream
+	loggerOut := opts.IOStreams.Out
+	if opts.Cfg.Stdio {
+		loggerOut = opts.IOStreams.ErrOut
+	}
+
+	// Handle logger separately from config
+	logger, err := log.NewLogger(opts.Cfg.LoggingFormat.String(), opts.Cfg.LogLevel.String(), loggerOut, opts.IOStreams.ErrOut)
+	if err != nil {
+		return ctx, nil, fmt.Errorf("unable to initialize logger: %w", err)
+	}
+
+	ctx = util.WithLogger(ctx, logger)
+	opts.Logger = logger
+
+	// Set up OpenTelemetry
+	otelShutdown, err := telemetry.SetupOTel(ctx, opts.Cfg.Version, opts.Cfg.TelemetryOTLP, opts.Cfg.TelemetryGCP, opts.Cfg.TelemetryServiceName)
+	if err != nil {
+		errMsg := fmt.Errorf("error setting up OpenTelemetry: %w", err)
+		logger.ErrorContext(ctx, errMsg.Error())
+		return ctx, nil, errMsg
+	}
+
+	shutdownFunc := func(ctx context.Context) error {
+		err := otelShutdown(ctx)
+		if err != nil {
+			errMsg := fmt.Errorf("error shutting down OpenTelemetry: %w", err)
+			logger.ErrorContext(ctx, errMsg.Error())
+			return err
+		}
+		return nil
+	}
+
+	instrumentation, err := telemetry.CreateTelemetryInstrumentation(opts.Cfg.Version)
+	if err != nil {
+		errMsg := fmt.Errorf("unable to create telemetry instrumentation: %w", err)
+		logger.ErrorContext(ctx, errMsg.Error())
+		return ctx, shutdownFunc, errMsg
+	}
+
+	ctx = util.WithInstrumentation(ctx, instrumentation)
+
+	return ctx, shutdownFunc, nil
+}
+
+// LoadConfig checks and merge files that should be loaded into the server
+func (opts *ToolboxOptions) LoadConfig(ctx context.Context) (bool, error) {
+	// Determine if Custom Files should be loaded
+	// Check for explicit custom flags
+	isCustomConfigured := opts.ToolsFile != "" || len(opts.ToolsFiles) > 0 || opts.ToolsFolder != ""
+
+	// Determine if default 'tools.yaml' should be used (No prebuilt AND No custom flags)
+	useDefaultToolsFile := len(opts.PrebuiltConfigs) == 0 && !isCustomConfigured
+
+	if useDefaultToolsFile {
+		opts.ToolsFile = "tools.yaml"
+		isCustomConfigured = true
+	}
+
+	logger, err := util.LoggerFromContext(ctx)
+	if err != nil {
+		return isCustomConfigured, err
+	}
+
+	var allToolsFiles []ToolsFile
+
+	// Load Prebuilt Configuration
+
+	if len(opts.PrebuiltConfigs) > 0 {
+		slices.Sort(opts.PrebuiltConfigs)
+		sourcesList := strings.Join(opts.PrebuiltConfigs, ", ")
+		logMsg := fmt.Sprintf("Using prebuilt tool configurations for: %s", sourcesList)
+		logger.InfoContext(ctx, logMsg)
+
+		for _, configName := range opts.PrebuiltConfigs {
+			buf, err := prebuiltconfigs.Get(configName)
+			if err != nil {
+				logger.ErrorContext(ctx, err.Error())
+				return isCustomConfigured, err
+			}
+
+			// Parse into ToolsFile struct
+			parsed, err := parseToolsFile(ctx, buf)
+			if err != nil {
+				errMsg := fmt.Errorf("unable to parse prebuilt tool configuration for '%s': %w", configName, err)
+				logger.ErrorContext(ctx, errMsg.Error())
+				return isCustomConfigured, errMsg
+			}
+			allToolsFiles = append(allToolsFiles, parsed)
+		}
+	}
+
+	// Load Custom Configurations
+	if isCustomConfigured {
+		// Enforce exclusivity among custom flags (tools-file vs tools-files vs tools-folder)
+		if (opts.ToolsFile != "" && len(opts.ToolsFiles) > 0) ||
+			(opts.ToolsFile != "" && opts.ToolsFolder != "") ||
+			(len(opts.ToolsFiles) > 0 && opts.ToolsFolder != "") {
+			errMsg := fmt.Errorf("--tools-file, --tools-files, and --tools-folder flags cannot be used simultaneously")
+			logger.ErrorContext(ctx, errMsg.Error())
+			return isCustomConfigured, errMsg
+		}
+
+		var customTools ToolsFile
+		var err error
+
+		if len(opts.ToolsFiles) > 0 {
+			// Use tools-files
+			logger.InfoContext(ctx, fmt.Sprintf("Loading and merging %d tool configuration files", len(opts.ToolsFiles)))
+			customTools, err = LoadAndMergeToolsFiles(ctx, opts.ToolsFiles)
+		} else if opts.ToolsFolder != "" {
+			// Use tools-folder
+			logger.InfoContext(ctx, fmt.Sprintf("Loading and merging all YAML files from directory: %s", opts.ToolsFolder))
+			customTools, err = LoadAndMergeToolsFolder(ctx, opts.ToolsFolder)
+		} else {
+			// Use single file (tools-file or default `tools.yaml`)
+			buf, readFileErr := os.ReadFile(opts.ToolsFile)
+			if readFileErr != nil {
+				errMsg := fmt.Errorf("unable to read tool file at %q: %w", opts.ToolsFile, readFileErr)
+				logger.ErrorContext(ctx, errMsg.Error())
+				return isCustomConfigured, errMsg
+			}
+			customTools, err = parseToolsFile(ctx, buf)
+			if err != nil {
+				err = fmt.Errorf("unable to parse tool file at %q: %w", opts.ToolsFile, err)
+			}
+		}
+
+		if err != nil {
+			logger.ErrorContext(ctx, err.Error())
+			return isCustomConfigured, err
+		}
+		allToolsFiles = append(allToolsFiles, customTools)
+	}
+
+	// Modify version string based on loaded configurations
+	if len(opts.PrebuiltConfigs) > 0 {
+		tag := "prebuilt"
+		if isCustomConfigured {
+			tag = "custom"
+		}
+		// prebuiltConfigs is already sorted above
+		for _, configName := range opts.PrebuiltConfigs {
+			opts.Cfg.Version += fmt.Sprintf("+%s.%s", tag, configName)
+		}
+	}
+
+	// Merge Everything
+	// This will error if custom tools collide with prebuilt tools
+	finalToolsFile, err := mergeToolsFiles(allToolsFiles...)
+	if err != nil {
+		logger.ErrorContext(ctx, err.Error())
+		return isCustomConfigured, err
+	}
+
+	opts.Cfg.SourceConfigs = finalToolsFile.Sources
+	opts.Cfg.AuthServiceConfigs = finalToolsFile.AuthServices
+	opts.Cfg.EmbeddingModelConfigs = finalToolsFile.EmbeddingModels
+	opts.Cfg.ToolConfigs = finalToolsFile.Tools
+	opts.Cfg.ToolsetConfigs = finalToolsFile.Toolsets
+	opts.Cfg.PromptConfigs = finalToolsFile.Prompts
+
+	return isCustomConfigured, nil
+}

cmd/internal/options_test.go

@@ -12,57 +12,38 @@
 // See the License for the specific language governing permissions and
 // limitations under the License.
 
-package cmd
+package internal
 
 import (
 	"errors"
 	"io"
 	"testing"
-
-	"github.com/spf13/cobra"
 )
 
-func TestCommandOptions(t *testing.T) {
+func TestToolboxOptions(t *testing.T) {
 	w := io.Discard
 	tcs := []struct {
 		desc    string
-		isValid func(*Command) error
+		isValid func(*ToolboxOptions) error
 		option  Option
 	}{
 		{
 			desc: "with logger",
-			isValid: func(c *Command) error {
-				if c.outStream != w || c.errStream != w {
+			isValid: func(o *ToolboxOptions) error {
+				if o.IOStreams.Out != w || o.IOStreams.ErrOut != w {
 					return errors.New("loggers do not match")
 				}
 				return nil
 			},
-			option: WithStreams(w, w),
+			option: WithIOStreams(w, w),
 		},
 	}
 	for _, tc := range tcs {
 		t.Run(tc.desc, func(t *testing.T) {
-			got, err := invokeProxyWithOption(tc.option)
-			if err != nil {
-				t.Fatal(err)
-			}
+			got := NewToolboxOptions(tc.option)
 			if err := tc.isValid(got); err != nil {
 				t.Errorf("option did not initialize command correctly: %v", err)
 			}
 		})
 	}
 }
-
-func invokeProxyWithOption(o Option) (*Command, error) {
-	c := NewCommand(o)
-	// Keep the test output quiet
-	c.SilenceUsage = true
-	c.SilenceErrors = true
-	// Disable execute behavior
-	c.RunE = func(*cobra.Command, []string) error {
-		return nil
-	}
-
-	err := c.Execute()
-	return c, err
-}

cmd/internal/persistent_flags.go

@@ -0,0 +1,46 @@
+// Copyright 2026 Google LLC
+//
+// Licensed under the Apache License, Version 2.0 (the "License");
+// you may not use this file except in compliance with the License.
+// You may obtain a copy of the License at
+//
+//     http://www.apache.org/licenses/LICENSE-2.0
+//
+// Unless required by applicable law or agreed to in writing, software
+// distributed under the License is distributed on an "AS IS" BASIS,
+// WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+// See the License for the specific language governing permissions and
+// limitations under the License.
+
+package internal
+
+import (
+	"fmt"
+	"strings"
+
+	"github.com/googleapis/genai-toolbox/internal/prebuiltconfigs"
+	"github.com/spf13/cobra"
+)
+
+// PersistentFlags sets up flags that are available for all commands and
+// subcommands
+// It is also used to set up persistent flags during subcommand unit tests
+func PersistentFlags(parentCmd *cobra.Command, opts *ToolboxOptions) {
+	persistentFlags := parentCmd.PersistentFlags()
+
+	persistentFlags.StringVar(&opts.ToolsFile, "tools-file", "", "File path specifying the tool configuration. Cannot be used with --tools-files, or --tools-folder.")
+	persistentFlags.StringSliceVar(&opts.ToolsFiles, "tools-files", []string{}, "Multiple file paths specifying tool configurations. Files will be merged. Cannot be used with --tools-file, or --tools-folder.")
+	persistentFlags.StringVar(&opts.ToolsFolder, "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.")
+	persistentFlags.Var(&opts.Cfg.LogLevel, "log-level", "Specify the minimum level logged. Allowed: 'DEBUG', 'INFO', 'WARN', 'ERROR'.")
+	persistentFlags.Var(&opts.Cfg.LoggingFormat, "logging-format", "Specify logging format to use. Allowed: 'standard' or 'JSON'.")
+	persistentFlags.BoolVar(&opts.Cfg.TelemetryGCP, "telemetry-gcp", false, "Enable exporting directly to Google Cloud Monitoring.")
+	persistentFlags.StringVar(&opts.Cfg.TelemetryOTLP, "telemetry-otlp", "", "Enable exporting using OpenTelemetry Protocol (OTLP) to the specified endpoint (e.g. 'http://127.0.0.1:4318')")
+	persistentFlags.StringVar(&opts.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'. Can be specified multiple times.",
+		strings.Join(prebuiltconfigs.GetPrebuiltSources(), "', '"),
+	)
+	persistentFlags.StringSliceVar(&opts.PrebuiltConfigs, "prebuilt", []string{}, prebuiltHelp)
+	persistentFlags.StringSliceVar(&opts.Cfg.UserAgentMetadata, "user-agent-metadata", []string{}, "Appends additional metadata to the User-Agent.")
+}

cmd/internal/skills/command.go

@@ -0,0 +1,214 @@
+// Copyright 2026 Google LLC
+//
+// Licensed under the Apache License, Version 2.0 (the "License");
+// you may not use this file except in compliance with the License.
+// You may obtain a copy of the License at
+//
+//     http://www.apache.org/licenses/LICENSE-2.0
+//
+// Unless required by applicable law or agreed to in writing, software
+// distributed under the License is distributed on an "AS IS" BASIS,
+// WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+// See the License for the specific language governing permissions and
+// limitations under the License.
+
+package skills
+
+import (
+	"context"
+	_ "embed"
+	"fmt"
+	"os"
+	"path/filepath"
+	"sort"
+
+	"github.com/googleapis/genai-toolbox/cmd/internal"
+	"github.com/googleapis/genai-toolbox/internal/server"
+	"github.com/googleapis/genai-toolbox/internal/server/resources"
+	"github.com/googleapis/genai-toolbox/internal/tools"
+
+	"github.com/spf13/cobra"
+)
+
+// skillsCmd is the command for generating skills.
+type skillsCmd struct {
+	*cobra.Command
+	name        string
+	description string
+	toolset     string
+	outputDir   string
+}
+
+// NewCommand creates a new Command.
+func NewCommand(opts *internal.ToolboxOptions) *cobra.Command {
+	cmd := &skillsCmd{}
+	cmd.Command = &cobra.Command{
+		Use:   "skills-generate",
+		Short: "Generate skills from tool configurations",
+		RunE: func(c *cobra.Command, args []string) error {
+			return run(cmd, opts)
+		},
+	}
+
+	cmd.Flags().StringVar(&cmd.name, "name", "", "Name of the generated skill.")
+	cmd.Flags().StringVar(&cmd.description, "description", "", "Description of the generated skill")
+	cmd.Flags().StringVar(&cmd.toolset, "toolset", "", "Name of the toolset to convert into a skill. If not provided, all tools will be included.")
+	cmd.Flags().StringVar(&cmd.outputDir, "output-dir", "skills", "Directory to output generated skills")
+
+	_ = cmd.MarkFlagRequired("name")
+	_ = cmd.MarkFlagRequired("description")
+	return cmd.Command
+}
+
+func run(cmd *skillsCmd, opts *internal.ToolboxOptions) error {
+	ctx, cancel := context.WithCancel(cmd.Context())
+	defer cancel()
+
+	ctx, shutdown, err := opts.Setup(ctx)
+	if err != nil {
+		return err
+	}
+	defer func() {
+		_ = shutdown(ctx)
+	}()
+
+	_, err = opts.LoadConfig(ctx)
+	if err != nil {
+		return err
+	}
+
+	if err := os.MkdirAll(cmd.outputDir, 0755); err != nil {
+		errMsg := fmt.Errorf("error creating output directory: %w", err)
+		opts.Logger.ErrorContext(ctx, errMsg.Error())
+		return errMsg
+	}
+
+	opts.Logger.InfoContext(ctx, fmt.Sprintf("Generating skill '%s'...", cmd.name))
+
+	// Initialize toolbox and collect tools
+	allTools, err := cmd.collectTools(ctx, opts)
+	if err != nil {
+		errMsg := fmt.Errorf("error collecting tools: %w", err)
+		opts.Logger.ErrorContext(ctx, errMsg.Error())
+		return errMsg
+	}
+
+	if len(allTools) == 0 {
+		opts.Logger.InfoContext(ctx, "No tools found to generate.")
+		return nil
+	}
+
+	// Generate the combined skill directory
+	skillPath := filepath.Join(cmd.outputDir, cmd.name)
+	if err := os.MkdirAll(skillPath, 0755); err != nil {
+		errMsg := fmt.Errorf("error creating skill directory: %w", err)
+		opts.Logger.ErrorContext(ctx, errMsg.Error())
+		return errMsg
+	}
+
+	// Generate assets directory
+	assetsPath := filepath.Join(skillPath, "assets")
+	if err := os.MkdirAll(assetsPath, 0755); err != nil {
+		errMsg := fmt.Errorf("error creating assets dir: %w", err)
+		opts.Logger.ErrorContext(ctx, errMsg.Error())
+		return errMsg
+	}
+
+	// Generate scripts directory
+	scriptsPath := filepath.Join(skillPath, "scripts")
+	if err := os.MkdirAll(scriptsPath, 0755); err != nil {
+		errMsg := fmt.Errorf("error creating scripts dir: %w", err)
+		opts.Logger.ErrorContext(ctx, errMsg.Error())
+		return errMsg
+	}
+
+	// Iterate over keys to ensure deterministic order
+	var toolNames []string
+	for name := range allTools {
+		toolNames = append(toolNames, name)
+	}
+	sort.Strings(toolNames)
+
+	for _, toolName := range toolNames {
+		// Generate YAML config in asset directory
+		minimizedContent, err := generateToolConfigYAML(opts.Cfg, toolName)
+		if err != nil {
+			errMsg := fmt.Errorf("error generating filtered config for %s: %w", toolName, err)
+			opts.Logger.ErrorContext(ctx, errMsg.Error())
+			return errMsg
+		}
+
+		specificToolsFileName := fmt.Sprintf("%s.yaml", toolName)
+		if minimizedContent != nil {
+			destPath := filepath.Join(assetsPath, specificToolsFileName)
+			if err := os.WriteFile(destPath, minimizedContent, 0644); err != nil {
+				errMsg := fmt.Errorf("error writing filtered config for %s: %w", toolName, err)
+				opts.Logger.ErrorContext(ctx, errMsg.Error())
+				return errMsg
+			}
+		}
+
+		// Generate wrapper script in scripts directory
+		scriptContent, err := generateScriptContent(toolName, specificToolsFileName)
+		if err != nil {
+			errMsg := fmt.Errorf("error generating script content for %s: %w", toolName, err)
+			opts.Logger.ErrorContext(ctx, errMsg.Error())
+			return errMsg
+		}
+
+		scriptFilename := filepath.Join(scriptsPath, fmt.Sprintf("%s.js", toolName))
+		if err := os.WriteFile(scriptFilename, []byte(scriptContent), 0755); err != nil {
+			errMsg := fmt.Errorf("error writing script %s: %w", scriptFilename, err)
+			opts.Logger.ErrorContext(ctx, errMsg.Error())
+			return errMsg
+		}
+	}
+
+	// Generate SKILL.md
+	skillContent, err := generateSkillMarkdown(cmd.name, cmd.description, allTools)
+	if err != nil {
+		errMsg := fmt.Errorf("error generating SKILL.md content: %w", err)
+		opts.Logger.ErrorContext(ctx, errMsg.Error())
+		return errMsg
+	}
+	skillMdPath := filepath.Join(skillPath, "SKILL.md")
+	if err := os.WriteFile(skillMdPath, []byte(skillContent), 0644); err != nil {
+		errMsg := fmt.Errorf("error writing SKILL.md: %w", err)
+		opts.Logger.ErrorContext(ctx, errMsg.Error())
+		return errMsg
+	}
+
+	opts.Logger.InfoContext(ctx, fmt.Sprintf("Successfully generated skill '%s' with %d tools.", cmd.name, len(allTools)))
+
+	return nil
+}
+
+func (c *skillsCmd) collectTools(ctx context.Context, opts *internal.ToolboxOptions) (map[string]tools.Tool, error) {
+	// Initialize Resources
+	sourcesMap, authServicesMap, embeddingModelsMap, toolsMap, toolsetsMap, promptsMap, promptsetsMap, err := server.InitializeConfigs(ctx, opts.Cfg)
+	if err != nil {
+		return nil, fmt.Errorf("failed to initialize resources: %w", err)
+	}
+
+	resourceMgr := resources.NewResourceManager(sourcesMap, authServicesMap, embeddingModelsMap, toolsMap, toolsetsMap, promptsMap, promptsetsMap)
+
+	result := make(map[string]tools.Tool)
+
+	if c.toolset == "" {
+		return toolsMap, nil
+	}
+
+	ts, ok := resourceMgr.GetToolset(c.toolset)
+	if !ok {
+		return nil, fmt.Errorf("toolset %q not found", c.toolset)
+	}
+
+	for _, t := range ts.Tools {
+		if t != nil {
+			tool := *t
+			result[tool.McpManifest().Name] = tool
+		}
+	}
+
+	return result, nil
+}

cmd/internal/skills/command_test.go

@@ -0,0 +1,195 @@
+// Copyright 2026 Google LLC
+//
+// Licensed under the Apache License, Version 2.0 (the "License");
+// you may not use this file except in compliance with the License.
+// You may obtain a copy of the License at
+//
+//     http://www.apache.org/licenses/LICENSE-2.0
+//
+// Unless required by applicable law or agreed to in writing, software
+// distributed under the License is distributed on an "AS IS" BASIS,
+// WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+// See the License for the specific language governing permissions and
+// limitations under the License.
+
+package skills
+
+import (
+	"bytes"
+	"os"
+	"path/filepath"
+	"strings"
+	"testing"
+
+	"github.com/googleapis/genai-toolbox/cmd/internal"
+	_ "github.com/googleapis/genai-toolbox/internal/sources/sqlite"
+	_ "github.com/googleapis/genai-toolbox/internal/tools/sqlite/sqlitesql"
+	"github.com/spf13/cobra"
+)
+
+func invokeCommand(args []string) (string, error) {
+	parentCmd := &cobra.Command{Use: "toolbox"}
+
+	buf := new(bytes.Buffer)
+	opts := internal.NewToolboxOptions(internal.WithIOStreams(buf, buf))
+	internal.PersistentFlags(parentCmd, opts)
+
+	cmd := NewCommand(opts)
+	parentCmd.AddCommand(cmd)
+	parentCmd.SetArgs(args)
+
+	err := parentCmd.Execute()
+	return buf.String(), err
+}
+
+func TestGenerateSkill(t *testing.T) {
+	// Create a temporary directory for tests
+	tmpDir := t.TempDir()
+	outputDir := filepath.Join(tmpDir, "skills")
+
+	// Create a tools.yaml file with a sqlite tool
+	toolsFileContent := `
+sources:
+  my-sqlite:
+    kind: sqlite
+    database: test.db
+tools:
+  hello-sqlite:
+    kind: sqlite-sql
+    source: my-sqlite
+    description: "hello tool"
+    statement: "SELECT 'hello' as greeting"
+`
+
+	toolsFilePath := filepath.Join(tmpDir, "tools.yaml")
+	if err := os.WriteFile(toolsFilePath, []byte(toolsFileContent), 0644); err != nil {
+		t.Fatalf("failed to write tools file: %v", err)
+	}
+
+	args := []string{
+		"skills-generate",
+		"--tools-file", toolsFilePath,
+		"--output-dir", outputDir,
+		"--name", "hello-sqlite",
+		"--description", "hello tool",
+	}
+
+	got, err := invokeCommand(args)
+	if err != nil {
+		t.Fatalf("command failed: %v\nOutput: %s", err, got)
+	}
+
+	// Verify generated directory structure
+	skillPath := filepath.Join(outputDir, "hello-sqlite")
+	if _, err := os.Stat(skillPath); os.IsNotExist(err) {
+		t.Fatalf("skill directory not created: %s", skillPath)
+	}
+
+	// Check SKILL.md
+	skillMarkdown := filepath.Join(skillPath, "SKILL.md")
+	content, err := os.ReadFile(skillMarkdown)
+	if err != nil {
+		t.Fatalf("failed to read SKILL.md: %v", err)
+	}
+
+	expectedFrontmatter := `---
+name: hello-sqlite
+description: hello tool
+---`
+	if !strings.HasPrefix(string(content), expectedFrontmatter) {
+		t.Errorf("SKILL.md does not have expected frontmatter format.\nExpected prefix:\n%s\nGot:\n%s", expectedFrontmatter, string(content))
+	}
+
+	if !strings.Contains(string(content), "## Usage") {
+		t.Errorf("SKILL.md does not contain '## Usage' section")
+	}
+
+	if !strings.Contains(string(content), "## Scripts") {
+		t.Errorf("SKILL.md does not contain '## Scripts' section")
+	}
+
+	if !strings.Contains(string(content), "### hello-sqlite") {
+		t.Errorf("SKILL.md does not contain '### hello-sqlite' tool header")
+	}
+
+	// Check script file
+	scriptFilename := "hello-sqlite.js"
+	scriptPath := filepath.Join(skillPath, "scripts", scriptFilename)
+	if _, err := os.Stat(scriptPath); os.IsNotExist(err) {
+		t.Fatalf("script file not created: %s", scriptPath)
+	}
+
+	scriptContent, err := os.ReadFile(scriptPath)
+	if err != nil {
+		t.Fatalf("failed to read script file: %v", err)
+	}
+	if !strings.Contains(string(scriptContent), "hello-sqlite") {
+		t.Errorf("script file does not contain expected tool name")
+	}
+
+	// Check assets
+	assetPath := filepath.Join(skillPath, "assets", "hello-sqlite.yaml")
+	if _, err := os.Stat(assetPath); os.IsNotExist(err) {
+		t.Fatalf("asset file not created: %s", assetPath)
+	}
+	assetContent, err := os.ReadFile(assetPath)
+	if err != nil {
+		t.Fatalf("failed to read asset file: %v", err)
+	}
+	if !strings.Contains(string(assetContent), "hello-sqlite") {
+		t.Errorf("asset file does not contain expected tool name")
+	}
+}
+
+func TestGenerateSkill_NoConfig(t *testing.T) {
+	tmpDir := t.TempDir()
+	outputDir := filepath.Join(tmpDir, "skills")
+
+	args := []string{
+		"skills-generate",
+		"--output-dir", outputDir,
+		"--name", "test",
+		"--description", "test",
+	}
+
+	_, err := invokeCommand(args)
+	if err == nil {
+		t.Fatal("expected command to fail when no configuration is provided and tools.yaml is missing")
+	}
+
+	// Should not have created the directory if no config was processed
+	if _, err := os.Stat(outputDir); !os.IsNotExist(err) {
+		t.Errorf("output directory should not have been created")
+	}
+}
+
+func TestGenerateSkill_MissingArguments(t *testing.T) {
+	tmpDir := t.TempDir()
+	toolsFilePath := filepath.Join(tmpDir, "tools.yaml")
+	if err := os.WriteFile(toolsFilePath, []byte("tools: {}"), 0644); err != nil {
+		t.Fatalf("failed to write tools file: %v", err)
+	}
+
+	tests := []struct {
+		name string
+		args []string
+	}{
+		{
+			name: "missing name",
+			args: []string{"skills-generate", "--tools-file", toolsFilePath, "--description", "test"},
+		},
+		{
+			name: "missing description",
+			args: []string{"skills-generate", "--tools-file", toolsFilePath, "--name", "test"},
+		},
+	}
+
+	for _, tt := range tests {
+		t.Run(tt.name, func(t *testing.T) {
+			got, err := invokeCommand(tt.args)
+			if err == nil {
+				t.Fatalf("expected command to fail due to missing arguments, but it succeeded\nOutput: %s", got)
+			}
+		})
+	}
+}

cmd/internal/skills/generator.go

@@ -0,0 +1,296 @@
+// Copyright 2026 Google LLC
+//
+// Licensed under the Apache License, Version 2.0 (the "License");
+// you may not use this file except in compliance with the License.
+// You may obtain a copy of the License at
+//
+//     http://www.apache.org/licenses/LICENSE-2.0
+//
+// Unless required by applicable law or agreed to in writing, software
+// distributed under the License is distributed on an "AS IS" BASIS,
+// WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+// See the License for the specific language governing permissions and
+// limitations under the License.
+
+package skills
+
+import (
+	"bytes"
+	"encoding/json"
+	"fmt"
+	"sort"
+	"strings"
+	"text/template"
+
+	"github.com/goccy/go-yaml"
+	"github.com/googleapis/genai-toolbox/internal/server"
+	"github.com/googleapis/genai-toolbox/internal/sources"
+	"github.com/googleapis/genai-toolbox/internal/tools"
+	"github.com/googleapis/genai-toolbox/internal/util/parameters"
+)
+
+const skillTemplate = `---
+name: {{.SkillName}}
+description: {{.SkillDescription}}
+---
+
+## Usage
+
+All scripts can be executed using Node.js. Replace ` + "`" + `<param_name>` + "`" + ` and ` + "`" + `<param_value>` + "`" + ` with actual values.
+
+**Bash:**
+` + "`" + `node scripts/<script_name>.js '{"<param_name>": "<param_value>"}'` + "`" + `
+
+**PowerShell:**
+` + "`" + `node scripts/<script_name>.js '{\"<param_name>\": \"<param_value>\"}'` + "`" + `
+
+## Scripts
+
+{{range .Tools}}
+### {{.Name}}
+
+{{.Description}}
+
+{{.ParametersSchema}}
+
+---
+{{end}}
+`
+
+type toolTemplateData struct {
+	Name             string
+	Description      string
+	ParametersSchema string
+}
+
+type skillTemplateData struct {
+	SkillName        string
+	SkillDescription string
+	Tools            []toolTemplateData
+}
+
+// generateSkillMarkdown generates the content of the SKILL.md file.
+// It includes usage instructions and a reference section for each tool in the skill,
+// detailing its description and parameters.
+func generateSkillMarkdown(skillName, skillDescription string, toolsMap map[string]tools.Tool) (string, error) {
+	var toolsData []toolTemplateData
+
+	// Order tools based on name
+	var toolNames []string
+	for name := range toolsMap {
+		toolNames = append(toolNames, name)
+	}
+	sort.Strings(toolNames)
+
+	for _, name := range toolNames {
+		tool := toolsMap[name]
+		manifest := tool.Manifest()
+
+		parametersSchema, err := formatParameters(manifest.Parameters)
+		if err != nil {
+			return "", err
+		}
+
+		toolsData = append(toolsData, toolTemplateData{
+			Name:             name,
+			Description:      manifest.Description,
+			ParametersSchema: parametersSchema,
+		})
+	}
+
+	data := skillTemplateData{
+		SkillName:        skillName,
+		SkillDescription: skillDescription,
+		Tools:            toolsData,
+	}
+
+	tmpl, err := template.New("markdown").Parse(skillTemplate)
+	if err != nil {
+		return "", fmt.Errorf("error parsing markdown template: %w", err)
+	}
+
+	var buf strings.Builder
+	if err := tmpl.Execute(&buf, data); err != nil {
+		return "", fmt.Errorf("error executing markdown template: %w", err)
+	}
+
+	return buf.String(), nil
+}
+
+const nodeScriptTemplate = `#!/usr/bin/env node
+
+const { spawn, execSync } = require('child_process');
+const path = require('path');
+const fs = require('fs');
+
+const toolName = "{{.Name}}";
+const toolsFileName = "{{.ToolsFileName}}";
+
+function getToolboxPath() {
+    try {
+        const checkCommand = process.platform === 'win32' ? 'where toolbox' : 'which toolbox';
+        const globalPath = execSync(checkCommand, { stdio: 'pipe', encoding: 'utf-8' }).trim();
+        if (globalPath) {
+            return globalPath.split('\n')[0].trim();
+        }
+    } catch (e) {
+        // Ignore error;
+    }
+    const localPath = path.resolve(__dirname, '../../../toolbox');
+    if (fs.existsSync(localPath)) {
+        return localPath;
+    }
+    throw new Error("Toolbox binary not found");
+}
+
+let toolboxBinary;
+try {
+    toolboxBinary = getToolboxPath();
+} catch (err) {
+    console.error("Error:", err.message);
+    process.exit(1);
+}
+
+let configArgs = [];
+if (toolsFileName) {
+  configArgs.push("--tools-file", path.join(__dirname, "..", "assets", toolsFileName));
+}
+
+const args = process.argv.slice(2);
+const toolboxArgs = [...configArgs, "invoke", toolName, ...args];
+
+const child = spawn(toolboxBinary, toolboxArgs, { stdio: 'inherit' });
+
+child.on('close', (code) => {
+  process.exit(code);
+});
+
+child.on('error', (err) => {
+  console.error("Error executing toolbox:", err);
+  process.exit(1);
+});
+`
+
+type scriptData struct {
+	Name          string
+	ToolsFileName string
+}
+
+// generateScriptContent creates the content for a Node.js wrapper script.
+// This script invokes the toolbox CLI with the appropriate configuration
+// (using a generated tools file) and arguments to execute the specific tool.
+func generateScriptContent(name string, toolsFileName string) (string, error) {
+	data := scriptData{
+		Name:          name,
+		ToolsFileName: toolsFileName,
+	}
+
+	tmpl, err := template.New("script").Parse(nodeScriptTemplate)
+	if err != nil {
+		return "", fmt.Errorf("error parsing script template: %w", err)
+	}
+
+	var buf strings.Builder
+	if err := tmpl.Execute(&buf, data); err != nil {
+		return "", fmt.Errorf("error executing script template: %w", err)
+	}
+
+	return buf.String(), nil
+}
+
+// formatParameters converts a list of parameter manifests into a formatted JSON schema string.
+// This schema is used in the skill documentation to describe the input parameters for a tool.
+func formatParameters(params []parameters.ParameterManifest) (string, error) {
+	if len(params) == 0 {
+		return "", nil
+	}
+
+	properties := make(map[string]interface{})
+	var required []string
+
+	for _, p := range params {
+		paramMap := map[string]interface{}{
+			"type":        p.Type,
+			"description": p.Description,
+		}
+		if p.Default != nil {
+			paramMap["default"] = p.Default
+		}
+		properties[p.Name] = paramMap
+		if p.Required {
+			required = append(required, p.Name)
+		}
+	}
+
+	schema := map[string]interface{}{
+		"type":       "object",
+		"properties": properties,
+	}
+	if len(required) > 0 {
+		schema["required"] = required
+	}
+
+	schemaJSON, err := json.MarshalIndent(schema, "", "  ")
+	if err != nil {
+		return "", fmt.Errorf("error generating parameters schema: %w", err)
+	}
+
+	return fmt.Sprintf("#### Parameters\n\n```json\n%s\n```", string(schemaJSON)), nil
+}
+
+// generateToolConfigYAML generates the YAML configuration for a single tool and its dependency (source).
+// It extracts the relevant tool and source configurations from the server config and formats them
+// into a YAML document suitable for inclusion in the skill's assets.
+func generateToolConfigYAML(cfg server.ServerConfig, toolName string) ([]byte, error) {
+	toolCfg, ok := cfg.ToolConfigs[toolName]
+	if !ok {
+		return nil, fmt.Errorf("error finding tool config: %s", toolName)
+	}
+
+	var buf bytes.Buffer
+	encoder := yaml.NewEncoder(&buf)
+
+	// Process Tool Config
+	toolWrapper := struct {
+		Kind   string           `yaml:"kind"`
+		Config tools.ToolConfig `yaml:",inline"`
+	}{
+		Kind:   "tools",
+		Config: toolCfg,
+	}
+
+	if err := encoder.Encode(toolWrapper); err != nil {
+		return nil, fmt.Errorf("error encoding tool config: %w", err)
+	}
+
+	// Process Source Config
+	var toolMap map[string]interface{}
+	b, err := yaml.Marshal(toolCfg)
+	if err != nil {
+		return nil, fmt.Errorf("error marshaling tool config: %w", err)
+	}
+	if err := yaml.Unmarshal(b, &toolMap); err != nil {
+		return nil, fmt.Errorf("error unmarshaling tool config map: %w", err)
+	}
+
+	if sourceName, ok := toolMap["source"].(string); ok && sourceName != "" {
+		sourceCfg, ok := cfg.SourceConfigs[sourceName]
+		if !ok {
+			return nil, fmt.Errorf("error finding source config: %s", sourceName)
+		}
+
+		sourceWrapper := struct {
+			Kind   string               `yaml:"kind"`
+			Config sources.SourceConfig `yaml:",inline"`
+		}{
+			Kind:   "sources",
+			Config: sourceCfg,
+		}
+
+		if err := encoder.Encode(sourceWrapper); err != nil {
+			return nil, fmt.Errorf("error encoding source config: %w", err)
+		}
+	}
+
+	return buf.Bytes(), nil
+}

cmd/internal/skills/generator_test.go

@@ -0,0 +1,347 @@
+// Copyright 2026 Google LLC
+//
+// Licensed under the Apache License, Version 2.0 (the "License");
+// you may not use this file except in compliance with the License.
+// You may obtain a copy of the License at
+//
+//     http://www.apache.org/licenses/LICENSE-2.0
+//
+// Unless required by applicable law or agreed to in writing, software
+// distributed under the License is distributed on an "AS IS" BASIS,
+// WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+// See the License for the specific language governing permissions and
+// limitations under the License.
+
+package skills
+
+import (
+	"context"
+	"strings"
+	"testing"
+
+	"github.com/googleapis/genai-toolbox/internal/server"
+	"github.com/googleapis/genai-toolbox/internal/sources"
+	"github.com/googleapis/genai-toolbox/internal/tools"
+	"github.com/googleapis/genai-toolbox/internal/util/parameters"
+	"go.opentelemetry.io/otel/trace"
+)
+
+type MockToolConfig struct {
+	Name       string                `yaml:"name"`
+	Type       string                `yaml:"type"`
+	Source     string                `yaml:"source"`
+	Other      string                `yaml:"other"`
+	Parameters parameters.Parameters `yaml:"parameters"`
+}
+
+func (m MockToolConfig) ToolConfigType() string {
+	return m.Type
+}
+
+func (m MockToolConfig) Initialize(map[string]sources.Source) (tools.Tool, error) {
+	return nil, nil
+}
+
+type MockSourceConfig struct {
+	Name             string `yaml:"name"`
+	Type             string `yaml:"type"`
+	ConnectionString string `yaml:"connection_string"`
+}
+
+func (m MockSourceConfig) SourceConfigType() string {
+	return m.Type
+}
+
+func (m MockSourceConfig) Initialize(context.Context, trace.Tracer) (sources.Source, error) {
+	return nil, nil
+}
+
+func TestFormatParameters(t *testing.T) {
+	tests := []struct {
+		name         string
+		params       []parameters.ParameterManifest
+		wantContains []string
+		wantErr      bool
+	}{
+		{
+			name:         "empty parameters",
+			params:       []parameters.ParameterManifest{},
+			wantContains: []string{""},
+		},
+		{
+			name: "single required string parameter",
+			params: []parameters.ParameterManifest{
+				{
+					Name:        "param1",
+					Description: "A test parameter",
+					Type:        "string",
+					Required:    true,
+				},
+			},
+			wantContains: []string{
+				"## Parameters",
+				"```json",
+				`"type": "object"`,
+				`"properties": {`,
+				`"param1": {`,
+				`"type": "string"`,
+				`"description": "A test parameter"`,
+				`"required": [`,
+				`"param1"`,
+			},
+		},
+		{
+			name: "mixed parameters with defaults",
+			params: []parameters.ParameterManifest{
+				{
+					Name:        "param1",
+					Description: "Param 1",
+					Type:        "string",
+					Required:    true,
+				},
+				{
+					Name:        "param2",
+					Description: "Param 2",
+					Type:        "integer",
+					Default:     42,
+					Required:    false,
+				},
+			},
+			wantContains: []string{
+				`"param1": {`,
+				`"param2": {`,
+				`"default": 42`,
+				`"required": [`,
+				`"param1"`,
+			},
+		},
+	}
+
+	for _, tt := range tests {
+		t.Run(tt.name, func(t *testing.T) {
+			got, err := formatParameters(tt.params)
+			if (err != nil) != tt.wantErr {
+				t.Errorf("formatParameters() error = %v, wantErr %v", err, tt.wantErr)
+				return
+			}
+			if tt.wantErr {
+				return
+			}
+
+			if len(tt.params) == 0 {
+				if got != "" {
+					t.Errorf("formatParameters() = %v, want empty string", got)
+				}
+				return
+			}
+
+			for _, want := range tt.wantContains {
+				if !strings.Contains(got, want) {
+					t.Errorf("formatParameters() result missing expected string: %s\nGot:\n%s", want, got)
+				}
+			}
+		})
+	}
+}
+
+func TestGenerateSkillMarkdown(t *testing.T) {
+	toolsMap := map[string]tools.Tool{
+		"tool1": server.MockTool{
+			Description: "First tool",
+			Params: []parameters.Parameter{
+				parameters.NewStringParameter("p1", "d1"),
+			},
+		},
+	}
+
+	got, err := generateSkillMarkdown("MySkill", "My Description", toolsMap)
+	if err != nil {
+		t.Fatalf("generateSkillMarkdown() error = %v", err)
+	}
+
+	expectedSubstrings := []string{
+		"name: MySkill",
+		"description: My Description",
+		"## Usage",
+		"All scripts can be executed using Node.js",
+		"**Bash:**",
+		"`node scripts/<script_name>.js '{\"<param_name>\": \"<param_value>\"}'`",
+		"**PowerShell:**",
+		"`node scripts/<script_name>.js '{\"<param_name>\": \"<param_value>\"}'`",
+		"## Scripts",
+		"### tool1",
+		"First tool",
+		"## Parameters",
+	}
+
+	for _, s := range expectedSubstrings {
+		if !strings.Contains(got, s) {
+			t.Errorf("generateSkillMarkdown() missing substring %q", s)
+		}
+	}
+}
+
+func TestGenerateScriptContent(t *testing.T) {
+	tests := []struct {
+		name          string
+		toolName      string
+		toolsFileName string
+		wantContains  []string
+	}{
+		{
+			name:          "basic script",
+			toolName:      "test-tool",
+			toolsFileName: "",
+			wantContains: []string{
+				`const toolName = "test-tool";`,
+				`const toolsFileName = "";`,
+				`const toolboxArgs = [...configArgs, "invoke", toolName, ...args];`,
+			},
+		},
+		{
+			name:          "script with tools file",
+			toolName:      "complex-tool",
+			toolsFileName: "tools.yaml",
+			wantContains: []string{
+				`const toolName = "complex-tool";`,
+				`const toolsFileName = "tools.yaml";`,
+				`configArgs.push("--tools-file", path.join(__dirname, "..", "assets", toolsFileName));`,
+			},
+		},
+	}
+
+	for _, tt := range tests {
+		t.Run(tt.name, func(t *testing.T) {
+			got, err := generateScriptContent(tt.toolName, tt.toolsFileName)
+			if err != nil {
+				t.Fatalf("generateScriptContent() error = %v", err)
+			}
+
+			for _, s := range tt.wantContains {
+				if !strings.Contains(got, s) {
+					t.Errorf("generateScriptContent() missing substring %q\nGot:\n%s", s, got)
+				}
+			}
+		})
+	}
+}
+
+func TestGenerateToolConfigYAML(t *testing.T) {
+	cfg := server.ServerConfig{
+		ToolConfigs: server.ToolConfigs{
+			"tool1": MockToolConfig{
+				Name:   "tool1",
+				Type:   "custom-tool",
+				Source: "src1",
+				Other:  "foo",
+			},
+			"toolNoSource": MockToolConfig{
+				Name: "toolNoSource",
+				Type: "http",
+			},
+			"toolWithParams": MockToolConfig{
+				Name: "toolWithParams",
+				Type: "custom-tool",
+				Parameters: []parameters.Parameter{
+					parameters.NewStringParameter("param1", "desc1"),
+				},
+			},
+			"toolWithMissingSource": MockToolConfig{
+				Name:   "toolWithMissingSource",
+				Type:   "custom-tool",
+				Source: "missing-src",
+			},
+		},
+		SourceConfigs: server.SourceConfigs{
+			"src1": MockSourceConfig{
+				Name:             "src1",
+				Type:             "postgres",
+				ConnectionString: "conn1",
+			},
+		},
+	}
+
+	tests := []struct {
+		name         string
+		toolName     string
+		wantContains []string
+		wantErr      bool
+		wantNil      bool
+	}{
+		{
+			name:     "tool with source",
+			toolName: "tool1",
+			wantContains: []string{
+				"kind: tools",
+				"name: tool1",
+				"type: custom-tool",
+				"source: src1",
+				"other: foo",
+				"---",
+				"kind: sources",
+				"name: src1",
+				"type: postgres",
+				"connection_string: conn1",
+			},
+		},
+		{
+			name:     "tool without source",
+			toolName: "toolNoSource",
+			wantContains: []string{
+				"kind: tools",
+				"name: toolNoSource",
+				"type: http",
+			},
+		},
+		{
+			name:     "tool with parameters",
+			toolName: "toolWithParams",
+			wantContains: []string{
+				"kind: tools",
+				"name: toolWithParams",
+				"type: custom-tool",
+				"parameters:",
+				"- name: param1",
+				"type: string",
+				"description: desc1",
+			},
+		},
+		{
+			name:     "non-existent tool",
+			toolName: "missing-tool",
+			wantErr:  true,
+		},
+		{
+			name:     "tool with missing source config",
+			toolName: "toolWithMissingSource",
+			wantErr:  true,
+		},
+	}
+
+	for _, tt := range tests {
+		t.Run(tt.name, func(t *testing.T) {
+			gotBytes, err := generateToolConfigYAML(cfg, tt.toolName)
+			if (err != nil) != tt.wantErr {
+				t.Errorf("generateToolConfigYAML() error = %v, wantErr %v", err, tt.wantErr)
+				return
+			}
+			if tt.wantErr {
+				return
+			}
+
+			if tt.wantNil {
+				if gotBytes != nil {
+					t.Errorf("generateToolConfigYAML() expected nil, got %s", string(gotBytes))
+				}
+				return
+			}
+
+			got := string(gotBytes)
+			for _, want := range tt.wantContains {
+				if !strings.Contains(got, want) {
+					t.Errorf("generateToolConfigYAML() result missing expected string: %q\nGot:\n%s", want, got)
+				}
+			}
+		})
+	}
+}

cmd/internal/tools_file.go

@@ -0,0 +1,349 @@
+// Copyright 2026 Google LLC
+//
+// Licensed under the Apache License, Version 2.0 (the "License");
+// you may not use this file except in compliance with the License.
+// You may obtain a copy of the License at
+//
+//     http://www.apache.org/licenses/LICENSE-2.0
+//
+// Unless required by applicable law or agreed to in writing, software
+// distributed under the License is distributed on an "AS IS" BASIS,
+// WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+// See the License for the specific language governing permissions and
+// limitations under the License.
+
+package internal
+
+import (
+	"bytes"
+	"context"
+	"fmt"
+	"io"
+	"os"
+	"path/filepath"
+	"regexp"
+	"slices"
+	"strings"
+
+	"github.com/goccy/go-yaml"
+	"github.com/googleapis/genai-toolbox/internal/server"
+)
+
+type ToolsFile struct {
+	Sources         server.SourceConfigs         `yaml:"sources"`
+	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"`
+}
+
+// parseEnv replaces environment variables ${ENV_NAME} with their values.
+// also support ${ENV_NAME:default_value}.
+func parseEnv(input string) (string, error) {
+	re := regexp.MustCompile(`\$\{(\w+)(:([^}]*))?\}`)
+
+	var err error
+	output := re.ReplaceAllStringFunc(input, func(match string) string {
+		parts := re.FindStringSubmatch(match)
+
+		// extract the variable name
+		variableName := parts[1]
+		if value, found := os.LookupEnv(variableName); found {
+			return value
+		}
+		if len(parts) >= 4 && parts[2] != "" {
+			return parts[3]
+		}
+		err = fmt.Errorf("environment variable not found: %q", variableName)
+		return ""
+	})
+	return output, err
+}
+
+// parseToolsFile parses the provided yaml into appropriate configs.
+func parseToolsFile(ctx context.Context, raw []byte) (ToolsFile, error) {
+	var toolsFile ToolsFile
+	// Replace environment variables if found
+	output, err := parseEnv(string(raw))
+	if err != nil {
+		return toolsFile, fmt.Errorf("error parsing environment variables: %s", err)
+	}
+	raw = []byte(output)
+
+	raw, err = convertToolsFile(raw)
+	if err != nil {
+		return toolsFile, fmt.Errorf("error converting tools file: %s", err)
+	}
+
+	// Parse contents
+	toolsFile.Sources, toolsFile.AuthServices, toolsFile.EmbeddingModels, toolsFile.Tools, toolsFile.Toolsets, toolsFile.Prompts, err = server.UnmarshalResourceConfig(ctx, raw)
+	if err != nil {
+		return toolsFile, err
+	}
+	return toolsFile, nil
+}
+
+func convertToolsFile(raw []byte) ([]byte, error) {
+	var input yaml.MapSlice
+	decoder := yaml.NewDecoder(bytes.NewReader(raw), yaml.UseOrderedMap())
+
+	// convert to tools file v2
+	var buf bytes.Buffer
+	encoder := yaml.NewEncoder(&buf)
+
+	v1keys := []string{"sources", "authSources", "authServices", "embeddingModels", "tools", "toolsets", "prompts"}
+	for {
+		if err := decoder.Decode(&input); err != nil {
+			if err == io.EOF {
+				break
+			}
+			return nil, err
+		}
+		for _, item := range input {
+			key, ok := item.Key.(string)
+			if !ok {
+				return nil, fmt.Errorf("unexpected non-string key in input: %v", item.Key)
+			}
+			// check if the key is config file v1's key
+			if slices.Contains(v1keys, key) {
+				// check if value conversion to yaml.MapSlice successfully
+				// fields such as "tools" in toolsets might pass the first check but
+				// fail to convert to MapSlice
+				if slice, ok := item.Value.(yaml.MapSlice); ok {
+					// Deprecated: convert authSources to authServices
+					if key == "authSources" {
+						key = "authServices"
+					}
+					transformed, err := transformDocs(key, slice)
+					if err != nil {
+						return nil, err
+					}
+					// encode per-doc
+					for _, doc := range transformed {
+						if err := encoder.Encode(doc); err != nil {
+							return nil, err
+						}
+					}
+				} else {
+					// invalid input will be ignored
+					// we don't want to throw error here since the config could
+					// be valid but with a different order such as:
+					// ---
+					// tools:
+					// - tool_a
+					// kind: toolsets
+					// ---
+					continue
+				}
+			} else {
+				// this doc is already v2, encode to buf
+				if err := encoder.Encode(input); err != nil {
+					return nil, err
+				}
+				break
+			}
+		}
+	}
+	return buf.Bytes(), nil
+}
+
+// transformDocs transforms the configuration file from v1 format to v2
+// yaml.MapSlice will preserve the order in a map
+func transformDocs(kind string, input yaml.MapSlice) ([]yaml.MapSlice, error) {
+	var transformed []yaml.MapSlice
+	for _, entry := range input {
+		entryName, ok := entry.Key.(string)
+		if !ok {
+			return nil, fmt.Errorf("unexpected non-string key for entry in '%s': %v", kind, entry.Key)
+		}
+		entryBody := ProcessValue(entry.Value, kind == "toolsets")
+
+		currentTransformed := yaml.MapSlice{
+			{Key: "kind", Value: kind},
+			{Key: "name", Value: entryName},
+		}
+
+		// Merge the transformed body into our result
+		if bodySlice, ok := entryBody.(yaml.MapSlice); ok {
+			currentTransformed = append(currentTransformed, bodySlice...)
+		} else {
+			return nil, fmt.Errorf("unable to convert entryBody to MapSlice")
+		}
+		transformed = append(transformed, currentTransformed)
+	}
+	return transformed, nil
+}
+
+// ProcessValue recursively looks for MapSlices to rename 'kind' -> 'type'
+func ProcessValue(v any, isToolset bool) any {
+	switch val := v.(type) {
+	case yaml.MapSlice:
+		// creating a new MapSlice is safer for recursive transformation
+		newVal := make(yaml.MapSlice, len(val))
+		for i, item := range val {
+			// Perform renaming
+			if item.Key == "kind" {
+				item.Key = "type"
+			}
+			// Recursive call for nested values (e.g., nested objects or lists)
+			item.Value = ProcessValue(item.Value, false)
+			newVal[i] = item
+		}
+		return newVal
+	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)
+		newVal := make([]any, len(val))
+		for i := range val {
+			newVal[i] = ProcessValue(val[i], false)
+		}
+		return newVal
+	default:
+		return val
+	}
+}
+
+// mergeToolsFiles merges multiple ToolsFile structs into one.
+// Detects and raises errors for resource conflicts in sources, authServices, tools, and toolsets.
+// 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),
+	}
+
+	var conflicts []string
+
+	for fileIndex, file := range files {
+		// Check for conflicts and merge sources
+		for name, source := range file.Sources {
+			if _, exists := merged.Sources[name]; exists {
+				conflicts = append(conflicts, fmt.Sprintf("source '%s' (file #%d)", name, fileIndex+1))
+			} else {
+				merged.Sources[name] = source
+			}
+		}
+
+		// Check for conflicts and merge authServices
+		for name, authService := range file.AuthServices {
+			if _, exists := merged.AuthServices[name]; exists {
+				conflicts = append(conflicts, fmt.Sprintf("authService '%s' (file #%d)", name, fileIndex+1))
+			} else {
+				merged.AuthServices[name] = authService
+			}
+		}
+
+		// 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 {
+				conflicts = append(conflicts, fmt.Sprintf("tool '%s' (file #%d)", name, fileIndex+1))
+			} else {
+				merged.Tools[name] = tool
+			}
+		}
+
+		// Check for conflicts and merge toolsets
+		for name, toolset := range file.Toolsets {
+			if _, exists := merged.Toolsets[name]; exists {
+				conflicts = append(conflicts, fmt.Sprintf("toolset '%s' (file #%d)", name, fileIndex+1))
+			} else {
+				merged.Toolsets[name] = toolset
+			}
+		}
+
+		// Check for conflicts and merge prompts
+		for name, prompt := range file.Prompts {
+			if _, exists := merged.Prompts[name]; exists {
+				conflicts = append(conflicts, fmt.Sprintf("prompt '%s' (file #%d)", name, fileIndex+1))
+			} else {
+				merged.Prompts[name] = prompt
+			}
+		}
+	}
+
+	// If conflicts were detected, return an error
+	if len(conflicts) > 0 {
+		return ToolsFile{}, fmt.Errorf("resource conflicts detected:\n  - %s\n\nPlease ensure each source, authService, tool, toolset and prompt has a unique name across all files", strings.Join(conflicts, "\n  - "))
+	}
+
+	return merged, nil
+}
+
+// LoadAndMergeToolsFiles loads multiple YAML files and merges them
+func LoadAndMergeToolsFiles(ctx context.Context, filePaths []string) (ToolsFile, error) {
+	var toolsFiles []ToolsFile
+
+	for _, filePath := range filePaths {
+		buf, err := os.ReadFile(filePath)
+		if err != nil {
+			return ToolsFile{}, fmt.Errorf("unable to read tool file at %q: %w", filePath, err)
+		}
+
+		toolsFile, err := parseToolsFile(ctx, buf)
+		if err != nil {
+			return ToolsFile{}, fmt.Errorf("unable to parse tool file at %q: %w", filePath, err)
+		}
+
+		toolsFiles = append(toolsFiles, toolsFile)
+	}
+
+	mergedFile, err := mergeToolsFiles(toolsFiles...)
+	if err != nil {
+		return ToolsFile{}, fmt.Errorf("unable to merge tools files: %w", err)
+	}
+
+	return mergedFile, nil
+}
+
+// LoadAndMergeToolsFolder loads all YAML files from a directory and merges them
+func LoadAndMergeToolsFolder(ctx context.Context, folderPath string) (ToolsFile, error) {
+	// Check if directory exists
+	info, err := os.Stat(folderPath)
+	if err != nil {
+		return ToolsFile{}, fmt.Errorf("unable to access tools folder at %q: %w", folderPath, err)
+	}
+	if !info.IsDir() {
+		return ToolsFile{}, fmt.Errorf("path %q is not a directory", folderPath)
+	}
+
+	// Find all YAML files in the directory
+	pattern := filepath.Join(folderPath, "*.yaml")
+	yamlFiles, err := filepath.Glob(pattern)
+	if err != nil {
+		return ToolsFile{}, fmt.Errorf("error finding YAML files in %q: %w", folderPath, err)
+	}
+
+	// Also find .yml files
+	ymlPattern := filepath.Join(folderPath, "*.yml")
+	ymlFiles, err := filepath.Glob(ymlPattern)
+	if err != nil {
+		return ToolsFile{}, fmt.Errorf("error finding YML files in %q: %w", folderPath, err)
+	}
+
+	// Combine both file lists
+	allFiles := append(yamlFiles, ymlFiles...)
+
+	if len(allFiles) == 0 {
+		return ToolsFile{}, fmt.Errorf("no YAML files found in directory %q", folderPath)
+	}
+
+	// Use existing LoadAndMergeToolsFiles function
+	return LoadAndMergeToolsFiles(ctx, allFiles)
+}

cmd/invoke.go

@@ -1,36 +0,0 @@
-// Copyright 2026 Google LLC
-//
-// Licensed under the Apache License, Version 2.0 (the "License");
-// you may not use this file except in compliance with the License.
-// You may obtain a copy of the License at
-//
-//     http://www.apache.org/licenses/LICENSE-2.0
-//
-// Unless required by applicable law or agreed to in writing, software
-// distributed under the License is distributed on an "AS IS" BASIS,
-// WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
-// See the License for the specific language governing permissions and
-// limitations under the License.
-
-package cmd
-
-import (
-	"fmt"
-
-	"github.com/spf13/cobra"
-)
-
-func newInvokeCmd(root *Command) *cobra.Command {
-	return &cobra.Command{
-		Use:   "invoke",
-		Short: "Invoke a tool",
-		Run: func(cmd *cobra.Command, args []string) {
-			invoke(root)
-		},
-	}
-}
-
-
-func invoke(cmd *Command) {
-	fmt.Println("Hello, World! Here is one of my flags" + cmd.cfg.Address)
-}

cmd/options.go

@@ -1,30 +0,0 @@
-// Copyright 2024 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.
-
-package cmd
-
-import (
-	"io"
-)
-
-// Option is a function that configures a Command.
-type Option func(*Command)
-
-// WithStreams overrides the default writer.
-func WithStreams(out, err io.Writer) Option {
-	return func(c *Command) {
-		c.outStream = out
-		c.errStream = err
-	}
-}

cmd/version.txt

@@ -1 +1 @@
-0.26.0
+0.27.0

docs/ALLOYDBADMIN_README.md

@@ -23,6 +23,14 @@ To connect to the database to explore and query data, search the MCP store for t
 
 In the Antigravity MCP Store, click the "Install" button.
 
+> [!NOTE]
+> On first use, the installation process automatically downloads and uses
+> [MCP Toolbox](https://www.npmjs.com/package/@toolbox-sdk/server)
+> `>=0.26.0`. To update MCP Toolbox, use:
+> ```npm i -g @toolbox-sdk/server@latest```
+> To always run the latest version, update the MCP server configuration to use:
+> ```npx -y @toolbox-sdk/server@latest --prebuilt alloydb-postgres-admin```.
+
 You'll now be able to see all enabled tools in the "Tools" tab.
 
 > [!NOTE]

docs/ALLOYDBPG_README.md

@@ -27,6 +27,13 @@ For AlloyDB infrastructure management, search the MCP store for the AlloyDB for
 ## Install & Configuration
 
 1. In the Antigravity MCP Store, click the "Install" button.
+    > [!NOTE]
+    > On first use, the installation process automatically downloads and uses
+    > [MCP Toolbox](https://www.npmjs.com/package/@toolbox-sdk/server)
+    > `>=0.26.0`. To update MCP Toolbox, use:
+    > ```npm i -g @toolbox-sdk/server@latest```
+    > To always run the latest version, update the MCP server configuration to use:
+    > ```npx -y @toolbox-sdk/server@latest --prebuilt alloydb-postgres```.
 
 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.
 

docs/BIGQUERY_README.md

@@ -21,6 +21,13 @@ An editor configured to use the BigQuery MCP server can use its AI capabilities
 ## Install & Configuration
 
 1. In the Antigravity MCP Store, click the "Install" button.
+    > [!NOTE]
+    > On first use, the installation process automatically downloads and uses
+    > [MCP Toolbox](https://www.npmjs.com/package/@toolbox-sdk/server)
+    > `>=0.26.0`. To update MCP Toolbox, use:
+    > ```npm i -g @toolbox-sdk/server@latest```
+    > To always run the latest version, update the MCP server configuration to use:
+    > ```npx -y @toolbox-sdk/server@latest --prebuilt bigquery```.
 
 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.
 

docs/CLOUDSQLMSSQLADMIN_README.md

@@ -23,6 +23,14 @@ To connect to the database to explore and query data, search the MCP store for t
 
 In the Antigravity MCP Store, click the "Install" button.
 
+> [!NOTE]
+> On first use, the installation process automatically downloads and uses
+> [MCP Toolbox](https://www.npmjs.com/package/@toolbox-sdk/server)
+> `>=0.26.0`. To update MCP Toolbox, use:
+> ```npm i -g @toolbox-sdk/server@latest```
+> To always run the latest version, update the MCP server configuration to use:
+> ```npx -y @toolbox-sdk/server@latest --prebuilt cloud-sql-mssql-admin```.
+
 You'll now be able to see all enabled tools in the "Tools" tab.
 
 > [!NOTE]

docs/CLOUDSQLMSSQL_README.md

@@ -24,6 +24,13 @@ For Cloud SQL infrastructure management, search the MCP store for the Cloud SQL
 ## Install & Configuration
 
 1. In the Antigravity MCP Store, click the "Install" button.
+    > [!NOTE]
+    > On first use, the installation process automatically downloads and uses
+    > [MCP Toolbox](https://www.npmjs.com/package/@toolbox-sdk/server)
+    > `>=0.26.0`. To update MCP Toolbox, use:
+    > ```npm i -g @toolbox-sdk/server@latest```
+    > To always run the latest version, update the MCP server configuration to use:
+    > ```npx -y @toolbox-sdk/server@latest --prebuilt cloud-sql-mssql```.
 
 2. Add the required inputs for your [instance](https://cloud.google.com/sql/docs/sqlserver/instance-info) in the configuration pop-up, then click "Save". You can update this configuration at any time in the "Configure" tab.
 

docs/CLOUDSQLMYSQLADMIN_README.md

@@ -23,6 +23,14 @@ To connect to the database to explore and query data, search the MCP store for t
 
 In the Antigravity MCP Store, click the "Install" button.
 
+> [!NOTE]
+> On first use, the installation process automatically downloads and uses
+> [MCP Toolbox](https://www.npmjs.com/package/@toolbox-sdk/server)
+> `>=0.26.0`. To update MCP Toolbox, use:
+> ```npm i -g @toolbox-sdk/server@latest```
+> To always run the latest version, update the MCP server configuration to use:
+> ```npx -y @toolbox-sdk/server@latest --prebuilt cloud-sql-mysql-admin```.
+
 You'll now be able to see all enabled tools in the "Tools" tab.
 
 > [!NOTE]

docs/CLOUDSQLMYSQL_README.md

@@ -26,6 +26,13 @@ For Cloud SQL infrastructure management, search the MCP store for the Cloud SQL
 ## Install & Configuration
 
 1. In the Antigravity MCP Store, click the "Install" button.
+    > [!NOTE]
+    > On first use, the installation process automatically downloads and uses
+    > [MCP Toolbox](https://www.npmjs.com/package/@toolbox-sdk/server)
+    > `>=0.26.0`. To update MCP Toolbox, use:
+    > ```npm i -g @toolbox-sdk/server@latest```
+    > To always run the latest version, update the MCP server configuration to use:
+    > ```npx -y @toolbox-sdk/server@latest --prebuilt cloud-sql-mysql```.
 
 2. Add the required inputs for your [instance](https://cloud.google.com/sql/docs/mysql/instance-info) in the configuration pop-up, then click "Save". You can update this configuration at any time in the "Configure" tab.
 

docs/CLOUDSQLPGADMIN_README.md

@@ -23,6 +23,14 @@ To connect to the database to explore and query data, search the MCP store for t
 
 In the Antigravity MCP Store, click the "Install" button.
 
+> [!NOTE]
+> On first use, the installation process automatically downloads and uses
+> [MCP Toolbox](https://www.npmjs.com/package/@toolbox-sdk/server)
+> `>=0.26.0`. To update MCP Toolbox, use:
+> ```npm i -g @toolbox-sdk/server@latest```
+> To always run the latest version, update the MCP server configuration to use:
+> ```npx -y @toolbox-sdk/server@latest --prebuilt cloud-sql-postgres-admin```.
+
 You'll now be able to see all enabled tools in the "Tools" tab.
 
 > [!NOTE]

docs/CLOUDSQLPG_README.md

@@ -26,6 +26,13 @@ For Cloud SQL infrastructure management, search the MCP store for the Cloud SQL
 ## Install & Configuration
 
 1. In the Antigravity MCP Store, click the "Install" button.
+    > [!NOTE]
+    > On first use, the installation process automatically downloads and uses
+    > [MCP Toolbox](https://www.npmjs.com/package/@toolbox-sdk/server)
+    > `>=0.26.0`. To update MCP Toolbox, use:
+    > ```npm i -g @toolbox-sdk/server@latest```
+    > To always run the latest version, update the MCP server configuration to use:
+    > ```npx -y @toolbox-sdk/server@latest --prebuilt cloud-sql-postgres```.
 
 2. Add the required inputs for your [instance](https://cloud.google.com/sql/docs/postgres/instance-info) in the configuration pop-up, then click "Save". You can update this configuration at any time in the "Configure" tab.
 

docs/DATAPLEX_README.md

@@ -20,6 +20,13 @@ An editor configured to use the Dataplex MCP server can use its AI capabilities
 ## Install & Configuration
 
 1. In the Antigravity MCP Store, click the "Install" button.
+    > [!NOTE]
+    > On first use, the installation process automatically downloads and uses
+    > [MCP Toolbox](https://www.npmjs.com/package/@toolbox-sdk/server)
+    > `>=0.26.0`. To update MCP Toolbox, use:
+    > ```npm i -g @toolbox-sdk/server@latest```
+    > To always run the latest version, update the MCP server configuration to use:
+    > ```npx -y @toolbox-sdk/server@latest --prebuilt dataplex```.
 
 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.
 

docs/LOOKER_README.md

@@ -21,6 +21,13 @@ An editor configured to use the Looker MCP server can use its AI capabilities to
 ## Install & Configuration
 
 1. In the Antigravity MCP Store, click the "Install" button.
+    > [!NOTE]
+    > On first use, the installation process automatically downloads and uses
+    > [MCP Toolbox](https://www.npmjs.com/package/@toolbox-sdk/server)
+    > `>=0.26.0`. To update MCP Toolbox, use:
+    > ```npm i -g @toolbox-sdk/server@latest```
+    > To always run the latest version, update the MCP server configuration to use:
+    > ```npx -y @toolbox-sdk/server@latest --prebuilt looker```.
 
 2. Add the required inputs for your [instance](https://docs.cloud.google.com/looker/docs/set-up-and-administer-looker) in the configuration pop-up, then click "Save". You can update this configuration at any time in the "Configure" tab.
 

docs/SPANNER_README.md

@@ -21,6 +21,13 @@ An editor configured to use the Cloud Spanner MCP server can use its AI capabili
 ## Install & Configuration
 
 1. In the Antigravity MCP Store, click the "Install" button.
+    > [!NOTE]
+    > On first use, the installation process automatically downloads and uses
+    > [MCP Toolbox](https://www.npmjs.com/package/@toolbox-sdk/server)
+    > `>=0.26.0`. To update MCP Toolbox, use:
+    > ```npm i -g @toolbox-sdk/server@latest```
+    > To always run the latest version, update the MCP server configuration to use:
+    > ```npx -y @toolbox-sdk/server@latest --prebuilt spanner```.
 
 2. Add the required inputs for your [instance](https://docs.cloud.google.com/spanner/docs/instances) in the configuration pop-up, then click "Save". You can update this configuration at any time in the "Configure" tab.
 

docs/TOOLBOX_README.md

@@ -12,10 +12,17 @@ The MCP Toolbox for Databases Server gives AI-powered development tools the abil
 ## Install & Configuration
 
 1.  In the Antigravity MCP Store, click the **Install** button. A configuration window will appear.
+    > [!NOTE]
+    > On first use, the installation process automatically downloads and uses
+    > [MCP Toolbox](https://www.npmjs.com/package/@toolbox-sdk/server)
+    > `>=0.26.0`. To update MCP Toolbox, use:
+    > ```npm i -g @toolbox-sdk/server@latest```
+    > To always run the latest version, update the MCP server configuration to use:
+    > ```npx -y @toolbox-sdk/server@latest```. 
 
-2.  Create your [`tools.yaml` configuration file](https://googleapis.github.io/genai-toolbox/getting-started/configure/).
+3.  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**.
+4.  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.

docs/en/getting-started/colab_quickstart.ipynb

@@ -41,7 +41,7 @@
         "# Getting Started With MCP Toolbox\n",
         "\n",
         "This guide demonstrates how to quickly run\n",
-        "[Toolbox](https://github.com/googleapis/genai-toolbox) end-to-end in Google\n",
+        "[MCP Toolbox](https://github.com/googleapis/genai-toolbox) end-to-end in Google\n",
         "Colab using Python, PostgreSQL, and either [Google\n",
         "GenAI](https://pypi.org/project/google-genai/), [ADK](https://google.github.io/adk-docs/),\n",
         "[Langgraph](https://www.langchain.com/langgraph)\n",
@@ -49,12 +49,12 @@
         "\n",
         "Within this Colab environment, you'll\n",
         "- Set up a `PostgreSQL database`.\n",
-        "- Launch a Toolbox server.\n",
-        "- Connect to Toolbox and develop a sample `Hotel Booking` application.\n",
+        "- Launch an MCP Toolbox server.\n",
+        "- Connect to MCP Toolbox and develop a sample `Hotel Booking` application.\n",
         "\n",
-        "Here is the simplified flow of a Toolbox Application:\n",
+        "Here is the simplified flow of a MCP Toolbox Application:\n",
         "\n",
-        "<img src=\"https://services.google.com/fh/files/misc/toolbox_flow.png\" alt=\"Toolbox Flow\"/>\n",
+        "<img src=\"https://services.google.com/fh/files/misc/toolbox_flow.png\" alt=\"MCP Toolbox Flow\"/>\n",
         "\n"
       ]
     },
@@ -208,12 +208,12 @@
         "id": "EPuheP8DIt3p"
       },
       "source": [
-        "## Step 2: Install and configure Toolbox\n",
+        "## Step 2: Install and configure MCP Toolbox\n",
         "\n",
         "In this section, we will\n",
-        "1. Download the latest version of the toolbox binary.\n",
-        "2. Create a toolbox config file.\n",
-        "3. Start a toolbox server using the config file.\n",
+        "1. Download the latest version of the MCP toolbox binary.\n",
+        "2. Create an MCP toolbox config file.\n",
+        "3. Start an MCP toolbox server using the config file.\n",
         "\n"
       ]
     },
@@ -223,7 +223,7 @@
         "id": "Bl1IeaqZbMYh"
       },
       "source": [
-        "Download the [latest](https://github.com/googleapis/genai-toolbox/releases) version of Toolbox as a binary."
+        "Download the [latest](https://github.com/googleapis/genai-toolbox/releases) version of MCP Toolbox as a binary."
       ]
     },
     {
@@ -234,7 +234,7 @@
       },
       "outputs": [],
       "source": [
-        "version = \"0.26.0\" # x-release-please-version\n",
+        "version = \"0.27.0\" # 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",
@@ -284,7 +284,7 @@
         "\n",
         "Our application will leverage these tools to interact with the hotels database.\n",
         "\n",
-        "For detailed configuration options, please refer to the [Toolbox documentation](https://googleapis.github.io/genai-toolbox/getting-started/configure/).\n",
+        "For detailed configuration options, please refer to the [MCP Toolbox documentation](https://googleapis.github.io/genai-toolbox/getting-started/configure/).\n",
         "\n"
       ]
     },
@@ -297,7 +297,7 @@
       "outputs": [],
       "source": [
         "# Create a tools file at runtime.\n",
-        "# You can also upload a tools file and use that to run toolbox.\n",
+        "# You can also upload a tools file and use that to run MCP toolbox.\n",
         "tools_file_name = \"tools.yml\"\n",
         "file_content = f\"\"\"\n",
         "kind: sources\n",
@@ -417,7 +417,7 @@
       },
       "outputs": [],
       "source": [
-        "# Start a toolbox server\n",
+        "# Start an MCP toolbox server\n",
         "! nohup {TOOLBOX_BINARY_PATH} --tools-file {TOOLS_FILE_PATH} -p {SERVER_PORT} > toolbox.log 2>&1 &"
       ]
     },
@@ -429,7 +429,7 @@
       },
       "outputs": [],
       "source": [
-        "# Check if toolbox is running\n",
+        "# Check if MCP toolbox is running\n",
         "!sudo lsof -i :{SERVER_PORT}"
       ]
     },
@@ -439,10 +439,10 @@
         "id": "4yFH4JK7JEAv"
       },
       "source": [
-        "## Step 3: Connect your agent to Toolbox\n",
+        "## Step 3: Connect your agent to MCP Toolbox\n",
         "\n",
         "In this section, you will\n",
-        "1. Establish a connection to the tools by creating a Toolbox client.\n",
+        "1. Establish a connection to the tools by creating an MCP Toolbox client.\n",
         "2. Build an agent that leverages the tools and an LLM for Hotel Booking functionality.\n"
       ]
     },
@@ -495,7 +495,7 @@
         "id": "J46eLkFbNhWq"
       },
       "source": [
-        "> You can either use LangGraph or LlamaIndex to develop a Toolbox based\n",
+        "> You can either use LangGraph or LlamaIndex to develop an MCP Toolbox based\n",
         "> application. Run one of the sections below\n",
         "> - [Connect using Google GenAI](#scrollTo=Fv2-uT4mvYtp)\n",
         "> - [Connect using ADK](#scrollTo=QqRlWqvYNKSo)\n",
@@ -618,7 +618,7 @@
       },
       "outputs": [],
       "source": [
-        "# Install the Toolbox Langchain package\n",
+        "# Install the MCP Toolbox Langchain package\n",
         "!pip install toolbox-langchain --quiet\n",
         "!pip install langgraph --quiet\n",
         "\n",
@@ -679,7 +679,7 @@
         "  # model = ChatGoogleGenerativeAI(model=\"gemini-2.0-flash-001\")\n",
         "  # model = ChatAnthropic(model=\"claude-3-5-sonnet-20240620\")\n",
         "\n",
-        "  # Load the tools from the Toolbox server\n",
+        "  # Load the tools from the MCP Toolbox server\n",
         "  client = ToolboxClient(\"http://127.0.0.1:5000\")\n",
         "  tools = await client.aload_toolset()\n",
         "\n",
@@ -711,7 +711,7 @@
       },
       "outputs": [],
       "source": [
-        "# Install the Toolbox LlamaIndex package\n",
+        "# Install the MCP Toolbox LlamaIndex package\n",
         "!pip install toolbox-llamaindex --quiet\n",
         "\n",
         "# Install the llamaindex llm package\n",
@@ -783,7 +783,7 @@
         "    #   api_key=os.getenv(\"ANTHROPIC_API_KEY\")\n",
         "    # )\n",
         "\n",
-        "    # Load the tools from the Toolbox server\n",
+        "    # Load the tools from the MCP Toolbox server\n",
         "    client = ToolboxClient(\"http://127.0.0.1:5000\")\n",
         "    tools = await client.aload_toolset()\n",
         "\n",
@@ -821,7 +821,7 @@
       },
       "outputs": [],
       "source": [
-        "# Install the Toolbox Core package\n",
+        "# Install the MCP Toolbox Core package\n",
         "!pip install toolbox-core --quiet\n",
         "\n",
         "# Install the Google GenAI package\n",
@@ -999,7 +999,7 @@
         "id": "yatf9YoGclV9"
       },
       "source": [
-        "Executing this will terminate the processes running on the database and Toolbox ports.\n",
+        "Executing this will terminate the processes running on the database and MCP Toolbox ports.\n",
         "\n",
         "This is necessary before re-running the startup cells for these services to prevent `port already in use` errors."
       ]

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

@@ -109,7 +109,7 @@ To install Toolbox as a binary on Linux (AMD64):
 
 ```sh
 # see releases page for other versions
-export VERSION=0.26.0
+export VERSION=0.27.0
 curl -L -o toolbox https://storage.googleapis.com/genai-toolbox/v$VERSION/linux/amd64/toolbox
 chmod +x toolbox
 ```
@@ -120,7 +120,7 @@ To install Toolbox as a binary on macOS (Apple Silicon):
 
 ```sh
 # see releases page for other versions
-export VERSION=0.26.0
+export VERSION=0.27.0
 curl -L -o toolbox https://storage.googleapis.com/genai-toolbox/v$VERSION/darwin/arm64/toolbox
 chmod +x toolbox
 ```
@@ -131,7 +131,7 @@ To install Toolbox as a binary on macOS (Intel):
 
 ```sh
 # see releases page for other versions
-export VERSION=0.26.0
+export VERSION=0.27.0
 curl -L -o toolbox https://storage.googleapis.com/genai-toolbox/v$VERSION/darwin/amd64/toolbox
 chmod +x toolbox
 ```
@@ -142,7 +142,7 @@ To install Toolbox as a binary on Windows (Command Prompt):
 
 ```cmd
 :: see releases page for other versions
-set VERSION=0.26.0
+set VERSION=0.27.0
 curl -o toolbox.exe "https://storage.googleapis.com/genai-toolbox/v%VERSION%/windows/amd64/toolbox.exe"
 ```
 
@@ -152,7 +152,7 @@ To install Toolbox as a binary on Windows (PowerShell):
 
 ```powershell
 # see releases page for other versions
-$VERSION = "0.26.0"
+$VERSION = "0.27.0"
 curl.exe -o toolbox.exe "https://storage.googleapis.com/genai-toolbox/v$VERSION/windows/amd64/toolbox.exe"
 ```
 
@@ -164,7 +164,7 @@ You can also install Toolbox as a container:
 
 ```sh
 # see releases page for other versions
-export VERSION=0.26.0
+export VERSION=0.27.0
 docker pull us-central1-docker.pkg.dev/database-toolbox/toolbox/toolbox:$VERSION
 ```
 
@@ -183,7 +183,7 @@ 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@v0.26.0
+go install github.com/googleapis/genai-toolbox@v0.27.0
 ```
 
 {{% /tab %}}
@@ -453,13 +453,12 @@ README.](https://github.com/googleapis/mcp-toolbox-sdk-js/tree/main/packages/too
 
 #### Go
 
-Once you've installed the [Toolbox Go
-SDK](https://pkg.go.dev/github.com/googleapis/mcp-toolbox-sdk-go/core), you can load
-tools:
-
 {{< tabpane text=true persist=header >}}
 {{% tab header="Core" lang="en" %}}
 
+Once you've installed the [Go Core SDK](https://pkg.go.dev/github.com/googleapis/mcp-toolbox-sdk-go/core), you can load
+tools:
+
 {{< highlight go >}}
 package main
 
@@ -491,6 +490,9 @@ func main() {
 {{% /tab %}}
 {{% tab header="LangChain Go" lang="en" %}}
 
+Once you've installed the [Go Core SDK](https://pkg.go.dev/github.com/googleapis/mcp-toolbox-sdk-go/core), you can load
+tools:
+
 {{< highlight go >}}
 package main
 
@@ -540,12 +542,15 @@ func main() {
 	}
 }
 {{< /highlight >}}
-For end-to-end samples on using the Toolbox Go SDK with LangChain Go, see the [project's
-samples](https://github.com/googleapis/mcp-toolbox-sdk-go/tree/main/core/samples)
+
+For end-to-end samples on using the Toolbox Go SDK with LangChain Go, see the [module's samples](https://github.com/googleapis/mcp-toolbox-sdk-go/tree/main/core/samples)
 
 {{% /tab %}}
 {{% tab header="Genkit Go" lang="en" %}}
 
+Once you've installed the [Go TBGenkit SDK](https://pkg.go.dev/github.com/googleapis/mcp-toolbox-sdk-go/tbgenkit), you can load
+tools:
+
 {{< highlight go >}}
 package main
 import (
@@ -586,12 +591,14 @@ func main() {
 	}
 }
 {{< /highlight >}}
-For end-to-end samples on using the Toolbox Go SDK with Genkit Go, see the [project's
-samples](https://github.com/googleapis/mcp-toolbox-sdk-go/tree/main/tbgenkit/samples)
+For end-to-end samples on using the Toolbox Go SDK with Genkit Go, see the [module's samples](https://github.com/googleapis/mcp-toolbox-sdk-go/tree/main/tbgenkit/samples)
 
 {{% /tab %}}
 {{% tab header="Go GenAI" lang="en" %}}
 
+Once you've installed the [Go Core SDK](https://pkg.go.dev/github.com/googleapis/mcp-toolbox-sdk-go/core), you can load
+tools:
+
 {{< highlight go >}}
 package main
 
@@ -642,13 +649,15 @@ func main() {
 	}
 }
 {{< /highlight >}}
-For end-to-end samples on using the Toolbox Go SDK with Go GenAI, see the [project's
-samples](https://github.com/googleapis/mcp-toolbox-sdk-go/tree/main/core/samples)
+For end-to-end samples on using the Toolbox Go SDK with Go GenAI, see the [module's samples](https://github.com/googleapis/mcp-toolbox-sdk-go/tree/main/core/samples)
 
 {{% /tab %}}
 
 {{% tab header="OpenAI Go" lang="en" %}}
 
+Once you've installed the [Go Core SDK](https://pkg.go.dev/github.com/googleapis/mcp-toolbox-sdk-go/core), you can load
+tools:
+
 {{< highlight go >}}
 package main
 
@@ -697,13 +706,15 @@ func main() {
 	}
 }
 {{< /highlight >}}
-For end-to-end samples on using the Toolbox Go SDK with OpenAI Go, see the [project's
-samples](https://github.com/googleapis/mcp-toolbox-sdk-go/tree/main/core/samples)
+For end-to-end samples on using the Toolbox Go SDK with OpenAI Go, see the [module's samples](https://github.com/googleapis/mcp-toolbox-sdk-go/tree/main/core/samples)
 
 {{% /tab %}}
 
 {{% tab header="ADK Go" lang="en" %}}
 
+Once you've installed the [Go TBADK SDK](https://pkg.go.dev/github.com/googleapis/mcp-toolbox-sdk-go/tbadk), you can load
+tools:
+
 {{< highlight go >}}
 package main
 
@@ -732,8 +743,7 @@ func main() {
 
 {{< /highlight >}}
 
-For end-to-end samples on using the Toolbox Go SDK with ADK Go, see the [project's
-samples](https://github.com/googleapis/mcp-toolbox-sdk-go/tree/main/tbadk/samples)
+For end-to-end samples on using the Toolbox Go SDK with ADK Go, see the [module's samples](https://github.com/googleapis/mcp-toolbox-sdk-go/tree/main/tbadk/samples)
 
 {{% /tab %}}
 {{< /tabpane >}}

docs/en/getting-started/local_quickstart.md

@@ -3,7 +3,7 @@ title: "Python Quickstart (Local)"
 type: docs
 weight: 2
 description: >
-  How to get started running Toolbox locally with [Python](https://github.com/googleapis/mcp-toolbox-sdk-python), PostgreSQL, and  [Agent Development Kit](https://google.github.io/adk-docs/),
+  How to get started running MCP Toolbox locally with [Python](https://github.com/googleapis/mcp-toolbox-sdk-python), PostgreSQL, and  [Agent Development Kit](https://google.github.io/adk-docs/),
   [LangGraph](https://www.langchain.com/langgraph), [LlamaIndex](https://www.llamaindex.ai/) or [GoogleGenAI](https://pypi.org/project/google-genai/).
 ---
 
@@ -32,14 +32,14 @@ This guide assumes you have already done the following:
 
 {{< regionInclude "quickstart/shared/database_setup.md" "database_setup" >}}
 
-## Step 2: Install and configure Toolbox
+## Step 2: Install and configure MCP Toolbox
 
 {{< regionInclude "quickstart/shared/configure_toolbox.md" "configure_toolbox" >}}
 
-## Step 3: Connect your agent to Toolbox
+## Step 3: Connect your agent to MCP Toolbox
 
 In this section, we will write and run an agent that will load the Tools
-from Toolbox.
+from MCP Toolbox.
 
 {{< notice tip>}}
 If you prefer to experiment within a Google Colab environment, you can connect
@@ -113,9 +113,9 @@ pip install google-genai
     ```
     <br/>
 
-1. Update `my_agent/agent.py` with the following content to connect to Toolbox:
+1. Update `my_agent/agent.py` with the following content to connect to MCP Toolbox:
     ```py
-    {{< include "quickstart/python/adk/quickstart.py" >}}
+    {{< regionInclude "quickstart/python/adk/quickstart.py" "quickstart" >}}
     ```
     <br/>
 

docs/en/getting-started/local_quickstart_go.md

@@ -3,7 +3,7 @@ title: "Go Quickstart (Local)"
 type: docs
 weight: 4
 description: >
-  How to get started running Toolbox locally with [Go](https://github.com/googleapis/mcp-toolbox-sdk-go), PostgreSQL, and orchestration frameworks such as [LangChain Go](https://tmc.github.io/langchaingo/docs/), [GenkitGo](https://genkit.dev/go/docs/get-started-go/), [Go GenAI](https://github.com/googleapis/go-genai) and [OpenAI Go](https://github.com/openai/openai-go).
+  How to get started running MCP Toolbox locally with [Go](https://github.com/googleapis/mcp-toolbox-sdk-go), PostgreSQL, and orchestration frameworks such as [LangChain Go](https://tmc.github.io/langchaingo/docs/), [GenkitGo](https://genkit.dev/go/docs/get-started-go/), [Go GenAI](https://github.com/googleapis/go-genai) and [OpenAI Go](https://github.com/openai/openai-go).
 ---
 
 ## Before you begin
@@ -24,14 +24,14 @@ This guide assumes you have already done the following:
 
 {{< regionInclude "quickstart/shared/database_setup.md" "database_setup" >}}
 
-## Step 2: Install and configure Toolbox
+## Step 2: Install and configure MCP Toolbox
 
 {{< regionInclude "quickstart/shared/configure_toolbox.md" "configure_toolbox" >}}
 
-## Step 3: Connect your agent to Toolbox
+## Step 3: Connect your agent to MCP Toolbox
 
 In this section, we will write and run an agent that will load the Tools
-from Toolbox.
+from MCP Toolbox.
 
 1. Initialize a go module:
 
@@ -39,14 +39,39 @@ from Toolbox.
     go mod init main
     ```
 
-1. In a new terminal, install the
-   [SDK](https://pkg.go.dev/github.com/googleapis/mcp-toolbox-sdk-go).
+1. In a new terminal, install the Go SDK Module:
+    {{< notice warning >}}
+    Breaking Change Notice: As of version `0.6.0`, this SDK has transitioned to a multi-module structure.
+    * For new versions (`v0.6.0`+): You must import specific modules (e.g., `go get github.com/googleapis/mcp-toolbox-sdk-go/core`).
+    * For older versions (`v0.5.1` and below): The SDK remains a single-module library (`go get github.com/googleapis/mcp-toolbox-sdk-go`).
+    * Please update your imports and `go.mod` accordingly when upgrading.
+    {{< /notice >}}
 
-    ```bash
-    go get github.com/googleapis/mcp-toolbox-sdk-go
-    ```
+   {{< tabpane persist=header >}}
+    {{< tab header="LangChain Go" lang="bash" >}}
+    go get github.com/googleapis/mcp-toolbox-sdk-go/core
+    {{< /tab >}}
 
-1. Create a new file named `hotelagent.go` and copy the following code to create
+    {{< tab header="Genkit Go" lang="bash" >}}
+    go get github.com/googleapis/mcp-toolbox-sdk-go/core
+    go get github.com/googleapis/mcp-toolbox-sdk-go/tbgenkit
+    {{< /tab >}}
+
+    {{< tab header="Go GenAI" lang="bash" >}}
+    go get github.com/googleapis/mcp-toolbox-sdk-go/core
+    {{< /tab >}}
+
+    {{< tab header="OpenAI Go" lang="bash" >}}
+    go get github.com/googleapis/mcp-toolbox-sdk-go/core
+    {{< /tab >}}
+
+    {{< tab header="ADK Go" lang="bash" >}}
+    go get github.com/googleapis/mcp-toolbox-sdk-go/core
+    go get github.com/googleapis/mcp-toolbox-sdk-go/tbadk
+    {{< /tab >}}
+    {{< /tabpane >}}
+
+2. Create a new file named `hotelagent.go` and copy the following code to create
    an agent:
 
     {{< tabpane persist=header >}}

docs/en/getting-started/local_quickstart_js.md

@@ -3,7 +3,7 @@ title: "JS Quickstart (Local)"
 type: docs
 weight: 3
 description: >
-  How to get started running Toolbox locally with [JavaScript](https://github.com/googleapis/mcp-toolbox-sdk-js), PostgreSQL, and orchestration frameworks such as [LangChain](https://js.langchain.com/docs/introduction/), [GenkitJS](https://genkit.dev/docs/get-started/),  [LlamaIndex](https://ts.llamaindex.ai/) and [GoogleGenAI](https://github.com/googleapis/js-genai).
+  How to get started running MCP Toolbox locally with [JavaScript](https://github.com/googleapis/mcp-toolbox-sdk-js), PostgreSQL, and orchestration frameworks such as [LangChain](https://js.langchain.com/docs/introduction/), [GenkitJS](https://genkit.dev/docs/get-started/),  [LlamaIndex](https://ts.llamaindex.ai/) and [GoogleGenAI](https://github.com/googleapis/js-genai).
 ---
 
 ## Before you begin
@@ -24,14 +24,14 @@ This guide assumes you have already done the following:
 
 {{< regionInclude "quickstart/shared/database_setup.md" "database_setup" >}}
 
-## Step 2: Install and configure Toolbox
+## Step 2: Install and configure MCP Toolbox
 
 {{< regionInclude "quickstart/shared/configure_toolbox.md" "configure_toolbox" >}}
 
-## Step 3: Connect your agent to Toolbox
+## Step 3: Connect your agent to MCP Toolbox
 
 In this section, we will write and run an agent that will load the Tools
-from Toolbox.
+from MCP Toolbox.
 
 1. (Optional) Initialize a Node.js project:
 

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/v0.26.0/$OS/toolbox
+    curl -O https://storage.googleapis.com/genai-toolbox/v0.27.0/$OS/toolbox
     ```
     <!-- {x-release-please-end} -->
 

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

@@ -3,40 +3,43 @@ module adkgo-quickstart
 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
+	github.com/googleapis/mcp-toolbox-sdk-go/tbadk v0.6.0
+	google.golang.org/adk v0.3.0
+	google.golang.org/genai v1.45.0
 )
 
 require (
 	cloud.google.com/go v0.123.0 // indirect
-	cloud.google.com/go/auth v0.17.0 // indirect
+	cloud.google.com/go/auth v0.18.1 // indirect
 	cloud.google.com/go/auth/oauth2adapt v0.2.8 // indirect
 	cloud.google.com/go/compute/metadata v0.9.0 // indirect
+	github.com/cespare/xxhash/v2 v2.3.0 // indirect
 	github.com/felixge/httpsnoop v1.0.4 // indirect
 	github.com/go-logr/logr v1.4.3 // indirect
 	github.com/go-logr/stdr v1.2.2 // indirect
 	github.com/google/go-cmp v0.7.0 // indirect
 	github.com/google/s2a-go v0.1.9 // indirect
+	github.com/google/safehtml v0.1.0 // indirect
 	github.com/google/uuid v1.6.0 // indirect
-	github.com/googleapis/enterprise-certificate-proxy v0.3.6 // indirect
-	github.com/googleapis/gax-go/v2 v2.15.0 // indirect
+	github.com/googleapis/enterprise-certificate-proxy v0.3.11 // indirect
+	github.com/googleapis/gax-go/v2 v2.16.0 // indirect
+	github.com/googleapis/mcp-toolbox-sdk-go/core v0.6.2 // indirect
 	github.com/gorilla/websocket v1.5.3 // indirect
 	go.opentelemetry.io/auto/sdk v1.2.1 // indirect
 	go.opentelemetry.io/contrib/instrumentation/net/http/otelhttp v0.63.0 // indirect
-	go.opentelemetry.io/otel v1.38.0 // indirect
-	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/oauth2 v0.32.0 // indirect
-	golang.org/x/sys v0.38.0 // indirect
-	golang.org/x/text v0.31.0 // 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
-	google.golang.org/protobuf v1.36.10 // indirect
+	go.opentelemetry.io/otel v1.39.0 // indirect
+	go.opentelemetry.io/otel/metric v1.39.0 // indirect
+	go.opentelemetry.io/otel/sdk v1.39.0 // indirect
+	go.opentelemetry.io/otel/trace v1.39.0 // indirect
+	golang.org/x/crypto v0.47.0 // indirect
+	golang.org/x/net v0.49.0 // indirect
+	golang.org/x/oauth2 v0.34.0 // indirect
+	golang.org/x/sys v0.40.0 // indirect
+	golang.org/x/text v0.33.0 // indirect
+	google.golang.org/api v0.265.0 // indirect
+	google.golang.org/genproto/googleapis/rpc v0.0.0-20260128011058-8636f8732409 // indirect
+	google.golang.org/grpc v1.78.0 // indirect
+	google.golang.org/protobuf v1.36.11 // indirect
 	rsc.io/omap v1.2.0 // indirect
 	rsc.io/ordered v1.1.1 // indirect
 )

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

@@ -2,8 +2,8 @@ cel.dev/expr v0.24.0 h1:56OvJKSH3hDGL0ml5uSxZmz3/3Pq4tJ+fb1unVLAFcY=
 cel.dev/expr v0.24.0/go.mod h1:hLPLo1W4QUmuYdA72RBX06QTs6MXw941piREPl3Yfiw=
 cloud.google.com/go v0.123.0 h1:2NAUJwPR47q+E35uaJeYoNhuNEM9kM8SjgRgdeOJUSE=
 cloud.google.com/go v0.123.0/go.mod h1:xBoMV08QcqUGuPW65Qfm1o9Y4zKZBpGS+7bImXLTAZU=
-cloud.google.com/go/auth v0.17.0 h1:74yCm7hCj2rUyyAocqnFzsAYXgJhrG26XCFimrc/Kz4=
-cloud.google.com/go/auth v0.17.0/go.mod h1:6wv/t5/6rOPAX4fJiRjKkJCvswLwdet7G8+UGXt7nCQ=
+cloud.google.com/go/auth v0.18.1 h1:IwTEx92GFUo2pJ6Qea0EU3zYvKnTAeRCODxfA/G5UWs=
+cloud.google.com/go/auth v0.18.1/go.mod h1:GfTYoS9G3CWpRA3Va9doKN9mjPGRS+v41jmZAhBzbrA=
 cloud.google.com/go/auth/oauth2adapt v0.2.8 h1:keo8NaayQZ6wimpNSmW5OPc283g65QNIiLpZnkHRbnc=
 cloud.google.com/go/auth/oauth2adapt v0.2.8/go.mod h1:XQ9y31RkqZCcwJWNSx2Xvric3RrU88hAYYbjDWYDL+c=
 cloud.google.com/go/compute/metadata v0.9.0 h1:pDUj4QMoPejqq20dK0Pg2N4yG9zIkYGdBtwLoEkH9Zs=
@@ -14,21 +14,21 @@ cloud.google.com/go/monitoring v1.24.3 h1:dde+gMNc0UhPZD1Azu6at2e79bfdztVDS5lvhO
 cloud.google.com/go/monitoring v1.24.3/go.mod h1:nYP6W0tm3N9H/bOw8am7t62YTzZY+zUeQ+Bi6+2eonI=
 cloud.google.com/go/secretmanager v1.16.0 h1:19QT7ZsLJ8FSP1k+4esQvuCD7npMJml6hYzilxVyT+k=
 cloud.google.com/go/secretmanager v1.16.0/go.mod h1://C/e4I8D26SDTz1f3TQcddhcmiC3rMEl0S1Cakvs3Q=
-cloud.google.com/go/storage v1.57.1 h1:gzao6odNJ7dR3XXYvAgPK+Iw4fVPPznEPPyNjbaVkq8=
-cloud.google.com/go/storage v1.57.1/go.mod h1:329cwlpzALLgJuu8beyJ/uvQznDHpa2U5lGjWednkzg=
+cloud.google.com/go/storage v1.59.2 h1:gmOAuG1opU8YvycMNpP+DvHfT9BfzzK5Cy+arP+Nocw=
+cloud.google.com/go/storage v1.59.2/go.mod h1:cMWbtM+anpC74gn6qjLh+exqYcfmB9Hqe5z6adx+CLI=
 github.com/GoogleCloudPlatform/opentelemetry-operations-go/detectors/gcp v1.30.0 h1:sBEjpZlNHzK1voKq9695PJSX2o5NEXl7/OL3coiIY0c=
 github.com/GoogleCloudPlatform/opentelemetry-operations-go/detectors/gcp v1.30.0/go.mod h1:P4WPRUkOhJC13W//jWpyfJNDAIpvRbAUIYLX/4jtlE0=
-github.com/GoogleCloudPlatform/opentelemetry-operations-go/exporter/metric v0.53.0 h1:owcC2UnmsZycprQ5RfRgjydWhuoxg71LUfyiQdijZuM=
-github.com/GoogleCloudPlatform/opentelemetry-operations-go/exporter/metric v0.53.0/go.mod h1:ZPpqegjbE99EPKsu3iUWV22A04wzGPcAY/ziSIQEEgs=
-github.com/GoogleCloudPlatform/opentelemetry-operations-go/internal/resourcemapping v0.53.0 h1:Ron4zCA/yk6U7WOBXhTJcDpsUBG9npumK6xw2auFltQ=
-github.com/GoogleCloudPlatform/opentelemetry-operations-go/internal/resourcemapping v0.53.0/go.mod h1:cSgYe11MCNYunTnRXrKiR/tHc0eoKjICUuWpNZoVCOo=
+github.com/GoogleCloudPlatform/opentelemetry-operations-go/exporter/metric v0.54.0 h1:lhhYARPUu3LmHysQ/igznQphfzynnqI3D75oUyw1HXk=
+github.com/GoogleCloudPlatform/opentelemetry-operations-go/exporter/metric v0.54.0/go.mod h1:l9rva3ApbBpEJxSNYnwT9N4CDLrWgtq3u8736C5hyJw=
+github.com/GoogleCloudPlatform/opentelemetry-operations-go/internal/resourcemapping v0.54.0 h1:s0WlVbf9qpvkh1c/uDAPElam0WrL7fHRIidgZJ7UqZI=
+github.com/GoogleCloudPlatform/opentelemetry-operations-go/internal/resourcemapping v0.54.0/go.mod h1:Mf6O40IAyB9zR/1J8nGDDPirZQQPbYJni8Yisy7NTMc=
 github.com/cespare/xxhash/v2 v2.3.0 h1:UL815xU9SqsFlibzuggzjXhog7bL6oX9BbNZnL2UFvs=
 github.com/cespare/xxhash/v2 v2.3.0/go.mod h1:VGX0DQ3Q6kWi7AoAeZDth3/j3BFtOZR5XLFGgcrjCOs=
-github.com/cncf/xds/go v0.0.0-20251014123835-2ee22ca58382 h1:5IeUoAZvqwF6LcCnV99NbhrGKN6ihZgahJv5jKjmZ3k=
-github.com/cncf/xds/go v0.0.0-20251014123835-2ee22ca58382/go.mod h1:HlzOvOjVBOfTGSRXRyY0OiCS/3J1akRGQQpRO/7zyF4=
+github.com/cncf/xds/go v0.0.0-20251022180443-0feb69152e9f h1:Y8xYupdHxryycyPlc9Y+bSQAYZnetRJ70VMVKm5CKI0=
+github.com/cncf/xds/go v0.0.0-20251022180443-0feb69152e9f/go.mod h1:HlzOvOjVBOfTGSRXRyY0OiCS/3J1akRGQQpRO/7zyF4=
 github.com/davecgh/go-spew v1.1.2-0.20180830191138-d8f796af33cc h1:U9qPSI2PIWSS1VwoXQT9A3Wy9MM3WgvqSxFWenqJduM=
 github.com/davecgh/go-spew v1.1.2-0.20180830191138-d8f796af33cc/go.mod h1:J7Y8YcW2NihsgmVo/mv3lAwl/skON4iLHjSsI+c5H38=
-github.com/envoyproxy/go-control-plane v0.13.4 h1:zEqyPVyku6IvWCFwux4x9RxkLOMUL+1vC9xUFv5l2/M=
+github.com/envoyproxy/go-control-plane v0.13.5-0.20251024222203-75eaa193e329 h1:K+fnvUM0VZ7ZFJf0n4L/BRlnsb9pL/GuDG6FqaH+PwM=
 github.com/envoyproxy/go-control-plane/envoy v1.35.0 h1:ixjkELDE+ru6idPxcHLj8LBVc2bFP7iBytj353BoHUo=
 github.com/envoyproxy/go-control-plane/envoy v1.35.0/go.mod h1:09qwbGVuSWWAyN5t/b3iyVfz5+z8QWGrzkoqm/8SbEs=
 github.com/envoyproxy/protoc-gen-validate v1.2.1 h1:DEo3O99U8j4hBFwbJfrz9VtgcDfUKS7KJ7spH3d86P8=
@@ -50,14 +50,18 @@ github.com/google/jsonschema-go v0.3.0 h1:6AH2TxVNtk3IlvkkhjrtbUc4S8AvO0Xii0DxIy
 github.com/google/jsonschema-go v0.3.0/go.mod h1:r5quNTdLOYEz95Ru18zA0ydNbBuYoo9tgaYcxEYhJVE=
 github.com/google/s2a-go v0.1.9 h1:LGD7gtMgezd8a/Xak7mEWL0PjoTQFvpRudN895yqKW0=
 github.com/google/s2a-go v0.1.9/go.mod h1:YA0Ei2ZQL3acow2O62kdp9UlnvMmU7kA6Eutn0dXayM=
+github.com/google/safehtml v0.1.0 h1:EwLKo8qawTKfsi0orxcQAZzu07cICaBeFMegAU9eaT8=
+github.com/google/safehtml v0.1.0/go.mod h1:L4KWwDsUJdECRAEpZoBn3O64bQaywRscowZjJAzjHnU=
 github.com/google/uuid v1.6.0 h1:NIvaJDMOsjHA8n1jAhLSgzrAzy1Hgr+hNrb57e+94F0=
 github.com/google/uuid v1.6.0/go.mod h1:TIyPZe4MgqvfeYDBFedMoGGpEw/LqOeaOT+nhxU+yHo=
-github.com/googleapis/enterprise-certificate-proxy v0.3.6 h1:GW/XbdyBFQ8Qe+YAmFU9uHLo7OnF5tL52HFAgMmyrf4=
-github.com/googleapis/enterprise-certificate-proxy v0.3.6/go.mod h1:MkHOF77EYAE7qfSuSS9PU6g4Nt4e11cnsDUowfwewLA=
-github.com/googleapis/gax-go/v2 v2.15.0 h1:SyjDc1mGgZU5LncH8gimWo9lW1DtIfPibOG81vgd/bo=
-github.com/googleapis/gax-go/v2 v2.15.0/go.mod h1:zVVkkxAQHa1RQpg9z2AUCMnKhi0Qld9rcmyfL1OZhoc=
-github.com/googleapis/mcp-toolbox-sdk-go v0.4.0 h1:SYJRZzmOyXs9anKp+dfq4rprO92KKnxNyJCCsLkW7nw=
-github.com/googleapis/mcp-toolbox-sdk-go v0.4.0/go.mod h1:ivRLILO1B72J2HWCjSStemdhTWccjfW9FnEj4SAM81w=
+github.com/googleapis/enterprise-certificate-proxy v0.3.11 h1:vAe81Msw+8tKUxi2Dqh/NZMz7475yUvmRIkXr4oN2ao=
+github.com/googleapis/enterprise-certificate-proxy v0.3.11/go.mod h1:RFV7MUdlb7AgEq2v7FmMCfeSMCllAzWxFgRdusoGks8=
+github.com/googleapis/gax-go/v2 v2.16.0 h1:iHbQmKLLZrexmb0OSsNGTeSTS0HO4YvFOG8g5E4Zd0Y=
+github.com/googleapis/gax-go/v2 v2.16.0/go.mod h1:o1vfQjjNZn4+dPnRdl/4ZD7S9414Y4xA+a/6Icj6l14=
+github.com/googleapis/mcp-toolbox-sdk-go/core v0.6.2 h1:RgO6nEjldaORHgHVcTisxDsYHXLBki1/qIoyjdCVhuw=
+github.com/googleapis/mcp-toolbox-sdk-go/core v0.6.2/go.mod h1:aIdj9c1UgMC9cCS6ZrT4x0TraBFg6R/Nt1CiOHOaMfk=
+github.com/googleapis/mcp-toolbox-sdk-go/tbadk v0.6.0 h1:ckkDvuMnNlG6NB+GOvzBk9nVqw2niz2IpnlrlUb4ONk=
+github.com/googleapis/mcp-toolbox-sdk-go/tbadk v0.6.0/go.mod h1:/CCFw4zUiRpPdr6DaiksLR0AblH1OMAFdfNfXbtqE20=
 github.com/gorilla/websocket v1.5.3 h1:saDtZ6Pbx/0u+bgYQ3q96pZgCzfhKXGPqt7kZ72aNNg=
 github.com/gorilla/websocket v1.5.3/go.mod h1:YR8l580nyteQvAITg2hZ9XVh4b55+EU/adAjf1fMHhE=
 github.com/planetscale/vtprotobuf v0.6.1-0.20240319094008-0393e58bdf10 h1:GFCKgmp0tecUJ0sJuv4pzYCqS9+RGSn52M3FUwPs+uo=
@@ -76,50 +80,52 @@ go.opentelemetry.io/contrib/instrumentation/google.golang.org/grpc/otelgrpc v0.6
 go.opentelemetry.io/contrib/instrumentation/google.golang.org/grpc/otelgrpc v0.63.0/go.mod h1:fvPi2qXDqFs8M4B4fmJhE92TyQs9Ydjlg3RvfUp+NbQ=
 go.opentelemetry.io/contrib/instrumentation/net/http/otelhttp v0.63.0 h1:RbKq8BG0FI8OiXhBfcRtqqHcZcka+gU3cskNuf05R18=
 go.opentelemetry.io/contrib/instrumentation/net/http/otelhttp v0.63.0/go.mod h1:h06DGIukJOevXaj/xrNjhi/2098RZzcLTbc0jDAUbsg=
-go.opentelemetry.io/otel v1.38.0 h1:RkfdswUDRimDg0m2Az18RKOsnI8UDzppJAtj01/Ymk8=
-go.opentelemetry.io/otel v1.38.0/go.mod h1:zcmtmQ1+YmQM9wrNsTGV/q/uyusom3P8RxwExxkZhjM=
-go.opentelemetry.io/otel/metric v1.38.0 h1:Kl6lzIYGAh5M159u9NgiRkmoMKjvbsKtYRwgfrA6WpA=
-go.opentelemetry.io/otel/metric v1.38.0/go.mod h1:kB5n/QoRM8YwmUahxvI3bO34eVtQf2i4utNVLr9gEmI=
-go.opentelemetry.io/otel/sdk v1.38.0 h1:l48sr5YbNf2hpCUj/FoGhW9yDkl+Ma+LrVl8qaM5b+E=
-go.opentelemetry.io/otel/sdk v1.38.0/go.mod h1:ghmNdGlVemJI3+ZB5iDEuk4bWA3GkTpW+DOoZMYBVVg=
-go.opentelemetry.io/otel/sdk/metric v1.38.0 h1:aSH66iL0aZqo//xXzQLYozmWrXxyFkBJ6qT5wthqPoM=
-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=
+go.opentelemetry.io/otel v1.39.0 h1:8yPrr/S0ND9QEfTfdP9V+SiwT4E0G7Y5MO7p85nis48=
+go.opentelemetry.io/otel v1.39.0/go.mod h1:kLlFTywNWrFyEdH0oj2xK0bFYZtHRYUdv1NklR/tgc8=
+go.opentelemetry.io/otel/metric v1.39.0 h1:d1UzonvEZriVfpNKEVmHXbdf909uGTOQjA0HF0Ls5Q0=
+go.opentelemetry.io/otel/metric v1.39.0/go.mod h1:jrZSWL33sD7bBxg1xjrqyDjnuzTUB0x1nBERXd7Ftcs=
+go.opentelemetry.io/otel/sdk v1.39.0 h1:nMLYcjVsvdui1B/4FRkwjzoRVsMK8uL/cj0OyhKzt18=
+go.opentelemetry.io/otel/sdk v1.39.0/go.mod h1:vDojkC4/jsTJsE+kh+LXYQlbL8CgrEcwmt1ENZszdJE=
+go.opentelemetry.io/otel/sdk/metric v1.39.0 h1:cXMVVFVgsIf2YL6QkRF4Urbr/aMInf+2WKg+sEJTtB8=
+go.opentelemetry.io/otel/sdk/metric v1.39.0/go.mod h1:xq9HEVH7qeX69/JnwEfp6fVq5wosJsY1mt4lLfYdVew=
+go.opentelemetry.io/otel/trace v1.39.0 h1:2d2vfpEDmCJ5zVYz7ijaJdOF59xLomrvj7bjt6/qCJI=
+go.opentelemetry.io/otel/trace v1.39.0/go.mod h1:88w4/PnZSazkGzz/w84VHpQafiU4EtqqlVdxWy+rNOA=
 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/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/crypto v0.47.0 h1:V6e3FRj+n4dbpw86FJ8Fv7XVOql7TEwpHapKoMJ/GO8=
+golang.org/x/crypto v0.47.0/go.mod h1:ff3Y9VzzKbwSSEzWqJsJVBnWmRwRSHt/6Op5n9bQc4A=
+golang.org/x/net v0.49.0 h1:eeHFmOGUTtaaPSGNmjBKpbng9MulQsJURQUAfUwY++o=
+golang.org/x/net v0.49.0/go.mod h1:/ysNB2EvaqvesRkuLAyjI1ycPZlQHM3q01F02UY/MV8=
+golang.org/x/oauth2 v0.34.0 h1:hqK/t4AKgbqWkdkcAeI8XLmbK+4m4G5YeQRrmiotGlw=
+golang.org/x/oauth2 v0.34.0/go.mod h1:lzm5WQJQwKZ3nwavOZ3IS5Aulzxi68dUSgRHujetwEA=
+golang.org/x/sync v0.19.0 h1:vV+1eWNmZ5geRlYjzm2adRgW2/mcpevXNg50YZtPCE4=
+golang.org/x/sync v0.19.0/go.mod h1:9KTHXmSnoGruLpwFjVSX0lNNA75CykiMECbovNTZqGI=
+golang.org/x/sys v0.40.0 h1:DBZZqJ2Rkml6QMQsZywtnjnnGvHza6BTfYFWY9kjEWQ=
+golang.org/x/sys v0.40.0/go.mod h1:OgkHotnGiDImocRcuBABYBEXf8A9a87e/uXjp9XT3ks=
+golang.org/x/text v0.3.3/go.mod h1:5Zoc/QRtKVWzQhOtBMvqHzDpF6irO9z98xDceosuGiQ=
+golang.org/x/text v0.33.0 h1:B3njUFyqtHDUI5jMn1YIr5B0IE2U0qck04r6d4KPAxE=
+golang.org/x/text v0.33.0/go.mod h1:LuMebE6+rBincTi9+xWTY8TztLzKHc/9C1uBCG27+q8=
 golang.org/x/time v0.14.0 h1:MRx4UaLrDotUKUdCIqzPC48t1Y9hANFKIRpNx+Te8PI=
 golang.org/x/time v0.14.0/go.mod h1:eL/Oa2bBBK0TkX57Fyni+NgnyQQN4LitPmob2Hjnqw4=
+golang.org/x/tools v0.0.0-20180917221912-90fa682c2a6e/go.mod h1:n7NCudcB/nEzxVGmLbDWY5pfWTLqBcC2KZ6jyYvM4mQ=
 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/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/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=
-google.golang.org/genproto/googleapis/api v0.0.0-20251014184007-4626949a642f/go.mod h1:kprOiu9Tr0JYyD6DORrc4Hfyk3RFXqkQ3ctHEum3ZbM=
-google.golang.org/genproto/googleapis/rpc v0.0.0-20251029180050-ab9386a59fda h1:i/Q+bfisr7gq6feoJnS/DlpdwEL4ihp41fvRiM3Ork0=
-google.golang.org/genproto/googleapis/rpc v0.0.0-20251029180050-ab9386a59fda/go.mod h1:7i2o+ce6H/6BluujYR+kqX3GKH+dChPTQU19wjRPiGk=
-google.golang.org/grpc v1.76.0 h1:UnVkv1+uMLYXoIz6o7chp59WfQUYA2ex/BXQ9rHZu7A=
-google.golang.org/grpc v1.76.0/go.mod h1:Ju12QI8M6iQJtbcsV+awF5a4hfJMLi4X0JLo94ULZ6c=
-google.golang.org/protobuf v1.36.10 h1:AYd7cD/uASjIL6Q9LiTjz8JLcrh/88q5UObnmY3aOOE=
-google.golang.org/protobuf v1.36.10/go.mod h1:HTf+CrKn2C3g5S8VImy6tdcUvCska2kB7j23XfzDpco=
+google.golang.org/adk v0.3.0 h1:gitgAKnET1F1+fFZc7VSAEo7cjK+D39mnRyqIRTzyzY=
+google.golang.org/adk v0.3.0/go.mod h1:iE1Kgc8JtYHiNxfdLa9dxcV4DqTn0D8q4eqhBi012Ak=
+google.golang.org/api v0.265.0 h1:FZvfUdI8nfmuNrE34aOWFPmLC+qRBEiNm3JdivTvAAU=
+google.golang.org/api v0.265.0/go.mod h1:uAvfEl3SLUj/7n6k+lJutcswVojHPp2Sp08jWCu8hLY=
+google.golang.org/genai v1.45.0 h1:s80ZpS42XW0zu/ogiOtenCio17nJ7reEFJjoCftukpA=
+google.golang.org/genai v1.45.0/go.mod h1:A3kkl0nyBjyFlNjgxIwKq70julKbIxpSxqKO5gw/gmk=
+google.golang.org/genproto v0.0.0-20251202230838-ff82c1b0f217 h1:GvESR9BIyHUahIb0NcTum6itIWtdoglGX+rnGxm2934=
+google.golang.org/genproto v0.0.0-20251202230838-ff82c1b0f217/go.mod h1:yJ2HH4EHEDTd3JiLmhds6NkJ17ITVYOdV3m3VKOnws0=
+google.golang.org/genproto/googleapis/api v0.0.0-20251202230838-ff82c1b0f217 h1:fCvbg86sFXwdrl5LgVcTEvNC+2txB5mgROGmRL5mrls=
+google.golang.org/genproto/googleapis/api v0.0.0-20251202230838-ff82c1b0f217/go.mod h1:+rXWjjaukWZun3mLfjmVnQi18E1AsFbDN9QdJ5YXLto=
+google.golang.org/genproto/googleapis/rpc v0.0.0-20260128011058-8636f8732409 h1:H86B94AW+VfJWDqFeEbBPhEtHzJwJfTbgE2lZa54ZAQ=
+google.golang.org/genproto/googleapis/rpc v0.0.0-20260128011058-8636f8732409/go.mod h1:j9x/tPzZkyxcgEFkiKEEGxfvyumM01BEtsW8xzOahRQ=
+google.golang.org/grpc v1.78.0 h1:K1XZG/yGDJnzMdd/uZHAkVqJE+xIDOcmdSFZkBUicNc=
+google.golang.org/grpc v1.78.0/go.mod h1:I47qjTo4OKbMkjA/aOOwxDIiPSBofUtQUI5EfpWvW7U=
+google.golang.org/protobuf v1.36.11 h1:fV6ZwhNocDyBLK0dj+fg8ektcVegBBuEolpbTQyBNVE=
+google.golang.org/protobuf v1.36.11/go.mod h1:HTf+CrKn2C3g5S8VImy6tdcUvCska2kB7j23XfzDpco=
 gopkg.in/yaml.v3 v3.0.1 h1:fxVm/GzAzEWqLHuvctI91KS9hhNmmWOoWu0XTYJS7CA=
 gopkg.in/yaml.v3 v3.0.1/go.mod h1:K4uyk7z7BCEPqu6E+C64Yfv1cQ7kz7rIZviUmN+EgEM=
 rsc.io/omap v1.2.0 h1:c1M8jchnHbzmJALzGLclfH3xDWXrPxSUHXzH5C+8Kdw=

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

@@ -3,35 +3,37 @@ module genai-quickstart
 go 1.24.6
 
 require (
-	github.com/googleapis/mcp-toolbox-sdk-go v0.4.0
+	github.com/googleapis/mcp-toolbox-sdk-go/core v0.6.2
 	google.golang.org/genai v1.36.0
 )
 
 require (
 	cloud.google.com/go v0.123.0 // indirect
-	cloud.google.com/go/auth v0.17.0 // indirect
+	cloud.google.com/go/auth v0.18.1 // indirect
 	cloud.google.com/go/auth/oauth2adapt v0.2.8 // indirect
 	cloud.google.com/go/compute/metadata v0.9.0 // indirect
+	github.com/cespare/xxhash/v2 v2.3.0 // indirect
 	github.com/felixge/httpsnoop v1.0.4 // indirect
 	github.com/go-logr/logr v1.4.3 // indirect
 	github.com/go-logr/stdr v1.2.2 // indirect
 	github.com/google/go-cmp v0.7.0 // indirect
 	github.com/google/s2a-go v0.1.9 // indirect
-	github.com/googleapis/enterprise-certificate-proxy v0.3.6 // indirect
-	github.com/googleapis/gax-go/v2 v2.15.0 // indirect
+	github.com/google/uuid v1.6.0 // indirect
+	github.com/googleapis/enterprise-certificate-proxy v0.3.11 // indirect
+	github.com/googleapis/gax-go/v2 v2.16.0 // indirect
 	github.com/gorilla/websocket v1.5.3 // indirect
 	go.opentelemetry.io/auto/sdk v1.2.1 // indirect
 	go.opentelemetry.io/contrib/instrumentation/net/http/otelhttp v0.63.0 // indirect
-	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/oauth2 v0.32.0 // indirect
-	golang.org/x/sys v0.38.0 // indirect
-	golang.org/x/text v0.31.0 // 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
-	google.golang.org/protobuf v1.36.10 // indirect
+	go.opentelemetry.io/otel v1.39.0 // indirect
+	go.opentelemetry.io/otel/metric v1.39.0 // indirect
+	go.opentelemetry.io/otel/trace v1.39.0 // indirect
+	golang.org/x/crypto v0.47.0 // indirect
+	golang.org/x/net v0.49.0 // indirect
+	golang.org/x/oauth2 v0.34.0 // indirect
+	golang.org/x/sys v0.40.0 // indirect
+	golang.org/x/text v0.33.0 // indirect
+	google.golang.org/api v0.265.0 // indirect
+	google.golang.org/genproto/googleapis/rpc v0.0.0-20260128011058-8636f8732409 // indirect
+	google.golang.org/grpc v1.78.0 // indirect
+	google.golang.org/protobuf v1.36.11 // indirect
 )

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

@@ -2,8 +2,8 @@ cel.dev/expr v0.24.0 h1:56OvJKSH3hDGL0ml5uSxZmz3/3Pq4tJ+fb1unVLAFcY=
 cel.dev/expr v0.24.0/go.mod h1:hLPLo1W4QUmuYdA72RBX06QTs6MXw941piREPl3Yfiw=
 cloud.google.com/go v0.123.0 h1:2NAUJwPR47q+E35uaJeYoNhuNEM9kM8SjgRgdeOJUSE=
 cloud.google.com/go v0.123.0/go.mod h1:xBoMV08QcqUGuPW65Qfm1o9Y4zKZBpGS+7bImXLTAZU=
-cloud.google.com/go/auth v0.17.0 h1:74yCm7hCj2rUyyAocqnFzsAYXgJhrG26XCFimrc/Kz4=
-cloud.google.com/go/auth v0.17.0/go.mod h1:6wv/t5/6rOPAX4fJiRjKkJCvswLwdet7G8+UGXt7nCQ=
+cloud.google.com/go/auth v0.18.1 h1:IwTEx92GFUo2pJ6Qea0EU3zYvKnTAeRCODxfA/G5UWs=
+cloud.google.com/go/auth v0.18.1/go.mod h1:GfTYoS9G3CWpRA3Va9doKN9mjPGRS+v41jmZAhBzbrA=
 cloud.google.com/go/auth/oauth2adapt v0.2.8 h1:keo8NaayQZ6wimpNSmW5OPc283g65QNIiLpZnkHRbnc=
 cloud.google.com/go/auth/oauth2adapt v0.2.8/go.mod h1:XQ9y31RkqZCcwJWNSx2Xvric3RrU88hAYYbjDWYDL+c=
 cloud.google.com/go/compute/metadata v0.9.0 h1:pDUj4QMoPejqq20dK0Pg2N4yG9zIkYGdBtwLoEkH9Zs=
@@ -14,21 +14,21 @@ cloud.google.com/go/monitoring v1.24.3 h1:dde+gMNc0UhPZD1Azu6at2e79bfdztVDS5lvhO
 cloud.google.com/go/monitoring v1.24.3/go.mod h1:nYP6W0tm3N9H/bOw8am7t62YTzZY+zUeQ+Bi6+2eonI=
 cloud.google.com/go/secretmanager v1.16.0 h1:19QT7ZsLJ8FSP1k+4esQvuCD7npMJml6hYzilxVyT+k=
 cloud.google.com/go/secretmanager v1.16.0/go.mod h1://C/e4I8D26SDTz1f3TQcddhcmiC3rMEl0S1Cakvs3Q=
-cloud.google.com/go/storage v1.57.1 h1:gzao6odNJ7dR3XXYvAgPK+Iw4fVPPznEPPyNjbaVkq8=
-cloud.google.com/go/storage v1.57.1/go.mod h1:329cwlpzALLgJuu8beyJ/uvQznDHpa2U5lGjWednkzg=
+cloud.google.com/go/storage v1.59.2 h1:gmOAuG1opU8YvycMNpP+DvHfT9BfzzK5Cy+arP+Nocw=
+cloud.google.com/go/storage v1.59.2/go.mod h1:cMWbtM+anpC74gn6qjLh+exqYcfmB9Hqe5z6adx+CLI=
 github.com/GoogleCloudPlatform/opentelemetry-operations-go/detectors/gcp v1.30.0 h1:sBEjpZlNHzK1voKq9695PJSX2o5NEXl7/OL3coiIY0c=
 github.com/GoogleCloudPlatform/opentelemetry-operations-go/detectors/gcp v1.30.0/go.mod h1:P4WPRUkOhJC13W//jWpyfJNDAIpvRbAUIYLX/4jtlE0=
-github.com/GoogleCloudPlatform/opentelemetry-operations-go/exporter/metric v0.53.0 h1:owcC2UnmsZycprQ5RfRgjydWhuoxg71LUfyiQdijZuM=
-github.com/GoogleCloudPlatform/opentelemetry-operations-go/exporter/metric v0.53.0/go.mod h1:ZPpqegjbE99EPKsu3iUWV22A04wzGPcAY/ziSIQEEgs=
-github.com/GoogleCloudPlatform/opentelemetry-operations-go/internal/resourcemapping v0.53.0 h1:Ron4zCA/yk6U7WOBXhTJcDpsUBG9npumK6xw2auFltQ=
-github.com/GoogleCloudPlatform/opentelemetry-operations-go/internal/resourcemapping v0.53.0/go.mod h1:cSgYe11MCNYunTnRXrKiR/tHc0eoKjICUuWpNZoVCOo=
+github.com/GoogleCloudPlatform/opentelemetry-operations-go/exporter/metric v0.54.0 h1:lhhYARPUu3LmHysQ/igznQphfzynnqI3D75oUyw1HXk=
+github.com/GoogleCloudPlatform/opentelemetry-operations-go/exporter/metric v0.54.0/go.mod h1:l9rva3ApbBpEJxSNYnwT9N4CDLrWgtq3u8736C5hyJw=
+github.com/GoogleCloudPlatform/opentelemetry-operations-go/internal/resourcemapping v0.54.0 h1:s0WlVbf9qpvkh1c/uDAPElam0WrL7fHRIidgZJ7UqZI=
+github.com/GoogleCloudPlatform/opentelemetry-operations-go/internal/resourcemapping v0.54.0/go.mod h1:Mf6O40IAyB9zR/1J8nGDDPirZQQPbYJni8Yisy7NTMc=
 github.com/cespare/xxhash/v2 v2.3.0 h1:UL815xU9SqsFlibzuggzjXhog7bL6oX9BbNZnL2UFvs=
 github.com/cespare/xxhash/v2 v2.3.0/go.mod h1:VGX0DQ3Q6kWi7AoAeZDth3/j3BFtOZR5XLFGgcrjCOs=
-github.com/cncf/xds/go v0.0.0-20251014123835-2ee22ca58382 h1:5IeUoAZvqwF6LcCnV99NbhrGKN6ihZgahJv5jKjmZ3k=
-github.com/cncf/xds/go v0.0.0-20251014123835-2ee22ca58382/go.mod h1:HlzOvOjVBOfTGSRXRyY0OiCS/3J1akRGQQpRO/7zyF4=
+github.com/cncf/xds/go v0.0.0-20251022180443-0feb69152e9f h1:Y8xYupdHxryycyPlc9Y+bSQAYZnetRJ70VMVKm5CKI0=
+github.com/cncf/xds/go v0.0.0-20251022180443-0feb69152e9f/go.mod h1:HlzOvOjVBOfTGSRXRyY0OiCS/3J1akRGQQpRO/7zyF4=
 github.com/davecgh/go-spew v1.1.2-0.20180830191138-d8f796af33cc h1:U9qPSI2PIWSS1VwoXQT9A3Wy9MM3WgvqSxFWenqJduM=
 github.com/davecgh/go-spew v1.1.2-0.20180830191138-d8f796af33cc/go.mod h1:J7Y8YcW2NihsgmVo/mv3lAwl/skON4iLHjSsI+c5H38=
-github.com/envoyproxy/go-control-plane v0.13.4 h1:zEqyPVyku6IvWCFwux4x9RxkLOMUL+1vC9xUFv5l2/M=
+github.com/envoyproxy/go-control-plane v0.13.5-0.20251024222203-75eaa193e329 h1:K+fnvUM0VZ7ZFJf0n4L/BRlnsb9pL/GuDG6FqaH+PwM=
 github.com/envoyproxy/go-control-plane/envoy v1.35.0 h1:ixjkELDE+ru6idPxcHLj8LBVc2bFP7iBytj353BoHUo=
 github.com/envoyproxy/go-control-plane/envoy v1.35.0/go.mod h1:09qwbGVuSWWAyN5t/b3iyVfz5+z8QWGrzkoqm/8SbEs=
 github.com/envoyproxy/protoc-gen-validate v1.2.1 h1:DEo3O99U8j4hBFwbJfrz9VtgcDfUKS7KJ7spH3d86P8=
@@ -50,12 +50,12 @@ github.com/google/s2a-go v0.1.9 h1:LGD7gtMgezd8a/Xak7mEWL0PjoTQFvpRudN895yqKW0=
 github.com/google/s2a-go v0.1.9/go.mod h1:YA0Ei2ZQL3acow2O62kdp9UlnvMmU7kA6Eutn0dXayM=
 github.com/google/uuid v1.6.0 h1:NIvaJDMOsjHA8n1jAhLSgzrAzy1Hgr+hNrb57e+94F0=
 github.com/google/uuid v1.6.0/go.mod h1:TIyPZe4MgqvfeYDBFedMoGGpEw/LqOeaOT+nhxU+yHo=
-github.com/googleapis/enterprise-certificate-proxy v0.3.6 h1:GW/XbdyBFQ8Qe+YAmFU9uHLo7OnF5tL52HFAgMmyrf4=
-github.com/googleapis/enterprise-certificate-proxy v0.3.6/go.mod h1:MkHOF77EYAE7qfSuSS9PU6g4Nt4e11cnsDUowfwewLA=
-github.com/googleapis/gax-go/v2 v2.15.0 h1:SyjDc1mGgZU5LncH8gimWo9lW1DtIfPibOG81vgd/bo=
-github.com/googleapis/gax-go/v2 v2.15.0/go.mod h1:zVVkkxAQHa1RQpg9z2AUCMnKhi0Qld9rcmyfL1OZhoc=
-github.com/googleapis/mcp-toolbox-sdk-go v0.4.0 h1:SYJRZzmOyXs9anKp+dfq4rprO92KKnxNyJCCsLkW7nw=
-github.com/googleapis/mcp-toolbox-sdk-go v0.4.0/go.mod h1:ivRLILO1B72J2HWCjSStemdhTWccjfW9FnEj4SAM81w=
+github.com/googleapis/enterprise-certificate-proxy v0.3.11 h1:vAe81Msw+8tKUxi2Dqh/NZMz7475yUvmRIkXr4oN2ao=
+github.com/googleapis/enterprise-certificate-proxy v0.3.11/go.mod h1:RFV7MUdlb7AgEq2v7FmMCfeSMCllAzWxFgRdusoGks8=
+github.com/googleapis/gax-go/v2 v2.16.0 h1:iHbQmKLLZrexmb0OSsNGTeSTS0HO4YvFOG8g5E4Zd0Y=
+github.com/googleapis/gax-go/v2 v2.16.0/go.mod h1:o1vfQjjNZn4+dPnRdl/4ZD7S9414Y4xA+a/6Icj6l14=
+github.com/googleapis/mcp-toolbox-sdk-go/core v0.6.2 h1:RgO6nEjldaORHgHVcTisxDsYHXLBki1/qIoyjdCVhuw=
+github.com/googleapis/mcp-toolbox-sdk-go/core v0.6.2/go.mod h1:aIdj9c1UgMC9cCS6ZrT4x0TraBFg6R/Nt1CiOHOaMfk=
 github.com/gorilla/websocket v1.5.3 h1:saDtZ6Pbx/0u+bgYQ3q96pZgCzfhKXGPqt7kZ72aNNg=
 github.com/gorilla/websocket v1.5.3/go.mod h1:YR8l580nyteQvAITg2hZ9XVh4b55+EU/adAjf1fMHhE=
 github.com/planetscale/vtprotobuf v0.6.1-0.20240319094008-0393e58bdf10 h1:GFCKgmp0tecUJ0sJuv4pzYCqS9+RGSn52M3FUwPs+uo=
@@ -74,45 +74,45 @@ go.opentelemetry.io/contrib/instrumentation/google.golang.org/grpc/otelgrpc v0.6
 go.opentelemetry.io/contrib/instrumentation/google.golang.org/grpc/otelgrpc v0.63.0/go.mod h1:fvPi2qXDqFs8M4B4fmJhE92TyQs9Ydjlg3RvfUp+NbQ=
 go.opentelemetry.io/contrib/instrumentation/net/http/otelhttp v0.63.0 h1:RbKq8BG0FI8OiXhBfcRtqqHcZcka+gU3cskNuf05R18=
 go.opentelemetry.io/contrib/instrumentation/net/http/otelhttp v0.63.0/go.mod h1:h06DGIukJOevXaj/xrNjhi/2098RZzcLTbc0jDAUbsg=
-go.opentelemetry.io/otel v1.38.0 h1:RkfdswUDRimDg0m2Az18RKOsnI8UDzppJAtj01/Ymk8=
-go.opentelemetry.io/otel v1.38.0/go.mod h1:zcmtmQ1+YmQM9wrNsTGV/q/uyusom3P8RxwExxkZhjM=
-go.opentelemetry.io/otel/metric v1.38.0 h1:Kl6lzIYGAh5M159u9NgiRkmoMKjvbsKtYRwgfrA6WpA=
-go.opentelemetry.io/otel/metric v1.38.0/go.mod h1:kB5n/QoRM8YwmUahxvI3bO34eVtQf2i4utNVLr9gEmI=
-go.opentelemetry.io/otel/sdk v1.38.0 h1:l48sr5YbNf2hpCUj/FoGhW9yDkl+Ma+LrVl8qaM5b+E=
-go.opentelemetry.io/otel/sdk v1.38.0/go.mod h1:ghmNdGlVemJI3+ZB5iDEuk4bWA3GkTpW+DOoZMYBVVg=
-go.opentelemetry.io/otel/sdk/metric v1.38.0 h1:aSH66iL0aZqo//xXzQLYozmWrXxyFkBJ6qT5wthqPoM=
-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/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=
+go.opentelemetry.io/otel v1.39.0 h1:8yPrr/S0ND9QEfTfdP9V+SiwT4E0G7Y5MO7p85nis48=
+go.opentelemetry.io/otel v1.39.0/go.mod h1:kLlFTywNWrFyEdH0oj2xK0bFYZtHRYUdv1NklR/tgc8=
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+go.opentelemetry.io/otel/metric v1.39.0/go.mod h1:jrZSWL33sD7bBxg1xjrqyDjnuzTUB0x1nBERXd7Ftcs=
+go.opentelemetry.io/otel/sdk v1.39.0 h1:nMLYcjVsvdui1B/4FRkwjzoRVsMK8uL/cj0OyhKzt18=
+go.opentelemetry.io/otel/sdk v1.39.0/go.mod h1:vDojkC4/jsTJsE+kh+LXYQlbL8CgrEcwmt1ENZszdJE=
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+golang.org/x/net v0.49.0/go.mod h1:/ysNB2EvaqvesRkuLAyjI1ycPZlQHM3q01F02UY/MV8=
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+golang.org/x/sync v0.19.0/go.mod h1:9KTHXmSnoGruLpwFjVSX0lNNA75CykiMECbovNTZqGI=
+golang.org/x/sys v0.40.0 h1:DBZZqJ2Rkml6QMQsZywtnjnnGvHza6BTfYFWY9kjEWQ=
+golang.org/x/sys v0.40.0/go.mod h1:OgkHotnGiDImocRcuBABYBEXf8A9a87e/uXjp9XT3ks=
+golang.org/x/text v0.33.0 h1:B3njUFyqtHDUI5jMn1YIr5B0IE2U0qck04r6d4KPAxE=
+golang.org/x/text v0.33.0/go.mod h1:LuMebE6+rBincTi9+xWTY8TztLzKHc/9C1uBCG27+q8=
 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=
 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=
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 google.golang.org/genai v1.36.0 h1:sJCIjqTAmwrtAIaemtTiKkg2TO1RxnYEusTmEQ3nGxM=
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-google.golang.org/genproto v0.0.0-20251014184007-4626949a642f h1:vLd1CJuJOUgV6qijD7KT5Y2ZtC97ll4dxjTUappMnbo=
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-google.golang.org/genproto/googleapis/rpc v0.0.0-20251029180050-ab9386a59fda/go.mod h1:7i2o+ce6H/6BluujYR+kqX3GKH+dChPTQU19wjRPiGk=
-google.golang.org/grpc v1.76.0 h1:UnVkv1+uMLYXoIz6o7chp59WfQUYA2ex/BXQ9rHZu7A=
-google.golang.org/grpc v1.76.0/go.mod h1:Ju12QI8M6iQJtbcsV+awF5a4hfJMLi4X0JLo94ULZ6c=
-google.golang.org/protobuf v1.36.10 h1:AYd7cD/uASjIL6Q9LiTjz8JLcrh/88q5UObnmY3aOOE=
-google.golang.org/protobuf v1.36.10/go.mod h1:HTf+CrKn2C3g5S8VImy6tdcUvCska2kB7j23XfzDpco=
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+google.golang.org/genproto v0.0.0-20251202230838-ff82c1b0f217/go.mod h1:yJ2HH4EHEDTd3JiLmhds6NkJ17ITVYOdV3m3VKOnws0=
+google.golang.org/genproto/googleapis/api v0.0.0-20251202230838-ff82c1b0f217 h1:fCvbg86sFXwdrl5LgVcTEvNC+2txB5mgROGmRL5mrls=
+google.golang.org/genproto/googleapis/api v0.0.0-20251202230838-ff82c1b0f217/go.mod h1:+rXWjjaukWZun3mLfjmVnQi18E1AsFbDN9QdJ5YXLto=
+google.golang.org/genproto/googleapis/rpc v0.0.0-20260128011058-8636f8732409 h1:H86B94AW+VfJWDqFeEbBPhEtHzJwJfTbgE2lZa54ZAQ=
+google.golang.org/genproto/googleapis/rpc v0.0.0-20260128011058-8636f8732409/go.mod h1:j9x/tPzZkyxcgEFkiKEEGxfvyumM01BEtsW8xzOahRQ=
+google.golang.org/grpc v1.78.0 h1:K1XZG/yGDJnzMdd/uZHAkVqJE+xIDOcmdSFZkBUicNc=
+google.golang.org/grpc v1.78.0/go.mod h1:I47qjTo4OKbMkjA/aOOwxDIiPSBofUtQUI5EfpWvW7U=
+google.golang.org/protobuf v1.36.11 h1:fV6ZwhNocDyBLK0dj+fg8ektcVegBBuEolpbTQyBNVE=
+google.golang.org/protobuf v1.36.11/go.mod h1:HTf+CrKn2C3g5S8VImy6tdcUvCska2kB7j23XfzDpco=
 gopkg.in/yaml.v3 v3.0.1 h1:fxVm/GzAzEWqLHuvctI91KS9hhNmmWOoWu0XTYJS7CA=
 gopkg.in/yaml.v3 v3.0.1/go.mod h1:K4uyk7z7BCEPqu6E+C64Yfv1cQ7kz7rIZviUmN+EgEM=

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

@@ -3,17 +3,19 @@ module genkit-quickstart
 go 1.24.6
 
 require (
-	github.com/firebase/genkit/go v1.2.0
-	github.com/googleapis/mcp-toolbox-sdk-go v0.4.0
+	github.com/firebase/genkit/go v1.4.0
+	github.com/googleapis/mcp-toolbox-sdk-go/core v0.6.2
+	github.com/googleapis/mcp-toolbox-sdk-go/tbgenkit v0.6.0
 )
 
 require (
 	cloud.google.com/go v0.123.0 // indirect
-	cloud.google.com/go/auth v0.17.0 // indirect
+	cloud.google.com/go/auth v0.18.1 // indirect
 	cloud.google.com/go/auth/oauth2adapt v0.2.8 // indirect
 	cloud.google.com/go/compute/metadata v0.9.0 // indirect
 	github.com/bahlo/generic-list-go v0.2.0 // indirect
 	github.com/buger/jsonparser v1.1.1 // indirect
+	github.com/cespare/xxhash/v2 v2.3.0 // indirect
 	github.com/felixge/httpsnoop v1.0.4 // indirect
 	github.com/go-logr/logr v1.4.3 // indirect
 	github.com/go-logr/stdr v1.2.2 // indirect
@@ -22,8 +24,8 @@ require (
 	github.com/google/go-cmp v0.7.0 // indirect
 	github.com/google/s2a-go v0.1.9 // indirect
 	github.com/google/uuid v1.6.0 // indirect
-	github.com/googleapis/enterprise-certificate-proxy v0.3.6 // indirect
-	github.com/googleapis/gax-go/v2 v2.15.0 // indirect
+	github.com/googleapis/enterprise-certificate-proxy v0.3.11 // indirect
+	github.com/googleapis/gax-go/v2 v2.16.0 // indirect
 	github.com/gorilla/websocket v1.5.3 // indirect
 	github.com/invopop/jsonschema v0.13.0 // indirect
 	github.com/mailru/easyjson v0.9.0 // indirect
@@ -35,19 +37,19 @@ require (
 	github.com/yosida95/uritemplate/v3 v3.0.2 // indirect
 	go.opentelemetry.io/auto/sdk v1.2.1 // indirect
 	go.opentelemetry.io/contrib/instrumentation/net/http/otelhttp v0.63.0 // indirect
-	go.opentelemetry.io/otel v1.38.0 // indirect
-	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/oauth2 v0.32.0 // indirect
-	golang.org/x/sys v0.38.0 // indirect
-	golang.org/x/text v0.31.0 // 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
-	google.golang.org/grpc v1.76.0 // indirect
-	google.golang.org/protobuf v1.36.10 // indirect
+	go.opentelemetry.io/otel v1.39.0 // indirect
+	go.opentelemetry.io/otel/metric v1.39.0 // indirect
+	go.opentelemetry.io/otel/sdk v1.39.0 // indirect
+	go.opentelemetry.io/otel/trace v1.39.0 // indirect
+	golang.org/x/crypto v0.47.0 // indirect
+	golang.org/x/net v0.49.0 // indirect
+	golang.org/x/oauth2 v0.34.0 // indirect
+	golang.org/x/sys v0.40.0 // indirect
+	golang.org/x/text v0.33.0 // indirect
+	google.golang.org/api v0.265.0 // indirect
+	google.golang.org/genai v1.41.0 // indirect
+	google.golang.org/genproto/googleapis/rpc v0.0.0-20260128011058-8636f8732409 // indirect
+	google.golang.org/grpc v1.78.0 // indirect
+	google.golang.org/protobuf v1.36.11 // indirect
 	gopkg.in/yaml.v3 v3.0.1 // indirect
 )

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

@@ -2,8 +2,8 @@ cel.dev/expr v0.24.0 h1:56OvJKSH3hDGL0ml5uSxZmz3/3Pq4tJ+fb1unVLAFcY=
 cel.dev/expr v0.24.0/go.mod h1:hLPLo1W4QUmuYdA72RBX06QTs6MXw941piREPl3Yfiw=
 cloud.google.com/go v0.123.0 h1:2NAUJwPR47q+E35uaJeYoNhuNEM9kM8SjgRgdeOJUSE=
 cloud.google.com/go v0.123.0/go.mod h1:xBoMV08QcqUGuPW65Qfm1o9Y4zKZBpGS+7bImXLTAZU=
-cloud.google.com/go/auth v0.17.0 h1:74yCm7hCj2rUyyAocqnFzsAYXgJhrG26XCFimrc/Kz4=
-cloud.google.com/go/auth v0.17.0/go.mod h1:6wv/t5/6rOPAX4fJiRjKkJCvswLwdet7G8+UGXt7nCQ=
+cloud.google.com/go/auth v0.18.1 h1:IwTEx92GFUo2pJ6Qea0EU3zYvKnTAeRCODxfA/G5UWs=
+cloud.google.com/go/auth v0.18.1/go.mod h1:GfTYoS9G3CWpRA3Va9doKN9mjPGRS+v41jmZAhBzbrA=
 cloud.google.com/go/auth/oauth2adapt v0.2.8 h1:keo8NaayQZ6wimpNSmW5OPc283g65QNIiLpZnkHRbnc=
 cloud.google.com/go/auth/oauth2adapt v0.2.8/go.mod h1:XQ9y31RkqZCcwJWNSx2Xvric3RrU88hAYYbjDWYDL+c=
 cloud.google.com/go/compute/metadata v0.9.0 h1:pDUj4QMoPejqq20dK0Pg2N4yG9zIkYGdBtwLoEkH9Zs=
@@ -14,34 +14,34 @@ cloud.google.com/go/monitoring v1.24.3 h1:dde+gMNc0UhPZD1Azu6at2e79bfdztVDS5lvhO
 cloud.google.com/go/monitoring v1.24.3/go.mod h1:nYP6W0tm3N9H/bOw8am7t62YTzZY+zUeQ+Bi6+2eonI=
 cloud.google.com/go/secretmanager v1.16.0 h1:19QT7ZsLJ8FSP1k+4esQvuCD7npMJml6hYzilxVyT+k=
 cloud.google.com/go/secretmanager v1.16.0/go.mod h1://C/e4I8D26SDTz1f3TQcddhcmiC3rMEl0S1Cakvs3Q=
-cloud.google.com/go/storage v1.57.1 h1:gzao6odNJ7dR3XXYvAgPK+Iw4fVPPznEPPyNjbaVkq8=
-cloud.google.com/go/storage v1.57.1/go.mod h1:329cwlpzALLgJuu8beyJ/uvQznDHpa2U5lGjWednkzg=
+cloud.google.com/go/storage v1.59.2 h1:gmOAuG1opU8YvycMNpP+DvHfT9BfzzK5Cy+arP+Nocw=
+cloud.google.com/go/storage v1.59.2/go.mod h1:cMWbtM+anpC74gn6qjLh+exqYcfmB9Hqe5z6adx+CLI=
 github.com/GoogleCloudPlatform/opentelemetry-operations-go/detectors/gcp v1.30.0 h1:sBEjpZlNHzK1voKq9695PJSX2o5NEXl7/OL3coiIY0c=
 github.com/GoogleCloudPlatform/opentelemetry-operations-go/detectors/gcp v1.30.0/go.mod h1:P4WPRUkOhJC13W//jWpyfJNDAIpvRbAUIYLX/4jtlE0=
-github.com/GoogleCloudPlatform/opentelemetry-operations-go/exporter/metric v0.53.0 h1:owcC2UnmsZycprQ5RfRgjydWhuoxg71LUfyiQdijZuM=
-github.com/GoogleCloudPlatform/opentelemetry-operations-go/exporter/metric v0.53.0/go.mod h1:ZPpqegjbE99EPKsu3iUWV22A04wzGPcAY/ziSIQEEgs=
-github.com/GoogleCloudPlatform/opentelemetry-operations-go/internal/resourcemapping v0.53.0 h1:Ron4zCA/yk6U7WOBXhTJcDpsUBG9npumK6xw2auFltQ=
-github.com/GoogleCloudPlatform/opentelemetry-operations-go/internal/resourcemapping v0.53.0/go.mod h1:cSgYe11MCNYunTnRXrKiR/tHc0eoKjICUuWpNZoVCOo=
+github.com/GoogleCloudPlatform/opentelemetry-operations-go/exporter/metric v0.54.0 h1:lhhYARPUu3LmHysQ/igznQphfzynnqI3D75oUyw1HXk=
+github.com/GoogleCloudPlatform/opentelemetry-operations-go/exporter/metric v0.54.0/go.mod h1:l9rva3ApbBpEJxSNYnwT9N4CDLrWgtq3u8736C5hyJw=
+github.com/GoogleCloudPlatform/opentelemetry-operations-go/internal/resourcemapping v0.54.0 h1:s0WlVbf9qpvkh1c/uDAPElam0WrL7fHRIidgZJ7UqZI=
+github.com/GoogleCloudPlatform/opentelemetry-operations-go/internal/resourcemapping v0.54.0/go.mod h1:Mf6O40IAyB9zR/1J8nGDDPirZQQPbYJni8Yisy7NTMc=
 github.com/bahlo/generic-list-go v0.2.0 h1:5sz/EEAK+ls5wF+NeqDpk5+iNdMDXrh3z3nPnH1Wvgk=
 github.com/bahlo/generic-list-go v0.2.0/go.mod h1:2KvAjgMlE5NNynlg/5iLrrCCZ2+5xWbdbCW3pNTGyYg=
 github.com/buger/jsonparser v1.1.1 h1:2PnMjfWD7wBILjqQbt530v576A/cAbQvEW9gGIpYMUs=
 github.com/buger/jsonparser v1.1.1/go.mod h1:6RYKKt7H4d4+iWqouImQ9R2FZql3VbhNgx27UK13J/0=
 github.com/cespare/xxhash/v2 v2.3.0 h1:UL815xU9SqsFlibzuggzjXhog7bL6oX9BbNZnL2UFvs=
 github.com/cespare/xxhash/v2 v2.3.0/go.mod h1:VGX0DQ3Q6kWi7AoAeZDth3/j3BFtOZR5XLFGgcrjCOs=
-github.com/cncf/xds/go v0.0.0-20251014123835-2ee22ca58382 h1:5IeUoAZvqwF6LcCnV99NbhrGKN6ihZgahJv5jKjmZ3k=
-github.com/cncf/xds/go v0.0.0-20251014123835-2ee22ca58382/go.mod h1:HlzOvOjVBOfTGSRXRyY0OiCS/3J1akRGQQpRO/7zyF4=
+github.com/cncf/xds/go v0.0.0-20251022180443-0feb69152e9f h1:Y8xYupdHxryycyPlc9Y+bSQAYZnetRJ70VMVKm5CKI0=
+github.com/cncf/xds/go v0.0.0-20251022180443-0feb69152e9f/go.mod h1:HlzOvOjVBOfTGSRXRyY0OiCS/3J1akRGQQpRO/7zyF4=
 github.com/davecgh/go-spew v1.1.0/go.mod h1:J7Y8YcW2NihsgmVo/mv3lAwl/skON4iLHjSsI+c5H38=
 github.com/davecgh/go-spew v1.1.2-0.20180830191138-d8f796af33cc h1:U9qPSI2PIWSS1VwoXQT9A3Wy9MM3WgvqSxFWenqJduM=
 github.com/davecgh/go-spew v1.1.2-0.20180830191138-d8f796af33cc/go.mod h1:J7Y8YcW2NihsgmVo/mv3lAwl/skON4iLHjSsI+c5H38=
-github.com/envoyproxy/go-control-plane v0.13.4 h1:zEqyPVyku6IvWCFwux4x9RxkLOMUL+1vC9xUFv5l2/M=
+github.com/envoyproxy/go-control-plane v0.13.5-0.20251024222203-75eaa193e329 h1:K+fnvUM0VZ7ZFJf0n4L/BRlnsb9pL/GuDG6FqaH+PwM=
 github.com/envoyproxy/go-control-plane/envoy v1.35.0 h1:ixjkELDE+ru6idPxcHLj8LBVc2bFP7iBytj353BoHUo=
 github.com/envoyproxy/go-control-plane/envoy v1.35.0/go.mod h1:09qwbGVuSWWAyN5t/b3iyVfz5+z8QWGrzkoqm/8SbEs=
 github.com/envoyproxy/protoc-gen-validate v1.2.1 h1:DEo3O99U8j4hBFwbJfrz9VtgcDfUKS7KJ7spH3d86P8=
 github.com/envoyproxy/protoc-gen-validate v1.2.1/go.mod h1:d/C80l/jxXLdfEIhX1W2TmLfsJ31lvEjwamM4DxlWXU=
 github.com/felixge/httpsnoop v1.0.4 h1:NFTV2Zj1bL4mc9sqWACXbQFVBBg2W3GPvqp8/ESS2Wg=
 github.com/felixge/httpsnoop v1.0.4/go.mod h1:m8KPJKqk1gH5J9DgRY2ASl2lWCfGKXixSwevea8zH2U=
-github.com/firebase/genkit/go v1.2.0 h1:C31p32vdMZhhSSQQvXouH/kkcleTH4jlgFmpqlJtBS4=
-github.com/firebase/genkit/go v1.2.0/go.mod h1:ru1cIuxG1s3HeUjhnadVveDJ1yhinj+j+uUh0f0pyxE=
+github.com/firebase/genkit/go v1.4.0 h1:CP1hNWk7z0hosyY53zMH6MFKFO1fMLtj58jGPllQo6I=
+github.com/firebase/genkit/go v1.4.0/go.mod h1:HX6m7QOaGc3MDNr/DrpQZrzPLzxeuLxrkTvfFtCYlGw=
 github.com/go-jose/go-jose/v4 v4.1.3 h1:CVLmWDhDVRa6Mi/IgCgaopNosCaHz7zrMeF9MlZRkrs=
 github.com/go-jose/go-jose/v4 v4.1.3/go.mod h1:x4oUasVrzR7071A4TnHLGSPpNOm2a21K9Kf04k1rs08=
 github.com/go-logr/logr v1.2.2/go.mod h1:jdQByPbusPIv2/zmleS9BjJVeZ6kBagPoEUsqbVz/1A=
@@ -61,12 +61,14 @@ github.com/google/s2a-go v0.1.9 h1:LGD7gtMgezd8a/Xak7mEWL0PjoTQFvpRudN895yqKW0=
 github.com/google/s2a-go v0.1.9/go.mod h1:YA0Ei2ZQL3acow2O62kdp9UlnvMmU7kA6Eutn0dXayM=
 github.com/google/uuid v1.6.0 h1:NIvaJDMOsjHA8n1jAhLSgzrAzy1Hgr+hNrb57e+94F0=
 github.com/google/uuid v1.6.0/go.mod h1:TIyPZe4MgqvfeYDBFedMoGGpEw/LqOeaOT+nhxU+yHo=
-github.com/googleapis/enterprise-certificate-proxy v0.3.6 h1:GW/XbdyBFQ8Qe+YAmFU9uHLo7OnF5tL52HFAgMmyrf4=
-github.com/googleapis/enterprise-certificate-proxy v0.3.6/go.mod h1:MkHOF77EYAE7qfSuSS9PU6g4Nt4e11cnsDUowfwewLA=
-github.com/googleapis/gax-go/v2 v2.15.0 h1:SyjDc1mGgZU5LncH8gimWo9lW1DtIfPibOG81vgd/bo=
-github.com/googleapis/gax-go/v2 v2.15.0/go.mod h1:zVVkkxAQHa1RQpg9z2AUCMnKhi0Qld9rcmyfL1OZhoc=
-github.com/googleapis/mcp-toolbox-sdk-go v0.4.0 h1:SYJRZzmOyXs9anKp+dfq4rprO92KKnxNyJCCsLkW7nw=
-github.com/googleapis/mcp-toolbox-sdk-go v0.4.0/go.mod h1:ivRLILO1B72J2HWCjSStemdhTWccjfW9FnEj4SAM81w=
+github.com/googleapis/enterprise-certificate-proxy v0.3.11 h1:vAe81Msw+8tKUxi2Dqh/NZMz7475yUvmRIkXr4oN2ao=
+github.com/googleapis/enterprise-certificate-proxy v0.3.11/go.mod h1:RFV7MUdlb7AgEq2v7FmMCfeSMCllAzWxFgRdusoGks8=
+github.com/googleapis/gax-go/v2 v2.16.0 h1:iHbQmKLLZrexmb0OSsNGTeSTS0HO4YvFOG8g5E4Zd0Y=
+github.com/googleapis/gax-go/v2 v2.16.0/go.mod h1:o1vfQjjNZn4+dPnRdl/4ZD7S9414Y4xA+a/6Icj6l14=
+github.com/googleapis/mcp-toolbox-sdk-go/core v0.6.2 h1:RgO6nEjldaORHgHVcTisxDsYHXLBki1/qIoyjdCVhuw=
+github.com/googleapis/mcp-toolbox-sdk-go/core v0.6.2/go.mod h1:aIdj9c1UgMC9cCS6ZrT4x0TraBFg6R/Nt1CiOHOaMfk=
+github.com/googleapis/mcp-toolbox-sdk-go/tbgenkit v0.6.0 h1:rHsn35szMNM/XZ4yRm4XX6l3fSUUZh2IgO5Ny0Nmmlc=
+github.com/googleapis/mcp-toolbox-sdk-go/tbgenkit v0.6.0/go.mod h1:uBXIcLYu/cokhL4d1Yf1DdHMvD8GGKCJvcG4oWO5zRA=
 github.com/gorilla/websocket v1.5.3 h1:saDtZ6Pbx/0u+bgYQ3q96pZgCzfhKXGPqt7kZ72aNNg=
 github.com/gorilla/websocket v1.5.3/go.mod h1:YR8l580nyteQvAITg2hZ9XVh4b55+EU/adAjf1fMHhE=
 github.com/invopop/jsonschema v0.13.0 h1:KvpoAJWEjR3uD9Kbm2HWJmqsEaHt8lBUpd0qHcIi21E=
@@ -111,48 +113,48 @@ go.opentelemetry.io/contrib/instrumentation/google.golang.org/grpc/otelgrpc v0.6
 go.opentelemetry.io/contrib/instrumentation/google.golang.org/grpc/otelgrpc v0.63.0/go.mod h1:fvPi2qXDqFs8M4B4fmJhE92TyQs9Ydjlg3RvfUp+NbQ=
 go.opentelemetry.io/contrib/instrumentation/net/http/otelhttp v0.63.0 h1:RbKq8BG0FI8OiXhBfcRtqqHcZcka+gU3cskNuf05R18=
 go.opentelemetry.io/contrib/instrumentation/net/http/otelhttp v0.63.0/go.mod h1:h06DGIukJOevXaj/xrNjhi/2098RZzcLTbc0jDAUbsg=
-go.opentelemetry.io/otel v1.38.0 h1:RkfdswUDRimDg0m2Az18RKOsnI8UDzppJAtj01/Ymk8=
-go.opentelemetry.io/otel v1.38.0/go.mod h1:zcmtmQ1+YmQM9wrNsTGV/q/uyusom3P8RxwExxkZhjM=
-go.opentelemetry.io/otel/metric v1.38.0 h1:Kl6lzIYGAh5M159u9NgiRkmoMKjvbsKtYRwgfrA6WpA=
-go.opentelemetry.io/otel/metric v1.38.0/go.mod h1:kB5n/QoRM8YwmUahxvI3bO34eVtQf2i4utNVLr9gEmI=
-go.opentelemetry.io/otel/sdk v1.38.0 h1:l48sr5YbNf2hpCUj/FoGhW9yDkl+Ma+LrVl8qaM5b+E=
-go.opentelemetry.io/otel/sdk v1.38.0/go.mod h1:ghmNdGlVemJI3+ZB5iDEuk4bWA3GkTpW+DOoZMYBVVg=
-go.opentelemetry.io/otel/sdk/metric v1.38.0 h1:aSH66iL0aZqo//xXzQLYozmWrXxyFkBJ6qT5wthqPoM=
-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=
+go.opentelemetry.io/otel v1.39.0 h1:8yPrr/S0ND9QEfTfdP9V+SiwT4E0G7Y5MO7p85nis48=
+go.opentelemetry.io/otel v1.39.0/go.mod h1:kLlFTywNWrFyEdH0oj2xK0bFYZtHRYUdv1NklR/tgc8=
+go.opentelemetry.io/otel/metric v1.39.0 h1:d1UzonvEZriVfpNKEVmHXbdf909uGTOQjA0HF0Ls5Q0=
+go.opentelemetry.io/otel/metric v1.39.0/go.mod h1:jrZSWL33sD7bBxg1xjrqyDjnuzTUB0x1nBERXd7Ftcs=
+go.opentelemetry.io/otel/sdk v1.39.0 h1:nMLYcjVsvdui1B/4FRkwjzoRVsMK8uL/cj0OyhKzt18=
+go.opentelemetry.io/otel/sdk v1.39.0/go.mod h1:vDojkC4/jsTJsE+kh+LXYQlbL8CgrEcwmt1ENZszdJE=
+go.opentelemetry.io/otel/sdk/metric v1.39.0 h1:cXMVVFVgsIf2YL6QkRF4Urbr/aMInf+2WKg+sEJTtB8=
+go.opentelemetry.io/otel/sdk/metric v1.39.0/go.mod h1:xq9HEVH7qeX69/JnwEfp6fVq5wosJsY1mt4lLfYdVew=
+go.opentelemetry.io/otel/trace v1.39.0 h1:2d2vfpEDmCJ5zVYz7ijaJdOF59xLomrvj7bjt6/qCJI=
+go.opentelemetry.io/otel/trace v1.39.0/go.mod h1:88w4/PnZSazkGzz/w84VHpQafiU4EtqqlVdxWy+rNOA=
 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/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/crypto v0.47.0 h1:V6e3FRj+n4dbpw86FJ8Fv7XVOql7TEwpHapKoMJ/GO8=
+golang.org/x/crypto v0.47.0/go.mod h1:ff3Y9VzzKbwSSEzWqJsJVBnWmRwRSHt/6Op5n9bQc4A=
+golang.org/x/net v0.49.0 h1:eeHFmOGUTtaaPSGNmjBKpbng9MulQsJURQUAfUwY++o=
+golang.org/x/net v0.49.0/go.mod h1:/ysNB2EvaqvesRkuLAyjI1ycPZlQHM3q01F02UY/MV8=
+golang.org/x/oauth2 v0.34.0 h1:hqK/t4AKgbqWkdkcAeI8XLmbK+4m4G5YeQRrmiotGlw=
+golang.org/x/oauth2 v0.34.0/go.mod h1:lzm5WQJQwKZ3nwavOZ3IS5Aulzxi68dUSgRHujetwEA=
+golang.org/x/sync v0.19.0 h1:vV+1eWNmZ5geRlYjzm2adRgW2/mcpevXNg50YZtPCE4=
+golang.org/x/sync v0.19.0/go.mod h1:9KTHXmSnoGruLpwFjVSX0lNNA75CykiMECbovNTZqGI=
+golang.org/x/sys v0.40.0 h1:DBZZqJ2Rkml6QMQsZywtnjnnGvHza6BTfYFWY9kjEWQ=
+golang.org/x/sys v0.40.0/go.mod h1:OgkHotnGiDImocRcuBABYBEXf8A9a87e/uXjp9XT3ks=
+golang.org/x/text v0.33.0 h1:B3njUFyqtHDUI5jMn1YIr5B0IE2U0qck04r6d4KPAxE=
+golang.org/x/text v0.33.0/go.mod h1:LuMebE6+rBincTi9+xWTY8TztLzKHc/9C1uBCG27+q8=
 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=
 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 v1.34.0 h1:lPRJRO+HqRX1SwFo1Xb/22nZ5MBEPUbXDl61OoDxlbY=
-google.golang.org/genai v1.34.0/go.mod h1:7pAilaICJlQBonjKKJNhftDFv3SREhZcTe9F6nRcjbg=
-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=
-google.golang.org/genproto/googleapis/api v0.0.0-20251014184007-4626949a642f/go.mod h1:kprOiu9Tr0JYyD6DORrc4Hfyk3RFXqkQ3ctHEum3ZbM=
-google.golang.org/genproto/googleapis/rpc v0.0.0-20251029180050-ab9386a59fda h1:i/Q+bfisr7gq6feoJnS/DlpdwEL4ihp41fvRiM3Ork0=
-google.golang.org/genproto/googleapis/rpc v0.0.0-20251029180050-ab9386a59fda/go.mod h1:7i2o+ce6H/6BluujYR+kqX3GKH+dChPTQU19wjRPiGk=
-google.golang.org/grpc v1.76.0 h1:UnVkv1+uMLYXoIz6o7chp59WfQUYA2ex/BXQ9rHZu7A=
-google.golang.org/grpc v1.76.0/go.mod h1:Ju12QI8M6iQJtbcsV+awF5a4hfJMLi4X0JLo94ULZ6c=
-google.golang.org/protobuf v1.36.10 h1:AYd7cD/uASjIL6Q9LiTjz8JLcrh/88q5UObnmY3aOOE=
-google.golang.org/protobuf v1.36.10/go.mod h1:HTf+CrKn2C3g5S8VImy6tdcUvCska2kB7j23XfzDpco=
+google.golang.org/api v0.265.0 h1:FZvfUdI8nfmuNrE34aOWFPmLC+qRBEiNm3JdivTvAAU=
+google.golang.org/api v0.265.0/go.mod h1:uAvfEl3SLUj/7n6k+lJutcswVojHPp2Sp08jWCu8hLY=
+google.golang.org/genai v1.41.0 h1:ayXl75LjTmqTu0y94yr96d17gIb4zF8gWVzX2TgioEY=
+google.golang.org/genai v1.41.0/go.mod h1:A3kkl0nyBjyFlNjgxIwKq70julKbIxpSxqKO5gw/gmk=
+google.golang.org/genproto v0.0.0-20251202230838-ff82c1b0f217 h1:GvESR9BIyHUahIb0NcTum6itIWtdoglGX+rnGxm2934=
+google.golang.org/genproto v0.0.0-20251202230838-ff82c1b0f217/go.mod h1:yJ2HH4EHEDTd3JiLmhds6NkJ17ITVYOdV3m3VKOnws0=
+google.golang.org/genproto/googleapis/api v0.0.0-20251202230838-ff82c1b0f217 h1:fCvbg86sFXwdrl5LgVcTEvNC+2txB5mgROGmRL5mrls=
+google.golang.org/genproto/googleapis/api v0.0.0-20251202230838-ff82c1b0f217/go.mod h1:+rXWjjaukWZun3mLfjmVnQi18E1AsFbDN9QdJ5YXLto=
+google.golang.org/genproto/googleapis/rpc v0.0.0-20260128011058-8636f8732409 h1:H86B94AW+VfJWDqFeEbBPhEtHzJwJfTbgE2lZa54ZAQ=
+google.golang.org/genproto/googleapis/rpc v0.0.0-20260128011058-8636f8732409/go.mod h1:j9x/tPzZkyxcgEFkiKEEGxfvyumM01BEtsW8xzOahRQ=
+google.golang.org/grpc v1.78.0 h1:K1XZG/yGDJnzMdd/uZHAkVqJE+xIDOcmdSFZkBUicNc=
+google.golang.org/grpc v1.78.0/go.mod h1:I47qjTo4OKbMkjA/aOOwxDIiPSBofUtQUI5EfpWvW7U=
+google.golang.org/protobuf v1.36.11 h1:fV6ZwhNocDyBLK0dj+fg8ektcVegBBuEolpbTQyBNVE=
+google.golang.org/protobuf v1.36.11/go.mod h1:HTf+CrKn2C3g5S8VImy6tdcUvCska2kB7j23XfzDpco=
 gopkg.in/check.v1 v0.0.0-20161208181325-20d25e280405/go.mod h1:Co6ibVJAznAaIkqp8huTwlJQCZ016jof/cbN4VW5Yz0=
 gopkg.in/check.v1 v1.0.0-20201130134442-10cb98267c6c h1:Hei/4ADfdWqJk1ZMxUNpqntNwaWcugrBjAiHlqqRiVk=
 gopkg.in/check.v1 v1.0.0-20201130134442-10cb98267c6c/go.mod h1:JHkPIbrfpd72SG/EVd6muEfDQjcINNoR0C8j2r3qZ4Q=

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

@@ -3,20 +3,21 @@ module langchan-quickstart
 go 1.24.6
 
 require (
-	github.com/googleapis/mcp-toolbox-sdk-go v0.4.0
+	github.com/googleapis/mcp-toolbox-sdk-go/core v0.6.2
 	github.com/tmc/langchaingo v0.1.14
 )
 
 require (
 	cloud.google.com/go v0.123.0 // indirect
 	cloud.google.com/go/ai v0.7.0 // indirect
-	cloud.google.com/go/aiplatform v1.105.0 // indirect
-	cloud.google.com/go/auth v0.17.0 // indirect
+	cloud.google.com/go/aiplatform v1.109.0 // indirect
+	cloud.google.com/go/auth v0.18.1 // indirect
 	cloud.google.com/go/auth/oauth2adapt v0.2.8 // indirect
 	cloud.google.com/go/compute/metadata v0.9.0 // indirect
 	cloud.google.com/go/iam v1.5.3 // indirect
-	cloud.google.com/go/longrunning v0.6.7 // indirect
+	cloud.google.com/go/longrunning v0.7.0 // indirect
 	cloud.google.com/go/vertexai v0.12.0 // indirect
+	github.com/cespare/xxhash/v2 v2.3.0 // indirect
 	github.com/dlclark/regexp2 v1.10.0 // indirect
 	github.com/felixge/httpsnoop v1.0.4 // indirect
 	github.com/go-logr/logr v1.4.3 // indirect
@@ -24,26 +25,26 @@ require (
 	github.com/google/generative-ai-go v0.15.1 // indirect
 	github.com/google/s2a-go v0.1.9 // indirect
 	github.com/google/uuid v1.6.0 // indirect
-	github.com/googleapis/enterprise-certificate-proxy v0.3.6 // indirect
-	github.com/googleapis/gax-go/v2 v2.15.0 // indirect
+	github.com/googleapis/enterprise-certificate-proxy v0.3.11 // indirect
+	github.com/googleapis/gax-go/v2 v2.16.0 // indirect
 	github.com/pkoukk/tiktoken-go v0.1.6 // indirect
 	go.opentelemetry.io/auto/sdk v1.2.1 // indirect
 	go.opentelemetry.io/contrib/instrumentation/google.golang.org/grpc/otelgrpc v0.63.0 // indirect
 	go.opentelemetry.io/contrib/instrumentation/net/http/otelhttp v0.63.0 // indirect
-	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/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
+	go.opentelemetry.io/otel v1.39.0 // indirect
+	go.opentelemetry.io/otel/metric v1.39.0 // indirect
+	go.opentelemetry.io/otel/trace v1.39.0 // indirect
+	golang.org/x/crypto v0.47.0 // indirect
+	golang.org/x/net v0.49.0 // indirect
+	golang.org/x/oauth2 v0.34.0 // indirect
+	golang.org/x/sync v0.19.0 // indirect
+	golang.org/x/sys v0.40.0 // indirect
+	golang.org/x/text v0.33.0 // 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
-	google.golang.org/genproto/googleapis/api v0.0.0-20251014184007-4626949a642f // indirect
-	google.golang.org/genproto/googleapis/rpc v0.0.0-20251029180050-ab9386a59fda // indirect
-	google.golang.org/grpc v1.76.0 // indirect
-	google.golang.org/protobuf v1.36.10 // indirect
+	google.golang.org/api v0.265.0 // indirect
+	google.golang.org/genproto v0.0.0-20251202230838-ff82c1b0f217 // indirect
+	google.golang.org/genproto/googleapis/api v0.0.0-20251202230838-ff82c1b0f217 // indirect
+	google.golang.org/genproto/googleapis/rpc v0.0.0-20260128011058-8636f8732409 // indirect
+	google.golang.org/grpc v1.78.0 // indirect
+	google.golang.org/protobuf v1.36.11 // indirect
 )

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

@@ -4,41 +4,41 @@ cloud.google.com/go v0.123.0 h1:2NAUJwPR47q+E35uaJeYoNhuNEM9kM8SjgRgdeOJUSE=
 cloud.google.com/go v0.123.0/go.mod h1:xBoMV08QcqUGuPW65Qfm1o9Y4zKZBpGS+7bImXLTAZU=
 cloud.google.com/go/ai v0.7.0 h1:P6+b5p4gXlza5E+u7uvcgYlzZ7103ACg70YdZeC6oGE=
 cloud.google.com/go/ai v0.7.0/go.mod h1:7ozuEcraovh4ABsPbrec3o4LmFl9HigNI3D5haxYeQo=
-cloud.google.com/go/aiplatform v1.105.0 h1:Tbc2iEp7vbzgk6Vs4QexfNo8/nl+E+Na+FEreRZdhcM=
-cloud.google.com/go/aiplatform v1.105.0/go.mod h1:4rwKOMdubQOND81AlO3EckcskvEFCYSzXKfn42GMm8k=
-cloud.google.com/go/auth v0.17.0 h1:74yCm7hCj2rUyyAocqnFzsAYXgJhrG26XCFimrc/Kz4=
-cloud.google.com/go/auth v0.17.0/go.mod h1:6wv/t5/6rOPAX4fJiRjKkJCvswLwdet7G8+UGXt7nCQ=
+cloud.google.com/go/aiplatform v1.109.0 h1:A1on/tr2Y7EwhW4M1dtuVMWioxFD5oiacZ85MOi9HH8=
+cloud.google.com/go/aiplatform v1.109.0/go.mod h1:4rwKOMdubQOND81AlO3EckcskvEFCYSzXKfn42GMm8k=
+cloud.google.com/go/auth v0.18.1 h1:IwTEx92GFUo2pJ6Qea0EU3zYvKnTAeRCODxfA/G5UWs=
+cloud.google.com/go/auth v0.18.1/go.mod h1:GfTYoS9G3CWpRA3Va9doKN9mjPGRS+v41jmZAhBzbrA=
 cloud.google.com/go/auth/oauth2adapt v0.2.8 h1:keo8NaayQZ6wimpNSmW5OPc283g65QNIiLpZnkHRbnc=
 cloud.google.com/go/auth/oauth2adapt v0.2.8/go.mod h1:XQ9y31RkqZCcwJWNSx2Xvric3RrU88hAYYbjDWYDL+c=
 cloud.google.com/go/compute/metadata v0.9.0 h1:pDUj4QMoPejqq20dK0Pg2N4yG9zIkYGdBtwLoEkH9Zs=
 cloud.google.com/go/compute/metadata v0.9.0/go.mod h1:E0bWwX5wTnLPedCKqk3pJmVgCBSM6qQI1yTBdEb3C10=
 cloud.google.com/go/iam v1.5.3 h1:+vMINPiDF2ognBJ97ABAYYwRgsaqxPbQDlMnbHMjolc=
 cloud.google.com/go/iam v1.5.3/go.mod h1:MR3v9oLkZCTlaqljW6Eb2d3HGDGK5/bDv93jhfISFvU=
-cloud.google.com/go/longrunning v0.6.7 h1:IGtfDWHhQCgCjwQjV9iiLnUta9LBCo8R9QmAFsS/PrE=
-cloud.google.com/go/longrunning v0.6.7/go.mod h1:EAFV3IZAKmM56TyiE6VAP3VoTzhZzySwI/YI1s/nRsY=
+cloud.google.com/go/longrunning v0.7.0 h1:FV0+SYF1RIj59gyoWDRi45GiYUMM3K1qO51qoboQT1E=
+cloud.google.com/go/longrunning v0.7.0/go.mod h1:ySn2yXmjbK9Ba0zsQqunhDkYi0+9rlXIwnoAf+h+TPY=
 cloud.google.com/go/monitoring v1.24.3 h1:dde+gMNc0UhPZD1Azu6at2e79bfdztVDS5lvhOdsgaE=
 cloud.google.com/go/monitoring v1.24.3/go.mod h1:nYP6W0tm3N9H/bOw8am7t62YTzZY+zUeQ+Bi6+2eonI=
 cloud.google.com/go/secretmanager v1.16.0 h1:19QT7ZsLJ8FSP1k+4esQvuCD7npMJml6hYzilxVyT+k=
 cloud.google.com/go/secretmanager v1.16.0/go.mod h1://C/e4I8D26SDTz1f3TQcddhcmiC3rMEl0S1Cakvs3Q=
-cloud.google.com/go/storage v1.57.1 h1:gzao6odNJ7dR3XXYvAgPK+Iw4fVPPznEPPyNjbaVkq8=
-cloud.google.com/go/storage v1.57.1/go.mod h1:329cwlpzALLgJuu8beyJ/uvQznDHpa2U5lGjWednkzg=
+cloud.google.com/go/storage v1.59.2 h1:gmOAuG1opU8YvycMNpP+DvHfT9BfzzK5Cy+arP+Nocw=
+cloud.google.com/go/storage v1.59.2/go.mod h1:cMWbtM+anpC74gn6qjLh+exqYcfmB9Hqe5z6adx+CLI=
 cloud.google.com/go/vertexai v0.12.0 h1:zTadEo/CtsoyRXNx3uGCncoWAP1H2HakGqwznt+iMo8=
 cloud.google.com/go/vertexai v0.12.0/go.mod h1:8u+d0TsvBfAAd2x5R6GMgbYhsLgo3J7lmP4bR8g2ig8=
 github.com/GoogleCloudPlatform/opentelemetry-operations-go/detectors/gcp v1.30.0 h1:sBEjpZlNHzK1voKq9695PJSX2o5NEXl7/OL3coiIY0c=
 github.com/GoogleCloudPlatform/opentelemetry-operations-go/detectors/gcp v1.30.0/go.mod h1:P4WPRUkOhJC13W//jWpyfJNDAIpvRbAUIYLX/4jtlE0=
-github.com/GoogleCloudPlatform/opentelemetry-operations-go/exporter/metric v0.53.0 h1:owcC2UnmsZycprQ5RfRgjydWhuoxg71LUfyiQdijZuM=
-github.com/GoogleCloudPlatform/opentelemetry-operations-go/exporter/metric v0.53.0/go.mod h1:ZPpqegjbE99EPKsu3iUWV22A04wzGPcAY/ziSIQEEgs=
-github.com/GoogleCloudPlatform/opentelemetry-operations-go/internal/resourcemapping v0.53.0 h1:Ron4zCA/yk6U7WOBXhTJcDpsUBG9npumK6xw2auFltQ=
-github.com/GoogleCloudPlatform/opentelemetry-operations-go/internal/resourcemapping v0.53.0/go.mod h1:cSgYe11MCNYunTnRXrKiR/tHc0eoKjICUuWpNZoVCOo=
+github.com/GoogleCloudPlatform/opentelemetry-operations-go/exporter/metric v0.54.0 h1:lhhYARPUu3LmHysQ/igznQphfzynnqI3D75oUyw1HXk=
+github.com/GoogleCloudPlatform/opentelemetry-operations-go/exporter/metric v0.54.0/go.mod h1:l9rva3ApbBpEJxSNYnwT9N4CDLrWgtq3u8736C5hyJw=
+github.com/GoogleCloudPlatform/opentelemetry-operations-go/internal/resourcemapping v0.54.0 h1:s0WlVbf9qpvkh1c/uDAPElam0WrL7fHRIidgZJ7UqZI=
+github.com/GoogleCloudPlatform/opentelemetry-operations-go/internal/resourcemapping v0.54.0/go.mod h1:Mf6O40IAyB9zR/1J8nGDDPirZQQPbYJni8Yisy7NTMc=
 github.com/cespare/xxhash/v2 v2.3.0 h1:UL815xU9SqsFlibzuggzjXhog7bL6oX9BbNZnL2UFvs=
 github.com/cespare/xxhash/v2 v2.3.0/go.mod h1:VGX0DQ3Q6kWi7AoAeZDth3/j3BFtOZR5XLFGgcrjCOs=
-github.com/cncf/xds/go v0.0.0-20251014123835-2ee22ca58382 h1:5IeUoAZvqwF6LcCnV99NbhrGKN6ihZgahJv5jKjmZ3k=
-github.com/cncf/xds/go v0.0.0-20251014123835-2ee22ca58382/go.mod h1:HlzOvOjVBOfTGSRXRyY0OiCS/3J1akRGQQpRO/7zyF4=
+github.com/cncf/xds/go v0.0.0-20251022180443-0feb69152e9f h1:Y8xYupdHxryycyPlc9Y+bSQAYZnetRJ70VMVKm5CKI0=
+github.com/cncf/xds/go v0.0.0-20251022180443-0feb69152e9f/go.mod h1:HlzOvOjVBOfTGSRXRyY0OiCS/3J1akRGQQpRO/7zyF4=
 github.com/davecgh/go-spew v1.1.2-0.20180830191138-d8f796af33cc h1:U9qPSI2PIWSS1VwoXQT9A3Wy9MM3WgvqSxFWenqJduM=
 github.com/davecgh/go-spew v1.1.2-0.20180830191138-d8f796af33cc/go.mod h1:J7Y8YcW2NihsgmVo/mv3lAwl/skON4iLHjSsI+c5H38=
 github.com/dlclark/regexp2 v1.10.0 h1:+/GIL799phkJqYW+3YbOd8LCcbHzT0Pbo8zl70MHsq0=
 github.com/dlclark/regexp2 v1.10.0/go.mod h1:DHkYz0B9wPfa6wondMfaivmHpzrQ3v9q8cnmRbL6yW8=
-github.com/envoyproxy/go-control-plane v0.13.4 h1:zEqyPVyku6IvWCFwux4x9RxkLOMUL+1vC9xUFv5l2/M=
+github.com/envoyproxy/go-control-plane v0.13.5-0.20251024222203-75eaa193e329 h1:K+fnvUM0VZ7ZFJf0n4L/BRlnsb9pL/GuDG6FqaH+PwM=
 github.com/envoyproxy/go-control-plane/envoy v1.35.0 h1:ixjkELDE+ru6idPxcHLj8LBVc2bFP7iBytj353BoHUo=
 github.com/envoyproxy/go-control-plane/envoy v1.35.0/go.mod h1:09qwbGVuSWWAyN5t/b3iyVfz5+z8QWGrzkoqm/8SbEs=
 github.com/envoyproxy/protoc-gen-validate v1.2.1 h1:DEo3O99U8j4hBFwbJfrz9VtgcDfUKS7KJ7spH3d86P8=
@@ -62,12 +62,12 @@ github.com/google/s2a-go v0.1.9 h1:LGD7gtMgezd8a/Xak7mEWL0PjoTQFvpRudN895yqKW0=
 github.com/google/s2a-go v0.1.9/go.mod h1:YA0Ei2ZQL3acow2O62kdp9UlnvMmU7kA6Eutn0dXayM=
 github.com/google/uuid v1.6.0 h1:NIvaJDMOsjHA8n1jAhLSgzrAzy1Hgr+hNrb57e+94F0=
 github.com/google/uuid v1.6.0/go.mod h1:TIyPZe4MgqvfeYDBFedMoGGpEw/LqOeaOT+nhxU+yHo=
-github.com/googleapis/enterprise-certificate-proxy v0.3.6 h1:GW/XbdyBFQ8Qe+YAmFU9uHLo7OnF5tL52HFAgMmyrf4=
-github.com/googleapis/enterprise-certificate-proxy v0.3.6/go.mod h1:MkHOF77EYAE7qfSuSS9PU6g4Nt4e11cnsDUowfwewLA=
-github.com/googleapis/gax-go/v2 v2.15.0 h1:SyjDc1mGgZU5LncH8gimWo9lW1DtIfPibOG81vgd/bo=
-github.com/googleapis/gax-go/v2 v2.15.0/go.mod h1:zVVkkxAQHa1RQpg9z2AUCMnKhi0Qld9rcmyfL1OZhoc=
-github.com/googleapis/mcp-toolbox-sdk-go v0.4.0 h1:SYJRZzmOyXs9anKp+dfq4rprO92KKnxNyJCCsLkW7nw=
-github.com/googleapis/mcp-toolbox-sdk-go v0.4.0/go.mod h1:ivRLILO1B72J2HWCjSStemdhTWccjfW9FnEj4SAM81w=
+github.com/googleapis/enterprise-certificate-proxy v0.3.11 h1:vAe81Msw+8tKUxi2Dqh/NZMz7475yUvmRIkXr4oN2ao=
+github.com/googleapis/enterprise-certificate-proxy v0.3.11/go.mod h1:RFV7MUdlb7AgEq2v7FmMCfeSMCllAzWxFgRdusoGks8=
+github.com/googleapis/gax-go/v2 v2.16.0 h1:iHbQmKLLZrexmb0OSsNGTeSTS0HO4YvFOG8g5E4Zd0Y=
+github.com/googleapis/gax-go/v2 v2.16.0/go.mod h1:o1vfQjjNZn4+dPnRdl/4ZD7S9414Y4xA+a/6Icj6l14=
+github.com/googleapis/mcp-toolbox-sdk-go/core v0.6.2 h1:RgO6nEjldaORHgHVcTisxDsYHXLBki1/qIoyjdCVhuw=
+github.com/googleapis/mcp-toolbox-sdk-go/core v0.6.2/go.mod h1:aIdj9c1UgMC9cCS6ZrT4x0TraBFg6R/Nt1CiOHOaMfk=
 github.com/pkoukk/tiktoken-go v0.1.6 h1:JF0TlJzhTbrI30wCvFuiw6FzP2+/bR+FIxUdgEAcUsw=
 github.com/pkoukk/tiktoken-go v0.1.6/go.mod h1:9NiV+i9mJKGj1rYOT+njbv+ZwA/zJxYdewGl6qVatpg=
 github.com/planetscale/vtprotobuf v0.6.1-0.20240319094008-0393e58bdf10 h1:GFCKgmp0tecUJ0sJuv4pzYCqS9+RGSn52M3FUwPs+uo=
@@ -90,44 +90,44 @@ go.opentelemetry.io/contrib/instrumentation/google.golang.org/grpc/otelgrpc v0.6
 go.opentelemetry.io/contrib/instrumentation/google.golang.org/grpc/otelgrpc v0.63.0/go.mod h1:fvPi2qXDqFs8M4B4fmJhE92TyQs9Ydjlg3RvfUp+NbQ=
 go.opentelemetry.io/contrib/instrumentation/net/http/otelhttp v0.63.0 h1:RbKq8BG0FI8OiXhBfcRtqqHcZcka+gU3cskNuf05R18=
 go.opentelemetry.io/contrib/instrumentation/net/http/otelhttp v0.63.0/go.mod h1:h06DGIukJOevXaj/xrNjhi/2098RZzcLTbc0jDAUbsg=
-go.opentelemetry.io/otel v1.38.0 h1:RkfdswUDRimDg0m2Az18RKOsnI8UDzppJAtj01/Ymk8=
-go.opentelemetry.io/otel v1.38.0/go.mod h1:zcmtmQ1+YmQM9wrNsTGV/q/uyusom3P8RxwExxkZhjM=
-go.opentelemetry.io/otel/metric v1.38.0 h1:Kl6lzIYGAh5M159u9NgiRkmoMKjvbsKtYRwgfrA6WpA=
-go.opentelemetry.io/otel/metric v1.38.0/go.mod h1:kB5n/QoRM8YwmUahxvI3bO34eVtQf2i4utNVLr9gEmI=
-go.opentelemetry.io/otel/sdk v1.38.0 h1:l48sr5YbNf2hpCUj/FoGhW9yDkl+Ma+LrVl8qaM5b+E=
-go.opentelemetry.io/otel/sdk v1.38.0/go.mod h1:ghmNdGlVemJI3+ZB5iDEuk4bWA3GkTpW+DOoZMYBVVg=
-go.opentelemetry.io/otel/sdk/metric v1.38.0 h1:aSH66iL0aZqo//xXzQLYozmWrXxyFkBJ6qT5wthqPoM=
-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/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=
+go.opentelemetry.io/otel v1.39.0 h1:8yPrr/S0ND9QEfTfdP9V+SiwT4E0G7Y5MO7p85nis48=
+go.opentelemetry.io/otel v1.39.0/go.mod h1:kLlFTywNWrFyEdH0oj2xK0bFYZtHRYUdv1NklR/tgc8=
+go.opentelemetry.io/otel/metric v1.39.0 h1:d1UzonvEZriVfpNKEVmHXbdf909uGTOQjA0HF0Ls5Q0=
+go.opentelemetry.io/otel/metric v1.39.0/go.mod h1:jrZSWL33sD7bBxg1xjrqyDjnuzTUB0x1nBERXd7Ftcs=
+go.opentelemetry.io/otel/sdk v1.39.0 h1:nMLYcjVsvdui1B/4FRkwjzoRVsMK8uL/cj0OyhKzt18=
+go.opentelemetry.io/otel/sdk v1.39.0/go.mod h1:vDojkC4/jsTJsE+kh+LXYQlbL8CgrEcwmt1ENZszdJE=
+go.opentelemetry.io/otel/sdk/metric v1.39.0 h1:cXMVVFVgsIf2YL6QkRF4Urbr/aMInf+2WKg+sEJTtB8=
+go.opentelemetry.io/otel/sdk/metric v1.39.0/go.mod h1:xq9HEVH7qeX69/JnwEfp6fVq5wosJsY1mt4lLfYdVew=
+go.opentelemetry.io/otel/trace v1.39.0 h1:2d2vfpEDmCJ5zVYz7ijaJdOF59xLomrvj7bjt6/qCJI=
+go.opentelemetry.io/otel/trace v1.39.0/go.mod h1:88w4/PnZSazkGzz/w84VHpQafiU4EtqqlVdxWy+rNOA=
+golang.org/x/crypto v0.47.0 h1:V6e3FRj+n4dbpw86FJ8Fv7XVOql7TEwpHapKoMJ/GO8=
+golang.org/x/crypto v0.47.0/go.mod h1:ff3Y9VzzKbwSSEzWqJsJVBnWmRwRSHt/6Op5n9bQc4A=
+golang.org/x/net v0.49.0 h1:eeHFmOGUTtaaPSGNmjBKpbng9MulQsJURQUAfUwY++o=
+golang.org/x/net v0.49.0/go.mod h1:/ysNB2EvaqvesRkuLAyjI1ycPZlQHM3q01F02UY/MV8=
+golang.org/x/oauth2 v0.34.0 h1:hqK/t4AKgbqWkdkcAeI8XLmbK+4m4G5YeQRrmiotGlw=
+golang.org/x/oauth2 v0.34.0/go.mod h1:lzm5WQJQwKZ3nwavOZ3IS5Aulzxi68dUSgRHujetwEA=
+golang.org/x/sync v0.19.0 h1:vV+1eWNmZ5geRlYjzm2adRgW2/mcpevXNg50YZtPCE4=
+golang.org/x/sync v0.19.0/go.mod h1:9KTHXmSnoGruLpwFjVSX0lNNA75CykiMECbovNTZqGI=
+golang.org/x/sys v0.40.0 h1:DBZZqJ2Rkml6QMQsZywtnjnnGvHza6BTfYFWY9kjEWQ=
+golang.org/x/sys v0.40.0/go.mod h1:OgkHotnGiDImocRcuBABYBEXf8A9a87e/uXjp9XT3ks=
+golang.org/x/text v0.33.0 h1:B3njUFyqtHDUI5jMn1YIr5B0IE2U0qck04r6d4KPAxE=
+golang.org/x/text v0.33.0/go.mod h1:LuMebE6+rBincTi9+xWTY8TztLzKHc/9C1uBCG27+q8=
 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=
 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/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=
-google.golang.org/genproto/googleapis/api v0.0.0-20251014184007-4626949a642f/go.mod h1:kprOiu9Tr0JYyD6DORrc4Hfyk3RFXqkQ3ctHEum3ZbM=
-google.golang.org/genproto/googleapis/rpc v0.0.0-20251029180050-ab9386a59fda h1:i/Q+bfisr7gq6feoJnS/DlpdwEL4ihp41fvRiM3Ork0=
-google.golang.org/genproto/googleapis/rpc v0.0.0-20251029180050-ab9386a59fda/go.mod h1:7i2o+ce6H/6BluujYR+kqX3GKH+dChPTQU19wjRPiGk=
-google.golang.org/grpc v1.76.0 h1:UnVkv1+uMLYXoIz6o7chp59WfQUYA2ex/BXQ9rHZu7A=
-google.golang.org/grpc v1.76.0/go.mod h1:Ju12QI8M6iQJtbcsV+awF5a4hfJMLi4X0JLo94ULZ6c=
-google.golang.org/protobuf v1.36.10 h1:AYd7cD/uASjIL6Q9LiTjz8JLcrh/88q5UObnmY3aOOE=
-google.golang.org/protobuf v1.36.10/go.mod h1:HTf+CrKn2C3g5S8VImy6tdcUvCska2kB7j23XfzDpco=
+google.golang.org/api v0.265.0 h1:FZvfUdI8nfmuNrE34aOWFPmLC+qRBEiNm3JdivTvAAU=
+google.golang.org/api v0.265.0/go.mod h1:uAvfEl3SLUj/7n6k+lJutcswVojHPp2Sp08jWCu8hLY=
+google.golang.org/genproto v0.0.0-20251202230838-ff82c1b0f217 h1:GvESR9BIyHUahIb0NcTum6itIWtdoglGX+rnGxm2934=
+google.golang.org/genproto v0.0.0-20251202230838-ff82c1b0f217/go.mod h1:yJ2HH4EHEDTd3JiLmhds6NkJ17ITVYOdV3m3VKOnws0=
+google.golang.org/genproto/googleapis/api v0.0.0-20251202230838-ff82c1b0f217 h1:fCvbg86sFXwdrl5LgVcTEvNC+2txB5mgROGmRL5mrls=
+google.golang.org/genproto/googleapis/api v0.0.0-20251202230838-ff82c1b0f217/go.mod h1:+rXWjjaukWZun3mLfjmVnQi18E1AsFbDN9QdJ5YXLto=
+google.golang.org/genproto/googleapis/rpc v0.0.0-20260128011058-8636f8732409 h1:H86B94AW+VfJWDqFeEbBPhEtHzJwJfTbgE2lZa54ZAQ=
+google.golang.org/genproto/googleapis/rpc v0.0.0-20260128011058-8636f8732409/go.mod h1:j9x/tPzZkyxcgEFkiKEEGxfvyumM01BEtsW8xzOahRQ=
+google.golang.org/grpc v1.78.0 h1:K1XZG/yGDJnzMdd/uZHAkVqJE+xIDOcmdSFZkBUicNc=
+google.golang.org/grpc v1.78.0/go.mod h1:I47qjTo4OKbMkjA/aOOwxDIiPSBofUtQUI5EfpWvW7U=
+google.golang.org/protobuf v1.36.11 h1:fV6ZwhNocDyBLK0dj+fg8ektcVegBBuEolpbTQyBNVE=
+google.golang.org/protobuf v1.36.11/go.mod h1:HTf+CrKn2C3g5S8VImy6tdcUvCska2kB7j23XfzDpco=
 gopkg.in/yaml.v2 v2.4.0 h1:D8xgwECY7CYvx+Y2n4sBz93Jn9JRvxdiyyo8CTfuKaY=
 gopkg.in/yaml.v2 v2.4.0/go.mod h1:RDklbk79AGWmwhnvt/jBztapEOGDOx6ZbXqjP6csGnQ=
 gopkg.in/yaml.v3 v3.0.1 h1:fxVm/GzAzEWqLHuvctI91KS9hhNmmWOoWu0XTYJS7CA=

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

@@ -3,36 +3,38 @@ module openai-quickstart
 go 1.24.6
 
 require (
-	github.com/googleapis/mcp-toolbox-sdk-go v0.4.0
+	github.com/googleapis/mcp-toolbox-sdk-go/core v0.6.2
 	github.com/openai/openai-go/v3 v3.8.1
 )
 
 require (
-	cloud.google.com/go/auth v0.17.0 // indirect
+	cloud.google.com/go/auth v0.18.1 // indirect
 	cloud.google.com/go/auth/oauth2adapt v0.2.8 // indirect
 	cloud.google.com/go/compute/metadata v0.9.0 // indirect
+	github.com/cespare/xxhash/v2 v2.3.0 // indirect
 	github.com/felixge/httpsnoop v1.0.4 // indirect
 	github.com/go-logr/logr v1.4.3 // indirect
 	github.com/go-logr/stdr v1.2.2 // indirect
 	github.com/google/s2a-go v0.1.9 // indirect
-	github.com/googleapis/enterprise-certificate-proxy v0.3.6 // indirect
-	github.com/googleapis/gax-go/v2 v2.15.0 // indirect
+	github.com/google/uuid v1.6.0 // indirect
+	github.com/googleapis/enterprise-certificate-proxy v0.3.11 // indirect
+	github.com/googleapis/gax-go/v2 v2.16.0 // indirect
 	github.com/tidwall/gjson v1.18.0 // indirect
 	github.com/tidwall/match v1.1.1 // indirect
 	github.com/tidwall/pretty v1.2.1 // indirect
 	github.com/tidwall/sjson v1.2.5 // indirect
 	go.opentelemetry.io/auto/sdk v1.2.1 // indirect
 	go.opentelemetry.io/contrib/instrumentation/net/http/otelhttp v0.63.0 // indirect
-	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/oauth2 v0.32.0 // indirect
-	golang.org/x/sys v0.38.0 // indirect
-	golang.org/x/text v0.31.0 // 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
-	google.golang.org/protobuf v1.36.10 // indirect
+	go.opentelemetry.io/otel v1.39.0 // indirect
+	go.opentelemetry.io/otel/metric v1.39.0 // indirect
+	go.opentelemetry.io/otel/trace v1.39.0 // indirect
+	golang.org/x/crypto v0.47.0 // indirect
+	golang.org/x/net v0.49.0 // indirect
+	golang.org/x/oauth2 v0.34.0 // indirect
+	golang.org/x/sys v0.40.0 // indirect
+	golang.org/x/text v0.33.0 // indirect
+	google.golang.org/api v0.265.0 // indirect
+	google.golang.org/genproto/googleapis/rpc v0.0.0-20260128011058-8636f8732409 // indirect
+	google.golang.org/grpc v1.78.0 // indirect
+	google.golang.org/protobuf v1.36.11 // indirect
 )

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

@@ -2,8 +2,8 @@ cel.dev/expr v0.24.0 h1:56OvJKSH3hDGL0ml5uSxZmz3/3Pq4tJ+fb1unVLAFcY=
 cel.dev/expr v0.24.0/go.mod h1:hLPLo1W4QUmuYdA72RBX06QTs6MXw941piREPl3Yfiw=
 cloud.google.com/go v0.123.0 h1:2NAUJwPR47q+E35uaJeYoNhuNEM9kM8SjgRgdeOJUSE=
 cloud.google.com/go v0.123.0/go.mod h1:xBoMV08QcqUGuPW65Qfm1o9Y4zKZBpGS+7bImXLTAZU=
-cloud.google.com/go/auth v0.17.0 h1:74yCm7hCj2rUyyAocqnFzsAYXgJhrG26XCFimrc/Kz4=
-cloud.google.com/go/auth v0.17.0/go.mod h1:6wv/t5/6rOPAX4fJiRjKkJCvswLwdet7G8+UGXt7nCQ=
+cloud.google.com/go/auth v0.18.1 h1:IwTEx92GFUo2pJ6Qea0EU3zYvKnTAeRCODxfA/G5UWs=
+cloud.google.com/go/auth v0.18.1/go.mod h1:GfTYoS9G3CWpRA3Va9doKN9mjPGRS+v41jmZAhBzbrA=
 cloud.google.com/go/auth/oauth2adapt v0.2.8 h1:keo8NaayQZ6wimpNSmW5OPc283g65QNIiLpZnkHRbnc=
 cloud.google.com/go/auth/oauth2adapt v0.2.8/go.mod h1:XQ9y31RkqZCcwJWNSx2Xvric3RrU88hAYYbjDWYDL+c=
 cloud.google.com/go/compute/metadata v0.9.0 h1:pDUj4QMoPejqq20dK0Pg2N4yG9zIkYGdBtwLoEkH9Zs=
@@ -14,21 +14,21 @@ cloud.google.com/go/monitoring v1.24.3 h1:dde+gMNc0UhPZD1Azu6at2e79bfdztVDS5lvhO
 cloud.google.com/go/monitoring v1.24.3/go.mod h1:nYP6W0tm3N9H/bOw8am7t62YTzZY+zUeQ+Bi6+2eonI=
 cloud.google.com/go/secretmanager v1.16.0 h1:19QT7ZsLJ8FSP1k+4esQvuCD7npMJml6hYzilxVyT+k=
 cloud.google.com/go/secretmanager v1.16.0/go.mod h1://C/e4I8D26SDTz1f3TQcddhcmiC3rMEl0S1Cakvs3Q=
-cloud.google.com/go/storage v1.57.1 h1:gzao6odNJ7dR3XXYvAgPK+Iw4fVPPznEPPyNjbaVkq8=
-cloud.google.com/go/storage v1.57.1/go.mod h1:329cwlpzALLgJuu8beyJ/uvQznDHpa2U5lGjWednkzg=
+cloud.google.com/go/storage v1.59.2 h1:gmOAuG1opU8YvycMNpP+DvHfT9BfzzK5Cy+arP+Nocw=
+cloud.google.com/go/storage v1.59.2/go.mod h1:cMWbtM+anpC74gn6qjLh+exqYcfmB9Hqe5z6adx+CLI=
 github.com/GoogleCloudPlatform/opentelemetry-operations-go/detectors/gcp v1.30.0 h1:sBEjpZlNHzK1voKq9695PJSX2o5NEXl7/OL3coiIY0c=
 github.com/GoogleCloudPlatform/opentelemetry-operations-go/detectors/gcp v1.30.0/go.mod h1:P4WPRUkOhJC13W//jWpyfJNDAIpvRbAUIYLX/4jtlE0=
-github.com/GoogleCloudPlatform/opentelemetry-operations-go/exporter/metric v0.53.0 h1:owcC2UnmsZycprQ5RfRgjydWhuoxg71LUfyiQdijZuM=
-github.com/GoogleCloudPlatform/opentelemetry-operations-go/exporter/metric v0.53.0/go.mod h1:ZPpqegjbE99EPKsu3iUWV22A04wzGPcAY/ziSIQEEgs=
-github.com/GoogleCloudPlatform/opentelemetry-operations-go/internal/resourcemapping v0.53.0 h1:Ron4zCA/yk6U7WOBXhTJcDpsUBG9npumK6xw2auFltQ=
-github.com/GoogleCloudPlatform/opentelemetry-operations-go/internal/resourcemapping v0.53.0/go.mod h1:cSgYe11MCNYunTnRXrKiR/tHc0eoKjICUuWpNZoVCOo=
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+github.com/GoogleCloudPlatform/opentelemetry-operations-go/internal/resourcemapping v0.54.0/go.mod h1:Mf6O40IAyB9zR/1J8nGDDPirZQQPbYJni8Yisy7NTMc=
 github.com/cespare/xxhash/v2 v2.3.0 h1:UL815xU9SqsFlibzuggzjXhog7bL6oX9BbNZnL2UFvs=
 github.com/cespare/xxhash/v2 v2.3.0/go.mod h1:VGX0DQ3Q6kWi7AoAeZDth3/j3BFtOZR5XLFGgcrjCOs=
-github.com/cncf/xds/go v0.0.0-20251014123835-2ee22ca58382 h1:5IeUoAZvqwF6LcCnV99NbhrGKN6ihZgahJv5jKjmZ3k=
-github.com/cncf/xds/go v0.0.0-20251014123835-2ee22ca58382/go.mod h1:HlzOvOjVBOfTGSRXRyY0OiCS/3J1akRGQQpRO/7zyF4=
+github.com/cncf/xds/go v0.0.0-20251022180443-0feb69152e9f h1:Y8xYupdHxryycyPlc9Y+bSQAYZnetRJ70VMVKm5CKI0=
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 github.com/davecgh/go-spew v1.1.2-0.20180830191138-d8f796af33cc h1:U9qPSI2PIWSS1VwoXQT9A3Wy9MM3WgvqSxFWenqJduM=
 github.com/davecgh/go-spew v1.1.2-0.20180830191138-d8f796af33cc/go.mod h1:J7Y8YcW2NihsgmVo/mv3lAwl/skON4iLHjSsI+c5H38=
-github.com/envoyproxy/go-control-plane v0.13.4 h1:zEqyPVyku6IvWCFwux4x9RxkLOMUL+1vC9xUFv5l2/M=
+github.com/envoyproxy/go-control-plane v0.13.5-0.20251024222203-75eaa193e329 h1:K+fnvUM0VZ7ZFJf0n4L/BRlnsb9pL/GuDG6FqaH+PwM=
 github.com/envoyproxy/go-control-plane/envoy v1.35.0 h1:ixjkELDE+ru6idPxcHLj8LBVc2bFP7iBytj353BoHUo=
 github.com/envoyproxy/go-control-plane/envoy v1.35.0/go.mod h1:09qwbGVuSWWAyN5t/b3iyVfz5+z8QWGrzkoqm/8SbEs=
 github.com/envoyproxy/protoc-gen-validate v1.2.1 h1:DEo3O99U8j4hBFwbJfrz9VtgcDfUKS7KJ7spH3d86P8=
@@ -50,12 +50,12 @@ github.com/google/s2a-go v0.1.9 h1:LGD7gtMgezd8a/Xak7mEWL0PjoTQFvpRudN895yqKW0=
 github.com/google/s2a-go v0.1.9/go.mod h1:YA0Ei2ZQL3acow2O62kdp9UlnvMmU7kA6Eutn0dXayM=
 github.com/google/uuid v1.6.0 h1:NIvaJDMOsjHA8n1jAhLSgzrAzy1Hgr+hNrb57e+94F0=
 github.com/google/uuid v1.6.0/go.mod h1:TIyPZe4MgqvfeYDBFedMoGGpEw/LqOeaOT+nhxU+yHo=
-github.com/googleapis/enterprise-certificate-proxy v0.3.6 h1:GW/XbdyBFQ8Qe+YAmFU9uHLo7OnF5tL52HFAgMmyrf4=
-github.com/googleapis/enterprise-certificate-proxy v0.3.6/go.mod h1:MkHOF77EYAE7qfSuSS9PU6g4Nt4e11cnsDUowfwewLA=
-github.com/googleapis/gax-go/v2 v2.15.0 h1:SyjDc1mGgZU5LncH8gimWo9lW1DtIfPibOG81vgd/bo=
-github.com/googleapis/gax-go/v2 v2.15.0/go.mod h1:zVVkkxAQHa1RQpg9z2AUCMnKhi0Qld9rcmyfL1OZhoc=
-github.com/googleapis/mcp-toolbox-sdk-go v0.4.0 h1:SYJRZzmOyXs9anKp+dfq4rprO92KKnxNyJCCsLkW7nw=
-github.com/googleapis/mcp-toolbox-sdk-go v0.4.0/go.mod h1:ivRLILO1B72J2HWCjSStemdhTWccjfW9FnEj4SAM81w=
+github.com/googleapis/enterprise-certificate-proxy v0.3.11 h1:vAe81Msw+8tKUxi2Dqh/NZMz7475yUvmRIkXr4oN2ao=
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+github.com/googleapis/mcp-toolbox-sdk-go/core v0.6.2 h1:RgO6nEjldaORHgHVcTisxDsYHXLBki1/qIoyjdCVhuw=
+github.com/googleapis/mcp-toolbox-sdk-go/core v0.6.2/go.mod h1:aIdj9c1UgMC9cCS6ZrT4x0TraBFg6R/Nt1CiOHOaMfk=
 github.com/openai/openai-go/v3 v3.8.1 h1:b+YWsmwqXnbpSHWQEntZAkKciBZ5CJXwL68j+l59UDg=
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@@ -84,43 +84,43 @@ go.opentelemetry.io/contrib/instrumentation/google.golang.org/grpc/otelgrpc v0.6
 go.opentelemetry.io/contrib/instrumentation/google.golang.org/grpc/otelgrpc v0.63.0/go.mod h1:fvPi2qXDqFs8M4B4fmJhE92TyQs9Ydjlg3RvfUp+NbQ=
 go.opentelemetry.io/contrib/instrumentation/net/http/otelhttp v0.63.0 h1:RbKq8BG0FI8OiXhBfcRtqqHcZcka+gU3cskNuf05R18=
 go.opentelemetry.io/contrib/instrumentation/net/http/otelhttp v0.63.0/go.mod h1:h06DGIukJOevXaj/xrNjhi/2098RZzcLTbc0jDAUbsg=
-go.opentelemetry.io/otel v1.38.0 h1:RkfdswUDRimDg0m2Az18RKOsnI8UDzppJAtj01/Ymk8=
-go.opentelemetry.io/otel v1.38.0/go.mod h1:zcmtmQ1+YmQM9wrNsTGV/q/uyusom3P8RxwExxkZhjM=
-go.opentelemetry.io/otel/metric v1.38.0 h1:Kl6lzIYGAh5M159u9NgiRkmoMKjvbsKtYRwgfrA6WpA=
-go.opentelemetry.io/otel/metric v1.38.0/go.mod h1:kB5n/QoRM8YwmUahxvI3bO34eVtQf2i4utNVLr9gEmI=
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-golang.org/x/crypto v0.45.0 h1:jMBrvKuj23MTlT0bQEOBcAE0mjg8mK9RXFhRH6nyF3Q=
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+google.golang.org/grpc v1.78.0 h1:K1XZG/yGDJnzMdd/uZHAkVqJE+xIDOcmdSFZkBUicNc=
+google.golang.org/grpc v1.78.0/go.mod h1:I47qjTo4OKbMkjA/aOOwxDIiPSBofUtQUI5EfpWvW7U=
+google.golang.org/protobuf v1.36.11 h1:fV6ZwhNocDyBLK0dj+fg8ektcVegBBuEolpbTQyBNVE=
+google.golang.org/protobuf v1.36.11/go.mod h1:HTf+CrKn2C3g5S8VImy6tdcUvCska2kB7j23XfzDpco=
 gopkg.in/yaml.v3 v3.0.1 h1:fxVm/GzAzEWqLHuvctI91KS9hhNmmWOoWu0XTYJS7CA=
 gopkg.in/yaml.v3 v3.0.1/go.mod h1:K4uyk7z7BCEPqu6E+C64Yfv1cQ7kz7rIZviUmN+EgEM=

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

@@ -1,3 +1,5 @@
+// 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
@@ -9,6 +11,7 @@
 // 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.
+
 package main
 
 import (
@@ -20,6 +23,8 @@ import (
 	"testing"
 )
 
+var goldenKeywords = []string{"Hilton Basel", "Hyatt Regency", "book"}
+
 func TestQuickstartSample(t *testing.T) {
 	framework := os.Getenv("ORCH_NAME")
 	if framework == "" {
@@ -59,16 +64,10 @@ func TestQuickstartSample(t *testing.T) {
 		t.Fatal("Script ran successfully but produced no output.")
 	}
 
-	goldenFile, err := os.ReadFile("../golden.txt")
-	if err != nil {
-		t.Fatalf("Could not read golden.txt to check for keywords: %v", err)
-	}
-
-	keywords := strings.Split(string(goldenFile), "\n")
 	var missingKeywords []string
 	outputLower := strings.ToLower(actualOutput)
 
-	for _, keyword := range keywords {
+	for _, keyword := range goldenKeywords {
 		kw := strings.TrimSpace(keyword)
 		if kw != "" && !strings.Contains(outputLower, strings.ToLower(kw)) {
 			missingKeywords = append(missingKeywords, kw)

docs/en/getting-started/quickstart/golden.txt

@@ -1,3 +0,0 @@
-Hilton Basel
-Hyatt Regency
-book

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

@@ -18,6 +18,7 @@
       "resolved": "https://registry.npmjs.org/@google-cloud/paginator/-/paginator-5.0.2.tgz",
       "integrity": "sha512-DJS3s0OVH4zFDB1PzjxAsHqJT6sKVbRwwML0ZBP9PbU7Yebtu/7SWMRzvO2J3nUi9pRNITCfu4LJeooM2w4pjg==",
       "license": "Apache-2.0",
+      "peer": true,
       "dependencies": {
         "arrify": "^2.0.0",
         "extend": "^3.0.2"
@@ -31,6 +32,7 @@
       "resolved": "https://registry.npmjs.org/@google-cloud/projectify/-/projectify-4.0.0.tgz",
       "integrity": "sha512-MmaX6HeSvyPbWGwFq7mXdo0uQZLGBYCwziiLIGq5JVX+/bdI3SAq6bP98trV5eTWfLuvsMcIC1YJOF2vfteLFA==",
       "license": "Apache-2.0",
+      "peer": true,
       "engines": {
         "node": ">=14.0.0"
       }
@@ -40,15 +42,17 @@
       "resolved": "https://registry.npmjs.org/@google-cloud/promisify/-/promisify-4.0.0.tgz",
       "integrity": "sha512-Orxzlfb9c67A15cq2JQEyVc7wEsmFBmHjZWZYQMUyJ1qivXyMwdyNOs9odi79hze+2zqdTtu1E19IM/FtqZ10g==",
       "license": "Apache-2.0",
+      "peer": true,
       "engines": {
         "node": ">=14"
       }
     },
     "node_modules/@google-cloud/storage": {
-      "version": "7.18.0",
-      "resolved": "https://registry.npmjs.org/@google-cloud/storage/-/storage-7.18.0.tgz",
-      "integrity": "sha512-r3ZwDMiz4nwW6R922Z1pwpePxyRwE5GdevYX63hRmAQUkUQJcBH/79EnQPDv5cOv1mFBgevdNWQfi3tie3dHrQ==",
+      "version": "7.19.0",
+      "resolved": "https://registry.npmjs.org/@google-cloud/storage/-/storage-7.19.0.tgz",
+      "integrity": "sha512-n2FjE7NAOYyshogdc7KQOl/VZb4sneqPjWouSyia9CMDdMhRX5+RIbqalNmC7LOLzuLAN89VlF2HvG8na9G+zQ==",
       "license": "Apache-2.0",
+      "peer": true,
       "dependencies": {
         "@google-cloud/paginator": "^5.0.0",
         "@google-cloud/projectify": "^4.0.0",
@@ -56,7 +60,7 @@
         "abort-controller": "^3.0.0",
         "async-retry": "^1.3.3",
         "duplexify": "^4.1.3",
-        "fast-xml-parser": "^4.4.1",
+        "fast-xml-parser": "^5.3.4",
         "gaxios": "^6.0.2",
         "google-auth-library": "^9.6.3",
         "html-entities": "^2.5.2",
@@ -75,6 +79,7 @@
       "resolved": "https://registry.npmjs.org/uuid/-/uuid-8.3.2.tgz",
       "integrity": "sha512-+NYs2QeMWy+GWFOEm9xnn6HCDp0l7QBD7ml8zLUmJ+93Q5NF0NocErnwkTkXVFNiX3/fpC6afS8Dhb/gz7R7eg==",
       "license": "MIT",
+      "peer": true,
       "bin": {
         "uuid": "dist/bin/uuid"
       }
@@ -97,7 +102,6 @@
       "resolved": "https://registry.npmjs.org/@google/genai/-/genai-1.14.0.tgz",
       "integrity": "sha512-jirYprAAJU1svjwSDVCzyVq+FrJpJd5CSxR/g2Ga/gZ0ZYZpcWjMS75KJl9y71K1mDN+tcx6s21CzCbB2R840g==",
       "license": "Apache-2.0",
-      "peer": true,
       "dependencies": {
         "google-auth-library": "^9.14.2",
         "ws": "^8.18.0"
@@ -136,7 +140,6 @@
       "resolved": "https://registry.npmjs.org/@modelcontextprotocol/sdk/-/sdk-1.17.5.tgz",
       "integrity": "sha512-QakrKIGniGuRVfWBdMsDea/dx1PNE739QJ7gCM41s9q+qaCYTHCdsIBXQVVXry3mfWAiaM9kT22Hyz53Uw8mfg==",
       "license": "MIT",
-      "peer": true,
       "dependencies": {
         "ajv": "^6.12.6",
         "content-type": "^1.0.5",
@@ -299,6 +302,7 @@
       "resolved": "https://registry.npmjs.org/@tootallnate/once/-/once-2.0.0.tgz",
       "integrity": "sha512-XCuKFP5PS55gnMVu3dty8KPatLqUoy/ZYzDzAGCQ8JNFCkLXzmI7vNHCR+XpbZaMWQK/vQubr7PkYq8g470J/A==",
       "license": "MIT",
+      "peer": true,
       "engines": {
         "node": ">= 10"
       }
@@ -307,13 +311,15 @@
       "version": "0.12.5",
       "resolved": "https://registry.npmjs.org/@types/caseless/-/caseless-0.12.5.tgz",
       "integrity": "sha512-hWtVTC2q7hc7xZ/RLbxapMvDMgUnDvKvMOpKal4DrMyfGBUfB1oKaZlIRr6mJL+If3bAP6sV/QneGzF6tJjZDg==",
-      "license": "MIT"
+      "license": "MIT",
+      "peer": true
     },
     "node_modules/@types/node": {
       "version": "24.10.1",
       "resolved": "https://registry.npmjs.org/@types/node/-/node-24.10.1.tgz",
       "integrity": "sha512-GNWcUTRBgIRJD5zj+Tq0fKOJ5XZajIiBroOF0yvj2bSU1WvNdYS/dn9UxwsujGW4JX06dnHyjV2y9rRaybH0iQ==",
       "license": "MIT",
+      "peer": true,
       "dependencies": {
         "undici-types": "~7.16.0"
       }
@@ -323,6 +329,7 @@
       "resolved": "https://registry.npmjs.org/@types/request/-/request-2.48.13.tgz",
       "integrity": "sha512-FGJ6udDNUCjd19pp0Q3iTiDkwhYup7J8hpMW9c4k53NrccQFFWKRho6hvtPPEhnXWKvukfwAlB6DbDz4yhH5Gg==",
       "license": "MIT",
+      "peer": true,
       "dependencies": {
         "@types/caseless": "*",
         "@types/node": "*",
@@ -335,6 +342,7 @@
       "resolved": "https://registry.npmjs.org/form-data/-/form-data-2.5.5.tgz",
       "integrity": "sha512-jqdObeR2rxZZbPSGL+3VckHMYtu+f9//KXBsVny6JSX/pa38Fy+bGjuG8eW/H6USNQWhLi8Num++cU2yOCNz4A==",
       "license": "MIT",
+      "peer": true,
       "dependencies": {
         "asynckit": "^0.4.0",
         "combined-stream": "^1.0.8",
@@ -352,6 +360,7 @@
       "resolved": "https://registry.npmjs.org/mime-db/-/mime-db-1.52.0.tgz",
       "integrity": "sha512-sPU4uV7dYlvtWJxwwxHD0PuihVNiE7TyAbQ5SWxDCB9mUYvOgroQOwYQQOKPJ8CIbE+1ETVlOoK1UC2nU3gYvg==",
       "license": "MIT",
+      "peer": true,
       "engines": {
         "node": ">= 0.6"
       }
@@ -361,6 +370,7 @@
       "resolved": "https://registry.npmjs.org/mime-types/-/mime-types-2.1.35.tgz",
       "integrity": "sha512-ZDY+bPm5zTTF+YpCrAU9nK0UgICYPT0QtT1NZWFv4s++TNkcgVaT0g6+4R2uI4MjQjzysHB1zxuWL50hzaeXiw==",
       "license": "MIT",
+      "peer": true,
       "dependencies": {
         "mime-db": "1.52.0"
       },
@@ -372,13 +382,15 @@
       "version": "4.0.5",
       "resolved": "https://registry.npmjs.org/@types/tough-cookie/-/tough-cookie-4.0.5.tgz",
       "integrity": "sha512-/Ad8+nIOV7Rl++6f1BdKxFSMgmoqEoYbHRpPcx3JEfv8VRsQe9Z4mCXeJBzxs7mbHY/XOZZuXlRNfhpVPbs6ZA==",
-      "license": "MIT"
+      "license": "MIT",
+      "peer": true
     },
     "node_modules/abort-controller": {
       "version": "3.0.0",
       "resolved": "https://registry.npmjs.org/abort-controller/-/abort-controller-3.0.0.tgz",
       "integrity": "sha512-h8lQ8tacZYnR3vNQTgibj+tODHI5/+l06Au2Pcriv/Gmet0eaj4TwWH41sO9wnHDiQsEj19q0drzdWdeAHtweg==",
       "license": "MIT",
+      "peer": true,
       "dependencies": {
         "event-target-shim": "^5.0.0"
       },
@@ -453,6 +465,7 @@
       "resolved": "https://registry.npmjs.org/arrify/-/arrify-2.0.1.tgz",
       "integrity": "sha512-3duEwti880xqi4eAMN8AyR4a0ByT90zoYdLlevfrvU43vb0YZwZVfxOgxWrLXXXpyugL0hNZc9G6BiB5B3nUug==",
       "license": "MIT",
+      "peer": true,
       "engines": {
         "node": ">=8"
       }
@@ -462,6 +475,7 @@
       "resolved": "https://registry.npmjs.org/async-retry/-/async-retry-1.3.3.tgz",
       "integrity": "sha512-wfr/jstw9xNi/0teMHrRW7dsz3Lt5ARhYNZ2ewpadnhaIp5mbALhOAP+EAdsC7t4Z6wqsDVv9+W6gm1Dk9mEyw==",
       "license": "MIT",
+      "peer": true,
       "dependencies": {
         "retry": "0.13.1"
       }
@@ -754,6 +768,7 @@
       "resolved": "https://registry.npmjs.org/duplexify/-/duplexify-4.1.3.tgz",
       "integrity": "sha512-M3BmBhwJRZsSx38lZyhE53Csddgzl5R7xGJNk7CVddZD6CcmwMCH8J+7AprIrQKH7TonKxaCjcv27Qmf+sQ+oA==",
       "license": "MIT",
+      "peer": true,
       "dependencies": {
         "end-of-stream": "^1.4.1",
         "inherits": "^2.0.3",
@@ -802,6 +817,7 @@
       "resolved": "https://registry.npmjs.org/end-of-stream/-/end-of-stream-1.4.5.tgz",
       "integrity": "sha512-ooEGc6HP26xXq/N+GCGOT0JKCLDGrq2bQUZrQ7gyrJiZANJ/8YDTxTpQBXGMn+WbIQXNVpyWymm7KYVICQnyOg==",
       "license": "MIT",
+      "peer": true,
       "dependencies": {
         "once": "^1.4.0"
       }
@@ -871,6 +887,7 @@
       "resolved": "https://registry.npmjs.org/event-target-shim/-/event-target-shim-5.0.1.tgz",
       "integrity": "sha512-i/2XbnSz/uxRCU6+NdVJgKWDTM427+MqYbkQzD321DuCQJUqOuJKIA0IM2+W2xtYHdKOmZ4dR6fExsd4SXL+WQ==",
       "license": "MIT",
+      "peer": true,
       "engines": {
         "node": ">=6"
       }
@@ -901,7 +918,6 @@
       "resolved": "https://registry.npmjs.org/express/-/express-5.1.0.tgz",
       "integrity": "sha512-DT9ck5YIRU+8GYzzU5kT3eHGA5iL+1Zd0EutOmTE9Dtk+Tvuzd23VBU+ec7HPNSTxXYO55gPV/hq4pSBJDjFpA==",
       "license": "MIT",
-      "peer": true,
       "dependencies": {
         "accepts": "^2.0.0",
         "body-parser": "^2.2.0",
@@ -973,9 +989,9 @@
       "license": "MIT"
     },
     "node_modules/fast-xml-parser": {
-      "version": "4.5.3",
-      "resolved": "https://registry.npmjs.org/fast-xml-parser/-/fast-xml-parser-4.5.3.tgz",
-      "integrity": "sha512-RKihhV+SHsIUGXObeVy9AXiBbFwkVk7Syp8XgwN5U3JV416+Gwp/GO9i0JYKmikykgz/UHRrrV4ROuZEo/T0ig==",
+      "version": "5.3.5",
+      "resolved": "https://registry.npmjs.org/fast-xml-parser/-/fast-xml-parser-5.3.5.tgz",
+      "integrity": "sha512-JeaA2Vm9ffQKp9VjvfzObuMCjUYAp5WDYhRYL5LrBPY/jUDlUtOvDfot0vKSkB9tuX885BDHjtw4fZadD95wnA==",
       "funding": [
         {
           "type": "github",
@@ -983,8 +999,9 @@
         }
       ],
       "license": "MIT",
+      "peer": true,
       "dependencies": {
-        "strnum": "^1.1.1"
+        "strnum": "^2.1.2"
       },
       "bin": {
         "fxparser": "src/cli/cli.js"
@@ -1333,7 +1350,8 @@
           "url": "https://patreon.com/mdevils"
         }
       ],
-      "license": "MIT"
+      "license": "MIT",
+      "peer": true
     },
     "node_modules/http-errors": {
       "version": "2.0.0",
@@ -1365,6 +1383,7 @@
       "resolved": "https://registry.npmjs.org/http-proxy-agent/-/http-proxy-agent-5.0.0.tgz",
       "integrity": "sha512-n2hY8YdoRE1i7r6M0w9DIw5GgZN0G25P8zLCRQ8rjXtTU3vsNFBI/vWK/UIeE6g5MUUz6avwAPXmL6Fy9D/90w==",
       "license": "MIT",
+      "peer": true,
       "dependencies": {
         "@tootallnate/once": "2",
         "agent-base": "6",
@@ -1379,6 +1398,7 @@
       "resolved": "https://registry.npmjs.org/agent-base/-/agent-base-6.0.2.tgz",
       "integrity": "sha512-RZNwNclF7+MS/8bDg70amg32dyeZGZxiDuQmZxKLAlQjr3jGyLx+4Kkk58UO7D2QdgFIQCovuSuZESne6RG6XQ==",
       "license": "MIT",
+      "peer": true,
       "dependencies": {
         "debug": "4"
       },
@@ -1555,6 +1575,7 @@
       "resolved": "https://registry.npmjs.org/mime/-/mime-3.0.0.tgz",
       "integrity": "sha512-jSCU7/VB1loIWBZe14aEYHU/+1UMEHoaO7qxCOVJOw9GgH72VAWppxNcjU+x9a2k3GSIBXNKxXQFqRvvZ7vr3A==",
       "license": "MIT",
+      "peer": true,
       "bin": {
         "mime": "cli.js"
       },
@@ -1715,6 +1736,7 @@
       "resolved": "https://registry.npmjs.org/p-limit/-/p-limit-3.1.0.tgz",
       "integrity": "sha512-TYOanM3wGwNGsZN2cVTYPArw454xnXj5qmWF1bEoAc4+cU/ol7GVh7odevjp1FNHduHc3KZMcFduxU5Xc6uJRQ==",
       "license": "MIT",
+      "peer": true,
       "dependencies": {
         "yocto-queue": "^0.1.0"
       },
@@ -1856,6 +1878,7 @@
       "resolved": "https://registry.npmjs.org/readable-stream/-/readable-stream-3.6.2.tgz",
       "integrity": "sha512-9u/sniCrY3D5WdsERHzHE4G2YCXqoG5FTHUiCC4SIbr6XcLZBY05ya9EKjYek9O5xOAwjGq+1JdGBAS7Q9ScoA==",
       "license": "MIT",
+      "peer": true,
       "dependencies": {
         "inherits": "^2.0.3",
         "string_decoder": "^1.1.1",
@@ -1870,6 +1893,7 @@
       "resolved": "https://registry.npmjs.org/retry/-/retry-0.13.1.tgz",
       "integrity": "sha512-XQBQ3I8W1Cge0Seh+6gjj03LbmRFWuoszgK9ooCpwYIrhhoO80pfq4cUkU5DkknwfOfFteRwlZ56PYOGYyFWdg==",
       "license": "MIT",
+      "peer": true,
       "engines": {
         "node": ">= 4"
       }
@@ -1879,6 +1903,7 @@
       "resolved": "https://registry.npmjs.org/retry-request/-/retry-request-7.0.2.tgz",
       "integrity": "sha512-dUOvLMJ0/JJYEn8NrpOaGNE7X3vpI5XlZS/u0ANjqtcZVKnIxP7IgCFwrKTxENw29emmwug53awKtaMm4i9g5w==",
       "license": "MIT",
+      "peer": true,
       "dependencies": {
         "@types/request": "^2.48.8",
         "extend": "^3.0.2",
@@ -2107,6 +2132,7 @@
       "resolved": "https://registry.npmjs.org/stream-events/-/stream-events-1.0.5.tgz",
       "integrity": "sha512-E1GUzBSgvct8Jsb3v2X15pjzN1tYebtbLaMg+eBOUOAxgbLoSbT2NS91ckc5lJD1KfLjId+jXJRgo0qnV5Nerg==",
       "license": "MIT",
+      "peer": true,
       "dependencies": {
         "stubs": "^3.0.0"
       }
@@ -2115,13 +2141,15 @@
       "version": "1.0.3",
       "resolved": "https://registry.npmjs.org/stream-shift/-/stream-shift-1.0.3.tgz",
       "integrity": "sha512-76ORR0DO1o1hlKwTbi/DM3EXWGf3ZJYO8cXX5RJwnul2DEg2oyoZyjLNoQM8WsvZiFKCRfC1O0J7iCvie3RZmQ==",
-      "license": "MIT"
+      "license": "MIT",
+      "peer": true
     },
     "node_modules/string_decoder": {
       "version": "1.3.0",
       "resolved": "https://registry.npmjs.org/string_decoder/-/string_decoder-1.3.0.tgz",
       "integrity": "sha512-hkRX8U1WjJFd8LsDJ2yQ/wWWxaopEsABU1XfkM8A+j0+85JAGppt16cr1Whg6KIbb4okU6Mql6BOj+uup/wKeA==",
       "license": "MIT",
+      "peer": true,
       "dependencies": {
         "safe-buffer": "~5.2.0"
       }
@@ -2223,28 +2251,31 @@
       }
     },
     "node_modules/strnum": {
-      "version": "1.1.2",
-      "resolved": "https://registry.npmjs.org/strnum/-/strnum-1.1.2.tgz",
-      "integrity": "sha512-vrN+B7DBIoTTZjnPNewwhx6cBA/H+IS7rfW68n7XxC1y7uoiGQBxaKzqucGUgavX15dJgiGztLJ8vxuEzwqBdA==",
+      "version": "2.1.2",
+      "resolved": "https://registry.npmjs.org/strnum/-/strnum-2.1.2.tgz",
+      "integrity": "sha512-l63NF9y/cLROq/yqKXSLtcMeeyOfnSQlfMSlzFt/K73oIaD8DGaQWd7Z34X9GPiKqP5rbSh84Hl4bOlLcjiSrQ==",
       "funding": [
         {
           "type": "github",
           "url": "https://github.com/sponsors/NaturalIntelligence"
         }
       ],
-      "license": "MIT"
+      "license": "MIT",
+      "peer": true
     },
     "node_modules/stubs": {
       "version": "3.0.0",
       "resolved": "https://registry.npmjs.org/stubs/-/stubs-3.0.0.tgz",
       "integrity": "sha512-PdHt7hHUJKxvTCgbKX9C1V/ftOcjJQgz8BZwNfV5c4B6dcGqlpelTbJ999jBGZ2jYiPAwcX5dP6oBwVlBlUbxw==",
-      "license": "MIT"
+      "license": "MIT",
+      "peer": true
     },
     "node_modules/teeny-request": {
       "version": "9.0.0",
       "resolved": "https://registry.npmjs.org/teeny-request/-/teeny-request-9.0.0.tgz",
       "integrity": "sha512-resvxdc6Mgb7YEThw6G6bExlXKkv6+YbuzGg9xuXxSgxJF7Ozs+o8Y9+2R3sArdWdW8nOokoQb1yrpFB0pQK2g==",
       "license": "Apache-2.0",
+      "peer": true,
       "dependencies": {
         "http-proxy-agent": "^5.0.0",
         "https-proxy-agent": "^5.0.0",
@@ -2261,6 +2292,7 @@
       "resolved": "https://registry.npmjs.org/agent-base/-/agent-base-6.0.2.tgz",
       "integrity": "sha512-RZNwNclF7+MS/8bDg70amg32dyeZGZxiDuQmZxKLAlQjr3jGyLx+4Kkk58UO7D2QdgFIQCovuSuZESne6RG6XQ==",
       "license": "MIT",
+      "peer": true,
       "dependencies": {
         "debug": "4"
       },
@@ -2273,6 +2305,7 @@
       "resolved": "https://registry.npmjs.org/https-proxy-agent/-/https-proxy-agent-5.0.1.tgz",
       "integrity": "sha512-dFcAjpTQFgoLMzC2VwU+C/CbS7uRL0lWmxDITmqm7C+7F0Odmj6s9l6alZc6AELXhrnggM2CeWSXHGOdX2YtwA==",
       "license": "MIT",
+      "peer": true,
       "dependencies": {
         "agent-base": "6",
         "debug": "4"
@@ -2314,7 +2347,8 @@
       "version": "7.16.0",
       "resolved": "https://registry.npmjs.org/undici-types/-/undici-types-7.16.0.tgz",
       "integrity": "sha512-Zz+aZWSj8LE6zoxD+xrjh4VfkIG8Ya6LvYkZqtUQGJPZjYl53ypCaUwWqo7eI0x66KBGeRo+mlBEkMSeSZ38Nw==",
-      "license": "MIT"
+      "license": "MIT",
+      "peer": true
     },
     "node_modules/unpipe": {
       "version": "1.0.0",
@@ -2338,7 +2372,8 @@
       "version": "1.0.2",
       "resolved": "https://registry.npmjs.org/util-deprecate/-/util-deprecate-1.0.2.tgz",
       "integrity": "sha512-EPD5q1uXyFxJpCrLnCc1nHnq3gOa6DZBocAIiI2TaSCA7VCJ1UJDMagCzIkXNsUYfD1daK//LTEQ8xiIbrHtcw==",
-      "license": "MIT"
+      "license": "MIT",
+      "peer": true
     },
     "node_modules/uuid": {
       "version": "9.0.1",
@@ -2525,6 +2560,7 @@
       "resolved": "https://registry.npmjs.org/yocto-queue/-/yocto-queue-0.1.0.tgz",
       "integrity": "sha512-rVksvsnNCdJ/ohGc6xgPwyN8eheCxsiLM8mxuE/t/mOVqJewPuO1miLpTHQiRgTKCLexL4MeAFVagts7HmNZ2Q==",
       "license": "MIT",
+      "peer": true,
       "engines": {
         "node": ">=10"
       },
@@ -2537,7 +2573,6 @@
       "resolved": "https://registry.npmjs.org/zod/-/zod-3.25.76.tgz",
       "integrity": "sha512-gzUt/qt81nXsFGKIFcC3YnfEAx5NkunCfnDlvuBSSFS02bcXu4Lmea0AFIUwbLWxWPx3d9p8S5QoaujKcNQxcQ==",
       "license": "MIT",
-      "peer": true,
       "funding": {
         "url": "https://github.com/sponsors/colinhacks"
       }

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

@@ -3351,13 +3351,13 @@
       "integrity": "sha512-Oei9OH4tRh0YqU3GxhX79dM/mwVgvbZJaSNaRk+bshkj0S5cfHcgYakreBjrHwatXKbz+IoIdYLxrKim2MjW0Q=="
     },
     "node_modules/axios": {
-      "version": "1.12.2",
-      "resolved": "https://registry.npmjs.org/axios/-/axios-1.12.2.tgz",
-      "integrity": "sha512-vMJzPewAlRyOgxV2dU0Cuz2O8zzzx9VYtbJOaBgXFeLc4IV/Eg50n4LowmehOOR61S8ZMpc2K5Sa7g6A4jfkUw==",
+      "version": "1.13.5",
+      "resolved": "https://registry.npmjs.org/axios/-/axios-1.13.5.tgz",
+      "integrity": "sha512-cz4ur7Vb0xS4/KUN0tPWe44eqxrIu31me+fbang3ijiNscE129POzipJJA6zniq2C/Z6sJCjMimjS8Lc/GAs8Q==",
       "license": "MIT",
       "dependencies": {
-        "follow-redirects": "^1.15.6",
-        "form-data": "^4.0.4",
+        "follow-redirects": "^1.15.11",
+        "form-data": "^4.0.5",
         "proxy-from-env": "^1.1.0"
       }
     },
@@ -4248,9 +4248,10 @@
       }
     },
     "node_modules/form-data": {
-      "version": "4.0.4",
-      "resolved": "https://registry.npmjs.org/form-data/-/form-data-4.0.4.tgz",
-      "integrity": "sha512-KrGhL9Q4zjj0kiUt5OO4Mr/A/jlI2jDYs5eHBpYHPcBEVSiipAvn2Ko2HnPe20rmcuuvMHNdZFp+4IlGTMF0Ow==",
+      "version": "4.0.5",
+      "resolved": "https://registry.npmjs.org/form-data/-/form-data-4.0.5.tgz",
+      "integrity": "sha512-8RipRLol37bNs2bhoV67fiTEvdTrbMUYcFTiy3+wuuOnUog2QBHCZWXDRijWQfAkhBj2Uf5UnVaiWwA5vdd82w==",
+      "license": "MIT",
       "dependencies": {
         "asynckit": "^0.4.0",
         "combined-stream": "^1.0.8",

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

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

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

@@ -18,7 +18,8 @@
     "node_modules/@cfworker/json-schema": {
       "version": "4.1.1",
       "resolved": "https://registry.npmjs.org/@cfworker/json-schema/-/json-schema-4.1.1.tgz",
-      "integrity": "sha512-gAmrUZSGtKc3AiBL71iNWxDsyUC5uMaKKGdvzYsBoTW/xi42JQHl7eKV2OYzCUqvc+D2RCcf7EXY2iCyFIk6og=="
+      "integrity": "sha512-gAmrUZSGtKc3AiBL71iNWxDsyUC5uMaKKGdvzYsBoTW/xi42JQHl7eKV2OYzCUqvc+D2RCcf7EXY2iCyFIk6og==",
+      "peer": true
     },
     "node_modules/@google/generative-ai": {
       "version": "0.24.1",
@@ -225,6 +226,7 @@
       "version": "5.2.0",
       "resolved": "https://registry.npmjs.org/ansi-styles/-/ansi-styles-5.2.0.tgz",
       "integrity": "sha512-Cxwpt2SfTzTtXcfOlzGEee8O+c+MmUgGrNiBcXnuWxuFJHe6a5Hz7qwhwe5OgaSYI0IJvkLqWX1ASG+cJOkEiA==",
+      "peer": true,
       "engines": {
         "node": ">=10"
       },
@@ -308,6 +310,7 @@
       "version": "6.3.0",
       "resolved": "https://registry.npmjs.org/camelcase/-/camelcase-6.3.0.tgz",
       "integrity": "sha512-Gmy6FhYlCY7uOElZUSbxo2UCDH8owEk996gkbrpsgGtrJLM3J7jGxl9Ic7Qwwj4ivOE5AWZWRMecDdF7hqGjFA==",
+      "peer": true,
       "engines": {
         "node": ">=10"
       },
@@ -420,6 +423,7 @@
       "version": "1.2.0",
       "resolved": "https://registry.npmjs.org/decamelize/-/decamelize-1.2.0.tgz",
       "integrity": "sha512-z2S+W9X73hAUUki+N+9Za2lBlun89zigOyGrsax+KUQ6wKW4ZoWpEYBkGhQjwAjjDCkWxhY0VKEhk8wzY7F5cA==",
+      "peer": true,
       "engines": {
         "node": ">=0.10.0"
       }
@@ -821,6 +825,7 @@
       "version": "1.0.21",
       "resolved": "https://registry.npmjs.org/js-tiktoken/-/js-tiktoken-1.0.21.tgz",
       "integrity": "sha512-biOj/6M5qdgx5TKjDnFT1ymSpM5tbd3ylwDtrQvFQSu0Z7bBYko2dF+W/aUkXUPuk6IVpRxk/3Q2sHOzGlS36g==",
+      "peer": true,
       "dependencies": {
         "base64-js": "^1.5.1"
       }
@@ -873,9 +878,9 @@
       }
     },
     "node_modules/langsmith": {
-      "version": "0.4.3",
-      "resolved": "https://registry.npmjs.org/langsmith/-/langsmith-0.4.3.tgz",
-      "integrity": "sha512-vuBAagBZulXj0rpZhUTxmHhrYIBk53z8e2Q8ty4OHVkahN4ul7Im3OZxD9jsXZB0EuncK1xRYtY8J3BW4vj1zw==",
+      "version": "0.5.2",
+      "resolved": "https://registry.npmjs.org/langsmith/-/langsmith-0.5.2.tgz",
+      "integrity": "sha512-CfkcQsiajtTWknAcyItvJsKEQdY2VgDpm6U8pRI9wnM07mevnOv5EF+RcqWGwx37SEUxtyi2RXMwnKW8b06JtA==",
       "license": "MIT",
       "dependencies": {
         "@types/uuid": "^10.0.0",
@@ -969,6 +974,7 @@
       "version": "4.2.0",
       "resolved": "https://registry.npmjs.org/mustache/-/mustache-4.2.0.tgz",
       "integrity": "sha512-71ippSywq5Yb7/tVYyGbkBggbU8H3u5Rz56fH60jGFgr8uHwxs+aSKeqmluIVzM0m0kB7xQjKS6qPfd0b2ZoqQ==",
+      "peer": true,
       "bin": {
         "mustache": "bin/mustache"
       }
@@ -1407,7 +1413,6 @@
       "version": "3.25.76",
       "resolved": "https://registry.npmjs.org/zod/-/zod-3.25.76.tgz",
       "integrity": "sha512-gzUt/qt81nXsFGKIFcC3YnfEAx5NkunCfnDlvuBSSFS02bcXu4Lmea0AFIUwbLWxWPx3d9p8S5QoaujKcNQxcQ==",
-      "peer": true,
       "funding": {
         "url": "https://github.com/sponsors/colinhacks"
       }

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

@@ -25,7 +25,7 @@ const quickstartPath = path.join(orchDir, "quickstart.js");
 
 const { main: runAgent } = await import(quickstartPath);
 
-const GOLDEN_FILE_PATH = path.resolve(__dirname, "../golden.txt");
+const GOLDEN_KEYWORDS = ["Hilton Basel", "Hyatt Regency", "book"];
 
 describe(`${ORCH_NAME} Quickstart Agent`, () => {
   let capturedOutput = [];
@@ -52,11 +52,8 @@ describe(`${ORCH_NAME} Quickstart Agent`, () => {
       "Assertion Failed: Script ran successfully but produced no output."
     );
 
-    const goldenFile = fs.readFileSync(GOLDEN_FILE_PATH, "utf8");
-    const keywords = goldenFile.split("\n").filter((kw) => kw.trim() !== "");
     const missingKeywords = [];
-
-    for (const keyword of keywords) {
+    for (const keyword of GOLDEN_KEYWORDS) {
       if (!actualOutput.toLowerCase().includes(keyword.toLowerCase())) {
         missingKeywords.push(keyword);
       }

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

@@ -1,6 +1,21 @@
+# [START quickstart]
+import asyncio
+
 from google.adk import Agent
 from google.adk.apps import App
+from google.adk.runners import InMemoryRunner
 from google.adk.tools.toolbox_toolset import ToolboxToolset
+from google.genai.types import Content, Part
+
+prompt = """
+You're a helpful hotel assistant. You handle hotel searching, booking and
+cancellations. When the user searches for a hotel, mention it's name, id,
+location and price tier. Always mention hotel ids while performing any
+searches. This is very important for any operations. For any bookings or
+cancellations, please provide the appropriate confirmation. Be sure to
+update checkin or checkout dates if mentioned by the user.
+Don't ask for confirmations from the user.
+"""
 
 # TODO(developer): update the TOOLBOX_URL to your toolbox endpoint
 toolset = ToolboxToolset(
@@ -8,10 +23,35 @@ toolset = ToolboxToolset(
 )
 
 root_agent = Agent(
-    name='root_agent',
+    name='hotel_assistant',
     model='gemini-2.5-flash',
-    instruction="You are a helpful AI assistant designed to provide accurate and useful information.",
+    instruction=prompt,
     tools=[toolset],
 )
 
 app = App(root_agent=root_agent, name="my_agent")
+# [END quickstart]
+
+queries = [
+    "Find hotels in Basel with Basel in its name.",
+    "Can you book the Hilton Basel for me?",
+    "Oh wait, this is too expensive. Please cancel it and book the Hyatt Regency instead.",
+    "My check in dates would be from April 10, 2024 to April 19, 2024.",
+]
+
+async def main():
+    runner = InMemoryRunner(app=app)
+    session = await runner.session_service.create_session(
+        app_name=app.name, user_id="test_user"
+    )
+
+    for query in queries:
+        print(f"\nUser: {query}")
+        user_message = Content(parts=[Part.from_text(text=query)])
+
+        async for event in runner.run_async(user_id="test_user", session_id=session.id, new_message=user_message):
+            if event.is_final_response() and event.content and event.content.parts:
+                print(f"Agent: {event.content.parts[0].text}")
+
+if __name__ == "__main__":
+    asyncio.run(main())

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

@@ -24,48 +24,35 @@ module_path = f"python.{ORCH_NAME}.quickstart"
 quickstart = importlib.import_module(module_path)
 
 
-@pytest.fixture(scope="module")
-def golden_keywords():
-    """Loads expected keywords from the golden.txt file."""
-    golden_file_path = Path("../golden.txt")
-    if not golden_file_path.exists():
-        pytest.fail(f"Golden file not found: {golden_file_path}")
-    try:
-        with open(golden_file_path, 'r') as f:
-            return [line.strip() for line in f.readlines() if line.strip()]
-    except Exception as e:
-        pytest.fail(f"Could not read golden.txt: {e}")
-
+GOLDEN_KEYWORDS = ["Hilton Basel", "Hyatt Regency", "book"]
 
 # --- Execution Tests ---
 class TestExecution:
     """Test framework execution and output validation."""
 
+    _cached_output = None
+
     @pytest.fixture(scope="function")
     def script_output(self, capsys):
         """Run the quickstart function and return its output."""
-
-        # TODO: Add better validation for ADK once we have a way to capture its
-        # output.
-        if ORCH_NAME == "adk":
-            return quickstart.app.root_agent.name
-        else:
+        if TestExecution._cached_output is None:
             asyncio.run(quickstart.main())
-
-        return capsys.readouterr()
+            out, err = capsys.readouterr()
+            TestExecution._cached_output = (out, err)
+            
+        class Output:
+            def __init__(self, out, err):
+                self.out = out
+                self.err = err
+                
+        return Output(*TestExecution._cached_output)
 
     def test_script_runs_without_errors(self, script_output):
         """Test that the script runs and produces no stderr."""
-        if ORCH_NAME == "adk":
-            return
         assert script_output.err == "", f"Script produced stderr: {script_output.err}"
 
-    def test_keywords_in_output(self, script_output, golden_keywords):
+    def test_keywords_in_output(self, script_output):
         """Test that expected keywords are present in the script's output."""
-        
-        if ORCH_NAME == "adk":
-            assert script_output == "root_agent"
-            return
         output = script_output.out
-        missing_keywords = [kw for kw in golden_keywords if kw not in output]
+        missing_keywords = [kw for kw in GOLDEN_KEYWORDS if kw.lower() not in output.lower()]
         assert not missing_keywords, f"Missing keywords in output: {missing_keywords}"

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/v0.26.0/$OS/toolbox
+    curl -O https://storage.googleapis.com/genai-toolbox/v0.27.0/$OS/toolbox
     ```
     <!-- {x-release-please-end} -->
 

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

@@ -100,19 +100,19 @@ 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/v0.26.0/linux/amd64/toolbox
+curl -O https://storage.googleapis.com/genai-toolbox/v0.27.0/linux/amd64/toolbox
 {{< /tab >}}
 
 {{< tab header="darwin/arm64" lang="bash" >}}
-curl -O https://storage.googleapis.com/genai-toolbox/v0.26.0/darwin/arm64/toolbox
+curl -O https://storage.googleapis.com/genai-toolbox/v0.27.0/darwin/arm64/toolbox
 {{< /tab >}}
 
 {{< tab header="darwin/amd64" lang="bash" >}}
-curl -O https://storage.googleapis.com/genai-toolbox/v0.26.0/darwin/amd64/toolbox
+curl -O https://storage.googleapis.com/genai-toolbox/v0.27.0/darwin/amd64/toolbox
 {{< /tab >}}
 
 {{< tab header="windows/amd64" lang="bash" >}}
-curl -O https://storage.googleapis.com/genai-toolbox/v0.26.0/windows/amd64/toolbox.exe
+curl -O https://storage.googleapis.com/genai-toolbox/v0.27.0/windows/amd64/toolbox.exe
 {{< /tab >}}
 {{< /tabpane >}}
     <!-- {x-release-please-end} -->

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

@@ -45,19 +45,19 @@ instance:
    <!-- {x-release-please-start-version} -->
    {{< tabpane persist=header >}}
 {{< tab header="linux/amd64" lang="bash" >}}
-curl -O https://storage.googleapis.com/genai-toolbox/v0.26.0/linux/amd64/toolbox
+curl -O https://storage.googleapis.com/genai-toolbox/v0.27.0/linux/amd64/toolbox
 {{< /tab >}}
 
 {{< tab header="darwin/arm64" lang="bash" >}}
-curl -O https://storage.googleapis.com/genai-toolbox/v0.26.0/darwin/arm64/toolbox
+curl -O https://storage.googleapis.com/genai-toolbox/v0.27.0/darwin/arm64/toolbox
 {{< /tab >}}
 
 {{< tab header="darwin/amd64" lang="bash" >}}
-curl -O https://storage.googleapis.com/genai-toolbox/v0.26.0/darwin/amd64/toolbox
+curl -O https://storage.googleapis.com/genai-toolbox/v0.27.0/darwin/amd64/toolbox
 {{< /tab >}}
 
 {{< tab header="windows/amd64" lang="bash" >}}
-curl -O https://storage.googleapis.com/genai-toolbox/v0.26.0/windows/amd64/toolbox.exe
+curl -O https://storage.googleapis.com/genai-toolbox/v0.27.0/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/v0.26.0/linux/amd64/toolbox
+curl -O https://storage.googleapis.com/genai-toolbox/v0.27.0/linux/amd64/toolbox
 {{< /tab >}}
 
 {{< tab header="darwin/arm64" lang="bash" >}}
-curl -O https://storage.googleapis.com/genai-toolbox/v0.26.0/darwin/arm64/toolbox
+curl -O https://storage.googleapis.com/genai-toolbox/v0.27.0/darwin/arm64/toolbox
 {{< /tab >}}
 
 {{< tab header="darwin/amd64" lang="bash" >}}
-curl -O https://storage.googleapis.com/genai-toolbox/v0.26.0/darwin/amd64/toolbox
+curl -O https://storage.googleapis.com/genai-toolbox/v0.27.0/darwin/amd64/toolbox
 {{< /tab >}}
 
 {{< tab header="windows/amd64" lang="bash" >}}
-curl -O https://storage.googleapis.com/genai-toolbox/v0.26.0/windows/amd64/toolbox.exe
+curl -O https://storage.googleapis.com/genai-toolbox/v0.27.0/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/v0.26.0/linux/amd64/toolbox
+curl -O https://storage.googleapis.com/genai-toolbox/v0.27.0/linux/amd64/toolbox
 {{< /tab >}}
 
 {{< tab header="darwin/arm64" lang="bash" >}}
-curl -O https://storage.googleapis.com/genai-toolbox/v0.26.0/darwin/arm64/toolbox
+curl -O https://storage.googleapis.com/genai-toolbox/v0.27.0/darwin/arm64/toolbox
 {{< /tab >}}
 
 {{< tab header="darwin/amd64" lang="bash" >}}
-curl -O https://storage.googleapis.com/genai-toolbox/v0.26.0/darwin/amd64/toolbox
+curl -O https://storage.googleapis.com/genai-toolbox/v0.27.0/darwin/amd64/toolbox
 {{< /tab >}}
 
 {{< tab header="windows/amd64" lang="bash" >}}
-curl -O https://storage.googleapis.com/genai-toolbox/v0.26.0/windows/amd64/toolbox.exe
+curl -O https://storage.googleapis.com/genai-toolbox/v0.27.0/windows/amd64/toolbox.exe
 {{< /tab >}}
 {{< /tabpane >}}
     <!-- {x-release-please-end} -->

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

@@ -32,7 +32,7 @@ to expose your developer assistant tools to a Postgres instance:
 
 {{< notice tip >}}
 This guide can be used with [AlloyDB
-Omni](https://cloud.google.com/alloydb/omni/current/docs/overview).
+Omni](https://cloud.google.com/alloydb/omni/docs/overview).
 {{< /notice >}}
 
 ## Set up the database
@@ -40,10 +40,10 @@ Omni](https://cloud.google.com/alloydb/omni/current/docs/overview).
 1. Create or select a PostgreSQL instance.
 
     * [Install PostgreSQL locally](https://www.postgresql.org/download/)
-    * [Install AlloyDB Omni](https://cloud.google.com/alloydb/omni/current/docs/quickstart)
+    * [Install AlloyDB Omni](https://cloud.google.com/alloydb/omni/docs/quickstart)
 
 1. Create or reuse [a database
-   user](https://cloud.google.com/alloydb/omni/current/docs/database-users/manage-users)
+   user](https://docs.cloud.google.com/alloydb/omni/containers/current/docs/database-users/manage-users)
    and have the username and password ready.
 
 ## Install MCP Toolbox
@@ -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/v0.26.0/linux/amd64/toolbox
+curl -O https://storage.googleapis.com/genai-toolbox/v0.27.0/linux/amd64/toolbox
 {{< /tab >}}
 
 {{< tab header="darwin/arm64" lang="bash" >}}
-curl -O https://storage.googleapis.com/genai-toolbox/v0.26.0/darwin/arm64/toolbox
+curl -O https://storage.googleapis.com/genai-toolbox/v0.27.0/darwin/arm64/toolbox
 {{< /tab >}}
 
 {{< tab header="darwin/amd64" lang="bash" >}}
-curl -O https://storage.googleapis.com/genai-toolbox/v0.26.0/darwin/amd64/toolbox
+curl -O https://storage.googleapis.com/genai-toolbox/v0.27.0/darwin/amd64/toolbox
 {{< /tab >}}
 
 {{< tab header="windows/amd64" lang="bash" >}}
-curl -O https://storage.googleapis.com/genai-toolbox/v0.26.0/windows/amd64/toolbox.exe
+curl -O https://storage.googleapis.com/genai-toolbox/v0.27.0/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/v0.26.0/linux/amd64/toolbox
+curl -O https://storage.googleapis.com/genai-toolbox/v0.27.0/linux/amd64/toolbox
 {{< /tab >}}
 
 {{< tab header="darwin/arm64" lang="bash" >}}
-curl -O https://storage.googleapis.com/genai-toolbox/v0.26.0/darwin/arm64/toolbox
+curl -O https://storage.googleapis.com/genai-toolbox/v0.27.0/darwin/arm64/toolbox
 {{< /tab >}}
 
 {{< tab header="darwin/amd64" lang="bash" >}}
-curl -O https://storage.googleapis.com/genai-toolbox/v0.26.0/darwin/amd64/toolbox
+curl -O https://storage.googleapis.com/genai-toolbox/v0.27.0/darwin/amd64/toolbox
 {{< /tab >}}
 
 {{< tab header="windows/amd64" lang="bash" >}}
-curl -O https://storage.googleapis.com/genai-toolbox/v0.26.0/windows/amd64/toolbox.exe
+curl -O https://storage.googleapis.com/genai-toolbox/v0.27.0/windows/amd64/toolbox.exe
 {{< /tab >}}
 {{< /tabpane >}}
     <!-- {x-release-please-end} -->

docs/en/how-to/deploy_adk_agent.md

@@ -83,15 +83,12 @@ Toolbox instead of the local address.
 
 2.  Open your agent file (`my_agent/agent.py`).
 
-3.  Update the `ToolboxSyncClient` initialization to use your Cloud Run URL.
+3.  Update the `ToolboxToolset` initialization to point to your Cloud Run service URL. Replace the existing initialization code with the following:
 
-    {{% alert color="info" %}}
-Since Cloud Run services are secured by default, you also need to provide an
-authentication token.
+    {{% alert color="info" title="Note" %}}
+Since Cloud Run services are secured by default, you also need to provide a workload identity.
     {{% /alert %}}
 
-    Replace your existing client initialization code with the following:
-
     ```python
     from google.adk import Agent
     from google.adk.apps import App
@@ -132,14 +129,14 @@ app = App(root_agent=root_agent, name="my_agent")
 Run the deployment command:
 
 ```bash
-make backend
+make deploy
 ```
 
 This command will build your agent's container image and deploy it to Vertex AI.
 
 ## Step 6: Test your Deployment
 
-Once the deployment command (`make backend`) completes, it will output the URL
+Once the deployment command (`make deploy`) completes, it will output the URL
 for the Agent Engine Playground. You can click on this URL to open the
 Playground in your browser and start chatting with your agent to test the tools.
 

docs/en/how-to/deploy_toolbox.md

@@ -207,7 +207,6 @@ You can connect to Toolbox Cloud Run instances directly through the SDK.
 {{< tab header="Python" lang="python" >}}
 import asyncio
 from toolbox_core import ToolboxClient, auth_methods
-from toolbox_core.protocol import Protocol
 
 # Replace with the Cloud Run service URL generated in the previous step
 URL = "https://cloud-run-url.app"
@@ -218,7 +217,6 @@ async def main():
   async with ToolboxClient(
       URL,
       client_headers={"Authorization": auth_token_provider},
-      protocol=Protocol.TOOLBOX,
   ) as toolbox:
     toolset = await toolbox.load_toolset()
     # ...

docs/en/how-to/generate_skill.md

@@ -0,0 +1,112 @@
+---
+title: "Generate Agent Skills"
+type: docs
+weight: 10
+description: >
+  How to generate agent skills from a toolset.
+---
+
+The `skills-generate` command allows you to convert a **toolset** into an **Agent Skill**. A toolset is a collection of tools, and the generated skill will contain metadata and execution scripts for all tools within that toolset, complying with the [Agent Skill specification](https://agentskills.io/specification).
+
+## Before you begin
+
+1. Make sure you have the `toolbox` executable in your PATH.
+2. Make sure you have [Node.js](https://nodejs.org/) installed on your system.
+
+## Generating a Skill from a Toolset
+
+A skill package consists of a `SKILL.md` file (with required YAML frontmatter) and a set of Node.js scripts. Each tool defined in your toolset maps to a corresponding script in the generated Node.js scripts (`.js`) that work across different platforms (Linux, macOS, Windows).
+
+
+### Command Usage
+
+The basic syntax for the command is:
+
+```bash
+toolbox <tool-source> skills-generate \
+  --name <skill-name> \
+  --toolset <toolset-name> \
+  --description <description> \
+  --output-dir <output-directory>
+```
+
+- `<tool-source>`: Can be `--tools-file`, `--tools-files`, `--tools-folder`, and `--prebuilt`. See the [CLI Reference](../reference/cli.md) for details.
+- `--name`: Name of the generated skill.
+- `--description`: Description of the generated skill.
+- `--toolset`: (Optional) Name of the toolset to convert into a skill. If not provided, all tools will be included.
+- `--output-dir`: (Optional) Directory to output generated skills (default: "skills").
+
+{{< notice note >}}
+**Note:** The `<skill-name>` must follow the Agent Skill [naming convention](https://agentskills.io/specification): it must contain only lowercase alphanumeric characters and hyphens, cannot start or end with a hyphen, and cannot contain consecutive hyphens (e.g., `my-skill`, `data-processing`).
+{{< /notice >}}
+
+### Example: Custom Tools File
+
+1. Create a `tools.yaml` file with a toolset and some tools:
+
+   ```yaml
+   tools:
+     tool_a:
+       description: "First tool"
+       run:
+         command: "echo 'Tool A'"
+     tool_b:
+       description: "Second tool"
+       run:
+         command: "echo 'Tool B'"
+   toolsets:
+     my_toolset:
+       tools:
+         - tool_a
+         - tool_b
+   ```
+
+2. Generate the skill:
+
+   ```bash
+   toolbox --tools-file tools.yaml skills-generate \
+     --name "my-skill" \
+     --toolset "my_toolset" \
+     --description "A skill containing multiple tools" \
+     --output-dir "generated-skills"
+   ```
+
+3. The generated skill directory structure:
+
+   ```text
+   generated-skills/
+   └── my-skill/
+       ├── SKILL.md
+       ├── assets/
+       │   ├── tool_a.yaml
+       │   └── tool_b.yaml
+       └── scripts/
+           ├── tool_a.js
+           └── tool_b.js
+   ```
+
+   In this example, the skill contains two Node.js scripts (`tool_a.js` and `tool_b.js`), each mapping to a tool in the original toolset.
+
+### Example: Prebuilt Configuration
+
+You can also generate skills from prebuilt toolsets:
+
+```bash
+toolbox --prebuilt alloydb-postgres-admin skills-generate \
+  --name "alloydb-postgres-admin" \
+  --description "skill for performing administrative operations on alloydb"
+```
+
+## Installing the Generated Skill in Gemini CLI
+
+Once you have generated a skill, you can install it into the Gemini CLI using the `gemini skills install` command.
+
+### Installation Command
+
+Provide the path to the directory containing the generated skill:
+
+```bash
+gemini skills install /path/to/generated-skills/my-skill
+```
+
+Alternatively, use ~/.gemini/skills as the `--output-dir` to generate the skill straight to the Gemini CLI.

docs/en/how-to/invoke_tool.md

@@ -0,0 +1,75 @@
+---
+title: "Invoke Tools via CLI"
+type: docs
+weight: 10
+description: >
+  Learn how to invoke your tools directly from the command line using the `invoke` command.
+---
+
+The `invoke` command allows you to invoke tools defined in your configuration directly from the CLI. This is useful for:
+
+- **Ephemeral Invocation:** Executing a tool without spinning up a full MCP server/client.
+- **Debugging:** Isolating tool execution logic and testing with various parameter combinations.
+
+{{< notice tip >}}
+**Keep configurations minimal:** The `invoke` command initializes *all* resources (sources, tools, etc.) defined in your configuration files during execution. To ensure fast response times, consider using a minimal configuration file containing only the tools you need for the specific invocation.
+{{< /notice >}}
+
+## Before you begin
+
+1. Make sure you have the `toolbox` binary installed or built.
+2. Make sure you have a valid tool configuration file (e.g., `tools.yaml`).
+
+### Command Usage
+
+The basic syntax for the command is:
+
+```bash
+toolbox <tool-source> invoke <tool-name> [params]
+```
+
+- `<tool-source>`: Can be `--tools-file`, `--tools-files`, `--tools-folder`, and `--prebuilt`. See the [CLI Reference](../reference/cli.md) for details.
+- `<tool-name>`: The name of the tool you want to call. This must match the name defined in your `tools.yaml`.
+- `[params]`: (Optional) A JSON string representing the arguments for the tool.
+
+## Examples
+
+### 1. Calling a Tool without Parameters
+
+If your tool takes no parameters, simply provide the tool name:
+
+```bash
+toolbox  --tools-file tools.yaml invoke my-simple-tool
+```
+
+### 2. Calling a Tool with Parameters
+
+For tools that require arguments, pass them as a JSON string. Ensure you escape quotes correctly for your shell.
+
+**Example: A tool that takes parameters**
+
+Assuming a tool named `mytool` taking `a` and `b`:
+
+```bash
+toolbox --tools-file tools.yaml invoke mytool '{"a": 10, "b": 20}' 
+```
+
+**Example: A tool that queries a database**
+
+```bash
+toolbox  --tools-file tools.yaml invoke db-query '{"sql": "SELECT * FROM users LIMIT 5"}'
+```
+
+### 3. Using Prebuilt Configurations
+
+You can also use the `--prebuilt` flag to load prebuilt toolsets.
+
+```bash
+toolbox --prebuilt cloudsql-postgres invoke cloudsql-postgres-list-instances
+```
+
+## Troubleshooting
+
+- **Tool not found:** Ensure the `<tool-name>` matches exactly what is in your YAML file and that the file is correctly loaded via `--tools-file`.
+- **Invalid parameters:** Double-check your JSON syntax. The error message will usually indicate if the JSON parsing failed or if the parameters didn't match the tool's schema.
+- **Auth errors:** The `invoke` command currently does not support flows requiring client-side authorization (like OAuth flow initiation via the CLI). It works best for tools using service-side authentication (e.g., Application Default Credentials).

docs/en/reference/cli.md

@@ -30,6 +30,50 @@ description: >
 |              | `--user-agent-metadata`    | Appends additional metadata to the User-Agent.                                                                                                                                   |             |
 | `-v`         | `--version`                | version for toolbox                                                                                                                                                              |             |
 
+## Sub Commands
+
+<details>
+<summary><code>invoke</code></summary>
+
+Executes a tool directly with the provided parameters. This is useful for testing tool configurations and parameters without needing a full client setup.
+
+**Syntax:**
+
+```bash
+toolbox invoke <tool-name> [params]
+```
+
+**Arguments:**
+
+- `tool-name`: The name of the tool to execute (as defined in your configuration).
+- `params`: (Optional) A JSON string containing the parameters for the tool.
+
+For more detailed instructions, see [Invoke Tools via CLI](../how-to/invoke_tool.md).
+
+</details>
+
+<details>
+<summary><code>skills-generate</code></summary>
+
+Generates a skill package from a specified toolset. Each tool in the toolset will have a corresponding Node.js execution script in the generated skill.
+
+**Syntax:**
+
+```bash
+toolbox skills-generate --name <name> --description <description> --toolset <toolset> --output-dir <output>
+```
+
+**Flags:**
+
+- `--name`: Name of the generated skill.
+- `--description`: Description of the generated skill.
+- `--toolset`: (Optional) Name of the toolset to convert into a skill. If not provided, all tools will be included.
+- `--output-dir`: (Optional) Directory to output generated skills (default: "skills").
+
+For more detailed instructions, see [Generate Agent Skills](../how-to/generate_skill.md).
+
+</details>
+
 ## Examples
 
 ### Transport Configuration

docs/en/reference/prebuilt-tools.md

@@ -44,6 +44,12 @@ See [Usage Examples](../reference/cli.md#examples).
 *   **Tools:**
     *   `execute_sql`: Executes a SQL query.
     *   `list_tables`: Lists tables in the database.
+    *   `list_active_queries`: Lists ongoing queries.
+    *   `list_available_extensions`: Discover all PostgreSQL extensions available for installation.
+    *   `list_installed_extensions`: List all installed PostgreSQL extensions.
+    *   `long_running_transactions`: Identifies and lists database transactions that exceed a specified time limit.
+    *   `list_locks`: Identifies all locks held by active processes.
+    *   `replication_stats`: Lists each replica's process ID and sync state.
     *   `list_autovacuum_configurations`: Lists autovacuum configurations in the
         database.
     *   `list_memory_configurations`: Lists memory-related configurations in the
@@ -54,17 +60,21 @@ See [Usage Examples](../reference/cli.md#examples).
     *   `get_query_plan`: Generate the execution plan of a statement.
     *   `list_views`: Lists views in the database from pg_views with a default
         limit of 50 rows. Returns schemaname, viewname and the ownername.
-    *   `list_schemas`: Lists schemas in the database. 
-    *   `database_overview`: Fetches the current state of the PostgreSQL server. 
-    *   `list_triggers`: Lists triggers in the database. 
+    *   `list_schemas`: Lists schemas in the database.
+    *   `database_overview`: Fetches the current state of the PostgreSQL server.
+    *   `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_query_stats`: Lists query statistics.
+    *   `get_column_cardinality`: Gets column cardinality.
+    *   `list_table_stats`: Lists table statistics.
     *   `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.  
+    *   `list_roles`: Lists all the user-created roles in PostgreSQL database.
+    *   `list_stored_procedure`: Lists stored procedures.
 
 ## AlloyDB Postgres Admin
 
@@ -100,6 +110,53 @@ See [Usage Examples](../reference/cli.md#examples).
         (timeseries metrics) for queries running in an AlloyDB instance using a
         PromQL query.
 
+## AlloyDB Omni
+
+*   `--prebuilt` value: `alloydb-omni`
+*   **Environment Variables:**
+    *   `ALLOYDB_OMNI_HOST`: (Optional) The hostname or IP address (Default: localhost).
+    *   `ALLOYDB_OMNI_PORT`: (Optional) The port number (Default: 5432).
+    *   `ALLOYDB_OMNI_DATABASE`: The name of the database to connect to.
+    *   `ALLOYDB_OMNI_USER`: The database username.
+    *   `ALLOYDB_OMNI_PASSWORD`: (Optional) The password for the database user.
+    *   `ALLOYDB_OMNI_QUERY_PARAMS`: (Optional) Connection query parameters.
+*   **Tools:**
+    *   `execute_sql`: Executes a SQL query.
+    *   `list_tables`: Lists tables in the database.
+    *   `list_active_queries`: Lists ongoing queries.
+    *   `list_available_extensions`: Discover all PostgreSQL extensions available for installation.
+    *   `list_installed_extensions`: List all installed PostgreSQL extensions.
+    *   `long_running_transactions`: Identifies and lists database transactions that exceed a specified time limit.
+    *   `list_locks`: Identifies all locks held by active processes.
+    *   `replication_stats`: Lists each replica's process ID and sync state.
+    *   `list_autovacuum_configurations`: Lists autovacuum configurations in the
+        database.
+    *   `list_columnar_configurations`: List AlloyDB Omni columnar-related configurations.
+    *   `list_columnar_recommended_columns`: Lists columns that AlloyDB Omni recommends adding to the columnar engine.
+    *   `list_memory_configurations`: Lists memory-related configurations in the
+        database.
+    *   `list_top_bloated_tables`: List top bloated tables in the database.
+    *   `list_replication_slots`: Lists replication slots in the database.
+    *   `list_invalid_indexes`: Lists invalid indexes in the database.
+    *   `get_query_plan`: Generate the execution plan of a statement.
+    *   `list_views`: Lists views in the database from pg_views with a default
+        limit of 50 rows. Returns schemaname, viewname and the ownername.
+    *   `list_schemas`: Lists schemas in the database.
+    *   `database_overview`: Fetches the current state of the PostgreSQL server.
+    *   `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_query_stats`: Lists query statistics.
+    *   `get_column_cardinality`: Gets column cardinality.
+    *   `list_table_stats`: Lists table statistics.
+    *   `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.
+    *   `list_stored_procedure`: Lists stored procedures.
+
 ## BigQuery
 
 *   `--prebuilt` value: `bigquery`
@@ -136,6 +193,21 @@ See [Usage Examples](../reference/cli.md#examples).
     *   `list_table_ids`: Lists tables.
     *   `search_catalog`: Search for entries based on the provided query.
 
+## ClickHouse
+
+*   `--prebuilt` value: `clickhouse`
+*   **Environment Variables:**
+    *   `CLICKHOUSE_HOST`: The hostname or IP address of the ClickHouse server.
+    *   `CLICKHOUSE_PORT`: The port number of the ClickHouse server.
+    *   `CLICKHOUSE_USER`: The database username.
+    *   `CLICKHOUSE_PASSWORD`: The password for the database user.
+    *   `CLICKHOUSE_DATABASE`: The name of the database to connect to.
+    *   `CLICKHOUSE_PROTOCOL`: The protocol to use (e.g., http).
+*   **Tools:**
+    *   `execute_sql`: Use this tool to execute SQL.
+    *   `list_databases`: Use this tool to list all databases in ClickHouse.
+    *   `list_tables`: Use this tool to list all tables in a specific ClickHouse database.
+
 ## Cloud SQL for MySQL
 
 *   `--prebuilt` value: `cloud-sql-mysql`
@@ -233,6 +305,12 @@ See [Usage Examples](../reference/cli.md#examples).
 *   **Tools:**
     *   `execute_sql`: Executes a SQL query.
     *   `list_tables`: Lists tables in the database.
+    *   `list_active_queries`: Lists ongoing queries.
+    *   `list_available_extensions`: Discover all PostgreSQL extensions available for installation.
+    *   `list_installed_extensions`: List all installed PostgreSQL extensions.
+    *   `long_running_transactions`: Identifies and lists database transactions that exceed a specified time limit.
+    *   `list_locks`: Identifies all locks held by active processes.
+    *   `replication_stats`: Lists each replica's process ID and sync state.
     *   `list_autovacuum_configurations`: Lists autovacuum configurations in the
         database.
     *   `list_memory_configurations`: Lists memory-related configurations in the
@@ -243,17 +321,21 @@ See [Usage Examples](../reference/cli.md#examples).
     *   `get_query_plan`: Generate the execution plan of a statement.
     *   `list_views`: Lists views in the database from pg_views with a default
         limit of 50 rows. Returns schemaname, viewname and the ownername.
-    *   `list_schemas`: Lists schemas in the database. 
-    *   `database_overview`: Fetches the current state of the PostgreSQL server. 
-    *   `list_triggers`: Lists triggers in the database. 
+    *   `list_schemas`: Lists schemas in the database.
+    *   `database_overview`: Fetches the current state of the PostgreSQL server.
+    *   `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_query_stats`: Lists query statistics.
+    *   `get_column_cardinality`: Gets column cardinality.
+    *   `list_table_stats`: Lists table statistics.
     *   `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.  
+    *   `list_roles`: Lists all the user-created roles in PostgreSQL database.
+    *   `list_stored_procedure`: Lists stored procedures.
 
 ## Cloud SQL for PostgreSQL Observability
 
@@ -299,6 +381,7 @@ 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.
+    *   `postgres_upgrade_precheck`: Performs a precheck for a major version upgrade of a Cloud SQL for PostgreSQL instance.
     *   `create_backup`: Creates a backup on a Cloud SQL instance.
     *   `restore_backup`: Restores a backup of a Cloud SQL instance.
 
@@ -377,12 +460,21 @@ See [Usage Examples](../reference/cli.md#examples).
         entries.
     *   **Dataplex Editor** (`roles/dataplex.editor`) to modify entries.
 *   **Tools:**
-    *   `dataplex_search_entries`: Searches for entries in Dataplex Catalog.
-    *   `dataplex_lookup_entry`: Retrieves a specific entry from Dataplex
+    *   `search_entries`: Searches for entries in Dataplex Catalog.
+    *   `lookup_entry`: Retrieves a specific entry from Dataplex
         Catalog.
-    *   `dataplex_search_aspect_types`: Finds aspect types relevant to the
+    *   `search_aspect_types`: Finds aspect types relevant to the
         query.
 
+## Elasticsearch
+
+*   `--prebuilt` value: `elasticsearch`
+*   **Environment Variables:**
+    *   `ELASTICSEARCH_HOST`: The hostname or IP address of the Elasticsearch server.
+    *   `ELASTICSEARCH_APIKEY`: The API key for authentication.
+*   **Tools:**
+    *   `execute_esql_query`: Use this tool to execute ES|QL queries.
+
 ## Firestore
 
 *   `--prebuilt` value: `firestore`
@@ -451,6 +543,7 @@ See [Usage Examples](../reference/cli.md#examples).
     *   `create_project_file`: Create a new LookML file.
     *   `update_project_file`: Update an existing LookML file.
     *   `delete_project_file`: Delete a LookML file.
+    *   `validate_project`: Check the syntax of a LookML project.
     *   `get_connections`: Get the available connections in a Looker instance.
     *   `get_connection_schemas`: Get the available schemas in a connection.
     *   `get_connection_databases`: Get the available databases in a connection.
@@ -499,6 +592,19 @@ See [Usage Examples](../reference/cli.md#examples).
     *   `execute_sql`: Executes a SQL query.
     *   `list_tables`: Lists tables in the database.
 
+## MindsDB
+
+*   `--prebuilt` value: `mindsdb`
+*   **Environment Variables:**
+    *   `MINDSDB_HOST`: The hostname or IP address of the MindsDB server.
+    *   `MINDSDB_PORT`: The port number of the MindsDB server.
+    *   `MINDSDB_DATABASE`: The name of the database to connect to.
+    *   `MINDSDB_USER`: The database username.
+    *   `MINDSDB_PASS`: The password for the database user.
+*   **Tools:**
+    *   `mindsdb-execute-sql`: Execute SQL queries directly on MindsDB database.
+    *   `mindsdb-sql`: Execute parameterized SQL queries on MindsDB database.
+
 ## MySQL
 
 *   `--prebuilt` value: `mysql`
@@ -554,6 +660,12 @@ See [Usage Examples](../reference/cli.md#examples).
 *   **Tools:**
     *   `execute_sql`: Executes a SQL query.
     *   `list_tables`: Lists tables in the database.
+    *   `list_active_queries`: Lists ongoing queries.
+    *   `list_available_extensions`: Discover all PostgreSQL extensions available for installation.
+    *   `list_installed_extensions`: List all installed PostgreSQL extensions.
+    *   `long_running_transactions`: Identifies and lists database transactions that exceed a specified time limit.
+    *   `list_locks`: Identifies all locks held by active processes.
+    *   `replication_stats`: Lists each replica's process ID and sync state.
     *   `list_autovacuum_configurations`: Lists autovacuum configurations in the
         database.
     *   `list_memory_configurations`: Lists memory-related configurations in the
@@ -564,17 +676,21 @@ See [Usage Examples](../reference/cli.md#examples).
     *   `get_query_plan`: Generate the execution plan of a statement.
     *   `list_views`: Lists views in the database from pg_views with a default
         limit of 50 rows. Returns schemaname, viewname and the ownername.
-    *   `list_schemas`: Lists schemas in the database. 
-    *   `database_overview`: Fetches the current state of the PostgreSQL server. 
-    *   `list_triggers`: Lists triggers in the database. 
+    *   `list_schemas`: Lists schemas in the database.
+    *   `database_overview`: Fetches the current state of the PostgreSQL server.
+    *   `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_query_stats`: Lists query statistics.
+    *   `get_column_cardinality`: Gets column cardinality.
+    *   `list_table_stats`: Lists table statistics.
     *   `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.  
+    *   `list_roles`: Lists all the user-created roles in PostgreSQL database.
+    *   `list_stored_procedure`: Lists stored procedures.
 
 ## Google Cloud Serverless for Apache Spark
 
@@ -589,6 +705,38 @@ See [Usage Examples](../reference/cli.md#examples).
         view serverless batches.
 *   **Tools:**
     *   `list_batches`: Lists Spark batches.
+    *   `get_batch`: Gets information about a Spark batch.
+    *   `cancel_batch`: Cancels a Spark batch.
+    *   `create_pyspark_batch`: Creates a PySpark batch.
+    *   `create_spark_batch`: Creates a Spark batch.
+
+## SingleStore
+
+*   `--prebuilt` value: `singlestore`
+*   **Environment Variables:**
+    *   `SINGLESTORE_HOST`: The hostname or IP address of the SingleStore server.
+    *   `SINGLESTORE_PORT`: The port number of the SingleStore server.
+    *   `SINGLESTORE_DATABASE`: The name of the database to connect to.
+    *   `SINGLESTORE_USER`: The database username.
+    *   `SINGLESTORE_PASSWORD`: The password for the database user.
+*   **Tools:**
+    *   `execute_sql`: Use this tool to execute SQL.
+    *   `list_tables`: Lists detailed schema information for user-created tables.
+
+## Snowflake
+
+*   `--prebuilt` value: `snowflake`
+*   **Environment Variables:**
+    *   `SNOWFLAKE_ACCOUNT`: The Snowflake account.
+    *   `SNOWFLAKE_USER`: The database username.
+    *   `SNOWFLAKE_PASSWORD`: The password for the database user.
+    *   `SNOWFLAKE_DATABASE`: The name of the database to connect to.
+    *   `SNOWFLAKE_SCHEMA`: The schema name.
+    *   `SNOWFLAKE_WAREHOUSE`: The warehouse name.
+    *   `SNOWFLAKE_ROLE`: The role name.
+*   **Tools:**
+    *   `execute_sql`: Use this tool to execute SQL.
+    *   `list_tables`: Lists detailed schema information for user-created tables.
 
 ## Spanner (GoogleSQL dialect)
 

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

@@ -194,6 +194,15 @@ Use environment variable replacement with the format ${ENV_NAME}
 instead of hardcoding your secrets into the configuration file.
 {{< /notice >}}
 
+### Managed Connection Pooling
+
+Toolbox automatically supports [Managed Connection Pooling][alloydb-mcp]. If your AlloyDB instance has Managed Connection Pooling enabled, the connection will immediately benefit from increased throughput and reduced latency.
+
+The interface is identical, so there's no additional configuration required on the client. For more information on configuring your instance, see the [AlloyDB Managed Connection Pooling documentation][alloydb-mcp-docs].
+
+[alloydb-mcp]: https://cloud.google.com/blog/products/databases/alloydb-managed-connection-pooling
+[alloydb-mcp-docs]: https://cloud.google.com/alloydb/docs/configure-managed-connection-pooling
+
 ## Reference
 
 | **field** | **type** | **required** | **description**                                                                                                          |

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

@@ -195,6 +195,15 @@ Use environment variable replacement with the format ${ENV_NAME}
 instead of hardcoding your secrets into the configuration file.
 {{< /notice >}}
 
+### Managed Connection Pooling
+
+Toolbox automatically supports [Managed Connection Pooling][csql-mcp]. If your Cloud SQL for PostgreSQL instance has Managed Connection Pooling enabled, the connection will immediately benefit from increased throughput and reduced latency.
+
+The interface is identical, so there's no additional configuration required on the client. For more information on configuring your instance, see the [Cloud SQL Managed Connection Pooling documentation][csql-mcp-docs].
+
+[csql-mcp]: https://docs.cloud.google.com/sql/docs/postgres/managed-connection-pooling
+[csql-mcp-docs]: https://docs.cloud.google.com/sql/docs/postgres/configure-mcp
+
 ## Reference
 
 | **field** | **type** | **required** | **description**                                                                                                          |

docs/en/resources/sources/cockroachdb.md

@@ -0,0 +1,242 @@
+---
+title: "CockroachDB"
+type: docs
+weight: 1
+description: >
+  CockroachDB is a distributed SQL database built for cloud applications.
+
+---
+
+## About
+
+[CockroachDB][crdb-docs] is a distributed SQL database designed for cloud-native applications. It provides strong consistency, horizontal scalability, and built-in resilience with automatic failover and recovery. CockroachDB uses the PostgreSQL wire protocol, making it compatible with many PostgreSQL tools and drivers while providing unique features like multi-region deployments and distributed transactions.
+
+**Minimum Version:** CockroachDB v25.1 or later is recommended for full tool compatibility.
+
+[crdb-docs]: https://www.cockroachlabs.com/docs/
+
+## Available Tools
+
+- [`cockroachdb-sql`](../tools/cockroachdb/cockroachdb-sql.md)
+  Execute SQL queries as prepared statements in CockroachDB (alias for execute-sql).
+
+- [`cockroachdb-execute-sql`](../tools/cockroachdb/cockroachdb-execute-sql.md)
+  Run parameterized SQL statements in CockroachDB.
+
+- [`cockroachdb-list-schemas`](../tools/cockroachdb/cockroachdb-list-schemas.md)
+  List schemas in a CockroachDB database.
+
+- [`cockroachdb-list-tables`](../tools/cockroachdb/cockroachdb-list-tables.md)
+  List tables in a CockroachDB database.
+
+## Requirements
+
+### Database User
+
+This source uses standard authentication. You will need to [create a CockroachDB user][crdb-users] to login to the database with. For CockroachDB Cloud deployments, SSL/TLS is required.
+
+[crdb-users]: https://www.cockroachlabs.com/docs/stable/create-user.html
+
+### SSL/TLS Configuration
+
+CockroachDB Cloud clusters require SSL/TLS connections. Use the `queryParams` section to configure SSL settings:
+
+- **For CockroachDB Cloud**: Use `sslmode: require` at minimum
+- **For self-hosted with certificates**: Use `sslmode: verify-full` with certificate paths
+- **For local development only**: Use `sslmode: disable` (not recommended for production)
+
+## Example
+
+```yaml
+sources:
+  my_cockroachdb:
+    type: cockroachdb
+    host: your-cluster.cockroachlabs.cloud
+    port: "26257"
+    user: myuser
+    password: mypassword
+    database: defaultdb
+    maxRetries: 5
+    retryBaseDelay: 500ms
+    queryParams:
+      sslmode: require
+      application_name: my-app
+    
+    # MCP Security Settings (recommended for production)
+    readOnlyMode: true          # Read-only by default (MCP best practice)
+    enableWriteMode: false      # Set to true to allow write operations
+    maxRowLimit: 1000           # Limit query results
+    queryTimeoutSec: 30         # Prevent long-running queries
+    enableTelemetry: true       # Enable observability
+    telemetryVerbose: false     # Set true for detailed logs
+    clusterID: "my-cluster"     # Optional identifier
+
+tools:
+  list_expenses:
+    type: cockroachdb-sql
+    source: my_cockroachdb
+    description: List all expenses
+    statement: SELECT id, description, amount, category FROM expenses WHERE user_id = $1
+    parameters:
+      - name: user_id
+        type: string
+        description: The user's ID
+  
+  describe_expenses:
+    type: cockroachdb-describe-table
+    source: my_cockroachdb
+    description: Describe the expenses table schema
+  
+  list_expenses_indexes:
+    type: cockroachdb-list-indexes
+    source: my_cockroachdb
+    description: List indexes on the expenses table
+```
+
+## Configuration Parameters
+
+### Required Parameters
+
+| Parameter | Type | Description |
+|-----------|------|-------------|
+| `type` | string | Must be `cockroachdb` |
+| `host` | string | The hostname or IP address of the CockroachDB cluster |
+| `port` | string | The port number (typically "26257") |
+| `user` | string | The database user name |
+| `database` | string | The database name to connect to |
+
+### Optional Parameters
+
+| Parameter | Type | Default | Description |
+|-----------|------|---------|-------------|
+| `password` | string | "" | The database password (can be empty for certificate-based auth) |
+| `maxRetries` | integer | 5 | Maximum number of connection retry attempts |
+| `retryBaseDelay` | string | "500ms" | Base delay between retry attempts (exponential backoff) |
+| `queryParams` | map | {} | Additional connection parameters (e.g., SSL configuration) |
+
+### MCP Security Parameters
+
+CockroachDB integration includes security features following the [Model Context Protocol (MCP)](https://modelcontextprotocol.io/) specification:
+
+| Parameter | Type | Default | Description |
+|-----------|------|---------|-------------|
+| `readOnlyMode` | boolean | true | Enables read-only mode by default (MCP requirement) |
+| `enableWriteMode` | boolean | false | Explicitly enable write operations (INSERT/UPDATE/DELETE/CREATE/DROP) |
+| `maxRowLimit` | integer | 1000 | Maximum rows returned per SELECT query (auto-adds LIMIT clause) |
+| `queryTimeoutSec` | integer | 30 | Query timeout in seconds to prevent long-running queries |
+| `enableTelemetry` | boolean | true | Enable structured logging of tool invocations |
+| `telemetryVerbose` | boolean | false | Enable detailed JSON telemetry output |
+| `clusterID` | string | "" | Optional cluster identifier for telemetry |
+
+### Query Parameters
+
+Common query parameters for CockroachDB connections:
+
+| Parameter | Values | Description |
+|-----------|--------|-------------|
+| `sslmode` | `disable`, `require`, `verify-ca`, `verify-full` | SSL/TLS mode (CockroachDB Cloud requires `require` or higher) |
+| `sslrootcert` | file path | Path to root certificate for SSL verification |
+| `sslcert` | file path | Path to client certificate |
+| `sslkey` | file path | Path to client key |
+| `application_name` | string | Application name for connection tracking |
+
+## Best Practices
+
+### Security and MCP Compliance
+
+**Read-Only by Default**: The integration follows MCP best practices by defaulting to read-only mode. This prevents accidental data modifications:
+
+```yaml
+sources:
+  my_cockroachdb:
+    readOnlyMode: true        # Default behavior
+    enableWriteMode: false    # Explicit write opt-in required
+```
+
+To enable write operations:
+
+```yaml
+sources:
+  my_cockroachdb:
+    readOnlyMode: false       # Disable read-only protection
+    enableWriteMode: true     # Explicitly allow writes
+```
+
+**Query Limits**: Automatic row limits prevent excessive data retrieval:
+- SELECT queries automatically get `LIMIT 1000` appended (configurable via `maxRowLimit`)
+- Queries are terminated after 30 seconds (configurable via `queryTimeoutSec`)
+
+**Observability**: Structured telemetry provides visibility into tool usage:
+- Tool invocations are logged with status, latency, and row counts
+- SQL queries are redacted to protect sensitive values
+- Set `telemetryVerbose: true` for detailed JSON logs
+
+### Use UUID Primary Keys
+
+CockroachDB performs best with UUID primary keys rather than sequential integers to avoid transaction hotspots:
+
+```sql
+CREATE TABLE expenses (
+  id UUID PRIMARY KEY DEFAULT gen_random_uuid(),
+  description TEXT,
+  amount DECIMAL(10,2)
+);
+```
+
+### Automatic Transaction Retry
+
+This source uses the official `cockroach-go/v2` library which provides automatic transaction retry for serialization conflicts. For write operations requiring explicit transaction control, tools can use the `ExecuteTxWithRetry` method.
+
+### Multi-Region Deployments
+
+CockroachDB supports multi-region deployments with automatic data distribution. Configure your cluster's regions and survival goals separately from the Toolbox configuration. The source will connect to any node in the cluster.
+
+### Connection Pooling
+
+The source maintains a connection pool to the CockroachDB cluster. The pool automatically handles:
+- Load balancing across cluster nodes
+- Connection retry with exponential backoff
+- Health checking of connections
+
+## Troubleshooting
+
+### SSL/TLS Errors
+
+If you encounter "server requires encryption" errors:
+
+1. For CockroachDB Cloud, ensure `sslmode` is set to `require` or higher:
+   ```yaml
+   queryParams:
+     sslmode: require
+   ```
+
+2. For certificate verification, download your cluster's root certificate and configure:
+   ```yaml
+   queryParams:
+     sslmode: verify-full
+     sslrootcert: /path/to/ca.crt
+   ```
+
+### Connection Timeouts
+
+If experiencing connection timeouts:
+
+1. Check network connectivity to the CockroachDB cluster
+2. Verify firewall rules allow connections on port 26257
+3. For CockroachDB Cloud, ensure IP allowlisting is configured
+4. Increase `maxRetries` or `retryBaseDelay` if needed
+
+### Transaction Retry Errors
+
+CockroachDB may encounter serializable transaction conflicts. The integration automatically handles these retries using the cockroach-go library. If you see retry-related errors, check:
+
+1. Database load and contention
+2. Query patterns that might cause conflicts
+3. Consider using `SELECT FOR UPDATE` for explicit locking
+
+## Additional Resources
+
+- [CockroachDB Documentation](https://www.cockroachlabs.com/docs/)
+- [CockroachDB Best Practices](https://www.cockroachlabs.com/docs/stable/performance-best-practices-overview.html)
+- [Multi-Region Capabilities](https://www.cockroachlabs.com/docs/stable/multiregion-overview.html)
+- [Connection Parameters](https://www.cockroachlabs.com/docs/stable/connection-parameters.html)

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

@@ -0,0 +1,8 @@
+---
+title: "Cloud Logging Admin"
+linkTitle: "Cloud Logging Admin"
+type: docs
+weight: 1
+description: > 
+  Tools that work with Cloud Logging Admin Sources.
+---

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

@@ -0,0 +1,273 @@
+---
+title: "cockroachdb-execute-sql"
+type: docs
+weight: 1
+description: >
+  Execute ad-hoc SQL statements against a CockroachDB database.
+
+---
+
+## About
+
+A `cockroachdb-execute-sql` tool executes ad-hoc SQL statements against a CockroachDB database. This tool is designed for interactive workflows where the SQL query is provided dynamically at runtime, making it ideal for developer assistance and exploratory data analysis.
+
+The tool takes a single `sql` parameter containing the SQL statement to execute and returns the query results.
+
+> **Note:** This tool is intended for developer assistant workflows with human-in-the-loop and shouldn't be used for production agents. For production use cases with predefined queries, use [cockroachdb-sql](./cockroachdb-sql.md) instead.
+
+## Example
+
+```yaml
+sources:
+  my_cockroachdb:
+    type: cockroachdb
+    host: your-cluster.cockroachlabs.cloud
+    port: "26257"
+    user: myuser
+    password: mypassword
+    database: defaultdb
+    queryParams:
+      sslmode: require
+
+tools:
+  execute_sql:
+    type: cockroachdb-execute-sql
+    source: my_cockroachdb
+    description: Execute any SQL statement against the CockroachDB database
+```
+
+## Usage Examples
+
+### Simple SELECT Query
+
+```json
+{
+  "sql": "SELECT * FROM users LIMIT 10"
+}
+```
+
+### Query with Aggregations
+
+```json
+{
+  "sql": "SELECT category, COUNT(*) as count, SUM(amount) as total FROM expenses GROUP BY category ORDER BY total DESC"
+}
+```
+
+### Database Introspection
+
+```json
+{
+  "sql": "SHOW TABLES"
+}
+```
+
+```json
+{
+  "sql": "SHOW COLUMNS FROM expenses"
+}
+```
+
+### Multi-Region Information
+
+```json
+{
+  "sql": "SHOW REGIONS FROM DATABASE defaultdb"
+}
+```
+
+```json
+{
+  "sql": "SHOW ZONE CONFIGURATIONS"
+}
+```
+
+## CockroachDB-Specific Features
+
+### Check Cluster Version
+
+```json
+{
+  "sql": "SELECT version()"
+}
+```
+
+### View Node Status
+
+```json
+{
+  "sql": "SELECT node_id, address, locality, is_live FROM crdb_internal.gossip_nodes"
+}
+```
+
+### Check Replication Status
+
+```json
+{
+  "sql": "SELECT range_id, start_key, end_key, replicas, lease_holder FROM crdb_internal.ranges LIMIT 10"
+}
+```
+
+### View Table Regions
+
+```json
+{
+  "sql": "SHOW REGIONS FROM TABLE expenses"
+}
+```
+
+## Configuration
+
+### Required Fields
+
+| Field | Type | Description |
+|-------|------|-------------|
+| `type` | string | Must be `cockroachdb-execute-sql` |
+| `source` | string | Name of the CockroachDB source to use |
+| `description` | string | Human-readable description for the LLM |
+
+### Optional Fields
+
+| Field | Type | Description |
+|-------|------|-------------|
+| `authRequired` | array | List of authentication services required |
+
+## Parameters
+
+The tool accepts a single runtime parameter:
+
+| Parameter | Type | Description |
+|-----------|------|-------------|
+| `sql` | string | The SQL statement to execute |
+
+## Best Practices
+
+### Use for Exploration, Not Production
+
+This tool is ideal for:
+- Interactive database exploration
+- Ad-hoc analysis and reporting
+- Debugging and troubleshooting
+- Schema inspection
+
+For production use cases, use [cockroachdb-sql](./cockroachdb-sql.md) with parameterized queries.
+
+### Be Cautious with Data Modification
+
+While this tool can execute any SQL statement, be careful with:
+- `INSERT`, `UPDATE`, `DELETE` statements
+- `DROP` or `ALTER` statements
+- Schema changes in production
+
+### Use LIMIT for Large Results
+
+Always use `LIMIT` clauses when exploring data:
+
+```sql
+SELECT * FROM large_table LIMIT 100
+```
+
+### Leverage CockroachDB's SQL Extensions
+
+CockroachDB supports PostgreSQL syntax plus extensions:
+
+```sql
+-- Show database survival goal
+SHOW SURVIVAL GOAL FROM DATABASE defaultdb;
+
+-- View zone configurations
+SHOW ZONE CONFIGURATION FOR TABLE expenses;
+
+-- Check table localities
+SHOW CREATE TABLE expenses;
+```
+
+## Error Handling
+
+The tool will return descriptive errors for:
+- **Syntax errors**: Invalid SQL syntax
+- **Permission errors**: Insufficient user privileges
+- **Connection errors**: Network or authentication issues
+- **Runtime errors**: Constraint violations, type mismatches, etc.
+
+## Security Considerations
+
+### SQL Injection Risk
+
+Since this tool executes arbitrary SQL, it should only be used with:
+- Trusted users in interactive sessions
+- Human-in-the-loop workflows
+- Development and testing environments
+
+Never expose this tool directly to end users without proper authorization controls.
+
+### Use Authentication
+
+Configure the `authRequired` field to restrict access:
+
+```yaml
+tools:
+  execute_sql:
+    type: cockroachdb-execute-sql
+    source: my_cockroachdb
+    description: Execute SQL statements
+    authRequired:
+      - my-auth-service
+```
+
+### Read-Only Users
+
+For safer exploration, create read-only database users:
+
+```sql
+CREATE USER readonly_user;
+GRANT SELECT ON DATABASE defaultdb TO readonly_user;
+```
+
+## Common Use Cases
+
+### Database Administration
+
+```sql
+-- View database size
+SELECT
+  table_name,
+  pg_size_pretty(pg_total_relation_size(table_name::regclass)) AS size
+FROM information_schema.tables
+WHERE table_schema = 'public'
+ORDER BY pg_total_relation_size(table_name::regclass) DESC;
+```
+
+### Performance Analysis
+
+```sql
+-- Find slow queries
+SELECT query, count, mean_latency
+FROM crdb_internal.statement_statistics
+WHERE mean_latency > INTERVAL '1 second'
+ORDER BY mean_latency DESC
+LIMIT 10;
+```
+
+### Data Quality Checks
+
+```sql
+-- Find NULL values
+SELECT COUNT(*) as null_count
+FROM expenses
+WHERE description IS NULL OR amount IS NULL;
+
+-- Find duplicates
+SELECT user_id, email, COUNT(*) as count
+FROM users
+GROUP BY user_id, email
+HAVING COUNT(*) > 1;
+```
+
+## See Also
+
+- [cockroachdb-sql](./cockroachdb-sql.md) - For parameterized, production-ready queries
+- [cockroachdb-list-tables](./cockroachdb-list-tables.md) - List tables in the database
+- [cockroachdb-list-schemas](./cockroachdb-list-schemas.md) - List database schemas
+- [CockroachDB Source](../../sources/cockroachdb.md) - Source configuration reference
+- [CockroachDB SQL Reference](https://www.cockroachlabs.com/docs/stable/sql-statements.html) - Official SQL documentation

docs/en/resources/tools/cockroachdb/cockroachdb-list-schemas.md

@@ -0,0 +1,305 @@
+---
+title: "cockroachdb-list-schemas"
+type: docs
+weight: 1
+description: >
+  List schemas in a CockroachDB database.
+
+---
+
+## About
+
+The `cockroachdb-list-schemas` tool retrieves a list of schemas (namespaces) in a CockroachDB database. Schemas are used to organize database objects such as tables, views, and functions into logical groups.
+
+This tool is useful for:
+- Understanding database organization
+- Discovering available schemas
+- Multi-tenant application analysis
+- Schema-level access control planning
+
+## Example
+
+```yaml
+sources:
+  my_cockroachdb:
+    type: cockroachdb
+    host: your-cluster.cockroachlabs.cloud
+    port: "26257"
+    user: myuser
+    password: mypassword
+    database: defaultdb
+    queryParams:
+      sslmode: require
+
+tools:
+  list_schemas:
+    type: cockroachdb-list-schemas
+    source: my_cockroachdb
+    description: List all schemas in the database
+```
+
+## Configuration
+
+### Required Fields
+
+| Field | Type | Description |
+|-------|------|-------------|
+| `type` | string | Must be `cockroachdb-list-schemas` |
+| `source` | string | Name of the CockroachDB source to use |
+| `description` | string | Human-readable description for the LLM |
+
+### Optional Fields
+
+| Field | Type | Description |
+|-------|------|-------------|
+| `authRequired` | array | List of authentication services required |
+
+## Output Structure
+
+The tool returns a list of schemas with the following information:
+
+```json
+[
+  {
+    "catalog_name": "defaultdb",
+    "schema_name": "public",
+    "is_user_defined": true
+  },
+  {
+    "catalog_name": "defaultdb",
+    "schema_name": "analytics",
+    "is_user_defined": true
+  }
+]
+```
+
+### Fields
+
+| Field | Type | Description |
+|-------|------|-------------|
+| `catalog_name` | string | The database (catalog) name |
+| `schema_name` | string | The schema name |
+| `is_user_defined` | boolean | Whether this is a user-created schema (excludes system schemas) |
+
+## Usage Example
+
+```json
+{}
+```
+
+No parameters are required. The tool automatically lists all user-defined schemas.
+
+## Default Schemas
+
+CockroachDB includes several standard schemas:
+
+- **`public`**: The default schema for user objects
+- **`pg_catalog`**: PostgreSQL system catalog (excluded from results)
+- **`information_schema`**: SQL standard metadata views (excluded from results)
+- **`crdb_internal`**: CockroachDB internal metadata (excluded from results)
+- **`pg_extension`**: PostgreSQL extension objects (excluded from results)
+
+The tool filters out system schemas and only returns user-defined schemas.
+
+## Schema Management in CockroachDB
+
+### Creating Schemas
+
+```sql
+CREATE SCHEMA analytics;
+```
+
+### Using Schemas
+
+```sql
+-- Create table in specific schema
+CREATE TABLE analytics.revenue (
+  id UUID PRIMARY KEY DEFAULT gen_random_uuid(),
+  amount DECIMAL(10,2),
+  date DATE
+);
+
+-- Query from specific schema
+SELECT * FROM analytics.revenue;
+```
+
+### Schema Search Path
+
+The search path determines which schemas are searched for unqualified object names:
+
+```sql
+-- Show current search path
+SHOW search_path;
+
+-- Set search path
+SET search_path = analytics, public;
+```
+
+## Multi-Tenant Applications
+
+Schemas are commonly used for multi-tenant applications:
+
+```sql
+-- Create schema per tenant
+CREATE SCHEMA tenant_acme;
+CREATE SCHEMA tenant_globex;
+
+-- Create same table structure in each schema
+CREATE TABLE tenant_acme.orders (...);
+CREATE TABLE tenant_globex.orders (...);
+```
+
+The `cockroachdb-list-schemas` tool helps discover all tenant schemas:
+
+```yaml
+tools:
+  list_tenants:
+    type: cockroachdb-list-schemas
+    source: my_cockroachdb
+    description: |
+      List all tenant schemas in the database.
+      Each schema represents a separate tenant's data namespace.
+```
+
+## Best Practices
+
+### Use Schemas for Organization
+
+Group related tables into schemas:
+
+```sql
+CREATE SCHEMA sales;
+CREATE SCHEMA inventory;
+CREATE SCHEMA hr;
+
+CREATE TABLE sales.orders (...);
+CREATE TABLE inventory.products (...);
+CREATE TABLE hr.employees (...);
+```
+
+### Schema Naming Conventions
+
+Use clear, descriptive schema names:
+- Lowercase names
+- Use underscores for multi-word names
+- Avoid reserved keywords
+- Use prefixes for grouped schemas (e.g., `tenant_`, `app_`)
+
+### Schema-Level Permissions
+
+Schemas enable fine-grained access control:
+
+```sql
+-- Grant access to specific schema
+GRANT USAGE ON SCHEMA analytics TO analyst_role;
+GRANT SELECT ON ALL TABLES IN SCHEMA analytics TO analyst_role;
+
+-- Revoke access
+REVOKE ALL ON SCHEMA hr FROM public;
+```
+
+## Integration with Other Tools
+
+### Combined with List Tables
+
+```yaml
+tools:
+  list_schemas:
+    type: cockroachdb-list-schemas
+    source: my_cockroachdb
+    description: List all schemas first
+    
+  list_tables:
+    type: cockroachdb-list-tables
+    source: my_cockroachdb
+    description: |
+      List tables in the database.
+      Use list_schemas first to understand schema organization.
+```
+
+### Schema Discovery Workflow
+
+1. Call `cockroachdb-list-schemas` to discover schemas
+2. Call `cockroachdb-list-tables` to see tables in each schema
+3. Generate queries using fully qualified names: `schema.table`
+
+## Common Use Cases
+
+### Discover Database Structure
+
+```yaml
+tools:
+  discover_schemas:
+    type: cockroachdb-list-schemas
+    source: my_cockroachdb
+    description: |
+      Discover how the database is organized into schemas.
+      Use this to understand the logical grouping of tables.
+```
+
+### Multi-Tenant Analysis
+
+```yaml
+tools:
+  list_tenant_schemas:
+    type: cockroachdb-list-schemas
+    source: my_cockroachdb
+    description: |
+      List all tenant schemas (each tenant has their own schema).
+      Schema names follow the pattern: tenant_<company_name>
+```
+
+### Schema Migration Planning
+
+```yaml
+tools:
+  audit_schemas:
+    type: cockroachdb-list-schemas
+    source: my_cockroachdb
+    description: |
+      Audit existing schemas before migration.
+      Identifies all schemas that need to be migrated.
+```
+
+## Error Handling
+
+The tool handles common errors:
+- **Connection errors**: Returns connection failure details
+- **Permission errors**: Returns error if user lacks USAGE privilege
+- **Empty results**: Returns empty array if no user schemas exist
+
+## Permissions Required
+
+To list schemas, the user needs:
+- `CONNECT` privilege on the database
+- No specific schema privileges required for listing
+
+To query objects within schemas, the user needs:
+- `USAGE` privilege on the schema
+- Appropriate object privileges (SELECT, INSERT, etc.)
+
+## CockroachDB-Specific Features
+
+### System Schemas
+
+CockroachDB includes PostgreSQL-compatible system schemas plus CockroachDB-specific ones:
+
+- `crdb_internal.*`: CockroachDB internal metadata and statistics
+- `pg_catalog.*`: PostgreSQL system catalog
+- `information_schema.*`: SQL standard information schema
+
+These are automatically filtered from the results.
+
+### User-Defined Flag
+
+The `is_user_defined` field helps distinguish:
+- `true`: User-created schemas
+- `false`: System schemas (already filtered out)
+
+## See Also
+
+- [cockroachdb-sql](./cockroachdb-sql.md) - Execute parameterized queries
+- [cockroachdb-execute-sql](./cockroachdb-execute-sql.md) - Execute ad-hoc SQL
+- [cockroachdb-list-tables](./cockroachdb-list-tables.md) - List tables in the database
+- [CockroachDB Source](../../sources/cockroachdb.md) - Source configuration reference
+- [CockroachDB Schema Design](https://www.cockroachlabs.com/docs/stable/schema-design-overview.html) - Official documentation

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

@@ -0,0 +1,344 @@
+---
+title: "cockroachdb-list-tables"
+type: docs
+weight: 1
+description: >
+  List tables in a CockroachDB database with schema details.
+
+---
+
+## About
+
+The `cockroachdb-list-tables` tool retrieves a list of tables from a CockroachDB database. It provides detailed information about table structure, including columns, constraints, indexes, and foreign key relationships.
+
+This tool is useful for:
+- Database schema discovery
+- Understanding table relationships
+- Generating context for AI-powered database queries
+- Documentation and analysis
+
+## Example
+
+```yaml
+sources:
+  my_cockroachdb:
+    type: cockroachdb
+    host: your-cluster.cockroachlabs.cloud
+    port: "26257"
+    user: myuser
+    password: mypassword
+    database: defaultdb
+    queryParams:
+      sslmode: require
+
+tools:
+  list_all_tables:
+    type: cockroachdb-list-tables
+    source: my_cockroachdb
+    description: List all user tables in the database with their structure
+```
+
+## Configuration
+
+### Required Fields
+
+| Field | Type | Description |
+|-------|------|-------------|
+| `type` | string | Must be `cockroachdb-list-tables` |
+| `source` | string | Name of the CockroachDB source to use |
+| `description` | string | Human-readable description for the LLM |
+
+### Optional Fields
+
+| Field | Type | Description |
+|-------|------|-------------|
+| `authRequired` | array | List of authentication services required |
+
+## Parameters
+
+The tool accepts optional runtime parameters:
+
+| Parameter | Type | Default | Description |
+|-----------|------|---------|-------------|
+| `table_names` | array | all tables | List of specific table names to retrieve |
+| `output_format` | string | "detailed" | Output format: "simple" or "detailed" |
+
+## Output Formats
+
+### Simple Format
+
+Returns basic table information:
+- Table name
+- Row count estimate
+- Size information
+
+```json
+{
+  "table_names": ["users"],
+  "output_format": "simple"
+}
+```
+
+### Detailed Format (Default)
+
+Returns comprehensive table information:
+- Table name and schema
+- All columns with types and constraints
+- Primary keys
+- Foreign keys and relationships
+- Indexes
+- Check constraints
+- Table size and row counts
+
+```json
+{
+  "table_names": ["users", "orders"],
+  "output_format": "detailed"
+}
+```
+
+## Usage Examples
+
+### List All Tables
+
+```json
+{}
+```
+
+### List Specific Tables
+
+```json
+{
+  "table_names": ["users", "orders", "expenses"]
+}
+```
+
+### Simple Output
+
+```json
+{
+  "output_format": "simple"
+}
+```
+
+## Output Structure
+
+### Simple Format Output
+
+```json
+{
+  "table_name": "users",
+  "estimated_rows": 1000,
+  "size": "128 KB"
+}
+```
+
+### Detailed Format Output
+
+```json
+{
+  "table_name": "users",
+  "schema": "public",
+  "columns": [
+    {
+      "name": "id",
+      "type": "UUID",
+      "nullable": false,
+      "default": "gen_random_uuid()"
+    },
+    {
+      "name": "email",
+      "type": "STRING",
+      "nullable": false,
+      "default": null
+    },
+    {
+      "name": "created_at",
+      "type": "TIMESTAMP",
+      "nullable": false,
+      "default": "now()"
+    }
+  ],
+  "primary_key": ["id"],
+  "indexes": [
+    {
+      "name": "users_pkey",
+      "columns": ["id"],
+      "unique": true,
+      "primary": true
+    },
+    {
+      "name": "users_email_idx",
+      "columns": ["email"],
+      "unique": true,
+      "primary": false
+    }
+  ],
+  "foreign_keys": [],
+  "constraints": [
+    {
+      "name": "users_email_check",
+      "type": "CHECK",
+      "definition": "email ~* '^[A-Za-z0-9._%+-]+@[A-Za-z0-9.-]+\\.[A-Z|a-z]{2,}$'"
+    }
+  ]
+}
+```
+
+## CockroachDB-Specific Information
+
+### UUID Primary Keys
+
+The tool recognizes CockroachDB's recommended UUID primary key pattern:
+
+```sql
+CREATE TABLE users (
+  id UUID PRIMARY KEY DEFAULT gen_random_uuid(),
+  ...
+);
+```
+
+### Multi-Region Tables
+
+For multi-region tables, the output includes locality information:
+
+```json
+{
+  "table_name": "users",
+  "locality": "REGIONAL BY ROW",
+  "regions": ["us-east-1", "us-west-2", "eu-west-1"]
+}
+```
+
+### Interleaved Tables
+
+The tool shows parent-child relationships for interleaved tables (legacy feature):
+
+```json
+{
+  "table_name": "order_items",
+  "interleaved_in": "orders"
+}
+```
+
+## Best Practices
+
+### Use for Schema Discovery
+
+The tool is ideal for helping AI assistants understand your database structure:
+
+```yaml
+tools:
+  discover_schema:
+    type: cockroachdb-list-tables
+    source: my_cockroachdb
+    description: |
+      Use this tool first to understand the database schema before generating queries.
+      It shows all tables, their columns, data types, and relationships.
+```
+
+### Filter Large Schemas
+
+For databases with many tables, specify relevant tables:
+
+```json
+{
+  "table_names": ["users", "orders", "products"],
+  "output_format": "detailed"
+}
+```
+
+### Use Simple Format for Overviews
+
+When you need just table names and sizes:
+
+```json
+{
+  "output_format": "simple"
+}
+```
+
+## Excluded Tables
+
+The tool automatically excludes system tables and schemas:
+- `pg_catalog.*` - PostgreSQL system catalog
+- `information_schema.*` - SQL standard information schema
+- `crdb_internal.*` - CockroachDB internal tables
+- `pg_extension.*` - PostgreSQL extension tables
+
+Only user-created tables in the public schema (and other user schemas) are returned.
+
+## Error Handling
+
+The tool handles common errors:
+- **Table not found**: Returns empty result for non-existent tables
+- **Permission errors**: Returns error if user lacks SELECT privileges
+- **Connection errors**: Returns connection failure details
+
+## Integration with AI Assistants
+
+### Prompt Example
+
+```yaml
+tools:
+  list_tables:
+    type: cockroachdb-list-tables
+    source: my_cockroachdb
+    description: |
+      Lists all tables in the database with detailed schema information.
+      Use this tool to understand:
+      - What tables exist
+      - What columns each table has
+      - Data types and constraints
+      - Relationships between tables (foreign keys)
+      - Available indexes
+      
+      Always call this tool before generating SQL queries to ensure
+      you use correct table and column names.
+```
+
+## Common Use Cases
+
+### Generate Context for Queries
+
+```json
+{}
+```
+
+This provides comprehensive schema information that helps AI assistants generate accurate SQL queries.
+
+### Analyze Table Structure
+
+```json
+{
+  "table_names": ["users"],
+  "output_format": "detailed"
+}
+```
+
+Perfect for understanding a specific table's structure, constraints, and relationships.
+
+### Quick Schema Overview
+
+```json
+{
+  "output_format": "simple"
+}
+```
+
+Gets a quick list of tables with basic statistics.
+
+## Performance Considerations
+
+- **Simple format** is faster for large databases
+- **Detailed format** queries system tables extensively
+- Specifying `table_names` reduces query time
+- Results are fetched in a single query for efficiency
+
+## See Also
+
+- [cockroachdb-sql](./cockroachdb-sql.md) - Execute parameterized queries
+- [cockroachdb-execute-sql](./cockroachdb-execute-sql.md) - Execute ad-hoc SQL
+- [cockroachdb-list-schemas](./cockroachdb-list-schemas.md) - List database schemas
+- [CockroachDB Source](../../sources/cockroachdb.md) - Source configuration reference
+- [CockroachDB Schema Design](https://www.cockroachlabs.com/docs/stable/schema-design-overview.html) - Best practices