Update package-lock.json

## Description

> Should include a concise description of the changes (bug or feature),
it's
> impact, along with a summary of the solution

## PR Checklist

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

- [x] 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
- [x] 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>

.ci/continuous.release.cloudbuild.yaml

@@ -18,7 +18,9 @@ steps:
     script: |
         #!/usr/bin/env bash
         docker buildx create --name container-builder --driver docker-container --bootstrap --use
-        docker buildx build --platform linux/amd64,linux/arm64 --build-arg COMMIT_SHA=$(git rev-parse --short HEAD) -t ${_DOCKER_URI}:$REF_NAME --push .
+
+        export TAGS="-t ${_DOCKER_URI}:$SHORT_SHA -t ${_DOCKER_URI}:$REF_NAME"
+        docker buildx build --platform linux/amd64,linux/arm64 --build-arg COMMIT_SHA=$(git rev-parse --short HEAD) $TAGS --push .
 
   - id: "install-dependencies"
     name: golang:1
@@ -53,6 +55,22 @@ steps:
         #!/usr/bin/env bash
         gcloud storage cp toolbox.linux.amd64 gs://$_BUCKET_NAME/$REF_NAME/linux/amd64/toolbox
 
+  - id: "build-linux-amd64-geminicli"
+    name: golang:1
+    waitFor: 
+      - "install-dependencies"
+    env: 
+      - 'GOPATH=/gopath'
+    volumes:
+      - name: 'go'
+        path: '/gopath'
+    script: |
+        #!/usr/bin/env bash
+        export VERSION=$(cat ./cmd/version.txt)
+        CGO_ENABLED=0 GOOS=linux GOARCH=amd64 \
+          go build -ldflags "-X github.com/googleapis/genai-toolbox/cmd.commitSha=$(git rev-parse --short HEAD)" -o toolbox.geminicli.linux.amd64
+
+
   - id: "build-darwin-arm64"
     name: golang:1
     waitFor: 
@@ -75,6 +93,21 @@ steps:
         #!/usr/bin/env bash
         gcloud storage cp toolbox.darwin.arm64 gs://$_BUCKET_NAME/$REF_NAME/darwin/arm64/toolbox
 
+  - id: "build-darwin-arm64-geminicli"
+    name: golang:1
+    waitFor: 
+      - "install-dependencies"
+    env: 
+      - 'GOPATH=/gopath'
+    volumes:
+      - name: 'go'
+        path: '/gopath'
+    script: |
+        #!/usr/bin/env bash
+        export VERSION=$(cat ./cmd/version.txt)
+        CGO_ENABLED=0 GOOS=darwin GOARCH=arm64 \
+          go build -ldflags "-X github.com/googleapis/genai-toolbox/cmd.commitSha=$(git rev-parse --short HEAD)" -o toolbox.geminicli.darwin.arm64
+
   - id: "build-darwin-amd64"
     name: golang:1
     waitFor: 
@@ -97,6 +130,21 @@ steps:
         #!/usr/bin/env bash
         gcloud storage cp toolbox.darwin.amd64 gs://$_BUCKET_NAME/$REF_NAME/darwin/amd64/toolbox
 
+  - id: "build-darwin-amd64-geminicli"
+    name: golang:1
+    waitFor: 
+      - "install-dependencies"
+    env: 
+      - 'GOPATH=/gopath'
+    volumes:
+      - name: 'go'
+        path: '/gopath'
+    script: |
+        #!/usr/bin/env bash
+        export VERSION=$(cat ./cmd/version.txt)
+        CGO_ENABLED=0 GOOS=darwin GOARCH=amd64 \
+          go build -ldflags "-X github.com/googleapis/genai-toolbox/cmd.commitSha=$(git rev-parse --short HEAD)" -o toolbox.geminicli.darwin.amd64
+
   - id: "build-windows-amd64"
     name: golang:1
     waitFor: 
@@ -119,11 +167,27 @@ steps:
         #!/usr/bin/env bash
         gcloud storage cp toolbox.windows.amd64 gs://$_BUCKET_NAME/$REF_NAME/windows/amd64/toolbox.exe
 
+  - id: "build-windows-amd64-geminicli"
+    name: golang:1
+    waitFor: 
+      - "install-dependencies"
+    env: 
+      - 'GOPATH=/gopath'
+    volumes:
+      - name: 'go'
+        path: '/gopath'
+    script: |
+        #!/usr/bin/env bash
+        export VERSION=$(cat ./cmd/version.txt)
+        CGO_ENABLED=0 GOOS=windows GOARCH=amd64 \
+          go build -ldflags "-X github.com/googleapis/genai-toolbox/cmd.commitSha=$(git rev-parse --short HEAD)" -o toolbox.geminicli.windows.amd64
+
 options:
   automapSubstitutions: true
   dynamicSubstitutions: true
   logging: CLOUD_LOGGING_ONLY # Necessary for custom service account
-  machineType: 'E2_HIGHCPU_32'
+  pool:
+    name: projects/$PROJECT_ID/locations/us-central1/workerPools/run-release # to increase resource for running releases
 
 substitutions:
   _REGION: us-central1

.ci/integration.cloudbuild.yaml

@@ -34,9 +34,47 @@ steps:
         path: "/gopath"
     script: |
       go test -c -race -cover \
-      -coverpkg=./internal/sources/...,./internal/tools/... ./tests/...
+      -coverpkg=./internal/sources/...,./internal/tools/... \
+      $(go list ./tests/... | grep -v '/tests/prompts')
       chmod +x .ci/test_with_coverage.sh
 
+  - id: "compile-prompt-test-binary"
+    name: golang:1
+    waitFor: ["install-dependencies"]
+    env:
+      - "GOPATH=/gopath"
+    volumes:
+      - name: "go"
+        path: "/gopath"
+    script: |
+      for dir in ./tests/prompts/*; do
+        if [ -d "$dir" ]; then
+          PROMPT_TYPE=$(basename "$dir")
+          echo "--- Compiling prompt test for ${PROMPT_TYPE} with targeted coverage ---"
+
+          go test -c -race -cover \
+            -coverpkg=./internal/prompts/... \
+            -o "prompt.${PROMPT_TYPE}.test" \
+            "${dir}"
+        fi
+      done
+
+      chmod +x .ci/test_prompts_with_coverage.sh
+
+  - id: "prompts-custom"
+    name: golang:1
+    waitFor: ["compile-prompt-test-binary"]
+    entrypoint: /bin/bash
+    env:
+      - "GOPATH=/gopath"
+    volumes:
+      - name: "go"
+        path: "/gopath"
+    args:
+      - -c
+      - |
+        .ci/test_prompts_with_coverage.sh "custom"
+
   - id: "cloud-sql-pg"
     name: golang:1
     waitFor: ["compile-test-binary"]
@@ -214,6 +252,29 @@ steps:
           dataform \
           dataform
 
+  - id: "cloud-healthcare"
+    name: golang:1
+    waitFor: ["compile-test-binary"]
+    entrypoint: /bin/bash
+    env:
+      - "GOPATH=/gopath"
+      - "HEALTHCARE_PROJECT=$PROJECT_ID"
+      - "SERVICE_ACCOUNT_EMAIL=$SERVICE_ACCOUNT_EMAIL"
+      - "HEALTHCARE_REGION=$_REGION"
+      - "HEALTHCARE_DATASET=$_HEALTHCARE_DATASET"
+      - "HEALTHCARE_PREPOPULATED_DICOM_STORE=$_HEALTHCARE_PREPOPULATED_DICOM_STORE"
+    secretEnv: ["CLIENT_ID"]
+    volumes:
+      - name: "go"
+        path: "/gopath"
+    args:
+      - -c
+      - |
+        .ci/test_with_coverage.sh \
+          "Cloud Healthcare API" \
+          cloudhealthcare \
+          cloudhealthcare
+
   - id: "postgres"
     name: golang:1
     waitFor: ["compile-test-binary"]
@@ -556,6 +617,27 @@ steps:
           "Looker" \
           looker \
           looker
+    
+  - id: "mindsdb"
+    name: golang:1
+    waitFor: ["compile-test-binary"]
+    entrypoint: /bin/bash
+    env:
+      - "GOPATH=/gopath"
+      - "MINDSDB_PORT=$_MINDSDB_PORT"
+      - "MINDSDB_DATABASE=$_MINDSDB_DATABASE"
+      - "SERVICE_ACCOUNT_EMAIL=$SERVICE_ACCOUNT_EMAIL"
+    secretEnv: ["MINDSDB_HOST", "MINDSDB_USER", "MINDSDB_PASS", "CLIENT_ID"]
+    volumes:
+      - name: "go"
+        path: "/gopath"
+    args:
+      - -c
+      - |
+        .ci/test_with_coverage.sh \
+          "MindsDB" \
+          mindsdb \
+          mindsdb
 
   - id: "cloud-sql"
     name: golang:1
@@ -684,7 +766,26 @@ steps:
       - |
         ./yugabytedb.test -test.v
 
- 
+  - id: "elasticsearch"
+    name: golang:1
+    waitFor: ["compile-test-binary"]
+    entrypoint: /bin/bash
+    env:
+      - "GOPATH=/gopath"
+      - "SERVICE_ACCOUNT_EMAIL=$SERVICE_ACCOUNT_EMAIL"
+    secretEnv: ["CLIENT_ID", "ELASTICSEARCH_USER", "ELASTICSEARCH_PASS", "ELASTICSEARCH_HOST"]
+    volumes:
+      - name: "go"
+        path: "/gopath"
+    args:
+      - -c
+      - |
+        .ci/test_with_coverage.sh \
+          "Elasticsearch" \
+          elasticsearch \
+          elasticsearch
+
+
   - id: "cassandra"
     name: golang:1
     waitFor: ["compile-test-binary"]
@@ -730,8 +831,9 @@ steps:
     entrypoint: /bin/bash
     env:
       - "GOPATH=/gopath"
-      - "SERVERLESS_SPARK_PROJECT=$PROJECT_ID"
       - "SERVERLESS_SPARK_LOCATION=$_REGION"
+      - "SERVERLESS_SPARK_PROJECT=$PROJECT_ID"
+      - "SERVERLESS_SPARK_SERVICE_ACCOUNT=$SERVICE_ACCOUNT_EMAIL"
     secretEnv: ["CLIENT_ID"]
     volumes:
       - name: "go"
@@ -742,7 +844,29 @@ steps:
         .ci/test_with_coverage.sh \
           "Serverless Spark" \
           serverlessspark
-            
+
+  - id: "singlestore"
+    name: golang:1
+    waitFor: ["compile-test-binary"]
+    entrypoint: /bin/bash
+    env:
+      - "GOPATH=/gopath"
+      - "SINGLESTORE_PORT=$_SINGLESTORE_PORT"
+      - "SINGLESTORE_USER=$_SINGLESTORE_USER"
+      - "SINGLESTORE_DATABASE=$_SINGLESTORE_DATABASE"
+      - "SERVICE_ACCOUNT_EMAIL=$SERVICE_ACCOUNT_EMAIL"
+    secretEnv: ["SINGLESTORE_PASSWORD", "SINGLESTORE_HOST", "CLIENT_ID"]
+    volumes:
+      - name: "go"
+        path: "/gopath"
+    args:
+      - -c
+      - |
+        .ci/test_with_coverage.sh \
+          "SingleStore" \
+          singlestore \
+          singlestore
+
 availableSecrets:
   secretManager:
     - versionName: projects/$PROJECT_ID/secrets/cloud_sql_pg_user/versions/latest
@@ -821,12 +945,24 @@ availableSecrets:
       env: OCEANBASE_USER
     - versionName: projects/$PROJECT_ID/secrets/oceanbase_pass/versions/latest
       env: OCEANBASE_PASSWORD
+    - versionName: projects/$PROJECT_ID/secrets/mindsdb_host/versions/latest
+      env: MINDSDB_HOST
+    - versionName: projects/$PROJECT_ID/secrets/mindsdb_user/versions/latest
+      env: MINDSDB_USER
+    - versionName: projects/$PROJECT_ID/secrets/mindsdb_pass/versions/latest
+      env: MINDSDB_PASS
     - versionName: projects/$PROJECT_ID/secrets/yugabytedb_host/versions/latest
       env: YUGABYTEDB_HOST
     - versionName: projects/$PROJECT_ID/secrets/yugabytedb_user/versions/latest
       env: YUGABYTEDB_USER
     - versionName: projects/$PROJECT_ID/secrets/yugabytedb_pass/versions/latest
       env: YUGABYTEDB_PASS
+    - versionName: projects/$PROJECT_ID/secrets/elastic_search_host/versions/latest
+      env: ELASTICSEARCH_HOST
+    - versionName: projects/$PROJECT_ID/secrets/elastic_search_user/versions/latest
+      env: ELASTICSEARCH_USER
+    - versionName: projects/$PROJECT_ID/secrets/elastic_search_pass/versions/latest
+      env: ELASTICSEARCH_PASS
     - versionName: projects/$PROJECT_ID/secrets/cassandra_user/versions/latest
       env: CASSANDRA_USER
     - versionName: projects/$PROJECT_ID/secrets/cassandra_pass/versions/latest
@@ -839,6 +975,10 @@ availableSecrets:
       env: ORACLE_PASS
     - versionName: projects/$PROJECT_ID/secrets/oracle_host/versions/latest
       env: ORACLE_HOST
+    - versionName: projects/$PROJECT_ID/secrets/singlestore_pass/versions/latest
+      env: SINGLESTORE_PASSWORD
+    - versionName: projects/$PROJECT_ID/secrets/singlestore_host/versions/latest
+      env: SINGLESTORE_HOST
 
 options:
   logging: CLOUD_LOGGING_ONLY
@@ -858,6 +998,8 @@ substitutions:
   _ALLOYDB_AI_NL_CLUSTER: "alloydb-ai-nl-testing"
   _ALLOYDB_AI_NL_INSTANCE: "alloydb-ai-nl-testing-instance"
   _BIGTABLE_INSTANCE: "bigtable-testing-instance"
+  _HEALTHCARE_DATASET: "test-dataset"
+  _HEALTHCARE_PREPOPULATED_DICOM_STORE: "prepopulated-test-dicom-store"
   _POSTGRES_HOST: 127.0.0.1
   _POSTGRES_PORT: "5432"
   _SPANNER_INSTANCE: "spanner-testing"
@@ -887,7 +1029,13 @@ substitutions:
   _TRINO_SCHEMA: "default"
   _OCEANBASE_PORT: "2883"
   _OCEANBASE_DATABASE: "oceanbase"
+  _MINDSDB_PORT: "47335"
+  _MINDSDB_DATABASE: "mindsdb_test"
   _YUGABYTEDB_DATABASE: "yugabyte"
   _YUGABYTEDB_PORT: "5433"
   _YUGABYTEDB_LOADBALANCE: "false"
-  _ORACLE_SERVER_NAME: "FREEPDB1"
+  _ORACLE_SERVER_NAME: "FREEPDB1"
+  _SINGLESTORE_HOST: 127.0.0.1
+  _SINGLESTORE_PORT: "3308"
+  _SINGLESTORE_DATABASE: "singlestore"
+  _SINGLESTORE_USER: "root"

.ci/quickstart_test/run_go_tests.sh

@@ -1,11 +1,11 @@
 # 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.
@@ -69,12 +69,12 @@ 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

.ci/test_prompts_with_coverage.sh

@@ -0,0 +1,75 @@
+#!/bin/bash
+# .ci/test_prompts_with_coverage.sh
+#
+# This script runs a specific prompt integration test, calculates its
+# code coverage, and checks if it meets a minimum threshold.
+#
+# It is called with one argument: the type of the prompt.
+# Example usage: .ci/test_prompts_with_coverage.sh "custom"
+
+# Exit immediately if a command fails.
+set -e
+
+# --- 1. Define Variables ---
+
+# The first argument is the prompt type (e.g., "custom").
+PROMPT_TYPE=$1
+COVERAGE_THRESHOLD=80 # Minimum coverage percentage required.
+
+if [ -z "$PROMPT_TYPE" ]; then
+    echo "Error: No prompt type provided. Please call this script with an argument."
+    echo "Usage: .ci/test_prompts_with_coverage.sh <prompt_type>"
+    exit 1
+fi
+
+# Construct names based on the prompt type.
+TEST_BINARY="./prompt.${PROMPT_TYPE}.test"
+TEST_NAME="$(tr '[:lower:]' '[:upper:]' <<< ${PROMPT_TYPE:0:1})${PROMPT_TYPE:1} Prompts"
+COVERAGE_FILE="coverage.prompts-${PROMPT_TYPE}.out"
+
+
+# --- 2. Run Integration Tests ---
+
+echo "--- Running integration tests for ${TEST_NAME} ---"
+
+# Safety check for the binary's existence.
+if [ ! -f "$TEST_BINARY" ]; then
+    echo "Error: Test binary not found at ${TEST_BINARY}. Aborting."
+    exit 1
+fi
+
+# Execute the test binary and generate the coverage file.
+# If the tests fail, the 'set -e' command will cause the script to exit here.
+if ! ./"${TEST_BINARY}" -test.v -test.coverprofile="${COVERAGE_FILE}"; then
+  echo "Error: Tests for ${TEST_NAME} failed. Exiting."
+  exit 1
+fi
+
+echo "--- Tests for ${TEST_NAME} passed successfully ---"
+
+
+# --- 3. Calculate and Check Coverage ---
+
+echo "Calculating coverage for ${TEST_NAME}..."
+
+# Calculate the total coverage percentage from the generated file.
+# The '2>/dev/null' suppresses warnings if the coverage file is empty.
+total_coverage=$(go tool cover -func="${COVERAGE_FILE}" 2>/dev/null | grep "total:" | awk '{print $3}')
+
+if [ -z "$total_coverage" ]; then
+    echo "Warning: Could not calculate coverage for ${TEST_NAME}. The coverage report might be empty."
+    total_coverage="0%"
+fi
+
+echo "${TEST_NAME} total coverage: $total_coverage"
+
+# Remove the '%' sign for numerical comparison.
+coverage_numeric=$(echo "$total_coverage" | sed 's/%//')
+
+# Check if the coverage is below the defined threshold.
+if awk -v coverage="$coverage_numeric" -v threshold="$COVERAGE_THRESHOLD" 'BEGIN {exit !(coverage < threshold)}'; then
+    echo "Coverage failure: ${TEST_NAME} total coverage (${total_coverage}) is below the ${COVERAGE_THRESHOLD}% threshold."
+    exit 1
+else
+    echo "Coverage for ${TEST_NAME} is sufficient."
+fi

.ci/versioned.release.cloudbuild.yaml

@@ -233,7 +233,9 @@ options:
   automapSubstitutions: true
   dynamicSubstitutions: true
   logging: CLOUD_LOGGING_ONLY # Necessary for custom service account
-  machineType: 'E2_HIGHCPU_32'
+  pool:
+    name: projects/$PROJECT_ID/locations/us-central1/workerPools/run-release # to increase resource for running releases
+
 
 substitutions:
   _REGION: us-central1

.github/blunderbuss.yml

@@ -17,7 +17,6 @@ assign_issues:
   - duwenxin99
   - averikitsch
   - anubhav756
-  - dishaprakash
   - twishabansal
 assign_issues_by:
   - labels:

.github/workflows/lint.yaml

@@ -69,4 +69,4 @@ jobs:
         uses: golangci/golangci-lint-action@4afd733a84b1f43292c63897423277bb7f4313a9 # v8.0.0
         with:
           version: latest
-          args: --timeout 3m
+          args: --timeout 4m

.github/workflows/tests.yaml

@@ -81,11 +81,12 @@ jobs:
         run: |
           source_dir="./internal/sources/*"
           tool_dir="./internal/tools/*"
+          prompt_dir="./internal/prompts/*"
           auth_dir="./internal/auth/*"
           int_test_dir="./tests/*"
-          included_packages=$(go list ./... | grep -v -e "$source_dir" -e "$tool_dir" -e "$auth_dir" -e "$int_test_dir")
+          included_packages=$(go list ./... | grep -v -e "$source_dir" -e "$tool_dir"  -e "$prompt_dir" -e "$auth_dir" -e "$int_test_dir")
           go test -race -cover -coverprofile=coverage.out -v $included_packages
-          go test -race -v ./internal/sources/... ./internal/tools/... ./internal/auth/...
+          go test -race -v ./internal/sources/... ./internal/tools/... ./internal/prompts/... ./internal/auth/...
 
       - name: Run tests without coverage
         if: ${{ runner.os != 'Linux' }}

.golangci.yaml

@@ -23,8 +23,6 @@ linters:
   exclusions:
     presets:
       - std-error-handling
-issues:
-  fix: true
 formatters:
   enable:
     - goimports

.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 = "v0.19.1"
+  url = "https://googleapis.github.io/genai-toolbox/v0.19.1/"
+  
 [[params.versions]]
   version = "v0.18.0"
   url = "https://googleapis.github.io/genai-toolbox/v0.18.0/"

.hugo/package-lock.json

@@ -1,5 +1,5 @@
 {
-  "name": "docs2",
+  "name": ".hugo",
   "lockfileVersion": 3,
   "requires": true,
   "packages": {

CHANGELOG.md

@@ -1,5 +1,48 @@
 # Changelog
 
+## [0.19.1](https://github.com/googleapis/genai-toolbox/compare/v0.18.0...v0.19.1) (2025-11-07)
+
+
+### ⚠ BREAKING CHANGES
+
+* **tools/alloydbainl:** update AlloyDB AI NL statement order ([#1753](https://github.com/googleapis/genai-toolbox/issues/1753))
+* **tools/bigquery-analyze-contribution:** Add allowed dataset support ([#1675](https://github.com/googleapis/genai-toolbox/issues/1675)) ([ef28e39](https://github.com/googleapis/genai-toolbox/commit/ef28e39e90b21287ca8e69b99f4e792c78e9d31f))
+* **tools/bigquery-get-dataset-info:** add allowed dataset support ([#1654](https://github.com/googleapis/genai-toolbox/issues/1654))
+
+### Features
+
+* Support `excludeValues` for parameters ([#1818](https://github.com/googleapis/genai-toolbox/issues/1818)) ([a8e98dc](https://github.com/googleapis/genai-toolbox/commit/a8e98dc99d208e8b37a3bc4d1ab4749b5154ed36))
+* **elasticsearch:** Add Elasticsearch source and tools ([#1109](https://github.com/googleapis/genai-toolbox/issues/1109)) ([5367285](https://github.com/googleapis/genai-toolbox/commit/5367285e91ddda99ae7261d8ed4b025f975d1453))
+* **mindsdb:** Add MindsDB Source and Tools  ([#878](https://github.com/googleapis/genai-toolbox/issues/878)) ([1b2cca9](https://github.com/googleapis/genai-toolbox/commit/1b2cca9faa6f7bacbeb5d25634ce3bf61067de16))
+* **cloud-healthcare:** Add support for healthcare source, tool and prebuilt config ([#1853](https://github.com/googleapis/genai-toolbox/issues/1853)) ([1f833fb](https://github.com/googleapis/genai-toolbox/commit/1f833fb1a124e23819ddfec476f2e63ef31dd22f))
+* **singlestore:** Add SingleStore Source and Tools ([#1333](https://github.com/googleapis/genai-toolbox/issues/1333)) ([40b9dba](https://github.com/googleapis/genai-toolbox/commit/40b9dbab088add05a66995abb1c71a9345b8f7e5))
+* **source/bigquery:** Add client cache for user-passed credentials ([#1119](https://github.com/googleapis/genai-toolbox/issues/1119)) ([cf7012a](https://github.com/googleapis/genai-toolbox/commit/cf7012a82bb5c77309da3a26e563a5015786aa69))
+* **source/bigquery:** Add service account impersonation support for bigquery ([#1641](https://github.com/googleapis/genai-toolbox/issues/1641)) ([e09d182](https://github.com/googleapis/genai-toolbox/commit/e09d182f88bf697a169428f477aebc9f1741e35f))
+* **tools/bigquery-analyze-contribution:** Add allowed dataset support ([#1675](https://github.com/googleapis/genai-toolbox/issues/1675)) ([ef28e39](https://github.com/googleapis/genai-toolbox/commit/ef28e39e90b21287ca8e69b99f4e792c78e9d31f))
+* **tools/bigquery-get-dataset-info:** Add allowed dataset support ([#1654](https://github.com/googleapis/genai-toolbox/issues/1654)) ([a2006ad](https://github.com/googleapis/genai-toolbox/commit/a2006ad57718ebad3de5c6850e9c6a5a763808ec))
+* **tools/looker-run-dashboard:** New `run_dashboard` tool ([#1858](https://github.com/googleapis/genai-toolbox/issues/1858)) ([30857c2](https://github.com/googleapis/genai-toolbox/commit/30857c2294bb14961d3be49e2c368c69ecf844ec))
+* **tools/looker-run-look:** Modify run_look to show query origin ([#1860](https://github.com/googleapis/genai-toolbox/issues/1860)) ([991e539](https://github.com/googleapis/genai-toolbox/commit/991e539f9c7978fa618ada3179a0b656c33ff501))
+* **tools/looker:** Tools to retrieve the connections, schemas, databases, and column metadata from a looker system. ([#1804](https://github.com/googleapis/genai-toolbox/issues/1804)) ([d7d1b03](https://github.com/googleapis/genai-toolbox/commit/d7d1b03f3b746ed748d67f67e833457d55c846ab))
+* **tools/mongodb:** Make MongoDB tools' `filterParams` field optional ([#1614](https://github.com/googleapis/genai-toolbox/issues/1614)) ([208ab92](https://github.com/googleapis/genai-toolbox/commit/208ab92eb377b538a99330a415ecc18790b077b7))
+* **tools/neo4j-execute-cypher:** Add dry_run parameter to validate Cypher queries ([#1769](https://github.com/googleapis/genai-toolbox/issues/1769)) ([f475da6](https://github.com/googleapis/genai-toolbox/commit/f475da63ce1b65387b503ac497eca47635452723))
+* **tools/postgres-list-schemas:** Add new postgres-list-schemas tool ([#1741](https://github.com/googleapis/genai-toolbox/issues/1741)) ([1a19cac](https://github.com/googleapis/genai-toolbox/commit/1a19cac7cd89ed70291eb55e190370fe7b2c1aba))
+* **tools/postgres-list-views:** Add new postgres-list-views tool ([#1709](https://github.com/googleapis/genai-toolbox/issues/1709)) ([e8c7fe0](https://github.com/googleapis/genai-toolbox/commit/e8c7fe0994fedcb9be78d461fab3c98cc6bd86b2))
+* **tools/serverless-spark:** Add cancel-batch tool ([#1827](https://github.com/googleapis/genai-toolbox/pull/1827))([2881683](https://github.com/googleapis/genai-toolbox/commit/28816832265250de97d84e6ba38bf6c35e040796))
+* **tools/serverless-spark:** Add get_batch tool ([#1783](https://github.com/googleapis/genai-toolbox/pull/1783))([7ad1072](https://github.com/googleapis/genai-toolbox/commit/7ad10720b4638324cd77d8aa410cbd1ccf0cc93f))
+* **tools/serverless-spark:** Add serverless-spark source with list_batches tool ([#1690](https://github.com/googleapis/genai-toolbox/pull/1690))([816dbce](https://github.com/googleapis/genai-toolbox/commit/816dbce268392046e54767732bd31488c6e89bdb))
+
+
+### Bug Fixes
+
+* Bigquery execute_sql to assign values to array ([#1884](https://github.com/googleapis/genai-toolbox/issues/1884)) ([559e2a2](https://github.com/googleapis/genai-toolbox/commit/559e2a22e0db20bb947702e13140ce869b5865a7))
+* **cloudmonitoring:** Populate `authRequired` in tool manifest ([#1800](https://github.com/googleapis/genai-toolbox/issues/1800)) ([954152c](https://github.com/googleapis/genai-toolbox/commit/954152c7928bf0da9be221e011e32f74bc4cebbc))
+* Update debug logs statements ([#1828](https://github.com/googleapis/genai-toolbox/issues/1828)) ([3cff915](https://github.com/googleapis/genai-toolbox/commit/3cff915e22c3a5e4e296607f83ae6409b896c9a9))
+* Instructions to quote filters that include commas ([#1794](https://github.com/googleapis/genai-toolbox/issues/1794)) ([4b01720](https://github.com/googleapis/genai-toolbox/commit/4b0172083c0dd4c71098d4e0ab5fa0b16ea0d830))
+* **source/cloud-sql-mssql:** Remove `ipAddress` field ([#1822](https://github.com/googleapis/genai-toolbox/issues/1822)) ([38d535d](https://github.com/googleapis/genai-toolbox/commit/38d535de34cfedd6828a01d9dcd25daf1bad7306))
+* **tools/alloydbainl:** AlloyDB AI NL execute_sql statement order ([#1753](https://github.com/googleapis/genai-toolbox/issues/1753)) ([9723cad](https://github.com/googleapis/genai-toolbox/commit/9723cadaa181a76d8fdda65a6254f6c887c3cf57))
+* **tools/postgres-execute-sql:** Do not ignore SQL failure ([#1829](https://github.com/googleapis/genai-toolbox/issues/1829)) ([8984287](https://github.com/googleapis/genai-toolbox/commit/898428759c2a1a384bea8939605cf0914d129bec))
+
+
 ## [0.18.0](https://github.com/googleapis/genai-toolbox/compare/v0.17.0...v0.18.0) (2025-10-23)
 
 

CONTRIBUTING.md

@@ -98,8 +98,7 @@ implementation](https://github.com/googleapis/genai-toolbox/blob/main/internal/s
 We recommend looking at an [example tool
 implementation](https://github.com/googleapis/genai-toolbox/tree/main/internal/tools/postgres/postgressql).
 
-* **Create a new directory** under `internal/tools` for your tool type (e.g.,
-  `internal/tools/newdb` or `internal/tools/newdb<tool_name>`).
+* **Create a new directory** under `internal/tools` for your tool type (e.g., `internal/tools/newdb/newdbtool`).
 * **Define a configuration struct** for your tool in a file named `newdbtool.go`.
 Create a `Config` struct and a `Tool` struct to store necessary parameters for
 tools.
@@ -107,7 +106,7 @@ tools.
   [`ToolConfig`](https://github.com/googleapis/genai-toolbox/blob/fd300dc606d88bf9f7bba689e2cee4e3565537dd/internal/tools/tools.go#L61)
   interface**. This interface requires one method:
   * `ToolConfigKind() string`: Returns a unique string identifier for your tool
-    (e.g., `"newdb"`).
+    (e.g., `"newdb-tool"`).
   * `Initialize(sources map[string]Source) (Tool, error)`: Creates a new
     instance of your tool and validates that it can connect to the specified
     data source.
@@ -124,13 +123,13 @@ tools.
   * `Authorized(services []string) bool`: Checks if the tool is authorized to
     run based on the provided authentication services.
 * **Implement `init()`** to register the new Tool.
-* **Implement Unit Tests** in a file named `newdb_test.go`.
+* **Implement Unit Tests** in a file named `newdbtool_test.go`.
 
 ### Adding Integration Tests
 
 * **Add a test file** under a new directory `tests/newdb`.
 * **Add pre-defined integration test suites** in the
-  `/tests/newdb/newdb_test.go` that are **required** to be run as long as your
+  `/tests/newdb/newdb_integration_test.go` that are **required** to be run as long as your
   code contains related features. Please check each test suites for the config
   defaults, if your source require test suites config updates, please refer to
   [config option](./tests/option.go):

README.md

@@ -39,6 +39,7 @@ documentation](https://googleapis.github.io/genai-toolbox/).
   - [Sources](#sources)
   - [Tools](#tools)
   - [Toolsets](#toolsets)
+  - [Prompts](#prompts)
 - [Versioning](#versioning)
   - [Pre-1.0.0 Versioning](#pre-100-versioning)
   - [Post-1.0.0 Versioning](#post-100-versioning)
@@ -98,7 +99,9 @@ centralized location to store and update tools, allowing you to share tools
 between agents and applications and update those tools without necessarily
 redeploying your application.
 
-![architecture](./docs/en/getting-started/introduction/architecture.png)
+<p align="center">
+<img src="./docs/en/getting-started/introduction/architecture.png" alt="architecture" width="50%"/>
+</p>
 
 ## Getting Started
 
@@ -122,7 +125,7 @@ To install Toolbox as a binary:
 >
 > ```sh
 > # see releases page for other versions
-> export VERSION=0.18.0
+> export VERSION=0.19.1
 > curl -L -o toolbox https://storage.googleapis.com/genai-toolbox/v$VERSION/linux/amd64/toolbox
 > chmod +x toolbox
 > ```
@@ -135,7 +138,7 @@ To install Toolbox as a binary:
 >
 > ```sh
 > # see releases page for other versions
-> export VERSION=0.18.0
+> export VERSION=0.19.1
 > curl -L -o toolbox https://storage.googleapis.com/genai-toolbox/v$VERSION/darwin/arm64/toolbox
 > chmod +x toolbox
 > ```
@@ -148,7 +151,7 @@ To install Toolbox as a binary:
 >
 > ```sh
 > # see releases page for other versions
-> export VERSION=0.18.0
+> export VERSION=0.19.1
 > curl -L -o toolbox https://storage.googleapis.com/genai-toolbox/v$VERSION/darwin/amd64/toolbox
 > chmod +x toolbox
 > ```
@@ -161,7 +164,7 @@ To install Toolbox as a binary:
 >
 > ```powershell
 > # see releases page for other versions
-> $VERSION = "0.18.0"
+> $VERSION = "0.19.1"
 > Invoke-WebRequest -Uri "https://storage.googleapis.com/genai-toolbox/v$VERSION/windows/amd64/toolbox.exe" -OutFile "toolbox.exe"
 > ```
 >
@@ -174,7 +177,7 @@ You can also install Toolbox as a container:
 
 ```sh
 # see releases page for other versions
-export VERSION=0.18.0
+export VERSION=0.19.1
 docker pull us-central1-docker.pkg.dev/database-toolbox/toolbox/toolbox:$VERSION
 ```
 
@@ -198,7 +201,7 @@ To install from source, ensure you have the latest version of
 [Go installed](https://go.dev/doc/install), and then run the following command:
 
 ```sh
-go install github.com/googleapis/genai-toolbox@v0.18.0
+go install github.com/googleapis/genai-toolbox@v0.19.1
 ```
 <!-- {x-release-please-end} -->
 
@@ -519,7 +522,7 @@ For more detailed instructions on using the Toolbox Core SDK, see the
   <br>
   <blockquote>
 
-  <details open>
+  <details>
     <summary>Core</summary>
 
 1. Install [Toolbox Go SDK][toolbox-go]:
@@ -528,7 +531,7 @@ For more detailed instructions on using the Toolbox Core SDK, see the
     go get github.com/googleapis/mcp-toolbox-sdk-go
     ```
 
-1. Load tools:
+2. Load tools:
 
     ```go
     package main
@@ -761,6 +764,50 @@ For more detailed instructions on using the Toolbox Core SDK, see the
     ```
 
   </details>
+  <details open>
+    <summary>ADK Go</summary>
+
+1. Install [Toolbox Go SDK][toolbox-go]:
+
+    ```bash
+    go get github.com/googleapis/mcp-toolbox-sdk-go
+    ```
+
+1. Load tools:
+
+    ```go
+    package main
+
+    import (
+      "github.com/googleapis/mcp-toolbox-sdk-go/tbadk"
+      "context"
+    )
+
+    func main() {
+      // Make sure to add the error checks
+      // Update the url to point to your server
+      URL := "http://127.0.0.1:5000"
+      ctx := context.Background()
+      client, err := tbadk.NewToolboxClient(URL)
+      if err != nil {
+        return fmt.Sprintln("Could not start Toolbox Client", err)
+      }
+
+      // Use this tool with ADK Go
+      tool, err := client.LoadTool("toolName", ctx)
+      if err != nil {
+        return fmt.Sprintln("Could not load Toolbox Tool", err)
+      }
+    }
+    ```
+
+    For more detailed instructions on using the Toolbox Go SDK, see the
+    [project's README][toolbox-core-go-readme].
+
+    [toolbox-go]: https://pkg.go.dev/github.com/googleapis/mcp-toolbox-sdk-go/core
+    [toolbox-core-go-readme]: https://github.com/googleapis/mcp-toolbox-sdk-go/blob/main/core/README.md
+
+  </details>
 </details>
 </blockquote>
 </details>
@@ -886,6 +933,25 @@ all_tools = client.load_toolset()
 my_second_toolset = client.load_toolset("my_second_toolset")
 ```
 
+### Prompts
+
+The `prompts` section of a `tools.yaml` defines prompts that can be used for
+interactions with LLMs.
+
+```yaml
+prompts:
+  code_review:
+    description: "Asks the LLM to analyze code quality and suggest improvements."
+    messages:
+      - content: "Please review the following code for quality, correctness, and potential improvements: \n\n{{.code}}"
+    arguments:
+      - name: "code"
+        description: "The code to review"
+```
+
+For more details on configuring prompts, see the
+[Prompts](https://googleapis.github.io/genai-toolbox/resources/prompts).
+
 ## Versioning
 
 This project uses [semantic versioning](https://semver.org/) (`MAJOR.MINOR.PATCH`).

cmd/root.go

@@ -35,12 +35,16 @@ import (
 	"github.com/googleapis/genai-toolbox/internal/auth"
 	"github.com/googleapis/genai-toolbox/internal/log"
 	"github.com/googleapis/genai-toolbox/internal/prebuiltconfigs"
+	"github.com/googleapis/genai-toolbox/internal/prompts"
 	"github.com/googleapis/genai-toolbox/internal/server"
 	"github.com/googleapis/genai-toolbox/internal/sources"
 	"github.com/googleapis/genai-toolbox/internal/telemetry"
 	"github.com/googleapis/genai-toolbox/internal/tools"
 	"github.com/googleapis/genai-toolbox/internal/util"
 
+	// 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"
@@ -69,6 +73,21 @@ import (
 	_ "github.com/googleapis/genai-toolbox/internal/tools/clickhouse/clickhouselistdatabases"
 	_ "github.com/googleapis/genai-toolbox/internal/tools/clickhouse/clickhouselisttables"
 	_ "github.com/googleapis/genai-toolbox/internal/tools/clickhouse/clickhousesql"
+	_ "github.com/googleapis/genai-toolbox/internal/tools/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/cloudmonitoring"
 	_ "github.com/googleapis/genai-toolbox/internal/tools/cloudsql/cloudsqlcreatedatabase"
 	_ "github.com/googleapis/genai-toolbox/internal/tools/cloudsql/cloudsqlcreateusers"
@@ -85,6 +104,7 @@ import (
 	_ "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"
@@ -98,15 +118,15 @@ import (
 	_ "github.com/googleapis/genai-toolbox/internal/tools/firestore/firestorevalidaterules"
 	_ "github.com/googleapis/genai-toolbox/internal/tools/http"
 	_ "github.com/googleapis/genai-toolbox/internal/tools/looker/lookeradddashboardelement"
-	_ "github.com/googleapis/genai-toolbox/internal/tools/looker/lookercreateprojectfile"
 	_ "github.com/googleapis/genai-toolbox/internal/tools/looker/lookerconversationalanalytics"
+	_ "github.com/googleapis/genai-toolbox/internal/tools/looker/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/lookergetconnectiondatabases"
 	_ "github.com/googleapis/genai-toolbox/internal/tools/looker/lookergetconnections"
 	_ "github.com/googleapis/genai-toolbox/internal/tools/looker/lookergetconnectionschemas"
-	_ "github.com/googleapis/genai-toolbox/internal/tools/looker/lookergetconnectiontables"
 	_ "github.com/googleapis/genai-toolbox/internal/tools/looker/lookergetconnectiontablecolumns"
+	_ "github.com/googleapis/genai-toolbox/internal/tools/looker/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"
@@ -126,8 +146,11 @@ import (
 	_ "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/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"
@@ -157,12 +180,16 @@ import (
 	_ "github.com/googleapis/genai-toolbox/internal/tools/postgres/postgreslistactivequeries"
 	_ "github.com/googleapis/genai-toolbox/internal/tools/postgres/postgreslistavailableextensions"
 	_ "github.com/googleapis/genai-toolbox/internal/tools/postgres/postgreslistinstalledextensions"
+	_ "github.com/googleapis/genai-toolbox/internal/tools/postgres/postgreslistschemas"
 	_ "github.com/googleapis/genai-toolbox/internal/tools/postgres/postgreslisttables"
 	_ "github.com/googleapis/genai-toolbox/internal/tools/postgres/postgreslistviews"
 	_ "github.com/googleapis/genai-toolbox/internal/tools/postgres/postgressql"
 	_ "github.com/googleapis/genai-toolbox/internal/tools/redis"
+	_ "github.com/googleapis/genai-toolbox/internal/tools/serverlessspark/serverlesssparkcancelbatch"
 	_ "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/spanner/spannerexecutesql"
 	_ "github.com/googleapis/genai-toolbox/internal/tools/spanner/spannerlisttables"
 	_ "github.com/googleapis/genai-toolbox/internal/tools/spanner/spannersql"
@@ -184,6 +211,7 @@ import (
 	_ "github.com/googleapis/genai-toolbox/internal/sources/bigtable"
 	_ "github.com/googleapis/genai-toolbox/internal/sources/cassandra"
 	_ "github.com/googleapis/genai-toolbox/internal/sources/clickhouse"
+	_ "github.com/googleapis/genai-toolbox/internal/sources/cloudhealthcare"
 	_ "github.com/googleapis/genai-toolbox/internal/sources/cloudmonitoring"
 	_ "github.com/googleapis/genai-toolbox/internal/sources/cloudsqladmin"
 	_ "github.com/googleapis/genai-toolbox/internal/sources/cloudsqlmssql"
@@ -192,10 +220,12 @@ import (
 	_ "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"
@@ -205,6 +235,7 @@ import (
 	_ "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/spanner"
 	_ "github.com/googleapis/genai-toolbox/internal/sources/sqlite"
 	_ "github.com/googleapis/genai-toolbox/internal/sources/tidb"
@@ -311,7 +342,6 @@ func NewCommand(opts ...Option) *Command {
 	flags.BoolVar(&cmd.cfg.TelemetryGCP, "telemetry-gcp", false, "Enable exporting directly to Google Cloud Monitoring.")
 	flags.StringVar(&cmd.cfg.TelemetryOTLP, "telemetry-otlp", "", "Enable exporting using OpenTelemetry Protocol (OTLP) to the specified endpoint (e.g. 'http://127.0.0.1:4318')")
 	flags.StringVar(&cmd.cfg.TelemetryServiceName, "telemetry-service-name", "toolbox", "Sets the value of the service.name resource attribute for telemetry data.")
-
 	// Fetch prebuilt tools sources to customize the help description
 	prebuiltHelp := fmt.Sprintf(
 		"Use a prebuilt tool configuration by source type. Cannot be used with --tools-file. Allowed: '%s'.",
@@ -334,12 +364,13 @@ type ToolsFile struct {
 	AuthServices server.AuthServiceConfigs `yaml:"authServices"`
 	Tools        server.ToolConfigs        `yaml:"tools"`
 	Toolsets     server.ToolsetConfigs     `yaml:"toolsets"`
+	Prompts      server.PromptConfigs      `yaml:"prompts"`
 }
 
 // parseEnv replaces environment variables ${ENV_NAME} with their values.
 // also support ${ENV_NAME:default_value}.
 func parseEnv(input string) (string, error) {
-	re := regexp.MustCompile(`\$\{(\w+)(:(\w*))?\}`)
+	re := regexp.MustCompile(`\$\{(\w+)(:([^}]*))?\}`)
 
 	var err error
 	output := re.ReplaceAllStringFunc(input, func(match string) string {
@@ -350,7 +381,7 @@ func parseEnv(input string) (string, error) {
 		if value, found := os.LookupEnv(variableName); found {
 			return value
 		}
-		if parts[2] != "" {
+		if len(parts) >= 4 && parts[2] != "" {
 			return parts[3]
 		}
 		err = fmt.Errorf("environment variable not found: %q", variableName)
@@ -386,6 +417,7 @@ func mergeToolsFiles(files ...ToolsFile) (ToolsFile, error) {
 		AuthServices: make(server.AuthServiceConfigs),
 		Tools:        make(server.ToolConfigs),
 		Toolsets:     make(server.ToolsetConfigs),
+		Prompts:      make(server.PromptConfigs),
 	}
 
 	var conflicts []string
@@ -435,11 +467,20 @@ func mergeToolsFiles(files ...ToolsFile) (ToolsFile, error) {
 				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, and toolset has a unique name across all files", strings.Join(conflicts, "\n  - "))
+		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
@@ -513,14 +554,14 @@ func handleDynamicReload(ctx context.Context, toolsFile ToolsFile, s *server.Ser
 		panic(err)
 	}
 
-	sourcesMap, authServicesMap, toolsMap, toolsetsMap, err := validateReloadEdits(ctx, toolsFile)
+	sourcesMap, authServicesMap, toolsMap, toolsetsMap, promptsMap, promptsetsMap, err := validateReloadEdits(ctx, toolsFile)
 	if err != nil {
 		errMsg := fmt.Errorf("unable to validate reloaded edits: %w", err)
 		logger.WarnContext(ctx, errMsg.Error())
 		return err
 	}
 
-	s.ResourceMgr.SetResources(sourcesMap, authServicesMap, toolsMap, toolsetsMap)
+	s.ResourceMgr.SetResources(sourcesMap, authServicesMap, toolsMap, toolsetsMap, promptsMap, promptsetsMap)
 
 	return nil
 }
@@ -528,7 +569,7 @@ func handleDynamicReload(ctx context.Context, toolsFile ToolsFile, s *server.Ser
 // validateReloadEdits checks that the reloaded tools file configs can initialized without failing
 func validateReloadEdits(
 	ctx context.Context, toolsFile ToolsFile,
-) (map[string]sources.Source, map[string]auth.AuthService, map[string]tools.Tool, map[string]tools.Toolset, error,
+) (map[string]sources.Source, map[string]auth.AuthService, map[string]tools.Tool, map[string]tools.Toolset, map[string]prompts.Prompt, map[string]prompts.Promptset, error,
 ) {
 	logger, err := util.LoggerFromContext(ctx)
 	if err != nil {
@@ -551,16 +592,17 @@ func validateReloadEdits(
 		AuthServiceConfigs: toolsFile.AuthServices,
 		ToolConfigs:        toolsFile.Tools,
 		ToolsetConfigs:     toolsFile.Toolsets,
+		PromptConfigs:      toolsFile.Prompts,
 	}
 
-	sourcesMap, authServicesMap, toolsMap, toolsetsMap, err := server.InitializeConfigs(ctx, reloadedConfig)
+	sourcesMap, authServicesMap, toolsMap, toolsetsMap, promptsMap, promptsetsMap, err := server.InitializeConfigs(ctx, reloadedConfig)
 	if err != nil {
 		errMsg := fmt.Errorf("unable to initialize reloaded configs: %w", err)
 		logger.WarnContext(ctx, errMsg.Error())
-		return nil, nil, nil, nil, err
+		return nil, nil, nil, nil, nil, nil, err
 	}
 
-	return sourcesMap, authServicesMap, toolsMap, toolsetsMap, nil
+	return sourcesMap, authServicesMap, toolsMap, toolsetsMap, promptsMap, promptsetsMap, nil
 }
 
 // watchChanges checks for changes in the provided yaml tools file(s) or folder.
@@ -851,7 +893,8 @@ func run(cmd *Command) error {
 		}
 	}
 
-	cmd.cfg.SourceConfigs, cmd.cfg.AuthServiceConfigs, cmd.cfg.ToolConfigs, cmd.cfg.ToolsetConfigs = toolsFile.Sources, toolsFile.AuthServices, toolsFile.Tools, toolsFile.Toolsets
+	cmd.cfg.SourceConfigs, cmd.cfg.AuthServiceConfigs, cmd.cfg.ToolConfigs, cmd.cfg.ToolsetConfigs, cmd.cfg.PromptConfigs = toolsFile.Sources, toolsFile.AuthServices, toolsFile.Tools, toolsFile.Toolsets, toolsFile.Prompts
+
 	authSourceConfigs := toolsFile.AuthSources
 	if authSourceConfigs != nil {
 		cmd.logger.WarnContext(ctx, "`authSources` is deprecated, use `authServices` instead")

cmd/root_test.go

@@ -34,6 +34,8 @@ import (
 	"github.com/googleapis/genai-toolbox/internal/auth/google"
 	"github.com/googleapis/genai-toolbox/internal/log"
 	"github.com/googleapis/genai-toolbox/internal/prebuiltconfigs"
+	"github.com/googleapis/genai-toolbox/internal/prompts"
+	"github.com/googleapis/genai-toolbox/internal/prompts/custom"
 	"github.com/googleapis/genai-toolbox/internal/server"
 	cloudsqlpgsrc "github.com/googleapis/genai-toolbox/internal/sources/cloudsqlpg"
 	httpsrc "github.com/googleapis/genai-toolbox/internal/sources/http"
@@ -525,6 +527,38 @@ func TestParseToolFile(t *testing.T) {
 						ToolNames: []string{"example_tool"},
 					},
 				},
+				Prompts: nil,
+			},
+		},
+		{
+			description: "with prompts example",
+			in: `
+            prompts:
+                my-prompt:
+                    description: A prompt template for data analysis.
+                    arguments:
+                        - name: country
+                          description: The country to analyze.
+                    messages:
+                        - content: Analyze the data for {{.country}}.
+            `,
+			wantToolsFile: ToolsFile{
+				Sources:      nil,
+				AuthServices: nil,
+				Tools:        nil,
+				Toolsets:     nil,
+				Prompts: server.PromptConfigs{
+					"my-prompt": &custom.Config{
+						Name:        "my-prompt",
+						Description: "A prompt template for data analysis.",
+						Arguments: prompts.Arguments{
+							{Parameter: tools.NewStringParameter("country", "The country to analyze.")},
+						},
+						Messages: []prompts.Message{
+							{Role: "user", Content: "Analyze the data for {{.country}}."},
+						},
+					},
+				},
 			},
 		},
 	}
@@ -544,7 +578,10 @@ func TestParseToolFile(t *testing.T) {
 				t.Fatalf("incorrect tools parse: diff %v", diff)
 			}
 			if diff := cmp.Diff(tc.wantToolsFile.Toolsets, toolsFile.Toolsets); diff != "" {
-				t.Fatalf("incorrect tools parse: diff %v", diff)
+				t.Fatalf("incorrect toolsets parse: diff %v", diff)
+			}
+			if diff := cmp.Diff(tc.wantToolsFile.Prompts, toolsFile.Prompts); diff != "" {
+				t.Fatalf("incorrect prompts parse: diff %v", diff)
 			}
 		})
 	}
@@ -658,6 +695,7 @@ func TestParseToolFileWithAuth(t *testing.T) {
 						ToolNames: []string{"example_tool"},
 					},
 				},
+				Prompts: nil,
 			},
 		},
 		{
@@ -757,6 +795,7 @@ func TestParseToolFileWithAuth(t *testing.T) {
 						ToolNames: []string{"example_tool"},
 					},
 				},
+				Prompts: nil,
 			},
 		},
 		{
@@ -858,6 +897,7 @@ func TestParseToolFileWithAuth(t *testing.T) {
 						ToolNames: []string{"example_tool"},
 					},
 				},
+				Prompts: nil,
 			},
 		},
 	}
@@ -877,7 +917,10 @@ func TestParseToolFileWithAuth(t *testing.T) {
 				t.Fatalf("incorrect tools parse: diff %v", diff)
 			}
 			if diff := cmp.Diff(tc.wantToolsFile.Toolsets, toolsFile.Toolsets); diff != "" {
-				t.Fatalf("incorrect tools parse: diff %v", diff)
+				t.Fatalf("incorrect toolsets parse: diff %v", diff)
+			}
+			if diff := cmp.Diff(tc.wantToolsFile.Prompts, toolsFile.Prompts); diff != "" {
+				t.Fatalf("incorrect prompts parse: diff %v", diff)
 			}
 		})
 	}
@@ -894,6 +937,8 @@ func TestEnvVarReplacement(t *testing.T) {
 	t.Setenv("cat_string", "cat")
 	t.Setenv("food_string", "food")
 	t.Setenv("TestHeader", "ACTUAL_HEADER")
+	t.Setenv("prompt_name", "ACTUAL_PROMPT_NAME")
+	t.Setenv("prompt_content", "ACTUAL_CONTENT")
 
 	if err != nil {
 		t.Fatalf("unexpected error: %s", err)
@@ -967,6 +1012,14 @@ func TestEnvVarReplacement(t *testing.T) {
 			toolsets:
 				${toolset_name}:
 					- example_tool
+
+						
+			prompts:
+				${prompt_name}:
+					description: A test prompt for {{.name}}.
+					messages:
+						- role: user
+						  content: ${prompt_content}
 			`,
 			wantToolsFile: ToolsFile{
 				Sources: server.SourceConfigs{
@@ -1023,6 +1076,19 @@ func TestEnvVarReplacement(t *testing.T) {
 						ToolNames: []string{"example_tool"},
 					},
 				},
+				Prompts: server.PromptConfigs{
+					"ACTUAL_PROMPT_NAME": &custom.Config{
+						Name:        "ACTUAL_PROMPT_NAME",
+						Description: "A test prompt for {{.name}}.",
+						Messages: []prompts.Message{
+							{
+								Role:    "user",
+								Content: "ACTUAL_CONTENT",
+							},
+						},
+						Arguments: nil,
+					},
+				},
 			},
 		},
 	}
@@ -1042,11 +1108,13 @@ func TestEnvVarReplacement(t *testing.T) {
 				t.Fatalf("incorrect tools parse: diff %v", diff)
 			}
 			if diff := cmp.Diff(tc.wantToolsFile.Toolsets, toolsFile.Toolsets); diff != "" {
-				t.Fatalf("incorrect tools parse: diff %v", diff)
+				t.Fatalf("incorrect toolsets parse: diff %v", diff)
+			}
+			if diff := cmp.Diff(tc.wantToolsFile.Prompts, toolsFile.Prompts); diff != "" {
+				t.Fatalf("incorrect prompts parse: diff %v", diff)
 			}
 		})
 	}
-
 }
 
 // normalizeFilepaths is a helper function to allow same filepath formats for Mac and Windows.
@@ -1248,6 +1316,7 @@ func TestPrebuiltTools(t *testing.T) {
 	postgresconfig, _ := prebuiltconfigs.Get("postgres")
 	spanner_config, _ := prebuiltconfigs.Get("spanner")
 	spannerpg_config, _ := prebuiltconfigs.Get("spanner-postgres")
+	mindsdb_config, _ := prebuiltconfigs.Get("mindsdb")
 	sqlite_config, _ := prebuiltconfigs.Get("sqlite")
 	neo4jconfig, _ := prebuiltconfigs.Get("neo4j")
 	alloydbobsvconfig, _ := prebuiltconfigs.Get("alloydb-postgres-observability")
@@ -1255,6 +1324,7 @@ func TestPrebuiltTools(t *testing.T) {
 	cloudsqlmysqlobsvconfig, _ := prebuiltconfigs.Get("cloud-sql-mysql-observability")
 	cloudsqlmssqlobsvconfig, _ := prebuiltconfigs.Get("cloud-sql-mssql-observability")
 	serverless_spark_config, _ := prebuiltconfigs.Get("serverless-spark")
+	cloudhealthcare_config, _ := prebuiltconfigs.Get("cloud-healthcare")
 
 	// Set environment variables
 	t.Setenv("API_KEY", "your_api_key")
@@ -1327,6 +1397,12 @@ func TestPrebuiltTools(t *testing.T) {
 	t.Setenv("MSSQL_USER", "your_mssql_user")
 	t.Setenv("MSSQL_PASSWORD", "your_mssql_password")
 
+	t.Setenv("MINDSDB_HOST", "localhost")
+	t.Setenv("MINDSDB_PORT", "47334")
+	t.Setenv("MINDSDB_DATABASE", "your_mindsdb_db")
+	t.Setenv("MINDSDB_USER", "your_mindsdb_user")
+	t.Setenv("MINDSDB_PASS", "your_mindsdb_password")
+
 	t.Setenv("LOOKER_BASE_URL", "https://your_company.looker.com")
 	t.Setenv("LOOKER_CLIENT_ID", "your_looker_client_id")
 	t.Setenv("LOOKER_CLIENT_SECRET", "your_looker_client_secret")
@@ -1342,6 +1418,10 @@ func TestPrebuiltTools(t *testing.T) {
 	t.Setenv("NEO4J_USERNAME", "your_neo4j_user")
 	t.Setenv("NEO4J_PASSWORD", "your_neo4j_password")
 
+	t.Setenv("CLOUD_HEALTHCARE_PROJECT", "your_gcp_project_id")
+	t.Setenv("CLOUD_HEALTHCARE_REGION", "your_gcp_region")
+	t.Setenv("CLOUD_HEALTHCARE_DATASET", "your_healthcare_dataset")
+
 	ctx, err := testutils.ContextWithNewLogger()
 	if err != nil {
 		t.Fatalf("unexpected error: %s", err)
@@ -1397,7 +1477,7 @@ func TestPrebuiltTools(t *testing.T) {
 			wantToolset: server.ToolsetConfigs{
 				"alloydb_postgres_database_tools": tools.ToolsetConfig{
 					Name:      "alloydb_postgres_database_tools",
-					ToolNames: []string{"execute_sql", "list_tables", "list_active_queries", "list_available_extensions", "list_installed_extensions", "list_autovacuum_configurations", "list_memory_configurations", "list_top_bloated_tables", "list_replication_slots", "list_invalid_indexes", "get_query_plan", "list_views"},
+					ToolNames: []string{"execute_sql", "list_tables", "list_active_queries", "list_available_extensions", "list_installed_extensions", "list_autovacuum_configurations", "list_memory_configurations", "list_top_bloated_tables", "list_replication_slots", "list_invalid_indexes", "get_query_plan", "list_views", "list_schemas"},
 				},
 			},
 		},
@@ -1427,7 +1507,7 @@ func TestPrebuiltTools(t *testing.T) {
 			wantToolset: server.ToolsetConfigs{
 				"cloud_sql_postgres_database_tools": tools.ToolsetConfig{
 					Name:      "cloud_sql_postgres_database_tools",
-					ToolNames: []string{"execute_sql", "list_tables", "list_active_queries", "list_available_extensions", "list_installed_extensions", "list_autovacuum_configurations", "list_memory_configurations", "list_top_bloated_tables", "list_replication_slots", "list_invalid_indexes", "get_query_plan", "list_views"},
+					ToolNames: []string{"execute_sql", "list_tables", "list_active_queries", "list_available_extensions", "list_installed_extensions", "list_autovacuum_configurations", "list_memory_configurations", "list_top_bloated_tables", "list_replication_slots", "list_invalid_indexes", "get_query_plan", "list_views", "list_schemas"},
 				},
 			},
 		},
@@ -1467,7 +1547,7 @@ func TestPrebuiltTools(t *testing.T) {
 			wantToolset: server.ToolsetConfigs{
 				"serverless_spark_tools": tools.ToolsetConfig{
 					Name:      "serverless_spark_tools",
-					ToolNames: []string{"list_batches", "get_batch"},
+					ToolNames: []string{"list_batches", "get_batch", "cancel_batch"},
 				},
 			},
 		},
@@ -1507,7 +1587,7 @@ func TestPrebuiltTools(t *testing.T) {
 			wantToolset: server.ToolsetConfigs{
 				"looker_tools": tools.ToolsetConfig{
 					Name:      "looker_tools",
-					ToolNames: []string{"get_models", "get_explores", "get_dimensions", "get_measures", "get_filters", "get_parameters", "query", "query_sql", "query_url", "get_looks", "run_look", "make_look", "get_dashboards", "make_dashboard", "add_dashboard_element", "health_pulse", "health_analyze", "health_vacuum", "dev_mode", "get_projects", "get_project_files", "get_project_file", "create_project_file", "update_project_file", "delete_project_file", "get_connections", "get_connection_schemas", "get_connection_databases", "get_connection_tables", "get_connection_table_columns"},
+					ToolNames: []string{"get_models", "get_explores", "get_dimensions", "get_measures", "get_filters", "get_parameters", "query", "query_sql", "query_url", "get_looks", "run_look", "make_look", "get_dashboards", "run_dashboard", "make_dashboard", "add_dashboard_element", "health_pulse", "health_analyze", "health_vacuum", "dev_mode", "get_projects", "get_project_files", "get_project_file", "create_project_file", "update_project_file", "delete_project_file", "get_connections", "get_connection_schemas", "get_connection_databases", "get_connection_tables", "get_connection_table_columns"},
 				},
 			},
 		},
@@ -1527,7 +1607,7 @@ func TestPrebuiltTools(t *testing.T) {
 			wantToolset: server.ToolsetConfigs{
 				"postgres_database_tools": tools.ToolsetConfig{
 					Name:      "postgres_database_tools",
-					ToolNames: []string{"execute_sql", "list_tables", "list_active_queries", "list_available_extensions", "list_installed_extensions", "list_autovacuum_configurations", "list_memory_configurations", "list_top_bloated_tables", "list_replication_slots", "list_invalid_indexes", "get_query_plan", "list_views"},
+					ToolNames: []string{"execute_sql", "list_tables", "list_active_queries", "list_available_extensions", "list_installed_extensions", "list_autovacuum_configurations", "list_memory_configurations", "list_top_bloated_tables", "list_replication_slots", "list_invalid_indexes", "get_query_plan", "list_views", "list_schemas"},
 				},
 			},
 		},
@@ -1551,6 +1631,16 @@ func TestPrebuiltTools(t *testing.T) {
 				},
 			},
 		},
+		{
+			name: "mindsdb prebuilt tools",
+			in:   mindsdb_config,
+			wantToolset: server.ToolsetConfigs{
+				"mindsdb-tools": tools.ToolsetConfig{
+					Name:      "mindsdb-tools",
+					ToolNames: []string{"mindsdb-execute-sql", "mindsdb-sql"},
+				},
+			},
+		},
 		{
 			name: "sqlite prebuilt tools",
 			in:   sqlite_config,
@@ -1611,6 +1701,24 @@ func TestPrebuiltTools(t *testing.T) {
 				},
 			},
 		},
+		{
+			name: "cloud healthcare prebuilt tools",
+			in:   cloudhealthcare_config,
+			wantToolset: server.ToolsetConfigs{
+				"cloud_healthcare_dataset_tools": tools.ToolsetConfig{
+					Name:      "cloud_healthcare_dataset_tools",
+					ToolNames: []string{"get_dataset", "list_dicom_stores", "list_fhir_stores"},
+				},
+				"cloud_healthcare_fhir_tools": tools.ToolsetConfig{
+					Name:      "cloud_healthcare_fhir_tools",
+					ToolNames: []string{"get_fhir_store", "get_fhir_store_metrics", "get_fhir_resource", "fhir_patient_search", "fhir_patient_everything", "fhir_fetch_page"},
+				},
+				"cloud_healthcare_dicom_tools": tools.ToolsetConfig{
+					Name:      "cloud_healthcare_dicom_tools",
+					ToolNames: []string{"get_dicom_store", "get_dicom_store_metrics", "search_dicom_studies", "search_dicom_series", "search_dicom_instances", "retrieve_rendered_dicom_instance"},
+				},
+			},
+		},
 	}
 
 	for _, tc := range tcs {
@@ -1622,6 +1730,10 @@ func TestPrebuiltTools(t *testing.T) {
 			if diff := cmp.Diff(tc.wantToolset, toolsFile.Toolsets); diff != "" {
 				t.Fatalf("incorrect tools parse: diff %v", diff)
 			}
+			// Prebuilt configs do not have prompts, so assert empty maps.
+			if len(toolsFile.Prompts) != 0 {
+				t.Fatalf("expected empty prompts map for prebuilt config, got: %v", toolsFile.Prompts)
+			}
 		})
 	}
 }

cmd/version.txt

@@ -1 +1 @@
-0.18.0
+0.19.1

docs/en/getting-started/colab_quickstart.ipynb

@@ -234,7 +234,7 @@
       },
       "outputs": [],
       "source": [
-        "version = \"0.18.0\" # x-release-please-version\n",
+        "version = \"0.19.1\" # x-release-please-version\n",
         "! curl -O https://storage.googleapis.com/genai-toolbox/v{version}/linux/amd64/toolbox\n",
         "\n",
         "# Make the binary executable\n",

docs/en/getting-started/configure.md

@@ -96,3 +96,21 @@ all_tools = client.load_toolset()
 # This will only load the tools listed in 'my_second_toolset'
 my_second_toolset = client.load_toolset("my_second_toolset")
 ```
+
+### Prompts
+
+The `prompts` section of your `tools.yaml` defines the templates containing structured messages and instructions for interacting with language models.
+
+```yaml
+prompts:
+  code_review:
+    description: "Asks the LLM to analyze code quality and suggest improvements."
+    messages:
+      - content: "Please review the following code for quality, correctness, and potential improvements: \n\n{{.code}}"
+    arguments:
+      - name: "code"
+        description: "The code to review"
+```
+
+For more details on configuring different types of prompts, see the
+[Prompts](../resources/prompts/).

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

@@ -86,7 +86,7 @@ following instructions for your OS and CPU architecture.
 To install Toolbox as a binary on Linux (AMD64):
 ```sh
 # see releases page for other versions
-export VERSION=0.18.0
+export VERSION=0.19.1
 curl -L -o toolbox https://storage.googleapis.com/genai-toolbox/v$VERSION/linux/amd64/toolbox
 chmod +x toolbox
 ```
@@ -95,7 +95,7 @@ chmod +x toolbox
 To install Toolbox as a binary on macOS (Apple Silicon):
 ```sh
 # see releases page for other versions
-export VERSION=0.18.0
+export VERSION=0.19.1
 curl -L -o toolbox https://storage.googleapis.com/genai-toolbox/v$VERSION/darwin/arm64/toolbox
 chmod +x toolbox
 ```
@@ -104,7 +104,7 @@ chmod +x toolbox
 To install Toolbox as a binary on macOS (Intel):
 ```sh
 # see releases page for other versions
-export VERSION=0.18.0
+export VERSION=0.19.1
 curl -L -o toolbox https://storage.googleapis.com/genai-toolbox/v$VERSION/darwin/amd64/toolbox
 chmod +x toolbox
 ```
@@ -113,7 +113,7 @@ chmod +x toolbox
 To install Toolbox as a binary on Windows (AMD64):
 ```powershell
 # see releases page for other versions
-$VERSION = "0.18.0"
+$VERSION = "0.19.1"
 Invoke-WebRequest -Uri "https://storage.googleapis.com/genai-toolbox/v$VERSION/windows/amd64/toolbox.exe" -OutFile "toolbox.exe"
 ```
 {{% /tab %}}
@@ -124,7 +124,7 @@ You can also install Toolbox as a container:
 
 ```sh
 # see releases page for other versions
-export VERSION=0.18.0
+export VERSION=0.19.1
 docker pull us-central1-docker.pkg.dev/database-toolbox/toolbox/toolbox:$VERSION
 ```
 
@@ -143,7 +143,7 @@ To install from source, ensure you have the latest version of
 [Go installed](https://go.dev/doc/install), and then run the following command:
 
 ```sh
-go install github.com/googleapis/genai-toolbox@v0.18.0
+go install github.com/googleapis/genai-toolbox@v0.19.1
 ```
 
 {{% /tab %}}
@@ -468,6 +468,8 @@ 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)
 
 {{% /tab %}}
 {{% tab header="Genkit Go" lang="en" %}}
@@ -512,6 +514,8 @@ 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)
 
 {{% /tab %}}
 {{% tab header="Go GenAI" lang="en" %}}
@@ -566,6 +570,8 @@ 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)
 
 {{% /tab %}}
 
@@ -619,6 +625,43 @@ 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)
+
+{{% /tab %}}
+
+{{% tab header="ADK Go" lang="en" %}}
+
+{{< highlight go >}}
+package main
+
+import (
+  	"context"
+  	"fmt"
+  	"github.com/googleapis/mcp-toolbox-sdk-go/tbadk"
+)
+
+func main() {
+  	// Make sure to add the error checks
+	// Update the url to point to your server
+	URL := "http://127.0.0.1:5000"
+	ctx := context.Background()
+  	client, err := tbadk.NewToolboxClient(URL)
+  	if err != nil {
+		return fmt.Sprintln("Could not start Toolbox Client", err)
+  	}
+
+  	// Use this tool with ADK Go
+  	tool, err := client.LoadTool("toolName", ctx)
+  	if err != nil {
+		return fmt.Sprintln("Could not load Toolbox Tool", err)
+  	}
+}
+
+{{< /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)
 
 {{% /tab %}}
 {{< /tabpane >}}
@@ -626,7 +669,3 @@ func main() {
 For more detailed instructions on using the Toolbox Go SDK, see the
 [project's
 README](https://github.com/googleapis/mcp-toolbox-sdk-go/blob/main/core/README.md).
-
-For end-to-end samples on using the Toolbox Go SDK with orchestration
-frameworks, see the [project's
-samples](https://github.com/googleapis/mcp-toolbox-sdk-go/tree/main/core/samples)

docs/en/getting-started/local_quickstart_go.md

@@ -72,6 +72,12 @@ from Toolbox.
 
 {{< include "quickstart/go/openAI/quickstart.go" >}}
 
+{{< /tab >}}
+
+{{< tab header="ADK Go" lang="go" >}}
+
+{{< include "quickstart/go/adkgo/quickstart.go" >}}
+
 {{< /tab >}}
 {{< /tabpane >}}
 
@@ -81,7 +87,7 @@ from Toolbox.
     go mod tidy
     ```
 
-1. Run your agent, and observe the results:
+2. Run your agent, and observe the results:
 
     ```sh
     go run hotelagent.go

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

@@ -105,7 +105,7 @@ In this section, we will download Toolbox, configure our tools in a
     <!-- {x-release-please-start-version} -->
     ```bash
     export OS="linux/amd64" # one of linux/amd64, darwin/arm64, darwin/amd64, or windows/amd64
-    curl -O https://storage.googleapis.com/genai-toolbox/v0.18.0/$OS/toolbox
+    curl -O https://storage.googleapis.com/genai-toolbox/v0.19.1/$OS/toolbox
     ```
     <!-- {x-release-please-end} -->
 

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

@@ -0,0 +1,42 @@
+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 v1.34.0
+)
+
+require (
+	cloud.google.com/go v0.123.0 // indirect
+	cloud.google.com/go/auth v0.17.0 // indirect
+	cloud.google.com/go/auth/oauth2adapt v0.2.8 // indirect
+	cloud.google.com/go/compute/metadata v0.9.0 // 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/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/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 v0.43.0 // indirect
+	golang.org/x/net v0.46.0 // indirect
+	golang.org/x/oauth2 v0.32.0 // indirect
+	golang.org/x/sys v0.37.0 // indirect
+	golang.org/x/text v0.30.0 // indirect
+	google.golang.org/api v0.255.0 // 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
+	rsc.io/omap v1.2.0 // indirect
+	rsc.io/ordered v1.1.1 // indirect
+)

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

@@ -0,0 +1,128 @@
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+cel.dev/expr v0.24.0/go.mod h1:hLPLo1W4QUmuYdA72RBX06QTs6MXw941piREPl3Yfiw=
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+cloud.google.com/go/auth v0.17.0/go.mod h1:6wv/t5/6rOPAX4fJiRjKkJCvswLwdet7G8+UGXt7nCQ=
+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=
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+golang.org/x/sys v0.37.0 h1:fdNQudmxPjkdUTPnLn5mdQv7Zwvbvpaxqs831goi9kQ=
+golang.org/x/sys v0.37.0/go.mod h1:OgkHotnGiDImocRcuBABYBEXf8A9a87e/uXjp9XT3ks=
+golang.org/x/text v0.30.0 h1:yznKA/E9zq54KzlzBEAWn1NXSQ8DIp/NYMy88xJjl4k=
+golang.org/x/text v0.30.0/go.mod h1:yDdHFIX9t+tORqspjENWgzaCVXgk0yYnYuSZ8UzzBVM=
+golang.org/x/time v0.14.0 h1:MRx4UaLrDotUKUdCIqzPC48t1Y9hANFKIRpNx+Te8PI=
+golang.org/x/time v0.14.0/go.mod h1:eL/Oa2bBBK0TkX57Fyni+NgnyQQN4LitPmob2Hjnqw4=
+gonum.org/v1/gonum v0.16.0 h1:5+ul4Swaf3ESvrOnidPp4GZbzf0mxVQpDCYUQE7OJfk=
+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 v1.34.0 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=
+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=
+rsc.io/omap v1.2.0/go.mod h1:C8pkI0AWexHopQtZX+qiUeJGzvc8HkdgnsWK4/mAa00=
+rsc.io/ordered v1.1.1 h1:1kZM6RkTmceJgsFH/8DLQvkCVEYomVDJfBRLT595Uak=
+rsc.io/ordered v1.1.1/go.mod h1:evAi8739bWVBRG9aaufsjVc202+6okf8u2QeVL84BCM=

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

@@ -0,0 +1,132 @@
+package main
+
+import (
+	"context"
+	"fmt"
+	"log"
+	"os"
+	"strings"
+
+	"github.com/googleapis/mcp-toolbox-sdk-go/tbadk"
+	"google.golang.org/adk/agent"
+	"google.golang.org/adk/agent/llmagent"
+	"google.golang.org/adk/model/gemini"
+	"google.golang.org/adk/runner"
+	"google.golang.org/adk/session"
+	"google.golang.org/adk/tool"
+	"google.golang.org/genai"
+)
+
+const systemPrompt = `
+You're a helpful hotel assistant. You handle hotel searching, booking, and
+cancellations. When the user searches for a hotel, mention its name, id,
+location and price tier. Always mention hotel ids while performing any
+searches. This is very important for any operations. For any bookings or
+cancellations, please provide the appropriate confirmation. Be sure to
+update checkin or checkout dates if mentioned by the user.
+Don't ask for confirmations from the user.
+`
+
+var queriesAdk = []string{
+	"Find hotels in Basel. ",
+	"Find hotels with Basel in its name.",
+	"Can you book the hotel Hilton Basel for me?",
+	"Oh wait, this is too expensive. Please cancel it.",
+	"Please book the Hyatt Regency instead.",
+	"My check in dates would be from April 10, 2024 to April 19, 2024.",
+}
+
+func main() {
+	genaiKey := os.Getenv("GEMINI_API_KEY")
+	toolboxURL := "http://localhost:5000"
+	ctx := context.Background()
+
+	// Initialize the MCP Toolbox client.
+	toolboxClient, err := tbadk.NewToolboxClient(toolboxURL)
+	if err != nil {
+		log.Fatalf("Failed to create MCP Toolbox client: %v", err)
+	}
+
+	// Load the tools using the MCP Toolbox SDK.
+	toolsetName := "my-toolset"
+	mcpTools, err := toolboxClient.LoadToolset(toolsetName, ctx)
+	if err != nil {
+		log.Fatalf("Failed to load MCP toolset '%s': %v\nMake sure your Toolbox server is running.", toolsetName, err)
+	}
+
+	// Set up the Gemini Model
+	model, err := gemini.NewModel(ctx, "gemini-2.5-flash", &genai.ClientConfig{
+		APIKey: genaiKey,
+	})
+	if err != nil {
+		log.Fatalf("Failed to create model: %v", err)
+	}
+
+	// Type Cast the ToolboxTools
+	tools := make([]tool.Tool, len(mcpTools))
+	for i := range mcpTools {
+		tools[i] = &mcpTools[i]
+	}
+
+	// Create an llm agent
+	llmagent, err := llmagent.New(llmagent.Config{
+		Name:        "hotel_assistant",
+		Model:       model,
+		Description: "Agent to answer questions about hotels.",
+		Instruction: systemPrompt,
+		Tools:       tools,
+	})
+	if err != nil {
+		log.Fatalf("Failed to create agent: %v", err)
+	}
+
+	appName := "hotel_assistant"
+	userID := "user-123"
+
+	// Create a session service
+	sessionService := session.InMemoryService()
+	resp, err := sessionService.Create(ctx, &session.CreateRequest{
+		AppName: appName,
+		UserID:  userID,
+	})
+	if err != nil {
+		log.Fatalf("Failed to create the session service: %v", err)
+	}
+	session := resp.Session
+
+	// Configure the runner
+	r, err := runner.New(runner.Config{
+		AppName:        appName,
+		Agent:          llmagent,
+		SessionService: sessionService,
+	})
+	if err != nil {
+		log.Fatalf("Failed to create runner: %v", err)
+	}
+
+	// Loop through queries to the llm agent
+	for i, query := range queriesAdk {
+		fmt.Printf("\n=== Query %d: %s ===\n", i+1, query)
+		userMsg := genai.NewContentFromText(query, genai.RoleUser)
+
+		streamingMode := agent.StreamingModeSSE
+		for event, err := range r.Run(ctx, userID, session.ID(), userMsg, agent.RunConfig{
+			StreamingMode: streamingMode,
+		}) {
+			if err != nil {
+				fmt.Printf("\nAGENT_ERROR: %v\n", err)
+			} else {
+				if event.LLMResponse.Content != nil {
+					for _, p := range event.LLMResponse.Content.Parts {
+						// if its running in streaming mode, don't print the non partial llmResponses
+						if streamingMode != agent.StreamingModeSSE || event.LLMResponse.Partial {
+							fmt.Print(p.Text)
+						}
+					}
+				}
+			}
+		}
+
+		fmt.Println("\n" + strings.Repeat("-", 80) + "\n")
+	}
+}

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

@@ -3,15 +3,15 @@ module genai-quickstart
 go 1.24.6
 
 require (
-	github.com/googleapis/mcp-toolbox-sdk-go v0.3.0
-	google.golang.org/genai v1.33.0
+	github.com/googleapis/mcp-toolbox-sdk-go v0.4.0
+	google.golang.org/genai v1.34.0
 )
 
 require (
-	cloud.google.com/go v0.121.6 // indirect
-	cloud.google.com/go/auth v0.16.5 // indirect
+	cloud.google.com/go v0.123.0 // indirect
+	cloud.google.com/go/auth v0.17.0 // indirect
 	cloud.google.com/go/auth/oauth2adapt v0.2.8 // indirect
-	cloud.google.com/go/compute/metadata v0.8.0 // indirect
+	cloud.google.com/go/compute/metadata v0.9.0 // 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
@@ -20,18 +20,18 @@ require (
 	github.com/googleapis/enterprise-certificate-proxy v0.3.6 // indirect
 	github.com/googleapis/gax-go/v2 v2.15.0 // indirect
 	github.com/gorilla/websocket v1.5.3 // indirect
-	go.opentelemetry.io/auto/sdk v1.1.0 // indirect
-	go.opentelemetry.io/contrib/instrumentation/net/http/otelhttp v0.61.0 // indirect
-	go.opentelemetry.io/otel v1.36.0 // indirect
-	go.opentelemetry.io/otel/metric v1.36.0 // indirect
-	go.opentelemetry.io/otel/trace v1.36.0 // indirect
-	golang.org/x/crypto v0.41.0 // indirect
-	golang.org/x/net v0.43.0 // indirect
-	golang.org/x/oauth2 v0.30.0 // indirect
-	golang.org/x/sys v0.35.0 // indirect
-	golang.org/x/text v0.28.0 // indirect
-	google.golang.org/api v0.248.0 // indirect
-	google.golang.org/genproto/googleapis/rpc v0.0.0-20250818200422-3122310a409c // indirect
-	google.golang.org/grpc v1.74.2 // indirect
-	google.golang.org/protobuf v1.36.7 // indirect
+	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 v0.43.0 // indirect
+	golang.org/x/net v0.46.0 // indirect
+	golang.org/x/oauth2 v0.32.0 // indirect
+	golang.org/x/sys v0.37.0 // indirect
+	golang.org/x/text v0.30.0 // indirect
+	google.golang.org/api v0.255.0 // 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
 )

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

@@ -1,42 +1,42 @@
 cel.dev/expr v0.24.0 h1:56OvJKSH3hDGL0ml5uSxZmz3/3Pq4tJ+fb1unVLAFcY=
 cel.dev/expr v0.24.0/go.mod h1:hLPLo1W4QUmuYdA72RBX06QTs6MXw941piREPl3Yfiw=
-cloud.google.com/go v0.121.6 h1:waZiuajrI28iAf40cWgycWNgaXPO06dupuS+sgibK6c=
-cloud.google.com/go v0.121.6/go.mod h1:coChdst4Ea5vUpiALcYKXEpR1S9ZgXbhEzzMcMR66vI=
-cloud.google.com/go/auth v0.16.5 h1:mFWNQ2FEVWAliEQWpAdH80omXFokmrnbDhUS9cBywsI=
-cloud.google.com/go/auth v0.16.5/go.mod h1:utzRfHMP+Vv0mpOkTRQoWD2q3BatTOoWbA7gCc2dUhQ=
+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/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 v0.8.0 h1:HxMRIbao8w17ZX6wBnjhcDkW6lTFpgcaobyVfZWqRLA=
-cloud.google.com/go/compute/metadata v0.8.0/go.mod h1:sYOGTp851OV9bOFJ9CH7elVvyzopvWQFNNghtDQ/Biw=
-cloud.google.com/go/iam v1.5.2 h1:qgFRAGEmd8z6dJ/qyEchAuL9jpswyODjA2lS+w234g8=
-cloud.google.com/go/iam v1.5.2/go.mod h1:SE1vg0N81zQqLzQEwxL2WI6yhetBdbNQuTvIKCSkUHE=
-cloud.google.com/go/monitoring v1.24.2 h1:5OTsoJ1dXYIiMiuL+sYscLc9BumrL3CarVLL7dd7lHM=
-cloud.google.com/go/monitoring v1.24.2/go.mod h1:x7yzPWcgDRnPEv3sI+jJGBkwl5qINf+6qY4eq0I9B4U=
-cloud.google.com/go/secretmanager v1.15.0 h1:RtkCMgTpaBMbzozcRUGfZe46jb9a3qh5EdEtVRUATF8=
-cloud.google.com/go/secretmanager v1.15.0/go.mod h1:1hQSAhKK7FldiYw//wbR/XPfPc08eQ81oBsnRUHEvUc=
-cloud.google.com/go/storage v1.56.1 h1:n6gy+yLnHn0hTwBFzNn8zJ1kqWfR91wzdM8hjRF4wP0=
-cloud.google.com/go/storage v1.56.1/go.mod h1:C9xuCZgFl3buo2HZU/1FncgvvOgTAs/rnh4gF4lMg0s=
-github.com/GoogleCloudPlatform/opentelemetry-operations-go/detectors/gcp v1.27.0 h1:ErKg/3iS1AKcTkf3yixlZ54f9U1rljCkQyEXWUnIUxc=
-github.com/GoogleCloudPlatform/opentelemetry-operations-go/detectors/gcp v1.27.0/go.mod h1:yAZHSGnqScoU556rBOVkwLze6WP5N+U11RHuWaGVxwY=
+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/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=
+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/cespare/xxhash/v2 v2.3.0 h1:UL815xU9SqsFlibzuggzjXhog7bL6oX9BbNZnL2UFvs=
 github.com/cespare/xxhash/v2 v2.3.0/go.mod h1:VGX0DQ3Q6kWi7AoAeZDth3/j3BFtOZR5XLFGgcrjCOs=
-github.com/cncf/xds/go v0.0.0-20250501225837-2ac532fd4443 h1:aQ3y1lwWyqYPiWZThqv1aFbZMiM9vblcSArJRf2Irls=
-github.com/cncf/xds/go v0.0.0-20250501225837-2ac532fd4443/go.mod h1:W+zGtBO5Y1IgJhy4+A9GOqVhqLpfZi+vwmdNXUehLA8=
+github.com/cncf/xds/go v0.0.0-20251014123835-2ee22ca58382 h1:5IeUoAZvqwF6LcCnV99NbhrGKN6ihZgahJv5jKjmZ3k=
+github.com/cncf/xds/go v0.0.0-20251014123835-2ee22ca58382/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/envoy v1.32.4 h1:jb83lalDRZSpPWW2Z7Mck/8kXZ5CQAFYVjQcdVIr83A=
-github.com/envoyproxy/go-control-plane/envoy v1.32.4/go.mod h1:Gzjc5k8JcJswLjAx1Zm+wSYE20UrLtt7JZMWiWQXQEw=
+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/go-jose/go-jose/v4 v4.1.0 h1:cYSYxd3pw5zd2FSXk2vGdn9igQU2PS8MuxrCOCl0FdY=
-github.com/go-jose/go-jose/v4 v4.1.0/go.mod h1:GG/vqmYm3Von2nYiB2vGTXzdoNKE5tix5tuc6iAd+sw=
+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=
 github.com/go-logr/logr v1.4.3 h1:CjnDlHq8ikf6E492q6eKboGOC0T8CDaOvkHCIg8idEI=
 github.com/go-logr/logr v1.4.3/go.mod h1:9T104GzyrTigFIr8wt5mBrctHMim0Nb2HLGrmQ40KvY=
@@ -54,65 +54,65 @@ github.com/googleapis/enterprise-certificate-proxy v0.3.6 h1:GW/XbdyBFQ8Qe+YAmFU
 github.com/googleapis/enterprise-certificate-proxy v0.3.6/go.mod h1:MkHOF77EYAE7qfSuSS9PU6g4Nt4e11cnsDUowfwewLA=
 github.com/googleapis/gax-go/v2 v2.15.0 h1:SyjDc1mGgZU5LncH8gimWo9lW1DtIfPibOG81vgd/bo=
 github.com/googleapis/gax-go/v2 v2.15.0/go.mod h1:zVVkkxAQHa1RQpg9z2AUCMnKhi0Qld9rcmyfL1OZhoc=
-github.com/googleapis/mcp-toolbox-sdk-go v0.3.0 h1:m/en3Pp3iGc99SYejUS9iQ01QXsDKMVA+Z456P6mAxY=
-github.com/googleapis/mcp-toolbox-sdk-go v0.3.0/go.mod h1:DYgNeEV9WHpesG9O2Esr0o+s7Nag0H3h3U2JstK1g6I=
+github.com/googleapis/mcp-toolbox-sdk-go v0.4.0 h1:SYJRZzmOyXs9anKp+dfq4rprO92KKnxNyJCCsLkW7nw=
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 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=
 github.com/planetscale/vtprotobuf v0.6.1-0.20240319094008-0393e58bdf10/go.mod h1:t/avpk3KcrXxUnYOhZhMXJlSEyie6gQbtLq5NM3loB8=
 github.com/pmezard/go-difflib v1.0.1-0.20181226105442-5d4384ee4fb2 h1:Jamvg5psRIccs7FGNTlIRMkT8wgtp5eCXdBlqhYGL6U=
 github.com/pmezard/go-difflib v1.0.1-0.20181226105442-5d4384ee4fb2/go.mod h1:iKH77koFhYxTK1pcRnkKkqfTogsbg7gZNVY4sRDYZ/4=
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 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

@@ -4,11 +4,11 @@ go 1.24.6
 
 require (
 	github.com/firebase/genkit/go v1.1.0
-	github.com/googleapis/mcp-toolbox-sdk-go v0.3.1-0.20251031124047-f1f6a9faa2a1
+	github.com/googleapis/mcp-toolbox-sdk-go v0.4.0
 )
 
 require (
-	cloud.google.com/go v0.121.6 // indirect
+	cloud.google.com/go v0.123.0 // indirect
 	cloud.google.com/go/auth v0.17.0 // indirect
 	cloud.google.com/go/auth/oauth2adapt v0.2.8 // indirect
 	cloud.google.com/go/compute/metadata v0.9.0 // indirect
@@ -33,20 +33,20 @@ require (
 	github.com/xeipuuv/gojsonreference v0.0.0-20180127040603-bd5ef7bd5415 // indirect
 	github.com/xeipuuv/gojsonschema v1.2.0 // indirect
 	github.com/yosida95/uritemplate/v3 v3.0.2 // indirect
-	go.opentelemetry.io/auto/sdk v1.1.0 // indirect
-	go.opentelemetry.io/contrib/instrumentation/net/http/otelhttp v0.61.0 // indirect
-	go.opentelemetry.io/otel v1.37.0 // indirect
-	go.opentelemetry.io/otel/metric v1.37.0 // indirect
-	go.opentelemetry.io/otel/sdk v1.37.0 // indirect
-	go.opentelemetry.io/otel/trace v1.37.0 // indirect
+	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 v0.43.0 // indirect
 	golang.org/x/net v0.46.0 // indirect
 	golang.org/x/oauth2 v0.32.0 // indirect
 	golang.org/x/sys v0.37.0 // indirect
 	golang.org/x/text v0.30.0 // indirect
-	google.golang.org/api v0.254.0 // indirect
-	google.golang.org/genai v1.30.0 // indirect
-	google.golang.org/genproto/googleapis/rpc v0.0.0-20251022142026-3a174f9686a8 // indirect
+	google.golang.org/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
 	gopkg.in/yaml.v3 v3.0.1 // indirect

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

@@ -1,23 +1,23 @@
 cel.dev/expr v0.24.0 h1:56OvJKSH3hDGL0ml5uSxZmz3/3Pq4tJ+fb1unVLAFcY=
 cel.dev/expr v0.24.0/go.mod h1:hLPLo1W4QUmuYdA72RBX06QTs6MXw941piREPl3Yfiw=
-cloud.google.com/go v0.121.6 h1:waZiuajrI28iAf40cWgycWNgaXPO06dupuS+sgibK6c=
-cloud.google.com/go v0.121.6/go.mod h1:coChdst4Ea5vUpiALcYKXEpR1S9ZgXbhEzzMcMR66vI=
+cloud.google.com/go 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/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 v1.5.2 h1:qgFRAGEmd8z6dJ/qyEchAuL9jpswyODjA2lS+w234g8=
-cloud.google.com/go/iam v1.5.2/go.mod h1:SE1vg0N81zQqLzQEwxL2WI6yhetBdbNQuTvIKCSkUHE=
-cloud.google.com/go/monitoring v1.24.2 h1:5OTsoJ1dXYIiMiuL+sYscLc9BumrL3CarVLL7dd7lHM=
-cloud.google.com/go/monitoring v1.24.2/go.mod h1:x7yzPWcgDRnPEv3sI+jJGBkwl5qINf+6qY4eq0I9B4U=
+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/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=
-github.com/GoogleCloudPlatform/opentelemetry-operations-go/detectors/gcp v1.29.0 h1:UQUsRi8WTzhZntp5313l+CHIAT95ojUI2lpP/ExlZa4=
-github.com/GoogleCloudPlatform/opentelemetry-operations-go/detectors/gcp v1.29.0/go.mod h1:Cz6ft6Dkn3Et6l2v2a9/RpN7epQ1GtDlO6lj8bEcOvw=
+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=
@@ -28,22 +28,22 @@ github.com/buger/jsonparser v1.1.1 h1:2PnMjfWD7wBILjqQbt530v576A/cAbQvEW9gGIpYMU
 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 v0.0.0-20250501225837-2ac532fd4443 h1:aQ3y1lwWyqYPiWZThqv1aFbZMiM9vblcSArJRf2Irls=
-github.com/cncf/xds/go v0.0.0-20250501225837-2ac532fd4443/go.mod h1:W+zGtBO5Y1IgJhy4+A9GOqVhqLpfZi+vwmdNXUehLA8=
+github.com/cncf/xds/go v0.0.0-20251014123835-2ee22ca58382 h1:5IeUoAZvqwF6LcCnV99NbhrGKN6ihZgahJv5jKjmZ3k=
+github.com/cncf/xds/go v0.0.0-20251014123835-2ee22ca58382/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/envoy v1.32.4 h1:jb83lalDRZSpPWW2Z7Mck/8kXZ5CQAFYVjQcdVIr83A=
-github.com/envoyproxy/go-control-plane/envoy v1.32.4/go.mod h1:Gzjc5k8JcJswLjAx1Zm+wSYE20UrLtt7JZMWiWQXQEw=
+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 v1.1.0 h1:SQqzQt19gEubvUUCFV98TARFAzD30zT3QhseF3oTKqo=
 github.com/firebase/genkit/go v1.1.0/go.mod h1:ru1cIuxG1s3HeUjhnadVveDJ1yhinj+j+uUh0f0pyxE=
-github.com/go-jose/go-jose/v4 v4.1.2 h1:TK/7NqRQZfgAh+Td8AlsrvtPoUyiHh0LqVvokh+1vHI=
-github.com/go-jose/go-jose/v4 v4.1.2/go.mod h1:22cg9HWM1pOlnRiY+9cQYJ9XHmya1bYW8OeDM6Ku6Oo=
+github.com/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=
 github.com/go-logr/logr v1.4.3 h1:CjnDlHq8ikf6E492q6eKboGOC0T8CDaOvkHCIg8idEI=
 github.com/go-logr/logr v1.4.3/go.mod h1:9T104GzyrTigFIr8wt5mBrctHMim0Nb2HLGrmQ40KvY=
@@ -65,8 +65,8 @@ github.com/googleapis/enterprise-certificate-proxy v0.3.6 h1:GW/XbdyBFQ8Qe+YAmFU
 github.com/googleapis/enterprise-certificate-proxy v0.3.6/go.mod h1:MkHOF77EYAE7qfSuSS9PU6g4Nt4e11cnsDUowfwewLA=
 github.com/googleapis/gax-go/v2 v2.15.0 h1:SyjDc1mGgZU5LncH8gimWo9lW1DtIfPibOG81vgd/bo=
 github.com/googleapis/gax-go/v2 v2.15.0/go.mod h1:zVVkkxAQHa1RQpg9z2AUCMnKhi0Qld9rcmyfL1OZhoc=
-github.com/googleapis/mcp-toolbox-sdk-go v0.3.1-0.20251031124047-f1f6a9faa2a1 h1:2tNgqscblFtzD0VB1VKqV4vVMveISvepf53GsVkOaaQ=
-github.com/googleapis/mcp-toolbox-sdk-go v0.3.1-0.20251031124047-f1f6a9faa2a1/go.mod h1:ywzclXOfzsAb2Z3TJqNOi9dZej+VrF9QfuvFOOHjpX8=
+github.com/googleapis/mcp-toolbox-sdk-go v0.4.0 h1:SYJRZzmOyXs9anKp+dfq4rprO92KKnxNyJCCsLkW7nw=
+github.com/googleapis/mcp-toolbox-sdk-go v0.4.0/go.mod h1:ivRLILO1B72J2HWCjSStemdhTWccjfW9FnEj4SAM81w=
 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=
@@ -84,10 +84,10 @@ github.com/planetscale/vtprotobuf v0.6.1-0.20240319094008-0393e58bdf10/go.mod h1
 github.com/pmezard/go-difflib v1.0.0/go.mod h1:iKH77koFhYxTK1pcRnkKkqfTogsbg7gZNVY4sRDYZ/4=
 github.com/pmezard/go-difflib v1.0.1-0.20181226105442-5d4384ee4fb2 h1:Jamvg5psRIccs7FGNTlIRMkT8wgtp5eCXdBlqhYGL6U=
 github.com/pmezard/go-difflib v1.0.1-0.20181226105442-5d4384ee4fb2/go.mod h1:iKH77koFhYxTK1pcRnkKkqfTogsbg7gZNVY4sRDYZ/4=
-github.com/rogpeppe/go-internal v1.13.1 h1:KvO1DLK/DRN07sQ1LQKScxyZJuNnedQ5/wKSR38lUII=
-github.com/rogpeppe/go-internal v1.13.1/go.mod h1:uMEvuHeurkdAXX61udpOXGD/AzZDWNMNyH2VO9fmH0o=
-github.com/spiffe/go-spiffe/v2 v2.5.0 h1:N2I01KCUkv1FAjZXJMwh95KK1ZIQLYbPfhaxw8WS0hE=
-github.com/spiffe/go-spiffe/v2 v2.5.0/go.mod h1:P+NxobPc6wXhVtINNtFjNWGBTreew1GBUCwT2wPmb7g=
+github.com/rogpeppe/go-internal v1.14.1 h1:UQB4HGPB6osV0SQTLymcB4TgvyWu6ZyliaW0tI/otEQ=
+github.com/rogpeppe/go-internal v1.14.1/go.mod h1:MaRKkUm5W0goXpeCfT7UZI6fk/L7L7so1lCWt35ZSgc=
+github.com/spiffe/go-spiffe/v2 v2.6.0 h1:l+DolpxNWYgruGQVV0xsfeya3CsC7m8iBzDnMpsbLuo=
+github.com/spiffe/go-spiffe/v2 v2.6.0/go.mod h1:gm2SeUoMZEtpnzPNs2Csc0D/gX33k1xIx7lEzqblHEs=
 github.com/stretchr/objx v0.1.0/go.mod h1:HFkY916IF+rwdDfMAkV7OtwuqBVzrE8GR6GFx+wExME=
 github.com/stretchr/testify v1.3.0/go.mod h1:M5WIy9Dh21IEIfnGCwXGc5bZfKNJtfHm1UVUgZn+9EI=
 github.com/stretchr/testify v1.11.1 h1:7s2iGBzp5EwR7/aIZr8ao5+dra3wiQyKjjFuvgVKu7U=
@@ -103,26 +103,24 @@ github.com/xeipuuv/gojsonschema v1.2.0 h1:LhYJRs+L4fBtjZUfuSZIKGeVu0QRy8e5Xi7D17
 github.com/xeipuuv/gojsonschema v1.2.0/go.mod h1:anYRn/JVcOK2ZgGU+IjEV4nwlhoK5sQluxsYJ78Id3Y=
 github.com/yosida95/uritemplate/v3 v3.0.2 h1:Ed3Oyj9yrmi9087+NczuL5BwkIc4wvTb5zIM+UJPGz4=
 github.com/yosida95/uritemplate/v3 v3.0.2/go.mod h1:ILOh0sOhIJR3+L/8afwt/kE++YT040gmv5BQTMR2HP4=
-github.com/zeebo/errs v1.4.0 h1:XNdoD/RRMKP7HD0UhJnIzUy74ISdGGxURlYG8HSWSfM=
-github.com/zeebo/errs v1.4.0/go.mod h1:sgbWHsvVuTPHcqJJGQ1WhI5KbWlHYz+2+2C/LSEtCw4=
-go.opentelemetry.io/auto/sdk v1.1.0 h1:cH53jehLUN6UFLY71z+NDOiNJqDdPRaXzTel0sJySYA=
-go.opentelemetry.io/auto/sdk v1.1.0/go.mod h1:3wSPjt5PWp2RhlCcmmOial7AvC4DQqZb7a7wCow3W8A=
-go.opentelemetry.io/contrib/detectors/gcp v1.36.0 h1:F7q2tNlCaHY9nMKHR6XH9/qkp8FktLnIcy6jJNyOCQw=
-go.opentelemetry.io/contrib/detectors/gcp v1.36.0/go.mod h1:IbBN8uAIIx734PTonTPxAxnjc2pQTxWNkwfstZ+6H2k=
-go.opentelemetry.io/contrib/instrumentation/google.golang.org/grpc/otelgrpc v0.61.0 h1:q4XOmH/0opmeuJtPsbFNivyl7bCt7yRBbeEm2sC/XtQ=
-go.opentelemetry.io/contrib/instrumentation/google.golang.org/grpc/otelgrpc v0.61.0/go.mod h1:snMWehoOh2wsEwnvvwtDyFCxVeDAODenXHtn5vzrKjo=
-go.opentelemetry.io/contrib/instrumentation/net/http/otelhttp v0.61.0 h1:F7Jx+6hwnZ41NSFTO5q4LYDtJRXBf2PD0rNBkeB/lus=
-go.opentelemetry.io/contrib/instrumentation/net/http/otelhttp v0.61.0/go.mod h1:UHB22Z8QsdRDrnAtX4PntOl36ajSxcdUMt1sF7Y6E7Q=
-go.opentelemetry.io/otel v1.37.0 h1:9zhNfelUvx0KBfu/gb+ZgeAfAgtWrfHJZcAqFC228wQ=
-go.opentelemetry.io/otel v1.37.0/go.mod h1:ehE/umFRLnuLa/vSccNq9oS1ErUlkkK71gMcN34UG8I=
-go.opentelemetry.io/otel/metric v1.37.0 h1:mvwbQS5m0tbmqML4NqK+e3aDiO02vsf/WgbsdpcPoZE=
-go.opentelemetry.io/otel/metric v1.37.0/go.mod h1:04wGrZurHYKOc+RKeye86GwKiTb9FKm1WHtO+4EVr2E=
-go.opentelemetry.io/otel/sdk v1.37.0 h1:ItB0QUqnjesGRvNcmAcU0LyvkVyGJ2xftD29bWdDvKI=
-go.opentelemetry.io/otel/sdk v1.37.0/go.mod h1:VredYzxUvuo2q3WRcDnKDjbdvmO0sCzOvVAiY+yUkAg=
-go.opentelemetry.io/otel/sdk/metric v1.37.0 h1:90lI228XrB9jCMuSdA0673aubgRobVZFhbjxHHspCPc=
-go.opentelemetry.io/otel/sdk/metric v1.37.0/go.mod h1:cNen4ZWfiD37l5NhS+Keb5RXVWZWpRE+9WyVCpbo5ps=
-go.opentelemetry.io/otel/trace v1.37.0 h1:HLdcFNbRQBE2imdSEgm/kwqmQj1Or1l/7bW6mxVK7z4=
-go.opentelemetry.io/otel/trace v1.37.0/go.mod h1:TlgrlQ+PtQO5XFerSPUYG0JSgGyryXewPGyayAWSBS0=
+go.opentelemetry.io/auto/sdk v1.2.1 h1:jXsnJ4Lmnqd11kwkBV2LgLoFMZKizbCi5fNZ/ipaZ64=
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+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.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 v0.43.0 h1:dduJYIi3A3KOfdGOHX8AVZ/jGiyPa3IbBozJ5kNuE04=
@@ -141,16 +139,16 @@ 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 v0.254.0 h1:jl3XrGj7lRjnlUvZAbAdhINTLbsg5dbjmR90+pTQvt4=
-google.golang.org/api v0.254.0/go.mod h1:5BkSURm3D9kAqjGvBNgf0EcbX6Rnrf6UArKkwBzAyqQ=
-google.golang.org/genai v1.30.0 h1:7021aneIvl24nEBLbtQFEWleHsMbjzpcQvkT4WcJ1dc=
-google.golang.org/genai v1.30.0/go.mod h1:7pAilaICJlQBonjKKJNhftDFv3SREhZcTe9F6nRcjbg=
-google.golang.org/genproto v0.0.0-20250603155806-513f23925822 h1:rHWScKit0gvAPuOnu87KpaYtjK5zBMLcULh7gxkCXu4=
-google.golang.org/genproto v0.0.0-20250603155806-513f23925822/go.mod h1:HubltRL7rMh0LfnQPkMH4NPDFEWp0jw3vixw7jEM53s=
-google.golang.org/genproto/googleapis/api v0.0.0-20250818200422-3122310a409c h1:AtEkQdl5b6zsybXcbz00j1LwNodDuH6hVifIaNqk7NQ=
-google.golang.org/genproto/googleapis/api v0.0.0-20250818200422-3122310a409c/go.mod h1:ea2MjsO70ssTfCjiwHgI0ZFqcw45Ksuk2ckf9G468GA=
-google.golang.org/genproto/googleapis/rpc v0.0.0-20251022142026-3a174f9686a8 h1:M1rk8KBnUsBDg1oPGHNCxG4vc1f49epmTO7xscSajMk=
-google.golang.org/genproto/googleapis/rpc v0.0.0-20251022142026-3a174f9686a8/go.mod h1:7i2o+ce6H/6BluujYR+kqX3GKH+dChPTQU19wjRPiGk=
+google.golang.org/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=

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

@@ -3,18 +3,18 @@ module langchan-quickstart
 go 1.24.6
 
 require (
-	github.com/googleapis/mcp-toolbox-sdk-go v0.3.0
+	github.com/googleapis/mcp-toolbox-sdk-go v0.4.0
 	github.com/tmc/langchaingo v0.1.14
 )
 
 require (
-	cloud.google.com/go v0.121.6 // indirect
+	cloud.google.com/go v0.123.0 // indirect
 	cloud.google.com/go/ai v0.7.0 // indirect
-	cloud.google.com/go/aiplatform v1.89.0 // indirect
-	cloud.google.com/go/auth v0.16.5 // indirect
+	cloud.google.com/go/aiplatform v1.105.0 // indirect
+	cloud.google.com/go/auth v0.17.0 // indirect
 	cloud.google.com/go/auth/oauth2adapt v0.2.8 // indirect
-	cloud.google.com/go/compute/metadata v0.8.0 // indirect
-	cloud.google.com/go/iam v1.5.2 // 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/vertexai v0.12.0 // indirect
 	github.com/dlclark/regexp2 v1.10.0 // indirect
@@ -27,23 +27,23 @@ require (
 	github.com/googleapis/enterprise-certificate-proxy v0.3.6 // indirect
 	github.com/googleapis/gax-go/v2 v2.15.0 // indirect
 	github.com/pkoukk/tiktoken-go v0.1.6 // indirect
-	go.opentelemetry.io/auto/sdk v1.1.0 // indirect
-	go.opentelemetry.io/contrib/instrumentation/google.golang.org/grpc/otelgrpc v0.61.0 // indirect
-	go.opentelemetry.io/contrib/instrumentation/net/http/otelhttp v0.61.0 // indirect
-	go.opentelemetry.io/otel v1.36.0 // indirect
-	go.opentelemetry.io/otel/metric v1.36.0 // indirect
-	go.opentelemetry.io/otel/trace v1.36.0 // indirect
-	golang.org/x/crypto v0.41.0 // indirect
-	golang.org/x/net v0.43.0 // indirect
-	golang.org/x/oauth2 v0.30.0 // indirect
-	golang.org/x/sync v0.16.0 // indirect
-	golang.org/x/sys v0.35.0 // indirect
-	golang.org/x/text v0.28.0 // indirect
-	golang.org/x/time v0.12.0 // indirect
-	google.golang.org/api v0.248.0 // indirect
-	google.golang.org/genproto v0.0.0-20250603155806-513f23925822 // indirect
-	google.golang.org/genproto/googleapis/api v0.0.0-20250818200422-3122310a409c // indirect
-	google.golang.org/genproto/googleapis/rpc v0.0.0-20250818200422-3122310a409c // indirect
-	google.golang.org/grpc v1.74.2 // indirect
-	google.golang.org/protobuf v1.36.7 // indirect
+	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 v0.43.0 // indirect
+	golang.org/x/net v0.46.0 // indirect
+	golang.org/x/oauth2 v0.32.0 // indirect
+	golang.org/x/sync v0.17.0 // indirect
+	golang.org/x/sys v0.37.0 // indirect
+	golang.org/x/text v0.30.0 // indirect
+	golang.org/x/time v0.14.0 // indirect
+	google.golang.org/api v0.255.0 // indirect
+	google.golang.org/genproto v0.0.0-20251014184007-4626949a642f // indirect
+	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
 )

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

@@ -1,52 +1,52 @@
 cel.dev/expr v0.24.0 h1:56OvJKSH3hDGL0ml5uSxZmz3/3Pq4tJ+fb1unVLAFcY=
 cel.dev/expr v0.24.0/go.mod h1:hLPLo1W4QUmuYdA72RBX06QTs6MXw941piREPl3Yfiw=
-cloud.google.com/go v0.121.6 h1:waZiuajrI28iAf40cWgycWNgaXPO06dupuS+sgibK6c=
-cloud.google.com/go v0.121.6/go.mod h1:coChdst4Ea5vUpiALcYKXEpR1S9ZgXbhEzzMcMR66vI=
+cloud.google.com/go 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 v1.89.0 h1:niSJYc6ldWWVM9faXPo1Et1MVSQoLvVGriD7fwbJdtE=
-cloud.google.com/go/aiplatform v1.89.0/go.mod h1:TzZtegPkinfXTtXVvZZpxx7noINFMVDrLkE7cEWhYEk=
-cloud.google.com/go/auth v0.16.5 h1:mFWNQ2FEVWAliEQWpAdH80omXFokmrnbDhUS9cBywsI=
-cloud.google.com/go/auth v0.16.5/go.mod h1:utzRfHMP+Vv0mpOkTRQoWD2q3BatTOoWbA7gCc2dUhQ=
+cloud.google.com/go/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/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 v0.8.0 h1:HxMRIbao8w17ZX6wBnjhcDkW6lTFpgcaobyVfZWqRLA=
-cloud.google.com/go/compute/metadata v0.8.0/go.mod h1:sYOGTp851OV9bOFJ9CH7elVvyzopvWQFNNghtDQ/Biw=
-cloud.google.com/go/iam v1.5.2 h1:qgFRAGEmd8z6dJ/qyEchAuL9jpswyODjA2lS+w234g8=
-cloud.google.com/go/iam v1.5.2/go.mod h1:SE1vg0N81zQqLzQEwxL2WI6yhetBdbNQuTvIKCSkUHE=
+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/monitoring v1.24.2 h1:5OTsoJ1dXYIiMiuL+sYscLc9BumrL3CarVLL7dd7lHM=
-cloud.google.com/go/monitoring v1.24.2/go.mod h1:x7yzPWcgDRnPEv3sI+jJGBkwl5qINf+6qY4eq0I9B4U=
-cloud.google.com/go/secretmanager v1.15.0 h1:RtkCMgTpaBMbzozcRUGfZe46jb9a3qh5EdEtVRUATF8=
-cloud.google.com/go/secretmanager v1.15.0/go.mod h1:1hQSAhKK7FldiYw//wbR/XPfPc08eQ81oBsnRUHEvUc=
-cloud.google.com/go/storage v1.56.1 h1:n6gy+yLnHn0hTwBFzNn8zJ1kqWfR91wzdM8hjRF4wP0=
-cloud.google.com/go/storage v1.56.1/go.mod h1:C9xuCZgFl3buo2HZU/1FncgvvOgTAs/rnh4gF4lMg0s=
+cloud.google.com/go/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/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 v1.27.0 h1:ErKg/3iS1AKcTkf3yixlZ54f9U1rljCkQyEXWUnIUxc=
-github.com/GoogleCloudPlatform/opentelemetry-operations-go/detectors/gcp v1.27.0/go.mod h1:yAZHSGnqScoU556rBOVkwLze6WP5N+U11RHuWaGVxwY=
+github.com/GoogleCloudPlatform/opentelemetry-operations-go/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/cespare/xxhash/v2 v2.3.0 h1:UL815xU9SqsFlibzuggzjXhog7bL6oX9BbNZnL2UFvs=
 github.com/cespare/xxhash/v2 v2.3.0/go.mod h1:VGX0DQ3Q6kWi7AoAeZDth3/j3BFtOZR5XLFGgcrjCOs=
-github.com/cncf/xds/go v0.0.0-20250501225837-2ac532fd4443 h1:aQ3y1lwWyqYPiWZThqv1aFbZMiM9vblcSArJRf2Irls=
-github.com/cncf/xds/go v0.0.0-20250501225837-2ac532fd4443/go.mod h1:W+zGtBO5Y1IgJhy4+A9GOqVhqLpfZi+vwmdNXUehLA8=
+github.com/cncf/xds/go v0.0.0-20251014123835-2ee22ca58382 h1:5IeUoAZvqwF6LcCnV99NbhrGKN6ihZgahJv5jKjmZ3k=
+github.com/cncf/xds/go v0.0.0-20251014123835-2ee22ca58382/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/envoy v1.32.4 h1:jb83lalDRZSpPWW2Z7Mck/8kXZ5CQAFYVjQcdVIr83A=
-github.com/envoyproxy/go-control-plane/envoy v1.32.4/go.mod h1:Gzjc5k8JcJswLjAx1Zm+wSYE20UrLtt7JZMWiWQXQEw=
+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/go-jose/go-jose/v4 v4.1.0 h1:cYSYxd3pw5zd2FSXk2vGdn9igQU2PS8MuxrCOCl0FdY=
-github.com/go-jose/go-jose/v4 v4.1.0/go.mod h1:GG/vqmYm3Von2nYiB2vGTXzdoNKE5tix5tuc6iAd+sw=
+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=
 github.com/go-logr/logr v1.4.3 h1:CjnDlHq8ikf6E492q6eKboGOC0T8CDaOvkHCIg8idEI=
 github.com/go-logr/logr v1.4.3/go.mod h1:9T104GzyrTigFIr8wt5mBrctHMim0Nb2HLGrmQ40KvY=
@@ -66,68 +66,68 @@ github.com/googleapis/enterprise-certificate-proxy v0.3.6 h1:GW/XbdyBFQ8Qe+YAmFU
 github.com/googleapis/enterprise-certificate-proxy v0.3.6/go.mod h1:MkHOF77EYAE7qfSuSS9PU6g4Nt4e11cnsDUowfwewLA=
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docs/en/getting-started/quickstart/go/openAI/go.mod

@@ -3,15 +3,14 @@ module openai-quickstart
 go 1.24.6
 
 require (
-	github.com/googleapis/mcp-toolbox-sdk-go v0.3.0
-	github.com/openai/openai-go/v3 v3.3.0
+	github.com/googleapis/mcp-toolbox-sdk-go v0.4.0
+	github.com/openai/openai-go v1.12.0
 )
 
-
 require (
-	cloud.google.com/go/auth v0.16.5 // indirect
+	cloud.google.com/go/auth v0.17.0 // indirect
 	cloud.google.com/go/auth/oauth2adapt v0.2.8 // indirect
-	cloud.google.com/go/compute/metadata v0.8.0 // indirect
+	cloud.google.com/go/compute/metadata v0.9.0 // 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
@@ -22,18 +21,18 @@ require (
 	github.com/tidwall/match v1.1.1 // indirect
 	github.com/tidwall/pretty v1.2.1 // indirect
 	github.com/tidwall/sjson v1.2.5 // indirect
-	go.opentelemetry.io/auto/sdk v1.1.0 // indirect
-	go.opentelemetry.io/contrib/instrumentation/net/http/otelhttp v0.61.0 // indirect
-	go.opentelemetry.io/otel v1.36.0 // indirect
-	go.opentelemetry.io/otel/metric v1.36.0 // indirect
-	go.opentelemetry.io/otel/trace v1.36.0 // indirect
-	golang.org/x/crypto v0.41.0 // indirect
-	golang.org/x/net v0.43.0 // indirect
-	golang.org/x/oauth2 v0.30.0 // indirect
-	golang.org/x/sys v0.35.0 // indirect
-	golang.org/x/text v0.28.0 // indirect
-	google.golang.org/api v0.248.0 // indirect
-	google.golang.org/genproto/googleapis/rpc v0.0.0-20250818200422-3122310a409c // indirect
-	google.golang.org/grpc v1.74.2 // indirect
-	google.golang.org/protobuf v1.36.7 // indirect
+	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 v0.43.0 // indirect
+	golang.org/x/net v0.46.0 // indirect
+	golang.org/x/oauth2 v0.32.0 // indirect
+	golang.org/x/sys v0.37.0 // indirect
+	golang.org/x/text v0.30.0 // indirect
+	google.golang.org/api v0.255.0 // 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
 )

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

@@ -1,42 +1,42 @@
 cel.dev/expr v0.24.0 h1:56OvJKSH3hDGL0ml5uSxZmz3/3Pq4tJ+fb1unVLAFcY=
 cel.dev/expr v0.24.0/go.mod h1:hLPLo1W4QUmuYdA72RBX06QTs6MXw941piREPl3Yfiw=
-cloud.google.com/go v0.121.6 h1:waZiuajrI28iAf40cWgycWNgaXPO06dupuS+sgibK6c=
-cloud.google.com/go v0.121.6/go.mod h1:coChdst4Ea5vUpiALcYKXEpR1S9ZgXbhEzzMcMR66vI=
-cloud.google.com/go/auth v0.16.5 h1:mFWNQ2FEVWAliEQWpAdH80omXFokmrnbDhUS9cBywsI=
-cloud.google.com/go/auth v0.16.5/go.mod h1:utzRfHMP+Vv0mpOkTRQoWD2q3BatTOoWbA7gCc2dUhQ=
+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/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 v0.8.0 h1:HxMRIbao8w17ZX6wBnjhcDkW6lTFpgcaobyVfZWqRLA=
-cloud.google.com/go/compute/metadata v0.8.0/go.mod h1:sYOGTp851OV9bOFJ9CH7elVvyzopvWQFNNghtDQ/Biw=
-cloud.google.com/go/iam v1.5.2 h1:qgFRAGEmd8z6dJ/qyEchAuL9jpswyODjA2lS+w234g8=
-cloud.google.com/go/iam v1.5.2/go.mod h1:SE1vg0N81zQqLzQEwxL2WI6yhetBdbNQuTvIKCSkUHE=
-cloud.google.com/go/monitoring v1.24.2 h1:5OTsoJ1dXYIiMiuL+sYscLc9BumrL3CarVLL7dd7lHM=
-cloud.google.com/go/monitoring v1.24.2/go.mod h1:x7yzPWcgDRnPEv3sI+jJGBkwl5qINf+6qY4eq0I9B4U=
-cloud.google.com/go/secretmanager v1.15.0 h1:RtkCMgTpaBMbzozcRUGfZe46jb9a3qh5EdEtVRUATF8=
-cloud.google.com/go/secretmanager v1.15.0/go.mod h1:1hQSAhKK7FldiYw//wbR/XPfPc08eQ81oBsnRUHEvUc=
-cloud.google.com/go/storage v1.56.1 h1:n6gy+yLnHn0hTwBFzNn8zJ1kqWfR91wzdM8hjRF4wP0=
-cloud.google.com/go/storage v1.56.1/go.mod h1:C9xuCZgFl3buo2HZU/1FncgvvOgTAs/rnh4gF4lMg0s=
-github.com/GoogleCloudPlatform/opentelemetry-operations-go/detectors/gcp v1.27.0 h1:ErKg/3iS1AKcTkf3yixlZ54f9U1rljCkQyEXWUnIUxc=
-github.com/GoogleCloudPlatform/opentelemetry-operations-go/detectors/gcp v1.27.0/go.mod h1:yAZHSGnqScoU556rBOVkwLze6WP5N+U11RHuWaGVxwY=
+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/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=
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 github.com/GoogleCloudPlatform/opentelemetry-operations-go/exporter/metric v0.53.0 h1:owcC2UnmsZycprQ5RfRgjydWhuoxg71LUfyiQdijZuM=
 github.com/GoogleCloudPlatform/opentelemetry-operations-go/exporter/metric v0.53.0/go.mod h1:ZPpqegjbE99EPKsu3iUWV22A04wzGPcAY/ziSIQEEgs=
 github.com/GoogleCloudPlatform/opentelemetry-operations-go/internal/resourcemapping v0.53.0 h1:Ron4zCA/yk6U7WOBXhTJcDpsUBG9npumK6xw2auFltQ=
 github.com/GoogleCloudPlatform/opentelemetry-operations-go/internal/resourcemapping v0.53.0/go.mod h1:cSgYe11MCNYunTnRXrKiR/tHc0eoKjICUuWpNZoVCOo=
 github.com/cespare/xxhash/v2 v2.3.0 h1:UL815xU9SqsFlibzuggzjXhog7bL6oX9BbNZnL2UFvs=
 github.com/cespare/xxhash/v2 v2.3.0/go.mod h1:VGX0DQ3Q6kWi7AoAeZDth3/j3BFtOZR5XLFGgcrjCOs=
-github.com/cncf/xds/go v0.0.0-20250501225837-2ac532fd4443 h1:aQ3y1lwWyqYPiWZThqv1aFbZMiM9vblcSArJRf2Irls=
-github.com/cncf/xds/go v0.0.0-20250501225837-2ac532fd4443/go.mod h1:W+zGtBO5Y1IgJhy4+A9GOqVhqLpfZi+vwmdNXUehLA8=
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+github.com/cncf/xds/go v0.0.0-20251014123835-2ee22ca58382/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/envoy v1.32.4 h1:jb83lalDRZSpPWW2Z7Mck/8kXZ5CQAFYVjQcdVIr83A=
-github.com/envoyproxy/go-control-plane/envoy v1.32.4/go.mod h1:Gzjc5k8JcJswLjAx1Zm+wSYE20UrLtt7JZMWiWQXQEw=
+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/go-jose/go-jose/v4 v4.1.0 h1:cYSYxd3pw5zd2FSXk2vGdn9igQU2PS8MuxrCOCl0FdY=
-github.com/go-jose/go-jose/v4 v4.1.0/go.mod h1:GG/vqmYm3Von2nYiB2vGTXzdoNKE5tix5tuc6iAd+sw=
+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=
 github.com/go-logr/logr v1.4.3 h1:CjnDlHq8ikf6E492q6eKboGOC0T8CDaOvkHCIg8idEI=
 github.com/go-logr/logr v1.4.3/go.mod h1:9T104GzyrTigFIr8wt5mBrctHMim0Nb2HLGrmQ40KvY=
@@ -54,18 +54,18 @@ github.com/googleapis/enterprise-certificate-proxy v0.3.6 h1:GW/XbdyBFQ8Qe+YAmFU
 github.com/googleapis/enterprise-certificate-proxy v0.3.6/go.mod h1:MkHOF77EYAE7qfSuSS9PU6g4Nt4e11cnsDUowfwewLA=
 github.com/googleapis/gax-go/v2 v2.15.0 h1:SyjDc1mGgZU5LncH8gimWo9lW1DtIfPibOG81vgd/bo=
 github.com/googleapis/gax-go/v2 v2.15.0/go.mod h1:zVVkkxAQHa1RQpg9z2AUCMnKhi0Qld9rcmyfL1OZhoc=
-github.com/googleapis/mcp-toolbox-sdk-go v0.3.0 h1:m/en3Pp3iGc99SYejUS9iQ01QXsDKMVA+Z456P6mAxY=
-github.com/googleapis/mcp-toolbox-sdk-go v0.3.0/go.mod h1:DYgNeEV9WHpesG9O2Esr0o+s7Nag0H3h3U2JstK1g6I=
+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/openai/openai-go v1.12.0 h1:NBQCnXzqOTv5wsgNC36PrFEiskGfO5wccfCWDo9S1U0=
 github.com/openai/openai-go v1.12.0/go.mod h1:g461MYGXEXBVdV5SaR/5tNzNbSfwTBBefwc+LlDCK0Y=
 github.com/planetscale/vtprotobuf v0.6.1-0.20240319094008-0393e58bdf10 h1:GFCKgmp0tecUJ0sJuv4pzYCqS9+RGSn52M3FUwPs+uo=
 github.com/planetscale/vtprotobuf v0.6.1-0.20240319094008-0393e58bdf10/go.mod h1:t/avpk3KcrXxUnYOhZhMXJlSEyie6gQbtLq5NM3loB8=
 github.com/pmezard/go-difflib v1.0.1-0.20181226105442-5d4384ee4fb2 h1:Jamvg5psRIccs7FGNTlIRMkT8wgtp5eCXdBlqhYGL6U=
 github.com/pmezard/go-difflib v1.0.1-0.20181226105442-5d4384ee4fb2/go.mod h1:iKH77koFhYxTK1pcRnkKkqfTogsbg7gZNVY4sRDYZ/4=
-github.com/spiffe/go-spiffe/v2 v2.5.0 h1:N2I01KCUkv1FAjZXJMwh95KK1ZIQLYbPfhaxw8WS0hE=
-github.com/spiffe/go-spiffe/v2 v2.5.0/go.mod h1:P+NxobPc6wXhVtINNtFjNWGBTreew1GBUCwT2wPmb7g=
-github.com/stretchr/testify v1.10.0 h1:Xv5erBjTwe/5IxqUQTdXv5kgmIvbHo3QQyRwhJsOfJA=
-github.com/stretchr/testify v1.10.0/go.mod h1:r2ic/lqez/lEtzL7wO/rwa5dbSLXVDPFyf8C91i36aY=
+github.com/spiffe/go-spiffe/v2 v2.6.0 h1:l+DolpxNWYgruGQVV0xsfeya3CsC7m8iBzDnMpsbLuo=
+github.com/spiffe/go-spiffe/v2 v2.6.0/go.mod h1:gm2SeUoMZEtpnzPNs2Csc0D/gX33k1xIx7lEzqblHEs=
+github.com/stretchr/testify v1.11.1 h1:7s2iGBzp5EwR7/aIZr8ao5+dra3wiQyKjjFuvgVKu7U=
+github.com/stretchr/testify v1.11.1/go.mod h1:wZwfW3scLgRK+23gO65QZefKpKQRnfz6sD981Nm4B6U=
 github.com/tidwall/gjson v1.14.2/go.mod h1:/wbyibRr2FHMks5tjHJ5F8dMZh3AcwJEMf5vlfC0lxk=
 github.com/tidwall/gjson v1.14.4 h1:uo0p8EbA09J7RQaflQ1aBRffTR7xedD2bcIVSYxLnkM=
 github.com/tidwall/gjson v1.14.4/go.mod h1:/wbyibRr2FHMks5tjHJ5F8dMZh3AcwJEMf5vlfC0lxk=
@@ -76,51 +76,51 @@ github.com/tidwall/pretty v1.2.1 h1:qjsOFOWWQl+N3RsoF5/ssm1pHmJJwhjlSbZ51I6wMl4=
 github.com/tidwall/pretty v1.2.1/go.mod h1:ITEVvHYasfjBbM0u2Pg8T2nJnzm8xPwvNhhsoaGGjNU=
 github.com/tidwall/sjson v1.2.5 h1:kLy8mja+1c9jlljvWTlSazM7cKDRfJuR/bOJhcY5NcY=
 github.com/tidwall/sjson v1.2.5/go.mod h1:Fvgq9kS/6ociJEDnK0Fk1cpYF4FIW6ZF7LAe+6jwd28=
-github.com/zeebo/errs v1.4.0 h1:XNdoD/RRMKP7HD0UhJnIzUy74ISdGGxURlYG8HSWSfM=
-github.com/zeebo/errs v1.4.0/go.mod h1:sgbWHsvVuTPHcqJJGQ1WhI5KbWlHYz+2+2C/LSEtCw4=
-go.opentelemetry.io/auto/sdk v1.1.0 h1:cH53jehLUN6UFLY71z+NDOiNJqDdPRaXzTel0sJySYA=
-go.opentelemetry.io/auto/sdk v1.1.0/go.mod h1:3wSPjt5PWp2RhlCcmmOial7AvC4DQqZb7a7wCow3W8A=
-go.opentelemetry.io/contrib/detectors/gcp v1.36.0 h1:F7q2tNlCaHY9nMKHR6XH9/qkp8FktLnIcy6jJNyOCQw=
-go.opentelemetry.io/contrib/detectors/gcp v1.36.0/go.mod h1:IbBN8uAIIx734PTonTPxAxnjc2pQTxWNkwfstZ+6H2k=
-go.opentelemetry.io/contrib/instrumentation/google.golang.org/grpc/otelgrpc v0.61.0 h1:q4XOmH/0opmeuJtPsbFNivyl7bCt7yRBbeEm2sC/XtQ=
-go.opentelemetry.io/contrib/instrumentation/google.golang.org/grpc/otelgrpc v0.61.0/go.mod h1:snMWehoOh2wsEwnvvwtDyFCxVeDAODenXHtn5vzrKjo=
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-golang.org/x/text v0.28.0/go.mod h1:U8nCwOR8jO/marOQ0QbDiOngZVEBB7MAiitBuMjXiNU=
-golang.org/x/time v0.12.0 h1:ScB/8o8olJvc+CQPWrK3fPZNfh7qgwCrY0zJmoEQLSE=
-golang.org/x/time v0.12.0/go.mod h1:CDIdPxbZBQxdj6cxyCIdrNogrJKMJ7pr37NYpMcMDSg=
-google.golang.org/api v0.248.0 h1:hUotakSkcwGdYUqzCRc5yGYsg4wXxpkKlW5ryVqvC1Y=
-google.golang.org/api v0.248.0/go.mod h1:yAFUAF56Li7IuIQbTFoLwXTCI6XCFKueOlS7S9e4F9k=
-google.golang.org/genproto v0.0.0-20250603155806-513f23925822 h1:rHWScKit0gvAPuOnu87KpaYtjK5zBMLcULh7gxkCXu4=
-google.golang.org/genproto v0.0.0-20250603155806-513f23925822/go.mod h1:HubltRL7rMh0LfnQPkMH4NPDFEWp0jw3vixw7jEM53s=
-google.golang.org/genproto/googleapis/api v0.0.0-20250818200422-3122310a409c h1:AtEkQdl5b6zsybXcbz00j1LwNodDuH6hVifIaNqk7NQ=
-google.golang.org/genproto/googleapis/api v0.0.0-20250818200422-3122310a409c/go.mod h1:ea2MjsO70ssTfCjiwHgI0ZFqcw45Ksuk2ckf9G468GA=
-google.golang.org/genproto/googleapis/rpc v0.0.0-20250818200422-3122310a409c h1:qXWI/sQtv5UKboZ/zUk7h+mrf/lXORyI+n9DKDAusdg=
-google.golang.org/genproto/googleapis/rpc v0.0.0-20250818200422-3122310a409c/go.mod h1:gw1tLEfykwDz2ET4a12jcXt4couGAm7IwsVaTy0Sflo=
-google.golang.org/grpc v1.74.2 h1:WoosgB65DlWVC9FqI82dGsZhWFNBSLjQ84bjROOpMu4=
-google.golang.org/grpc v1.74.2/go.mod h1:CtQ+BGjaAIXHs/5YS3i473GqwBBa1zGQNevxdeBEXrM=
-google.golang.org/protobuf v1.36.7 h1:IgrO7UwFQGJdRNXH/sQux4R1Dj1WAKcLElzeeRaXV2A=
-google.golang.org/protobuf v1.36.7/go.mod h1:jduwjTPXsFjZGTmRluh+L6NjiWu7pchiJ2/5YcXBHnY=
+go.opentelemetry.io/auto/sdk v1.2.1 h1:jXsnJ4Lmnqd11kwkBV2LgLoFMZKizbCi5fNZ/ipaZ64=
+go.opentelemetry.io/auto/sdk v1.2.1/go.mod h1:KRTj+aOaElaLi+wW1kO/DZRXwkF4C5xPbEe3ZiIhN7Y=
+go.opentelemetry.io/contrib/detectors/gcp v1.38.0 h1:ZoYbqX7OaA/TAikspPl3ozPI6iY6LiIY9I8cUfm+pJs=
+go.opentelemetry.io/contrib/detectors/gcp v1.38.0/go.mod h1:SU+iU7nu5ud4oCb3LQOhIZ3nRLj6FNVrKgtflbaf2ts=
+go.opentelemetry.io/contrib/instrumentation/google.golang.org/grpc/otelgrpc v0.63.0 h1:YH4g8lQroajqUwWbq/tr2QX1JFmEXaDLgG+ew9bLMWo=
+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 v0.43.0 h1:dduJYIi3A3KOfdGOHX8AVZ/jGiyPa3IbBozJ5kNuE04=
+golang.org/x/crypto v0.43.0/go.mod h1:BFbav4mRNlXJL4wNeejLpWxB7wMbc79PdRGhWKncxR0=
+golang.org/x/net v0.46.0 h1:giFlY12I07fugqwPuWJi68oOnpfqFnJIJzaIIm2JVV4=
+golang.org/x/net v0.46.0/go.mod h1:Q9BGdFy1y4nkUwiLvT5qtyhAnEHgnQ/zd8PfU6nc210=
+golang.org/x/oauth2 v0.32.0 h1:jsCblLleRMDrxMN29H3z/k1KliIvpLgCkE6R8FXXNgY=
+golang.org/x/oauth2 v0.32.0/go.mod h1:lzm5WQJQwKZ3nwavOZ3IS5Aulzxi68dUSgRHujetwEA=
+golang.org/x/sync v0.17.0 h1:l60nONMj9l5drqw6jlhIELNv9I0A4OFgRsG9k2oT9Ug=
+golang.org/x/sync v0.17.0/go.mod h1:9KTHXmSnoGruLpwFjVSX0lNNA75CykiMECbovNTZqGI=
+golang.org/x/sys v0.37.0 h1:fdNQudmxPjkdUTPnLn5mdQv7Zwvbvpaxqs831goi9kQ=
+golang.org/x/sys v0.37.0/go.mod h1:OgkHotnGiDImocRcuBABYBEXf8A9a87e/uXjp9XT3ks=
+golang.org/x/text v0.30.0 h1:yznKA/E9zq54KzlzBEAWn1NXSQ8DIp/NYMy88xJjl4k=
+golang.org/x/text v0.30.0/go.mod h1:yDdHFIX9t+tORqspjENWgzaCVXgk0yYnYuSZ8UzzBVM=
+golang.org/x/time v0.14.0 h1:MRx4UaLrDotUKUdCIqzPC48t1Y9hANFKIRpNx+Te8PI=
+golang.org/x/time v0.14.0/go.mod h1:eL/Oa2bBBK0TkX57Fyni+NgnyQQN4LitPmob2Hjnqw4=
+gonum.org/v1/gonum v0.16.0 h1:5+ul4Swaf3ESvrOnidPp4GZbzf0mxVQpDCYUQE7OJfk=
+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=
 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/js/langchain/package.json

@@ -11,9 +11,9 @@
   "author": "",
   "license": "ISC",
   "dependencies": {
-    "@langchain/google-genai": "^0.2.17",
-    "@langchain/langgraph": "^0.4.9",
-    "@toolbox-sdk/core": "^0.1.2",
-    "langchain": "^0.3.33"
+    "@langchain/google-genai": "^1.0.0",
+    "@langchain/langgraph": "^1.0.0",
+    "@toolbox-sdk/core": "^0.1.3",
+    "langchain": "^1.0.0"
   }
 }

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

@@ -1,3 +1,3 @@
-google-adk==1.15.1
+google-adk==1.18.0
 toolbox-core==0.5.2
-pytest==8.4.2
+pytest==9.0.0

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

@@ -1,3 +1,3 @@
 google-genai==1.47.0
 toolbox-core==0.5.2
-pytest==8.4.2
+pytest==9.0.0

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

@@ -2,4 +2,4 @@ langchain==0.3.27
 langchain-google-vertexai==2.1.2
 langgraph==1.0.1
 toolbox-langchain==0.5.2
-pytest==8.4.2
+pytest==9.0.0

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

@@ -1,4 +1,4 @@
 llama-index==0.14.6
-llama-index-llms-google-genai==0.7.1
+llama-index-llms-google-genai==0.7.3
 toolbox-llamaindex==0.5.2
-pytest==8.4.2
+pytest==9.0.0

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

@@ -13,7 +13,7 @@ In this section, we will download Toolbox, configure our tools in a
     <!-- {x-release-please-start-version} -->
     ```bash
     export OS="linux/amd64" # one of linux/amd64, darwin/arm64, darwin/amd64, or windows/amd64
-    curl -O https://storage.googleapis.com/genai-toolbox/v0.18.0/$OS/toolbox
+    curl -O https://storage.googleapis.com/genai-toolbox/v0.19.1/$OS/toolbox
     ```
     <!-- {x-release-please-end} -->
 

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

@@ -48,19 +48,19 @@ to expose your developer assistant tools to a Looker instance:
    <!-- {x-release-please-start-version} -->
 {{< tabpane persist=header >}}
 {{< tab header="linux/amd64" lang="bash" >}}
-curl -O https://storage.googleapis.com/genai-toolbox/v0.18.0/linux/amd64/toolbox
+curl -O https://storage.googleapis.com/genai-toolbox/v0.19.1/linux/amd64/toolbox
 {{< /tab >}}
 
 {{< tab header="darwin/arm64" lang="bash" >}}
-curl -O https://storage.googleapis.com/genai-toolbox/v0.18.0/darwin/arm64/toolbox
+curl -O https://storage.googleapis.com/genai-toolbox/v0.19.1/darwin/arm64/toolbox
 {{< /tab >}}
 
 {{< tab header="darwin/amd64" lang="bash" >}}
-curl -O https://storage.googleapis.com/genai-toolbox/v0.18.0/darwin/amd64/toolbox
+curl -O https://storage.googleapis.com/genai-toolbox/v0.19.1/darwin/amd64/toolbox
 {{< /tab >}}
 
 {{< tab header="windows/amd64" lang="bash" >}}
-curl -O https://storage.googleapis.com/genai-toolbox/v0.18.0/windows/amd64/toolbox.exe
+curl -O https://storage.googleapis.com/genai-toolbox/v0.19.1/windows/amd64/toolbox.exe
 {{< /tab >}}
 {{< /tabpane >}}
     <!-- {x-release-please-end} -->
@@ -315,6 +315,7 @@ instance and create new saved content.
 1. **run_look**: Run a saved Look and return the data
 1. **make_look**: Create a saved Look in Looker and return the URL
 1. **get_dashboards**: Return the saved dashboards that match a title or description
+1. **run_dashbaord**: Run the queries associated with a dashboard and return the data
 1. **make_dashboard**: Create a saved dashboard in Looker and return the URL
 1. **add_dashboard_element**: Add a tile to a dashboard
 

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

@@ -45,19 +45,19 @@ instance:
    <!-- {x-release-please-start-version} -->
    {{< tabpane persist=header >}}
 {{< tab header="linux/amd64" lang="bash" >}}
-curl -O https://storage.googleapis.com/genai-toolbox/v0.18.0/linux/amd64/toolbox
+curl -O https://storage.googleapis.com/genai-toolbox/v0.19.1/linux/amd64/toolbox
 {{< /tab >}}
 
 {{< tab header="darwin/arm64" lang="bash" >}}
-curl -O https://storage.googleapis.com/genai-toolbox/v0.18.0/darwin/arm64/toolbox
+curl -O https://storage.googleapis.com/genai-toolbox/v0.19.1/darwin/arm64/toolbox
 {{< /tab >}}
 
 {{< tab header="darwin/amd64" lang="bash" >}}
-curl -O https://storage.googleapis.com/genai-toolbox/v0.18.0/darwin/amd64/toolbox
+curl -O https://storage.googleapis.com/genai-toolbox/v0.19.1/darwin/amd64/toolbox
 {{< /tab >}}
 
 {{< tab header="windows/amd64" lang="bash" >}}
-curl -O https://storage.googleapis.com/genai-toolbox/v0.18.0/windows/amd64/toolbox.exe
+curl -O https://storage.googleapis.com/genai-toolbox/v0.19.1/windows/amd64/toolbox.exe
 {{< /tab >}}
 {{< /tabpane >}}
     <!-- {x-release-please-end} -->

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

@@ -43,19 +43,19 @@ expose your developer assistant tools to a MySQL instance:
    <!-- {x-release-please-start-version} -->
    {{< tabpane persist=header >}}
 {{< tab header="linux/amd64" lang="bash" >}}
-curl -O https://storage.googleapis.com/genai-toolbox/v0.18.0/linux/amd64/toolbox
+curl -O https://storage.googleapis.com/genai-toolbox/v0.19.1/linux/amd64/toolbox
 {{< /tab >}}
 
 {{< tab header="darwin/arm64" lang="bash" >}}
-curl -O https://storage.googleapis.com/genai-toolbox/v0.18.0/darwin/arm64/toolbox
+curl -O https://storage.googleapis.com/genai-toolbox/v0.19.1/darwin/arm64/toolbox
 {{< /tab >}}
 
 {{< tab header="darwin/amd64" lang="bash" >}}
-curl -O https://storage.googleapis.com/genai-toolbox/v0.18.0/darwin/amd64/toolbox
+curl -O https://storage.googleapis.com/genai-toolbox/v0.19.1/darwin/amd64/toolbox
 {{< /tab >}}
 
 {{< tab header="windows/amd64" lang="bash" >}}
-curl -O https://storage.googleapis.com/genai-toolbox/v0.18.0/windows/amd64/toolbox.exe
+curl -O https://storage.googleapis.com/genai-toolbox/v0.19.1/windows/amd64/toolbox.exe
 {{< /tab >}}
 {{< /tabpane >}}
     <!-- {x-release-please-end} -->

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

@@ -44,19 +44,19 @@ expose your developer assistant tools to a Neo4j instance:
    <!-- {x-release-please-start-version} -->
    {{< tabpane persist=header >}}
 {{< tab header="linux/amd64" lang="bash" >}}
-curl -O https://storage.googleapis.com/genai-toolbox/v0.18.0/linux/amd64/toolbox
+curl -O https://storage.googleapis.com/genai-toolbox/v0.19.1/linux/amd64/toolbox
 {{< /tab >}}
 
 {{< tab header="darwin/arm64" lang="bash" >}}
-curl -O https://storage.googleapis.com/genai-toolbox/v0.18.0/darwin/arm64/toolbox
+curl -O https://storage.googleapis.com/genai-toolbox/v0.19.1/darwin/arm64/toolbox
 {{< /tab >}}
 
 {{< tab header="darwin/amd64" lang="bash" >}}
-curl -O https://storage.googleapis.com/genai-toolbox/v0.18.0/darwin/amd64/toolbox
+curl -O https://storage.googleapis.com/genai-toolbox/v0.19.1/darwin/amd64/toolbox
 {{< /tab >}}
 
 {{< tab header="windows/amd64" lang="bash" >}}
-curl -O https://storage.googleapis.com/genai-toolbox/v0.18.0/windows/amd64/toolbox.exe
+curl -O https://storage.googleapis.com/genai-toolbox/v0.19.1/windows/amd64/toolbox.exe
 {{< /tab >}}
 {{< /tabpane >}}
     <!-- {x-release-please-end} -->

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

@@ -56,19 +56,19 @@ Omni](https://cloud.google.com/alloydb/omni/current/docs/overview).
    <!-- {x-release-please-start-version} -->
    {{< tabpane persist=header >}}
 {{< tab header="linux/amd64" lang="bash" >}}
-curl -O https://storage.googleapis.com/genai-toolbox/v0.18.0/linux/amd64/toolbox
+curl -O https://storage.googleapis.com/genai-toolbox/v0.19.1/linux/amd64/toolbox
 {{< /tab >}}
 
 {{< tab header="darwin/arm64" lang="bash" >}}
-curl -O https://storage.googleapis.com/genai-toolbox/v0.18.0/darwin/arm64/toolbox
+curl -O https://storage.googleapis.com/genai-toolbox/v0.19.1/darwin/arm64/toolbox
 {{< /tab >}}
 
 {{< tab header="darwin/amd64" lang="bash" >}}
-curl -O https://storage.googleapis.com/genai-toolbox/v0.18.0/darwin/amd64/toolbox
+curl -O https://storage.googleapis.com/genai-toolbox/v0.19.1/darwin/amd64/toolbox
 {{< /tab >}}
 
 {{< tab header="windows/amd64" lang="bash" >}}
-curl -O https://storage.googleapis.com/genai-toolbox/v0.18.0/windows/amd64/toolbox.exe
+curl -O https://storage.googleapis.com/genai-toolbox/v0.19.1/windows/amd64/toolbox.exe
 {{< /tab >}}
 {{< /tabpane >}}
     <!-- {x-release-please-end} -->

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

@@ -43,19 +43,19 @@ to expose your developer assistant tools to a SQLite instance:
    <!-- {x-release-please-start-version} -->
    {{< tabpane persist=header >}}
 {{< tab header="linux/amd64" lang="bash" >}}
-curl -O https://storage.googleapis.com/genai-toolbox/v0.18.0/linux/amd64/toolbox
+curl -O https://storage.googleapis.com/genai-toolbox/v0.19.1/linux/amd64/toolbox
 {{< /tab >}}
 
 {{< tab header="darwin/arm64" lang="bash" >}}
-curl -O https://storage.googleapis.com/genai-toolbox/v0.18.0/darwin/arm64/toolbox
+curl -O https://storage.googleapis.com/genai-toolbox/v0.19.1/darwin/arm64/toolbox
 {{< /tab >}}
 
 {{< tab header="darwin/amd64" lang="bash" >}}
-curl -O https://storage.googleapis.com/genai-toolbox/v0.18.0/darwin/amd64/toolbox
+curl -O https://storage.googleapis.com/genai-toolbox/v0.19.1/darwin/amd64/toolbox
 {{< /tab >}}
 
 {{< tab header="windows/amd64" lang="bash" >}}
-curl -O https://storage.googleapis.com/genai-toolbox/v0.18.0/windows/amd64/toolbox.exe
+curl -O https://storage.googleapis.com/genai-toolbox/v0.19.1/windows/amd64/toolbox.exe
 {{< /tab >}}
 {{< /tabpane >}}
     <!-- {x-release-please-end} -->

docs/en/reference/prebuilt-tools.md

@@ -45,6 +45,7 @@ details on how to connect your AI tools (IDEs) to databases via Toolbox and MCP.
     *   `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. 
 
 ## AlloyDB Postgres Admin
 
@@ -214,6 +215,7 @@ details on how to connect your AI tools (IDEs) to databases via Toolbox and MCP.
     *   `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. 
 
 ## Cloud SQL for PostgreSQL Observability
 
@@ -384,11 +386,24 @@ details on how to connect your AI tools (IDEs) to databases via Toolbox and MCP.
     *   `run_look`: Runs the query associated with a look.
     *   `make_look`: Creates a new look.
     *   `get_dashboards`: Searches for saved dashboards.
+    *   `run_dashboard`: Runs the queries associated with a dashboard.
     *   `make_dashboard`: Creates a new dashboard.
     *   `add_dashboard_element`: Adds a tile to a dashboard.
     *   `health_pulse`: Test the health of a Looker instance.
     *   `health_analyze`: Analyze the LookML usage of a Looker instance.
     *   `health_vacuum`: Suggest LookML elements that can be removed.
+    *   `dev_mode`: Activate developer mode.
+    *   `get_projects`: Get the LookML projects in a Looker instance.
+    *   `get_project_files`: List the project files in a project.
+    *   `get_project_file`: Get the content of a LookML file.
+    *   `create_project_file`: Create a new LookML file.
+    *   `update_project_file`: Update an existing LookML file.
+    *   `delete_project_file`: Delete a LookML file.
+    *   `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.
+    *   `get_connection_tables`: Get the available tables in a connection.
+    *   `get_connection_table_columns`: Get the available columns for a table.
 
 ## Looker Conversational Analytics
 
@@ -497,6 +512,7 @@ details on how to connect your AI tools (IDEs) to databases via Toolbox and MCP.
     *   `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. 
 
 ## Google Cloud Serverless for Apache Spark
 
@@ -574,3 +590,33 @@ details on how to connect your AI tools (IDEs) to databases via Toolbox and MCP.
 *   **Tools:**
     *   `execute_cypher`: Executes a Cypher query.
     *   `get_schema`: Retrieves the schema of the Neo4j database.
+
+## Google Cloud Healthcare API
+*   `--prebuilt` value: `cloud-healthcare`
+*   **Environment Variables:**
+    *   `CLOUD_HEALTHCARE_PROJECT`: The GCP project ID.
+    *   `CLOUD_HEALTHCARE_REGION`: The Cloud Healthcare API dataset region.
+    *   `CLOUD_HEALTHCARE_DATASET`: The Cloud Healthcare API dataset ID.
+    *   `CLOUD_HEALTHCARE_USE_CLIENT_OAUTH`: (Optional) If `true`, forwards the client's
+        OAuth access token for authentication. Defaults to `false`.
+*   **Permissions:**
+    *   **Healthcare FHIR Resource Reader** (`roles/healthcare.fhirResourceReader`) to read an
+        search FHIR resources.
+    *   **Healthcare DICOM Viewer** (`roles/healthcare.dicomViewer`) to retrieve DICOM images from a
+        DICOM store.
+*   **Tools:**
+    *   `get_dataset`: Gets information about a Cloud Healthcare API dataset.
+    *   `list_dicom_stores`: Lists DICOM stores in a Cloud Healthcare API dataset.
+    *   `list_fhir_stores`: Lists FHIR stores in a Cloud Healthcare API dataset.
+    *   `get_fhir_store`: Gets information about a FHIR store.
+    *   `get_fhir_store_metrics`: Gets metrics for a FHIR store.
+    *   `get_fhir_resource`: Gets a FHIR resource from a FHIR store.
+    *   `fhir_patient_search`: Searches for patient resource(s) based on a set of criteria.
+    *   `fhir_patient_everything`: Retrieves resources related to a given patient.
+    *   `fhir_fetch_page`: Fetches a page of FHIR resources.
+    *   `get_dicom_store`: Gets information about a DICOM store.
+    *   `get_dicom_store_metrics`: Gets metrics for a DICOM store.
+    *   `search_dicom_studies`: Searches for DICOM studies.
+    *   `search_dicom_series`: Searches for DICOM series.
+    *   `search_dicom_instances`: Searches for DICOM instances.
+    *   `retrieve_rendered_dicom_instance`: Retrieves a rendered DICOM instance.

docs/en/resources/prompts/_index.md

@@ -0,0 +1,70 @@
+---
+title: "Prompts"
+type: docs
+weight: 3
+description: >
+   Prompts allow servers to provide structured messages and instructions for interacting with language models.
+---
+
+A `prompt` represents a reusable prompt template that can be retrieved and used
+by MCP clients.
+
+A Prompt is essentially a template for a message or a series of messages that can be sent to a Large Language Model (LLM). The Toolbox server implements the `prompts/list` and `prompts/get` methods from the [Model Context Protocol (MCP)](https://modelcontextprotocol.io/docs/getting-started/intro) specification, allowing clients to discover and retrieve these prompts.
+
+```yaml
+prompts:
+  code_review:
+    description: "Asks the LLM to analyze code quality and suggest improvements."
+    messages:
+      - content: "Please review the following code for quality, correctness, and potential improvements: \n\n{{.code}}"
+    arguments:
+      - name: "code"
+        description: "The code to review"
+```
+
+## Prompt Schema
+
+| **field**      | **type** | **required** | **description**  |
+| --- | --- | --- | --- |
+| description | string | No | A brief explanation of what the prompt does. |
+| kind | string | No | The kind of prompt. Defaults to `"custom"`. |
+| messages | [][Message](#message-schema) | Yes | A list of one or more message objects that make up the prompt's content. |
+| arguments | [][Argument](#argument-schema) | No | A list of arguments that can be interpolated into the prompt's content.|
+
+## Message Schema
+
+| **field** | **type** | **required** | **description** |
+| --- | --- | --- | --- |
+| role | string | No | The role of the sender. Can be `"user"` or `"assistant"`. Defaults to `"user"`. |
+| content | string | Yes | The text of the message. You can include placeholders for arguments using `{{.argument_name}}` syntax. |
+
+## Argument Schema
+
+An argument can be any [Parameter](../tools/_index.md#specifying-parameters)
+type. If the `type` field is not specified, it will default to `string`.
+
+## Usage with Gemini CLI
+
+Prompts defined in your `tools.yaml` can be seamlessly integrated with the Gemini CLI to create [custom slash commands](https://github.com/google-gemini/gemini-cli/blob/main/docs/tools/mcp-server.md#mcp-prompts-as-slash-commands).  The workflow is as follows:
+
+1. **Discovery:** When the Gemini CLI connects to your Toolbox server, it automatically calls `prompts/list` to discover all available prompts.
+
+2. **Conversion:** Each discovered prompt is converted into a corresponding slash command. For example, a prompt named `code_review` becomes the `/code_review` command in the CLI.
+
+3. **Execution:** You can execute the command as follows:
+
+    ```bash
+    /code_review --code="def hello():\n    print('world')"
+    ```
+
+4. **Interpolation:** Once all arguments are collected, the CLI calls prompts/get
+   with your provided values to retrieve the final, interpolated prompt.
+    Eg.
+
+    ```bash
+    Please review the following code for quality, correctness, and potential improvements: \ndef hello():\n    print('world')
+    ```
+
+5. **Response:** This completed prompt is then sent to the Gemini model, and the model's response is displayed back to you in the CLI.
+
+## Kinds of prompts

docs/en/resources/prompts/custom/_index.md

@@ -0,0 +1,69 @@
+---
+title: "Custom"
+type: docs
+weight: 1
+description: > 
+  Custom prompts defined by the user.
+---
+
+Custom prompts are defined by the user to be exposed through their MCP server.
+They are the default type for prompts.
+
+## Examples
+
+### Basic Prompt
+
+Here is an example of a simple prompt that takes a single argument, code, and
+asks an LLM to review it.
+
+```yaml
+prompts:
+  code_review:
+    description: "Asks the LLM to analyze code quality and suggest improvements."
+    messages:
+      - content: "Please review the following code for quality, correctness, and potential improvements: \n\n{{.code}}"
+    arguments:
+      - name: "code"
+        description: "The code to review"
+```
+
+### Multi-message prompt
+
+You can define prompts with multiple messages to set up more complex
+conversational contexts, like a role-playing scenario.
+
+```yaml
+prompts:
+  roleplay_scenario:
+    description: "Sets up a roleplaying scenario with initial messages."
+    arguments:
+      - name: "character"
+        description: "The character the AI should embody."
+      - name: "situation"
+        description: "The initial situation for the roleplay."
+    messages:
+      - role: "user"
+        content: "Let's roleplay. You are {{.character}}. The situation is: {{.situation}}"
+      - role: "assistant"
+        content: "Okay, I understand. I am ready. What happens next?"
+```
+
+## Reference
+
+### Prompt Schema
+
+| **field** | **type** | **required** | **description** |
+| --- | --- | --- | --- |
+| kind | string | No | The kind of prompt. Must be `"custom"`. |
+| description | string | No | A brief explanation of what the prompt does. |
+| messages | [][Message](#message-schema) | Yes | A list of one or more message objects that make up the prompt's content. |
+| arguments | [][Argument](#argument-schema) | No | A list of arguments that can be interpolated into the prompt's content.|
+
+### Message Schema
+
+Refer to the default prompt [Message Schema](../_index.md#message-schema).
+
+### Argument Schema
+
+Refer to the default prompt [Argument Schema](../_index.md#argument-schema).
+

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

@@ -1,12 +1,10 @@
 ---
-title: "AlloyDB Admin"
-linkTitle: "AlloyDB Admin"
+title: AlloyDB Admin
+linkTitle: AlloyDB Admin
 type: docs
-weight: 2
-description: >
-  The "alloydb-admin" source provides a client for the AlloyDB API.
-aliases:
-- /resources/sources/alloydb-admin
+weight: 1
+description: "The \"alloydb-admin\" source provides a client for the AlloyDB API.\n"
+aliases: [/resources/sources/alloydb-admin]
 ---
 
 ## About
@@ -17,6 +15,7 @@ tools to perform administrative tasks on AlloyDB resources, such as managing
 clusters, instances, and users.
 
 Authentication can be handled in two ways:
+
 1.  **Application Default Credentials (ADC):** By default, the source uses ADC
     to authenticate with the API.
 2.  **Client-side OAuth:** If `useClientOAuth` is set to `true`, the source will
@@ -36,7 +35,9 @@ sources:
 ```
 
 ## Reference
+
 | **field**      | **type** | **required** | **description**                                                                                                                                |
-|----------------|:--------:|:------------:|------------------------------------------------------------------------------------------------------------------------------------------------|
+| -------------- | :------: | :----------: | ---------------------------------------------------------------------------------------------------------------------------------------------- |
 | kind           |  string  |     true     | Must be "alloydb-admin".                                                                                                                       |
-| useClientOAuth | boolean  |    false     | If true, the source will use client-side OAuth for authorization. Otherwise, it will use Application Default Credentials. Defaults to `false`. |
+| defaultProject |  string  |     false    | The Google Cloud project ID to use for AlloyDB infrastructure tools.                                                                           |
+| useClientOAuth |  boolean |     false    | If true, the source will use client-side OAuth for authorization. Otherwise, it will use Application Default Credentials. Defaults to `false`. |

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

@@ -48,6 +48,9 @@ cluster][alloydb-free-trial].
 - [`postgres-list-views`](../tools/postgres/postgres-list-views.md)
   List views in an AlloyDB for PostgreSQL database.
 
+- [`postgres-list-schemas`](../tools/postgres/postgres-list-schemas.md)
+  List schemas in an AlloyDB for PostgreSQL database.
+
 ### Pre-built Configurations
 
 - [AlloyDB using MCP](https://googleapis.github.io/genai-toolbox/how-to/connect-ide/alloydb_pg_mcp/)

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

@@ -0,0 +1,164 @@
+---
+title: "Cloud Healthcare API"
+linkTitle: "Cloud Healthcare"
+type: docs
+weight: 1
+description: >
+  The Cloud Healthcare API provides a managed solution for storing and
+  accessing healthcare data in Google Cloud, providing a critical bridge 
+  between existing care systems and applications hosted on Google Cloud.
+---
+
+## About
+
+The [Cloud Healthcare API][healthcare-docs] provides a managed solution
+for storing and accessing healthcare data in Google Cloud, providing a
+critical bridge between existing care systems and applications hosted on
+Google Cloud. It supports healthcare data standards such as HL7® FHIR®,
+HL7® v2, and DICOM®. It provides a fully managed, highly scalable,
+enterprise-grade development environment for building clinical and analytics
+solutions securely on Google Cloud.
+
+A dataset is a container in your Google Cloud project that holds modality-specific
+healthcare data. Datasets contain other data stores, such as FHIR stores and DICOM
+stores, which in turn hold their own types of healthcare data.
+
+A single dataset can contain one or many data stores, and those stores can all service
+the same modality or different modalities as application needs dictate. Using multiple
+stores in the same dataset might be appropriate in various situations.
+
+If you are new to the Cloud Healthcare API, you can try to
+[create and view datasets and stores using curl][healthcare-quickstart-curl].
+
+[healthcare-docs]: https://cloud.google.com/healthcare/docs
+[healthcare-quickstart-curl]:
+    https://cloud.google.com/healthcare-api/docs/store-healthcare-data-rest
+
+## Available Tools
+
+- [`cloud-healthcare-get-dataset`](../tools/cloudhealthcare/cloud-healthcare-get-dataset.md)
+  Retrieves a dataset’s details.
+
+- [`cloud-healthcare-list-fhir-stores`](../tools/cloudhealthcare/cloud-healthcare-list-fhir-stores.md)
+  Lists the available FHIR stores in the healthcare dataset.
+
+- [`cloud-healthcare-list-dicom-stores`](../tools/cloudhealthcare/cloud-healthcare-list-dicom-stores.md)
+  Lists the available DICOM stores in the healthcare dataset.
+
+- [`cloud-healthcare-get-fhir-store`](../tools/cloudhealthcare/cloud-healthcare-get-fhir-store.md)
+  Retrieves information about a FHIR store.
+
+- [`cloud-healthcare-get-fhir-store-metrics`](../tools/cloudhealthcare/cloud-healthcare-get-fhir-store-metrics.md)
+  Retrieves metrics for a FHIR store.
+
+- [`cloud-healthcare-get-fhir-resource`](../tools/cloudhealthcare/cloud-healthcare-get-fhir-resource.md)
+  Retrieves a specific FHIR resource from a FHIR store.
+
+- [`cloud-healthcare-fhir-patient-search`](../tools/cloudhealthcare/cloud-healthcare-fhir-patient-search.md)
+  Searches for patients in a FHIR store based on a set of criteria.
+
+- [`cloud-healthcare-fhir-patient-everything`](../tools/cloudhealthcare/cloud-healthcare-fhir-patient-everything.md)
+  Retrieves all information for a given patient.
+
+- [`cloud-healthcare-fhir-fetch-page`](../tools/cloudhealthcare/cloud-healthcare-fhir-fetch-page.md)
+  Fetches a page of FHIR resources from a given URL.
+
+- [`cloud-healthcare-get-dicom-store`](../tools/cloudhealthcare/cloud-healthcare-get-dicom-store.md)
+  Retrieves information about a DICOM store.
+
+- [`cloud-healthcare-get-dicom-store-metrics`](../tools/cloudhealthcare/cloud-healthcare-get-dicom-store-metrics.md)
+  Retrieves metrics for a DICOM store.
+
+- [`cloud-healthcare-search-dicom-studies`](../tools/cloudhealthcare/cloud-healthcare-search-dicom-studies.md)
+  Searches for DICOM studies in a DICOM store.
+
+- [`cloud-healthcare-search-dicom-series`](../tools/cloudhealthcare/cloud-healthcare-search-dicom-series.md)
+  Searches for DICOM series in a DICOM store.
+
+- [`cloud-healthcare-search-dicom-instances`](../tools/cloudhealthcare/cloud-healthcare-search-dicom-instances.md)
+  Searches for DICOM instances in a DICOM store.
+
+- [`cloud-healthcare-retrieve-rendered-dicom-instance`](../tools/cloudhealthcare/cloud-healthcare-retrieve-rendered-dicom-instance.md)
+  Retrieves a rendered DICOM instance from a DICOM store.
+
+## Requirements
+
+### IAM Permissions
+
+The Cloud Healthcare API uses [Identity and Access Management (IAM)][iam-overview] to control
+user and group access to Cloud Healthcare resources like projects, datasets, and stores.
+
+### Authentication via Application Default Credentials (ADC)
+
+By **default**, Toolbox will use your [Application Default Credentials
+(ADC)][adc] to authorize and authenticate when interacting with the
+[Cloud Healthcare API][healthcare-docs].
+
+When using this method, you need to ensure the IAM identity associated with your
+ADC (such as a service account) has the correct permissions for the queries you
+intend to run. Common roles include `roles/healthcare.fhirResourceReader` (which includes
+permissions to read and search for FHIR resources) or `roles/healthcare.dicomViewer` (for
+retrieving DICOM images).
+Follow this [guide][set-adc] to set up your ADC.
+
+### Authentication via User's OAuth Access Token
+
+If the `useClientOAuth` parameter is set to `true`, Toolbox will instead use the
+OAuth access token for authentication. This token is parsed from the
+`Authorization` header passed in with the tool invocation request. This method
+allows Toolbox to make queries to the [Cloud Healthcare API][healthcare-docs] on behalf of the
+client or the end-user.
+
+When using this on-behalf-of authentication, you must ensure that the
+identity used has been granted the correct IAM permissions.
+
+[iam-overview]: <https://cloud.google.com/healthcare/docs/access-control>
+[adc]: <https://cloud.google.com/docs/authentication#adc>
+[set-adc]: <https://cloud.google.com/docs/authentication/provide-credentials-adc>
+
+## Example
+
+Initialize a Cloud Healthcare API source that uses ADC:
+
+```yaml
+sources:
+  my-healthcare-source:
+    kind: "cloud-healthcare"
+    project: "my-project-id"
+    region: "us-central1"
+    dataset: "my-healthcare-dataset-id"
+    # allowedFhirStores: # Optional: Restricts tool access to a specific list of FHIR store IDs.
+    #   - "my_fhir_store_1"
+    # allowedDicomStores: # Optional: Restricts tool access to a specific list of DICOM store IDs.
+    #   - "my_dicom_store_1"
+    #   - "my_dicom_store_2"
+```
+
+Initialize a Cloud Healthcare API source that uses the client's access token:
+
+```yaml
+sources:
+  my-healthcare-client-auth-source:
+    kind: "cloud-healthcare"
+    project: "my-project-id"
+    region: "us-central1"
+    dataset: "my-healthcare-dataset-id"
+    useClientOAuth: true
+    # allowedFhirStores: # Optional: Restricts tool access to a specific list of FHIR store IDs.
+    #   - "my_fhir_store_1"
+    # allowedDicomStores: # Optional: Restricts tool access to a specific list of DICOM store IDs.
+    #   - "my_dicom_store_1"
+    #   - "my_dicom_store_2"
+```
+
+## Reference
+
+| **field**          | **type** | **required** | **description**                                                                                                                                                                                                                                                              |
+|--------------------|:--------:|:------------:|------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|
+| kind               |  string  |     true     | Must be "cloud-healthcare".                                                                                                                                                                                                                                                  |
+| project            |  string  |     true     | ID of the GCP project that the dataset lives in.                                                                                                                                                                                                                             |
+| region             |  string  |     true     | Specifies the region (e.g., 'us', 'asia-northeast1') of the healthcare dataset. [Learn More](https://cloud.google.com/healthcare-api/docs/regions)                                                                                                                           |
+| dataset            |  string  |     true     | ID of the healthcare dataset.                                                                                                                                                                                                                                                |
+| allowedFhirStores  | []string |    false     | An optional list of FHIR store IDs that tools using this source are allowed to access. If provided, any tool operation attempting to access a store not in this list will be rejected. If a single store is provided, it will be treated as the default for prebuilt tools.  |
+| allowedDicomStores | []string |    false     | An optional list of DICOM store IDs that tools using this source are allowed to access. If provided, any tool operation attempting to access a store not in this list will be rejected. If a single store is provided, it will be treated as the default for prebuilt tools. |
+| useClientOAuth     |   bool   |    false     | If true, forwards the client's OAuth access token from the "Authorization" header to downstream queries.                                                                                                                                                                     |

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

@@ -1,11 +1,9 @@
 ---
-title: "Cloud SQL Admin"
+title: Cloud SQL Admin
 type: docs
 weight: 1
-description: >
-  A "cloud-sql-admin" source provides a client for the Cloud SQL Admin API.
-aliases:
-- /resources/sources/cloud-sql-admin
+description: "A \"cloud-sql-admin\" source provides a client for the Cloud SQL Admin API.\n"
+aliases: [/resources/sources/cloud-sql-admin]
 ---
 
 ## About
@@ -16,6 +14,7 @@ allows tools to perform administrative tasks on Cloud SQL instances, such as
 creating users and databases.
 
 Authentication can be handled in two ways:
+
 1.  **Application Default Credentials (ADC):** By default, the source uses ADC
     to authenticate with the API.
 2.  **Client-side OAuth:** If `useClientOAuth` is set to `true`, the source will
@@ -37,6 +36,7 @@ sources:
 ## Reference
 
 | **field**      | **type** | **required** | **description**                                                                                                                                |
-|----------------|:--------:|:------------:|------------------------------------------------------------------------------------------------------------------------------------------------|
+| -------------- | :------: | :----------: | ---------------------------------------------------------------------------------------------------------------------------------------------- |
 | kind           |  string  |     true     | Must be "cloud-sql-admin".                                                                                                                     |
-| useClientOAuth | boolean  |    false     | If true, the source will use client-side OAuth for authorization. Otherwise, it will use Application Default Credentials. Defaults to `false`. |
+| defaultProject |  string  |     false    | The Google Cloud project ID to use for Cloud SQL infrastructure tools.                                                                         |
+| useClientOAuth |  boolean |     false    | If true, the source will use client-side OAuth for authorization. Otherwise, it will use Application Default Credentials. Defaults to `false`. |

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

@@ -44,6 +44,9 @@ to a database by following these instructions][csql-pg-quickstart].
 - [`postgres-list-views`](../tools/postgres/postgres-list-views.md)
   List views in a PostgreSQL database.
 
+- [`postgres-list-schemas`](../tools/postgres/postgres-list-schemas.md)
+  List schemas in a PostgreSQL database.
+
 ### Pre-built Configurations
 
 - [Cloud SQL for Postgres using

docs/en/resources/sources/couchbase.md

@@ -1,5 +1,5 @@
 ---
-title: "couchbase"
+title: "Couchbase"
 type: docs
 weight: 1
 description: > 

docs/en/resources/sources/elasticsearch.md

@@ -0,0 +1,68 @@
+---
+title: "Elasticsearch"
+type: docs
+weight: 1
+description: >
+  Elasticsearch is a distributed, free and open search and analytics engine 
+  for all types of data, including textual, numerical, geospatial, structured, 
+  and unstructured.
+---
+
+# Elasticsearch Source
+
+[Elasticsearch][elasticsearch-docs] is a distributed, free and open search and analytics engine
+for all types of data, including textual, numerical, geospatial, structured,
+and unstructured.
+
+If you are new to Elasticsearch, you can learn how to 
+[set up a cluster and start indexing data][elasticsearch-quickstart].
+
+Elasticsearch uses [ES|QL][elasticsearch-esql] for querying data. ES|QL
+is a powerful query language that allows you to search and aggregate data in
+Elasticsearch.
+
+See the [official documentation](https://www.elastic.co/guide/en/elasticsearch/reference/current/index.html) for more information.
+
+[elasticsearch-docs]: https://www.elastic.co/guide/en/elasticsearch/reference/current/index.html
+[elasticsearch-quickstart]: https://www.elastic.co/guide/en/elasticsearch/reference/current/getting-started.html
+[elasticsearch-esql]: https://www.elastic.co/guide/en/elasticsearch/reference/current/esql.html
+
+## Available Tools
+
+- [`elasticsearch-esql`](../tools/elasticsearch/elasticsearch-esql.md)
+  Execute ES|QL queries.
+
+## Requirements
+
+### API Key
+
+Toolbox uses an [API key][api-key] to authorize and authenticate when
+interacting with [Elasticsearch][elasticsearch-docs].
+
+In addition to [setting the API key for your server][set-api-key], you need to
+ensure the API key has the correct permissions for the queries you intend to
+run. See [API key management][api-key-management] for more information on
+applying permissions to an API key.
+
+[api-key]: https://www.elastic.co/guide/en/elasticsearch/reference/current/security-api-create-api-key.html
+[set-api-key]: https://www.elastic.co/guide/en/elasticsearch/reference/current/security-api-create-api-key.html
+[api-key-management]: https://www.elastic.co/guide/en/elasticsearch/reference/current/security-api-get-api-key.html
+
+## Example
+
+```yaml
+sources:
+  my-elasticsearch-source:
+    kind: "elasticsearch"
+    addresses:
+      - "http://localhost:9200"
+    apikey: "my-api-key"
+```
+
+## Reference
+
+| **field** | **type** | **required** | **description**                                                               |
+|-----------|:--------:|:------------:|-------------------------------------------------------------------------------|
+| kind      |  string  |     true     | Must be "elasticsearch".                                                      |
+| addresses | []string |     true     | List of Elasticsearch hosts to connect to.                                    |
+| apikey    |  string  |     true     | The API key to use for authentication.                                        |

docs/en/resources/sources/mindsdb.md

@@ -0,0 +1,161 @@
+---
+title: "MindsDB"
+type: docs
+weight: 1
+description: >
+  MindsDB is an AI federated database that enables SQL queries across hundreds of datasources and ML models.
+---
+
+## About
+
+[MindsDB][mindsdb-docs] is an AI federated database in the world. It allows you to combine information from hundreds of datasources as if they were SQL, supporting joins across datasources and enabling you to query all unstructured data as if it were structured.
+
+MindsDB translates MySQL queries into whatever API is needed - whether it's REST APIs, GraphQL, or native database protocols. This means you can write standard SQL queries and MindsDB automatically handles the translation to APIs like Salesforce, Jira, GitHub, email systems, MongoDB, and hundreds of other datasources.
+
+MindsDB also enables you to use ML frameworks to train and use models as virtual tables from the data in those datasources. With MindsDB, the GenAI Toolbox can now expand to hundreds of datasources and leverage all of MindsDB's capabilities on ML and unstructured data.
+
+**Key Features:**
+- **Federated Database**: Connect and query hundreds of datasources through a single SQL interface
+- **Cross-Datasource Joins**: Perform joins across different datasources seamlessly
+- **API Translation**: Automatically translates MySQL queries into REST APIs, GraphQL, and native protocols
+- **Unstructured Data Support**: Query unstructured data as if it were structured
+- **ML as Virtual Tables**: Train and use ML models as virtual tables
+- **MySQL Wire Protocol**: Compatible with standard MySQL clients and tools
+
+[mindsdb-docs]: https://docs.mindsdb.com/
+[mindsdb-github]: https://github.com/mindsdb/mindsdb
+
+## Supported Datasources
+
+MindsDB supports hundreds of datasources, including:
+
+### **Business Applications**
+- **Salesforce**: Query leads, opportunities, accounts, and custom objects
+- **Jira**: Access issues, projects, workflows, and team data
+- **GitHub**: Query repositories, commits, pull requests, and issues
+- **Slack**: Access channels, messages, and team communications
+- **HubSpot**: Query contacts, companies, deals, and marketing data
+
+### **Databases & Storage**
+- **MongoDB**: Query NoSQL collections as structured tables
+- **Redis**: Key-value stores and caching layers
+- **Elasticsearch**: Search and analytics data
+- **S3/Google Cloud Storage**: File storage and data lakes
+
+### **Communication & Email**
+- **Gmail/Outlook**: Query emails, attachments, and metadata
+- **Slack**: Access workspace data and conversations
+- **Microsoft Teams**: Team communications and files
+- **Discord**: Server data and message history
+
+
+
+## Example Queries
+
+### Cross-Datasource Analytics
+```sql
+-- Join Salesforce opportunities with GitHub activity
+SELECT 
+    s.opportunity_name,
+    s.amount,
+    g.repository_name,
+    COUNT(g.commits) as commit_count
+FROM salesforce.opportunities s
+JOIN github.repositories g ON s.account_id = g.owner_id
+WHERE s.stage = 'Closed Won'
+GROUP BY s.opportunity_name, s.amount, g.repository_name;
+```
+
+### Email & Communication Analysis
+```sql
+-- Analyze email patterns with Slack activity
+SELECT 
+    e.sender,
+    e.subject,
+    s.channel_name,
+    COUNT(s.messages) as message_count
+FROM gmail.emails e
+JOIN slack.messages s ON e.sender = s.user_name
+WHERE e.date >= '2024-01-01'
+GROUP BY e.sender, e.subject, s.channel_name;
+```
+
+### ML Model Predictions
+```sql
+-- Use ML model to predict customer churn
+SELECT 
+    customer_id,
+    customer_name,
+    predicted_churn_probability,
+    recommended_action
+FROM customer_churn_model
+WHERE predicted_churn_probability > 0.8;
+```
+
+## Requirements
+
+### Database User
+
+This source uses standard MySQL authentication since MindsDB implements the MySQL wire protocol. You will need to [create a MindsDB user][mindsdb-users] to login to the database with. If MindsDB is configured without authentication, you can omit the password field.
+
+[mindsdb-users]: https://docs.mindsdb.com/
+## Example
+
+```yaml
+sources:
+    my-mindsdb-source:
+        kind: mindsdb
+        host: 127.0.0.1
+        port: 3306
+        database: my_db
+        user: ${USER_NAME}
+        password: ${PASSWORD} # Optional: omit if MindsDB is configured without authentication
+        queryTimeout: 30s # Optional: query timeout duration
+```
+
+### Working Configuration Example
+
+Here's a working configuration that has been tested:
+
+```yaml
+sources:
+  my-pg-source:
+    kind: mindsdb
+    host: 127.0.0.1
+    port: 47335
+    database: files
+    user: mindsdb
+```
+
+{{< notice tip >}}
+Use environment variable replacement with the format ${ENV_NAME}
+instead of hardcoding your secrets into the configuration file.
+{{< /notice >}}
+
+## Use Cases
+
+With MindsDB integration, you can:
+
+- **Query Multiple Datasources**: Connect to databases, APIs, file systems, and more through a single SQL interface
+- **Cross-Datasource Analytics**: Perform joins and analytics across different data sources
+- **ML Model Integration**: Use trained ML models as virtual tables for predictions and insights
+- **Unstructured Data Processing**: Query documents, images, and other unstructured data as structured tables
+- **Real-time Predictions**: Get real-time predictions from ML models through SQL queries
+- **API Abstraction**: Write SQL queries that automatically translate to REST APIs, GraphQL, and native protocols
+
+## Reference
+
+| **field**    | **type** | **required** | **description**                                                                                 |
+| ------------ | :------: | :----------: | ----------------------------------------------------------------------------------------------- |
+| kind         |  string  |     true     | Must be "mindsdb".                                                                              |
+| host         |  string  |     true     | IP address to connect to (e.g. "127.0.0.1").                                                    |
+| port         |  string  |     true     | Port to connect to (e.g. "3306").                                                               |
+| database     |  string  |     true     | Name of the MindsDB database to connect to (e.g. "my_db").                                      |
+| user         |  string  |     true     | Name of the MindsDB user to connect as (e.g. "my-mindsdb-user").                                |
+| password     |  string  |    false     | Password of the MindsDB user (e.g. "my-password"). Optional if MindsDB is configured without authentication. |
+| queryTimeout |  string  |    false     | Maximum time to wait for query execution (e.g. "30s", "2m"). By default, no timeout is applied. |
+
+## Resources
+
+- [MindsDB Documentation][mindsdb-docs] - Official documentation and guides
+- [MindsDB GitHub][mindsdb-github] - Source code and community 

docs/en/resources/sources/postgres.md

@@ -38,6 +38,9 @@ reputation for reliability, feature robustness, and performance.
 - [`postgres-list-views`](../tools/postgres/postgres-list-views.md)
   List views in a PostgreSQL database.
 
+- [`postgres-list-schemas`](../tools/postgres/postgres-list-views.md)
+  List schemas in a PostgreSQL database.
+
 ### Pre-built Configurations
 
 - [PostgreSQL using MCP](https://googleapis.github.io/genai-toolbox/how-to/connect-ide/postgres_mcp/)

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

@@ -19,6 +19,8 @@ Apache Spark.
   List and filter Serverless Spark batches.
 - [`serverless-spark-get-batch`](../tools/serverless-spark/serverless-spark-get-batch.md)
   Get a Serverless Spark batch.
+- [`serverless-spark-cancel-batch`](../tools/serverless-spark/serverless-spark-cancel-batch.md)
+  Cancel a running Serverless Spark batch operation.
 
 ## Requirements
 

docs/en/resources/sources/singlestore.md

@@ -0,0 +1,63 @@
+---
+title: "SingleStore"
+type: docs
+weight: 1
+description: >
+  SingleStore is the cloud-native database built with speed and scale to power data-intensive applications.
+---
+
+## About
+
+[SingleStore][singlestore-docs] is a distributed SQL database built to power intelligent applications. It is both relational and multi-model, enabling developers to easily build and scale applications and workloads.
+
+SingleStore is built around Universal Storage which combines in-memory rowstore and on-disk columnstore data formats to deliver a single table type that is optimized to handle both transactional and analytical workloads.
+
+[singlestore-docs]: https://docs.singlestore.com/
+
+## Available Tools
+
+- [`singlestore-sql`](../tools/singlestore/singlestore-sql.md)  
+  Execute pre-defined prepared SQL queries in SingleStore.
+
+- [`singlestore-execute-sql`](../tools/singlestore/singlestore-execute-sql.md)  
+  Run parameterized SQL queries in SingleStore.
+
+## Requirements
+
+### Database User
+
+This source only uses standard authentication. You will need to [create a
+database user][singlestore-user] to login to the database with.
+
+[singlestore-user]: https://docs.singlestore.com/cloud/reference/sql-reference/security-management-commands/create-user/
+
+## Example
+
+```yaml
+sources:
+    my-singlestore-source:
+        kind: singlestore
+        host: 127.0.0.1
+        port: 3306
+        database: my_db
+        user: ${USER_NAME}
+        password: ${PASSWORD}
+        queryTimeout: 30s # Optional: query timeout duration
+```
+
+{{< notice tip >}}
+Use environment variable replacement with the format ${ENV_NAME}
+instead of hardcoding your secrets into the configuration file.
+{{< /notice >}}
+
+## Reference
+
+| **field**    | **type** | **required** | **description**                                                                                 |
+| ------------ | :------: | :----------: | ----------------------------------------------------------------------------------------------- |
+| kind         |  string  |     true     | Must be "singlestore".                                                                          |
+| host         |  string  |     true     | IP address to connect to (e.g. "127.0.0.1").                                                    |
+| port         |  string  |     true     | Port to connect to (e.g. "3306").                                                               |
+| database     |  string  |     true     | Name of the SingleStore database to connect to (e.g. "my_db").                                  |
+| user         |  string  |     true     | Name of the SingleStore database user to connect as (e.g. "admin").                             |
+| password     |  string  |     true     | Password of the SingleStore database user.                                                      |
+| queryTimeout |  string  |    false     | Maximum time to wait for query execution (e.g. "30s", "2m"). By default, no timeout is applied. |

docs/en/resources/tools/alloydbainl/alloydb-ai-nl.md

@@ -42,6 +42,17 @@ the steps listed in the [Generate SQL queries that answer natural language
 questions][alloydb-ai-gen-nl], including enabling the extension and configuring
 context for your application.
 
+{{< notice note >}}
+As of AlloyDB AI NL v1.0.3+, the signature of `execute_nl_query` has been
+updated. Run `SELECT extversion FROM pg_extension WHERE extname =
+'alloydb_ai_nl';` to check which version your instance is using.
+AlloyDB AI NL v1.0.3+ is required for Toolbox v0.19.0+. Starting with Toolbox v0.19.0, users
+who previously used the create_configuration operation for the natural language
+configuration must update it. To do so, please drop the existing configuration
+and redefine it using the instructions
+[here](https://docs.cloud.google.com/alloydb/docs/ai/use-natural-language-generate-sql-queries#create-config).
+{{< /notice >}}
+
 [alloydb-ai-nl-overview]: https://cloud.google.com/alloydb/docs/ai/natural-language-overview
 [alloydb-ai-gen-nl]: https://cloud.google.com/alloydb/docs/ai/generate-sql-queries-natural-language
 

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

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

docs/en/resources/tools/cloudhealthcare/cloud-healthcare-fhir-fetch-page.md

@@ -0,0 +1,43 @@
+---
+title: "cloud-healthcare-fhir-fetch-page"
+type: docs
+weight: 1
+description: >
+  A "cloud-healthcare-fhir-fetch-page" tool fetches a page of FHIR resources from a given URL.
+aliases:
+- /resources/tools/cloud-healthcare-fhir-fetch-page
+---
+
+## About
+
+A `cloud-healthcare-fhir-fetch-page` tool fetches a page of FHIR resources from a given URL. It's
+compatible with the following sources:
+
+- [cloud-healthcare](../../sources/cloud-healthcare.md)
+
+`cloud-healthcare-fhir-fetch-page` can be used for pagination when a previous tool call (like
+`cloud-healthcare-fhir-patient-search` or `cloud-healthcare-fhir-patient-everything`) returns a 'next' link in the response bundle.
+
+## Example
+
+```yaml
+tools:
+  get_fhir_store:
+    kind: cloud-healthcare-fhir-fetch-page
+    source: my-healthcare-source
+    description: Use this tool to fetch a page of FHIR resources from a FHIR Bundle's entry.link.url
+```
+
+## Reference
+
+| **field**   | **type** | **required** | **description**                                    |
+|-------------|:--------:|:------------:|----------------------------------------------------|
+| kind        |  string  |     true     | Must be "cloud-healthcare-fhir-fetch-page".        |
+| source      |  string  |     true     | Name of the healthcare source.                     |
+| description |  string  |     true     | Description of the tool that is passed to the LLM. |
+
+### Parameters
+
+| **field** | **type** | **required** | **description**                                                                                                                                                                               |
+|-----------|:--------:|:------------:|-----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|
+| pageURL   |  string  |     true     | The full URL of the FHIR page to fetch. This would usually be the value of `Bundle.entry.link.url` field within the response returned from FHIR search or FHIR patient everything operations. |

docs/en/resources/tools/cloudhealthcare/cloud-healthcare-fhir-patient-everything.md

@@ -0,0 +1,49 @@
+---
+title: "cloud-healthcare-fhir-patient-everything"
+type: docs
+weight: 1
+description: >
+  A "cloud-healthcare-fhir-patient-everything" tool retrieves all information for a given patient.
+aliases:
+- /resources/tools/cloud-healthcare-fhir-patient-everything
+---
+
+## About
+
+A `cloud-healthcare-fhir-patient-everything` tool retrieves resources related to a given patient
+from a FHIR store. It's compatible with the following sources:
+
+- [cloud-healthcare](../../sources/cloud-healthcare.md)
+
+`cloud-healthcare-fhir-patient-everything` returns all the information available for a given
+patient ID. It can be configured to only return certain resource types, or only
+resources that have been updated after a given time.
+
+## Example
+
+```yaml
+tools:
+  fhir_patient_everything:
+    kind: cloud-healthcare-fhir-patient-everything
+    source: my-healthcare-source
+    description: Use this tool to retrieve all the information about a given patient.
+```
+
+## Reference
+
+| **field**   | **type** | **required** | **description**                                     |
+|-------------|:--------:|:------------:|-----------------------------------------------------|
+| kind        |  string  |     true     | Must be "cloud-healthcare-fhir-patient-everything". |
+| source      |  string  |     true     | Name of the healthcare source.                      |
+| description |  string  |     true     | Description of the tool that is passed to the LLM.  |
+
+### Parameters
+
+| **field**           | **type** | **required** | **description**                                                                                                                                                                                                                                                 |
+|---------------------|:--------:|:------------:|-----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|
+| patientID           |  string  |     true     | The ID of the patient FHIR resource for which the information is required.                                                                                                                                                                                      |
+| resourceTypesFilter |  string  |    false     | String of comma-delimited FHIR resource types. If provided, only resources of the specified resource type(s) are returned.                                                                                                                                      |
+| sinceFilter         |  string  |    false     | If provided, only resources updated after this time are returned. The time uses the format YYYY-MM-DDThh:mm:ss.sss+zz:zz. The time must be specified to the second and include a time zone. For example, 2015-02-07T13:28:17.239+02:00 or 2017-01-01T00:00:00Z. |
+| storeID             |  string  |    true*     | The FHIR store ID to search in.                                                                                                                                                                                                                                 |
+
+*If the `allowedFHIRStores` in the source has length 1, then the `storeID` parameter is not needed.

docs/en/resources/tools/cloudhealthcare/cloud-healthcare-fhir-patient-search.md

@@ -0,0 +1,63 @@
+---
+title: "cloud-healthcare-fhir-patient-search"
+type: docs
+weight: 1
+description: >
+  A "cloud-healthcare-fhir-patient-search" tool searches for patients in a FHIR store.
+aliases:
+- /resources/tools/cloud-healthcare-fhir-patient-search
+---
+
+## About
+
+A `cloud-healthcare-fhir-patient-search` tool searches for patients in a FHIR store based on a
+set of criteria. It's compatible with the following sources:
+
+- [cloud-healthcare](../../sources/cloud-healthcare.md)
+
+`cloud-healthcare-fhir-patient-search` returns a list of patients that match the given criteria.
+
+## Example
+
+```yaml
+tools:
+  fhir_patient_search:
+    kind: cloud-healthcare-fhir-patient-search
+    source: my-healthcare-source
+    description: Use this tool to search for patients in the FHIR store.
+```
+
+## Reference
+
+| **field**   | **type** | **required** | **description**                                    |
+|-------------|:--------:|:------------:|----------------------------------------------------|
+| kind        |  string  |     true     | Must be "cloud-healthcare-fhir-patient-search".    |
+| source      |  string  |     true     | Name of the healthcare source.                     |
+| description |  string  |     true     | Description of the tool that is passed to the LLM. |
+
+### Parameters
+
+| **field**        | **type** | **required** | **description**                                                                |
+|------------------|:--------:|:------------:|--------------------------------------------------------------------------------|
+| active           |  string  |    false     | Whether the patient record is active.                                          |
+| city             |  string  |    false     | The city of the patient's address.                                             |
+| country          |  string  |    false     | The country of the patient's address.                                          |
+| postalcode       |  string  |    false     | The postal code of the patient's address.                                      |
+| state            |  string  |    false     | The state of the patient's address.                                            |
+| addressSubstring |  string  |    false     | A substring to search for in any address field.                                |
+| birthDateRange   |  string  |    false     | A date range for the patient's birth date in the format YYYY-MM-DD/YYYY-MM-DD. |
+| deathDateRange   |  string  |    false     | A date range for the patient's death date in the format YYYY-MM-DD/YYYY-MM-DD. |
+| deceased         |  string  |    false     | Whether the patient is deceased.                                               |
+| email            |  string  |    false     | The patient's email address.                                                   |
+| gender           |  string  |    false     | The patient's gender.                                                          |
+| addressUse       |  string  |    false     | The use of the patient's address.                                              |
+| name             |  string  |    false     | The patient's name.                                                            |
+| givenName        |  string  |    false     | A portion of the given name of the patient.                                    |
+| familyName       |  string  |    false     | A portion of the family name of the patient.                                   |
+| phone            |  string  |    false     | The patient's phone number.                                                    |
+| language         |  string  |    false     | The patient's preferred language.                                              |
+| identifier       |  string  |    false     | An identifier for the patient.                                                 |
+| summary          | boolean  |    false     | Requests the server to return a subset of the resource. True by default.       |
+| storeID          |  string  |    true*     | The FHIR store ID to search in.                                                |
+
+*If the `allowedFHIRStores` in the source has length 1, then the `storeID` parameter is not needed.

docs/en/resources/tools/cloudhealthcare/cloud-healthcare-get-dataset.md

@@ -0,0 +1,37 @@
+---
+title: "cloud-healthcare-get-dataset"
+type: docs
+weight: 1
+description: >
+  A "cloud-healthcare-get-dataset" tool retrieves metadata for the Healthcare dataset in the source.
+aliases:
+- /resources/tools/cloud-healthcare-get-dataset
+---
+
+## About
+
+A `cloud-healthcare-get-dataset` tool retrieves metadata for a Healthcare dataset.
+It's compatible with the following sources:
+
+- [cloud-healthcare](../../sources/cloud-healthcare.md)
+
+`cloud-healthcare-get-dataset` returns the metadata of the healthcare dataset
+configured in the source. It takes no extra parameters.
+
+## Example
+
+```yaml
+tools:
+  get_dataset:
+    kind: cloud-healthcare-get-dataset
+    source: my-healthcare-source
+    description: Use this tool to get healthcare dataset metadata.
+```
+
+## Reference
+
+| **field**   |                  **type**                  | **required** | **description**                                    |
+|-------------|:------------------------------------------:|:------------:|----------------------------------------------------|
+| kind        |                   string                   |     true     | Must be "cloud-healthcare-get-dataset".            |
+| source      |                   string                   |     true     | Name of the healthcare source.                     |
+| description |                   string                   |     true     | Description of the tool that is passed to the LLM. |

docs/en/resources/tools/cloudhealthcare/cloud-healthcare-get-dicom-store-metrics.md

@@ -0,0 +1,44 @@
+---
+title: "cloud-healthcare-get-dicom-store-metrics"
+type: docs
+weight: 1
+description: >
+  A "cloud-healthcare-get-dicom-store-metrics" tool retrieves metrics for a DICOM store.
+aliases:
+- /resources/tools/cloud-healthcare-get-dicom-store-metrics
+---
+
+## About
+
+A `cloud-healthcare-get-dicom-store-metrics` tool retrieves metrics for a DICOM store. It's
+compatible with the following sources:
+
+- [cloud-healthcare](../../sources/cloud-healthcare.md)
+
+`cloud-healthcare-get-dicom-store-metrics` returns the metrics of a DICOM store.
+
+## Example
+
+```yaml
+tools:
+  get_dicom_store_metrics:
+    kind: cloud-healthcare-get-dicom-store-metrics
+    source: my-healthcare-source
+    description: Use this tool to get metrics for a DICOM store.
+```
+
+## Reference
+
+| **field**   | **type** | **required** | **description**                                     |
+|-------------|:--------:|:------------:|-----------------------------------------------------|
+| kind        |  string  |     true     | Must be "cloud-healthcare-get-dicom-store-metrics". |
+| source      |  string  |     true     | Name of the healthcare source.                      |
+| description |  string  |     true     | Description of the tool that is passed to the LLM.  |
+
+### Parameters
+
+| **field** | **type** | **required** | **description**                        |
+|-----------|:--------:|:------------:|----------------------------------------|
+| storeID   |  string  |    true*     | The DICOM store ID to get metrics for. |
+
+*If the `allowedDICOMStores` in the source has length 1, then the `storeID` parameter is not needed.

docs/en/resources/tools/cloudhealthcare/cloud-healthcare-get-dicom-store.md

@@ -0,0 +1,44 @@
+---
+title: "cloud-healthcare-get-dicom-store"
+type: docs
+weight: 1
+description: >
+  A "cloud-healthcare-get-dicom-store" tool retrieves information about a DICOM store.
+aliases:
+- /resources/tools/cloud-healthcare-get-dicom-store
+---
+
+## About
+
+A `cloud-healthcare-get-dicom-store` tool retrieves information about a DICOM store. It's
+compatible with the following sources:
+
+- [cloud-healthcare](../../sources/cloud-healthcare.md)
+
+`cloud-healthcare-get-dicom-store` returns the details of a DICOM store.
+
+## Example
+
+```yaml
+tools:
+  get_dicom_store:
+    kind: cloud-healthcare-get-dicom-store
+    source: my-healthcare-source
+    description: Use this tool to get information about a DICOM store.
+```
+
+## Reference
+
+| **field**   | **type** | **required** | **description**                                    |
+|-------------|:--------:|:------------:|----------------------------------------------------|
+| kind        |  string  |     true     | Must be "cloud-healthcare-get-dicom-store".        |
+| source      |  string  |     true     | Name of the healthcare source.                     |
+| description |  string  |     true     | Description of the tool that is passed to the LLM. |
+
+### Parameters
+
+| **field** | **type** | **required** | **description**                        |
+|-----------|:--------:|:------------:|----------------------------------------|
+| storeID   |  string  |    true*     | The DICOM store ID to get details for. |
+
+*If the `allowedDICOMStores` in the source has length 1, then the `storeID` parameter is not needed.

docs/en/resources/tools/cloudhealthcare/cloud-healthcare-get-fhir-resource.md

@@ -0,0 +1,47 @@
+---
+title: "cloud-healthcare-get-fhir-resource"
+linkTitle: "cloud-healthcare-get-fhir-resource"
+type: docs
+weight: 1
+description: >
+  A "cloud-healthcare-get-fhir-resource" tool retrieves a specific FHIR resource.
+aliases:
+- /resources/tools/cloud-healthcare-get-fhir-resource
+---
+
+## About
+
+A `cloud-healthcare-get-fhir-resource` tool retrieves a specific FHIR resource from a FHIR store.
+It's compatible with the following sources:
+
+- [cloud-healthcare](../../sources/cloud-healthcare.md)
+
+`cloud-healthcare-get-fhir-resource` returns a single FHIR resource, identified by its type and ID.
+
+## Example
+
+```yaml
+tools:
+  get_fhir_resource:
+    kind: cloud-healthcare-get-fhir-resource
+    source: my-healthcare-source
+    description: Use this tool to retrieve a specific FHIR resource.
+```
+
+## Reference
+
+| **field**   | **type** | **required** | **description**                                    |
+|-------------|:--------:|:------------:|----------------------------------------------------|
+| kind        |  string  |     true     | Must be "cloud-healthcare-get-fhir-resource".      |
+| source      |  string  |     true     | Name of the healthcare source.                     |
+| description |  string  |     true     | Description of the tool that is passed to the LLM. |
+
+### Parameters
+
+| **field**    | **type** | **required** | **description**                                                  |
+|--------------|:--------:|:------------:|------------------------------------------------------------------|
+| resourceType |  string  |     true     | The FHIR resource type to retrieve (e.g., Patient, Observation). |
+| resourceID   |  string  |     true     | The ID of the FHIR resource to retrieve.                         |
+| storeID      |  string  |    true*     | The FHIR store ID to retrieve the resource from.                 |
+
+*If the `allowedFHIRStores` in the source has length 1, then the `storeID` parameter is not needed.

docs/en/resources/tools/cloudhealthcare/cloud-healthcare-get-fhir-store-metrics.md

@@ -0,0 +1,44 @@
+---
+title: "cloud-healthcare-get-fhir-store-metrics"
+type: docs
+weight: 1
+description: >
+  A "cloud-healthcare-get-fhir-store-metrics" tool retrieves metrics for a FHIR store.
+aliases:
+- /resources/tools/cloud-healthcare-get-fhir-store-metrics
+---
+
+## About
+
+A `cloud-healthcare-get-fhir-store-metrics` tool retrieves metrics for a FHIR store. It's
+compatible with the following sources:
+
+- [cloud-healthcare](../../sources/cloud-healthcare.md)
+
+`cloud-healthcare-get-fhir-store-metrics` returns the metrics of a FHIR store.
+
+## Example
+
+```yaml
+tools:
+  get_fhir_store_metrics:
+    kind: cloud-healthcare-get-fhir-store-metrics
+    source: my-healthcare-source
+    description: Use this tool to get metrics for a FHIR store.
+```
+
+## Reference
+
+| **field**   | **type** | **required** | **description**                                    |
+|-------------|:--------:|:------------:|----------------------------------------------------|
+| kind        |  string  |     true     | Must be "cloud-healthcare-get-fhir-store-metrics". |
+| source      |  string  |     true     | Name of the healthcare source.                     |
+| description |  string  |     true     | Description of the tool that is passed to the LLM. |
+
+### Parameters
+
+| **field** | **type** | **required** | **description**                       |
+|-----------|:--------:|:------------:|---------------------------------------|
+| storeID   |  string  |    true*     | The FHIR store ID to get metrics for. |
+
+*If the `allowedFHIRStores` in the source has length 1, then the `storeID` parameter is not needed.

docs/en/resources/tools/cloudhealthcare/cloud-healthcare-get-fhir-store.md

@@ -0,0 +1,44 @@
+---
+title: "cloud-healthcare-get-fhir-store"
+type: docs
+weight: 1
+description: >
+  A "cloud-healthcare-get-fhir-store" tool retrieves information about a FHIR store.
+aliases:
+- /resources/tools/cloud-healthcare-get-fhir-store
+---
+
+## About
+
+A `cloud-healthcare-get-fhir-store` tool retrieves information about a FHIR store. It's
+compatible with the following sources:
+
+- [cloud-healthcare](../../sources/cloud-healthcare.md)
+
+`cloud-healthcare-get-fhir-store` returns the details of a FHIR store.
+
+## Example
+
+```yaml
+tools:
+  get_fhir_store:
+    kind: cloud-healthcare-get-fhir-store
+    source: my-healthcare-source
+    description: Use this tool to get information about a FHIR store.
+```
+
+## Reference
+
+| **field**   | **type** | **required** | **description**                                    |
+|-------------|:--------:|:------------:|----------------------------------------------------|
+| kind        |  string  |     true     | Must be "cloud-healthcare-get-fhir-store".         |
+| source      |  string  |     true     | Name of the healthcare source.                     |
+| description |  string  |     true     | Description of the tool that is passed to the LLM. |
+
+### Parameters
+
+| **field** | **type** | **required** | **description**                       |
+|-----------|:--------:|:------------:|---------------------------------------|
+| storeID   |  string  |    true*     | The FHIR store ID to get details for. |
+
+*If the `allowedFHIRStores` in the source has length 1, then the `storeID` parameter is not needed.

docs/en/resources/tools/cloudhealthcare/cloud-healthcare-list-dicom-stores.md

@@ -0,0 +1,37 @@
+---
+title: "cloud-healthcare-list-dicom-stores"
+type: docs
+weight: 1
+description: >
+  A "cloud-healthcare-list-dicom-stores" lists the available DICOM stores in the healthcare dataset.
+aliases:
+- /resources/tools/cloud-healthcare-list-dicom-stores
+---
+
+## About
+
+A `cloud-healthcare-list-dicom-stores` lists the available DICOM stores in the healthcare dataset.
+It's compatible with the following sources:
+
+- [cloud-healthcare](../../sources/cloud-healthcare.md)
+
+`cloud-healthcare-list-dicom-stores` returns the details of the available DICOM stores in the
+dataset of the healthcare source. It takes no extra parameters.
+
+## Example
+
+```yaml
+tools:
+  list_dicom_stores:
+    kind: cloud-healthcare-list-dicom-stores
+    source: my-healthcare-source
+    description: Use this tool to list DICOM stores in the healthcare dataset.
+```
+
+## Reference
+
+| **field**   | **type** | **required** | **description**                                    |
+|-------------|:--------:|:------------:|----------------------------------------------------|
+| kind        |  string  |     true     | Must be "cloud-healthcare-list-dicom-stores".      |
+| source      |  string  |     true     | Name of the healthcare source.                     |
+| description |  string  |     true     | Description of the tool that is passed to the LLM. |

docs/en/resources/tools/cloudhealthcare/cloud-healthcare-list-fhir-stores.md

@@ -0,0 +1,37 @@
+---
+title: "cloud-healthcare-list-fhir-stores"
+type: docs
+weight: 1
+description: >
+  A "cloud-healthcare-list-fhir-stores" lists the available FHIR stores in the healthcare dataset.
+aliases:
+- /resources/tools/cloud-healthcare-list-fhir-stores
+---
+
+## About
+
+A `cloud-healthcare-list-fhir-stores` lists the available FHIR stores in the healthcare dataset.
+It's compatible with the following sources:
+
+- [cloud-healthcare](../../sources/cloud-healthcare.md)
+
+`cloud-healthcare-list-fhir-stores` returns the details of the available FHIR stores in the
+dataset of the healthcare source. It takes no extra parameters.
+
+## Example
+
+```yaml
+tools:
+  list_fhir_stores:
+    kind: cloud-healthcare-list-fhir-stores
+    source: my-healthcare-source
+    description: Use this tool to list FHIR stores in the healthcare dataset.
+```
+
+## Reference
+
+| **field**   | **type** | **required** | **description**                                    |
+|-------------|:--------:|:------------:|----------------------------------------------------|
+| kind        |  string  |     true     | Must be "cloud-healthcare-list-fhir-stores".       |
+| source      |  string  |     true     | Name of the healthcare source.                     |
+| description |  string  |     true     | Description of the tool that is passed to the LLM. |

docs/en/resources/tools/cloudhealthcare/cloud-healthcare-retrieve-rendered-dicom-instance.md

@@ -0,0 +1,48 @@
+---
+title: "cloud-healthcare-retrieve-rendered-dicom-instance"
+type: docs
+weight: 1
+description: >
+  A "cloud-healthcare-retrieve-rendered-dicom-instance" tool retrieves a rendered DICOM instance from a DICOM store.
+aliases:
+- /resources/tools/cloud-healthcare-retrieve-rendered-dicom-instance
+---
+
+## About
+
+A `cloud-healthcare-retrieve-rendered-dicom-instance` tool retrieves a rendered DICOM instance from a DICOM store.
+It's compatible with the following sources:
+
+- [cloud-healthcare](../../sources/cloud-healthcare.md)
+
+`cloud-healthcare-retrieve-rendered-dicom-instance` returns a base64 encoded string of the image in JPEG format.
+
+## Example
+
+```yaml
+tools:
+  retrieve_rendered_dicom_instance:
+    kind: cloud-healthcare-retrieve-rendered-dicom-instance
+    source: my-healthcare-source
+    description: Use this tool to retrieve a rendered DICOM instance from the DICOM store.
+```
+
+## Reference
+
+| **field**   | **type** | **required** | **description**                                              |
+|-------------|:--------:|:------------:|--------------------------------------------------------------|
+| kind        |  string  |     true     | Must be "cloud-healthcare-retrieve-rendered-dicom-instance". |
+| source      |  string  |     true     | Name of the healthcare source.                               |
+| description |  string  |     true     | Description of the tool that is passed to the LLM.           |
+
+### Parameters
+
+| **field**         | **type** | **required** | **description**                                                                                  |
+|-------------------|:--------:|:------------:|--------------------------------------------------------------------------------------------------|
+| StudyInstanceUID  |  string  |     true     | The UID of the DICOM study.                                                                      |
+| SeriesInstanceUID |  string  |     true     | The UID of the DICOM series.                                                                     |
+| SOPInstanceUID    |  string  |     true     | The UID of the SOP instance.                                                                     |
+| FrameNumber       | integer  |    false     | The frame number to retrieve (1-based). Only applicable to multi-frame instances. Defaults to 1. |
+| storeID           |  string  |    true*     | The DICOM store ID to retrieve from.                                                             |
+
+*If the `allowedDICOMStores` in the source has length 1, then the `storeID` parameter is not needed.

docs/en/resources/tools/cloudhealthcare/cloud-healthcare-search-dicom-instances.md

@@ -0,0 +1,55 @@
+---
+title: "cloud-healthcare-search-dicom-instances"
+type: docs
+weight: 1
+description: >
+  A "cloud-healthcare-search-dicom-instances" tool searches for DICOM instances in a DICOM store.
+aliases:
+- /resources/tools/cloud-healthcare-search-dicom-instances
+---
+
+## About
+
+A `cloud-healthcare-search-dicom-instances` tool searches for DICOM instances in a DICOM store based on a
+set of criteria. It's compatible with the following sources:
+
+- [cloud-healthcare](../../sources/cloud-healthcare.md)
+
+`search-dicom-instances` returns a list of DICOM instances that match the given criteria.
+
+## Example
+
+```yaml
+tools:
+  search_dicom_instances:
+    kind: cloud-healthcare-search-dicom-instances
+    source: my-healthcare-source
+    description: Use this tool to search for DICOM instances in the DICOM store.
+```
+
+## Reference
+
+| **field**   | **type** | **required** | **description**                                    |
+|-------------|:--------:|:------------:|----------------------------------------------------|
+| kind        |  string  |     true     | Must be "cloud-healthcare-search-dicom-instances". |
+| source      |  string  |     true     | Name of the healthcare source.                     |
+| description |  string  |     true     | Description of the tool that is passed to the LLM. |
+
+### Parameters
+
+| **field**              | **type** | **required** | **description**                                                                                                                                                                                                                                                                                                                                                               |
+|------------------------|:--------:|:------------:|-------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|
+| StudyInstanceUID       |  string  |    false     | The UID of the DICOM study.                                                                                                                                                                                                                                                                                                                                                   |
+| PatientName            |  string  |    false     | The name of the patient.                                                                                                                                                                                                                                                                                                                                                      |
+| PatientID              |  string  |    false     | The ID of the patient.                                                                                                                                                                                                                                                                                                                                                        |
+| AccessionNumber        |  string  |    false     | The accession number of the study.                                                                                                                                                                                                                                                                                                                                            |
+| ReferringPhysicianName |  string  |    false     | The name of the referring physician.                                                                                                                                                                                                                                                                                                                                          |
+| StudyDate              |  string  |    false     | The date of the study in the format `YYYYMMDD`. You can also specify a date range in the format `YYYYMMDD-YYYYMMDD`.                                                                                                                                                                                                                                                          |
+| SeriesInstanceUID      |  string  |    false     | The UID of the DICOM series.                                                                                                                                                                                                                                                                                                                                                  |
+| Modality               |  string  |    false     | The modality of the series.                                                                                                                                                                                                                                                                                                                                                   |
+| SOPInstanceUID         |  string  |    false     | The UID of the SOP instance.                                                                                                                                                                                                                                                                                                                                                  |
+| fuzzymatching          | boolean  |    false     | Whether to enable fuzzy matching for patient names. Fuzzy matching will perform tokenization and normalization of both the value of PatientName in the query and the stored value. It will match if any search token is a prefix of any stored token. For example, if PatientName is "John^Doe", then "jo", "Do" and "John Doe" will all match. However "ohn" will not match. |
+| includefield           | []string |    false     | List of attributeIDs to include in the output, such as DICOM tag IDs or keywords. Set to `["all"]` to return all available tags.                                                                                                                                                                                                                                              |
+| storeID                |  string  |    true*     | The DICOM store ID to search in.                                                                                                                                                                                                                                                                                                                                              |
+
+*If the `allowedDICOMStores` in the source has length 1, then the `storeID` parameter is not needed.

docs/en/resources/tools/cloudhealthcare/cloud-healthcare-search-dicom-series.md

@@ -0,0 +1,54 @@
+---
+title: "cloud-healthcare-search-dicom-series"
+type: docs
+weight: 1
+description: >
+  A "cloud-healthcare-search-dicom-series" tool searches for DICOM series in a DICOM store.
+aliases:
+- /resources/tools/cloud-healthcare-search-dicom-series
+---
+
+## About
+
+A `cloud-healthcare-search-dicom-series` tool searches for DICOM series in a DICOM store based on a
+set of criteria. It's compatible with the following sources:
+
+- [cloud-healthcare](../../sources/cloud-healthcare.md)
+
+`cloud-healthcare-search-dicom-series` returns a list of DICOM series that match the given criteria.
+
+## Example
+
+```yaml
+tools:
+  search_dicom_series:
+    kind: cloud-healthcare-search-dicom-series
+    source: my-healthcare-source
+    description: Use this tool to search for DICOM series in the DICOM store.
+```
+
+## Reference
+
+| **field**   | **type** | **required** | **description**                                    |
+|-------------|:--------:|:------------:|----------------------------------------------------|
+| kind        |  string  |     true     | Must be "cloud-healthcare-search-dicom-series".    |
+| source      |  string  |     true     | Name of the healthcare source.                     |
+| description |  string  |     true     | Description of the tool that is passed to the LLM. |
+
+### Parameters
+
+| **field**              | **type** | **required** | **description**                                                                                                                                                                                                                                                                                                                                                               |
+|------------------------|:--------:|:------------:|-------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|
+| StudyInstanceUID       |  string  |    false     | The UID of the DICOM study.                                                                                                                                                                                                                                                                                                                                                   |
+| PatientName            |  string  |    false     | The name of the patient.                                                                                                                                                                                                                                                                                                                                                      |
+| PatientID              |  string  |    false     | The ID of the patient.                                                                                                                                                                                                                                                                                                                                                        |
+| AccessionNumber        |  string  |    false     | The accession number of the study.                                                                                                                                                                                                                                                                                                                                            |
+| ReferringPhysicianName |  string  |    false     | The name of the referring physician.                                                                                                                                                                                                                                                                                                                                          |
+| StudyDate              |  string  |    false     | The date of the study in the format `YYYYMMDD`. You can also specify a date range in the format `YYYYMMDD-YYYYMMDD`.                                                                                                                                                                                                                                                          |
+| SeriesInstanceUID      |  string  |    false     | The UID of the DICOM series.                                                                                                                                                                                                                                                                                                                                                  |
+| Modality               |  string  |    false     | The modality of the series.                                                                                                                                                                                                                                                                                                                                                   |
+| fuzzymatching          | boolean  |    false     | Whether to enable fuzzy matching for patient names. Fuzzy matching will perform tokenization and normalization of both the value of PatientName in the query and the stored value. It will match if any search token is a prefix of any stored token. For example, if PatientName is "John^Doe", then "jo", "Do" and "John Doe" will all match. However "ohn" will not match. |
+| includefield           | []string |    false     | List of attributeIDs to include in the output, such as DICOM tag IDs or keywords. Set to `["all"]` to return all available tags.                                                                                                                                                                                                                                              |
+| storeID                |  string  |    true*     | The DICOM store ID to search in.                                                                                                                                                                                                                                                                                                                                              |
+
+*If the `allowedDIComStores` in the source has length 1, then the `storeID` parameter is not needed.

docs/en/resources/tools/cloudhealthcare/cloud-healthcare-search-dicom-studies.md

@@ -0,0 +1,52 @@
+---
+title: "cloud-healthcare-search-dicom-studies"
+type: docs
+weight: 1
+description: >
+  A "cloud-healthcare-search-dicom-studies" tool searches for DICOM studies in a DICOM store.
+aliases:
+- /resources/tools/cloud-healthcare-healthcare-search-dicom-studies
+---
+
+## About
+
+A `cloud-healthcare-search-dicom-studies` tool searches for DICOM studies in a DICOM store based on a
+set of criteria. It's compatible with the following sources:
+
+- [cloud-healthcare](../../sources/cloud-healthcare.md)
+
+`cloud-healthcare-search-dicom-studies` returns a list of DICOM studies that match the given criteria.
+
+## Example
+
+```yaml
+tools:
+  search_dicom_studies:
+    kind: cloud-healthcare-search-dicom-studies
+    source: my-healthcare-source
+    description: Use this tool to search for DICOM studies in the DICOM store.
+```
+
+## Reference
+
+| **field**   | **type** | **required** | **description**                                    |
+|-------------|:--------:|:------------:|----------------------------------------------------|
+| kind        |  string  |     true     | Must be "cloud-healthcare-search-dicom-studies".   |
+| source      |  string  |     true     | Name of the healthcare source.                     |
+| description |  string  |     true     | Description of the tool that is passed to the LLM. |
+
+### Parameters
+
+| **field**              | **type** | **required** | **description**                                                                                                                                                                                                                                                                                                                                                               |
+|------------------------|:--------:|:------------:|-------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|
+| StudyInstanceUID       |  string  |    false     | The UID of the DICOM study.                                                                                                                                                                                                                                                                                                                                                   |
+| PatientName            |  string  |    false     | The name of the patient.                                                                                                                                                                                                                                                                                                                                                      |
+| PatientID              |  string  |    false     | The ID of the patient.                                                                                                                                                                                                                                                                                                                                                        |
+| AccessionNumber        |  string  |    false     | The accession number of the study.                                                                                                                                                                                                                                                                                                                                            |
+| ReferringPhysicianName |  string  |    false     | The name of the referring physician.                                                                                                                                                                                                                                                                                                                                          |
+| StudyDate              |  string  |    false     | The date of the study in the format `YYYYMMDD`. You can also specify a date range in the format `YYYYMMDD-YYYYMMDD`.                                                                                                                                                                                                                                                          |
+| fuzzymatching          | boolean  |    false     | Whether to enable fuzzy matching for patient names. Fuzzy matching will perform tokenization and normalization of both the value of PatientName in the query and the stored value. It will match if any search token is a prefix of any stored token. For example, if PatientName is "John^Doe", then "jo", "Do" and "John Doe" will all match. However "ohn" will not match. |
+| includefield           | []string |    false     | List of attributeIDs to include in the output, such as DICOM tag IDs or keywords. Set to `["all"]` to return all available tags.                                                                                                                                                                                                                                              |
+| storeID                |  string  |    true*     | The DICOM store ID to search in.                                                                                                                                                                                                                                                                                                                                              |
+
+*If the `allowedDICOMStores` in the source has length 1, then the `storeID` parameter is not needed.

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

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

docs/en/resources/tools/elasticsearch/elasticsearch-esql.md

@@ -0,0 +1,45 @@
+---
+title: "elasticsearch-esql"
+type: docs
+weight: 2
+description: >
+  Execute ES|QL queries.
+---
+
+# elasticsearch-esql
+
+Execute ES|QL queries.
+
+This tool allows you to execute ES|QL queries against your Elasticsearch
+cluster. You can use this to perform complex searches and aggregations.
+
+See the [official documentation](https://www.elastic.co/docs/reference/query-languages/esql/esql-getting-started) for more information.
+
+## Example
+
+```yaml
+tools:
+  query_my_index:
+    kind: elasticsearch-esql
+    source: elasticsearch-source
+    description: Use this tool to execute ES|QL queries.
+    query: |
+      FROM my-index
+      | KEEP *
+      | LIMIT ?limit
+    parameters:
+      - name: limit
+        type: integer
+        description: Limit the number of results.
+        required: true
+```
+
+## Parameters
+
+| **name**   | **type** | **required** | **description**                                                                                                                                     |
+|------------|:--------:|:------------:|-----------------------------------------------------------------------------------------------------------------------------------------------------|
+| query      |  string  |    false     | The ES\|QL query to run. Can also be passed by parameters.                                                                                          |
+| format     | string |    false     | The format of the query. Default is json. Valid values are csv, json, tsv, txt, yaml, cbor, smile, or arrow.                                        |
+| timeout    | integer |    false     | The timeout for the query in seconds. Default is 60 (1 minute).                                                                                     |
+| parameters | [parameters](../#specifying-parameters) |    false     | List of [parameters](../#specifying-parameters) that will be used with the ES\|QL query.<br/>Only supports “string”, “integer”, “float”, “boolean”. |
+

docs/en/resources/tools/looker/looker-run-dashboard.md

@@ -0,0 +1,43 @@
+---
+title: "looker-run-dashboard"
+type: docs
+weight: 1
+description: >
+  "looker-run-dashboard" runs the queries associated with a dashboard.
+aliases:
+- /resources/tools/looker-run-dashboard
+---
+
+## About
+
+The `looker-run-dashboard` tool runs the queries associated with a
+dashboard.
+
+It's compatible with the following sources:
+
+- [looker](../../sources/looker.md)
+
+`looker-run-dashboard` takes one parameter, the `dashboard_id`.
+
+## Example
+
+```yaml
+tools:
+    run_dashboard:
+        kind: looker-run-dashboard
+        source: looker-source
+        description: |
+          run_dashboard Tool
+
+          This tools runs the query associated with each tile in a dashboard
+          and returns the data in a JSON structure. It accepts the dashboard_id
+          as the parameter.
+```
+
+## Reference
+
+| **field**   | **type** | **required** | **description**                                    |
+|-------------|:--------:|:------------:|----------------------------------------------------|
+| kind        |  string  |     true     | Must be "looker-run-dashboard"                     |
+| source      |  string  |     true     | Name of the source the SQL should execute on.      |
+| description |  string  |     true     | Description of the tool that is passed to the LLM. |

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

@@ -0,0 +1,116 @@
+---
+title: "MindsDB Tools"
+type: docs
+weight: 1
+description: >
+  MindsDB tools that enable SQL queries across hundreds of datasources and ML models.
+---
+
+## About
+
+MindsDB is the most widely adopted AI federated database that enables you to query hundreds of datasources and ML models through a single SQL interface. The following tools work with MindsDB databases:
+
+- [mindsdb-execute-sql](mindsdb-execute-sql.md) - Execute SQL queries directly on MindsDB
+- [mindsdb-sql](mindsdb-sql.md) - Execute parameterized SQL queries on MindsDB
+
+These tools leverage MindsDB's capabilities to:
+- **Connect to Multiple Datasources**: Query databases, APIs, file systems, and more through SQL
+- **Cross-Datasource Operations**: Perform joins and analytics across different data sources
+- **ML Model Integration**: Use trained ML models as virtual tables for predictions
+- **Unstructured Data Processing**: Query documents, images, and other unstructured data as structured tables
+- **Real-time Predictions**: Get real-time predictions from ML models through SQL
+- **API Translation**: Automatically translate SQL queries into REST APIs, GraphQL, and native protocols
+
+## Supported Datasources
+
+MindsDB automatically translates your SQL queries into the appropriate APIs for hundreds of datasources:
+
+### **Business Applications**
+- **Salesforce**: Query leads, opportunities, accounts, and custom objects
+- **Jira**: Access issues, projects, workflows, and team data  
+- **GitHub**: Query repositories, commits, pull requests, and issues
+- **Slack**: Access channels, messages, and team communications
+- **HubSpot**: Query contacts, companies, deals, and marketing data
+
+### **Databases & Storage**
+- **MongoDB**: Query NoSQL collections as structured tables
+- **PostgreSQL/MySQL**: Standard relational databases
+- **Redis**: Key-value stores and caching layers
+- **Elasticsearch**: Search and analytics data
+- **S3/Google Cloud Storage**: File storage and data lakes
+
+### **Communication & Email**
+- **Gmail/Outlook**: Query emails, attachments, and metadata
+- **Microsoft Teams**: Team communications and files
+- **Discord**: Server data and message history
+
+### **Analytics & Monitoring**
+- **Google Analytics**: Website traffic and user behavior
+- **Mixpanel**: Product analytics and user events
+- **Datadog**: Infrastructure monitoring and logs
+- **Grafana**: Time-series data and metrics
+
+## Example Use Cases
+
+### Cross-Datasource Analytics
+```sql
+-- Join Salesforce opportunities with GitHub activity
+SELECT 
+    s.opportunity_name,
+    s.amount,
+    g.repository_name,
+    COUNT(g.commits) as commit_count
+FROM salesforce.opportunities s
+JOIN github.repositories g ON s.account_id = g.owner_id
+WHERE s.stage = 'Closed Won';
+```
+
+### Email & Communication Analysis
+```sql
+-- Analyze email patterns with Slack activity
+SELECT 
+    e.sender,
+    e.subject,
+    s.channel_name,
+    COUNT(s.messages) as message_count
+FROM gmail.emails e
+JOIN slack.messages s ON e.sender = s.user_name
+WHERE e.date >= '2024-01-01';
+```
+
+### ML Model Predictions
+```sql
+-- Use ML model to predict customer churn
+SELECT 
+    customer_id,
+    customer_name,
+    predicted_churn_probability,
+    recommended_action
+FROM customer_churn_model
+WHERE predicted_churn_probability > 0.8;
+```
+
+Since MindsDB implements the MySQL wire protocol, these tools are functionally compatible with MySQL tools while providing access to MindsDB's advanced federated database capabilities.
+
+## Working Configuration Example
+
+Here's a complete working configuration that has been tested:
+
+```yaml
+sources:
+  my-pg-source:
+    kind: mindsdb
+    host: 127.0.0.1
+    port: 47335
+    database: files
+    user: mindsdb
+
+tools:
+  mindsdb-execute-sql:
+    kind: mindsdb-execute-sql
+    source: my-pg-source
+    description: |
+      Execute SQL queries directly on MindsDB database.
+      Use this tool to run any SQL statement against your MindsDB instance.
+      Example: SELECT * FROM my_table LIMIT 10
+``` 

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

@@ -0,0 +1,126 @@
+---
+title: "mindsdb-execute-sql"
+type: docs
+weight: 1
+description: > 
+  A "mindsdb-execute-sql" tool executes a SQL statement against a MindsDB
+  federated database.
+aliases:
+- /resources/tools/mindsdb-execute-sql
+---
+
+## About
+
+A `mindsdb-execute-sql` tool executes a SQL statement against a MindsDB
+federated database. It's compatible with any of the following sources:
+
+- [mindsdb](../sources/mindsdb.md)
+
+`mindsdb-execute-sql` takes one input parameter `sql` and runs the SQL
+statement against the `source`. This tool enables you to:
+
+- **Query Multiple Datasources**: Execute SQL across hundreds of connected datasources
+- **Cross-Datasource Joins**: Perform joins between different databases, APIs, and file systems
+- **ML Model Predictions**: Query ML models as virtual tables for real-time predictions
+- **Unstructured Data**: Query documents, images, and other unstructured data as structured tables
+- **Federated Analytics**: Perform analytics across multiple datasources simultaneously
+- **API Translation**: Automatically translate SQL queries into REST APIs, GraphQL, and native protocols
+
+## Example Queries
+
+### Cross-Datasource Analytics
+```sql
+-- Join Salesforce opportunities with GitHub activity
+SELECT 
+    s.opportunity_name,
+    s.amount,
+    g.repository_name,
+    COUNT(g.commits) as commit_count
+FROM salesforce.opportunities s
+JOIN github.repositories g ON s.account_id = g.owner_id
+WHERE s.stage = 'Closed Won'
+GROUP BY s.opportunity_name, s.amount, g.repository_name;
+```
+
+### Email & Communication Analysis
+```sql
+-- Analyze email patterns with Slack activity
+SELECT 
+    e.sender,
+    e.subject,
+    s.channel_name,
+    COUNT(s.messages) as message_count
+FROM gmail.emails e
+JOIN slack.messages s ON e.sender = s.user_name
+WHERE e.date >= '2024-01-01'
+GROUP BY e.sender, e.subject, s.channel_name;
+```
+
+### ML Model Predictions
+```sql
+-- Use ML model to predict customer churn
+SELECT 
+    customer_id,
+    customer_name,
+    predicted_churn_probability,
+    recommended_action
+FROM customer_churn_model
+WHERE predicted_churn_probability > 0.8;
+```
+
+### MongoDB Query
+```sql
+-- Query MongoDB collections as structured tables
+SELECT 
+    name,
+    email,
+    department,
+    created_at
+FROM mongodb.users
+WHERE department = 'Engineering'
+ORDER BY created_at DESC;
+```
+
+> **Note:** This tool is intended for developer assistant workflows with
+> human-in-the-loop and shouldn't be used for production agents.
+
+## Example
+
+```yaml
+tools:
+ execute_sql_tool:
+    kind: mindsdb-execute-sql
+    source: my-mindsdb-instance
+    description: Use this tool to execute SQL statements across multiple datasources and ML models.
+```
+
+### Working Configuration Example
+
+Here's a working configuration that has been tested:
+
+```yaml
+sources:
+  my-pg-source:
+    kind: mindsdb
+    host: 127.0.0.1
+    port: 47335
+    database: files
+    user: mindsdb
+
+tools:
+  mindsdb-execute-sql:
+    kind: mindsdb-execute-sql
+    source: my-pg-source
+    description: |
+      Execute SQL queries directly on MindsDB database.
+      Use this tool to run any SQL statement against your MindsDB instance.
+      Example: SELECT * FROM my_table LIMIT 10
+```
+
+## Reference
+
+| **field**   |                  **type**                  | **required** | **description**                                                                                  |
+|-------------|:------------------------------------------:|:------------:|--------------------------------------------------------------------------------------------------|
+| kind        |                   string                   |     true     | Must be "mindsdb-execute-sql".                                                                   |
+| source      |                   string                   |     true     | Name of the source the SQL should execute on.                                                    |
+| description |                   string                   |     true     | Description of the tool that is passed to the LLM.                                               | 

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

@@ -0,0 +1,168 @@
+---
+title: "mindsdb-sql"
+type: docs
+weight: 1
+description: > 
+  A "mindsdb-sql" tool executes a pre-defined SQL statement against a MindsDB
+  federated database.
+aliases:
+- /resources/tools/mindsdb-sql
+---
+
+## About
+
+A `mindsdb-sql` tool executes a pre-defined SQL statement against a MindsDB
+federated database. It's compatible with any of the following sources:
+
+- [mindsdb](../sources/mindsdb.md)
+
+The specified SQL statement is executed as a [prepared statement][mysql-prepare],
+and expects parameters in the SQL query to be in the form of placeholders `?`.
+
+This tool enables you to:
+- **Query Multiple Datasources**: Execute parameterized SQL across hundreds of connected datasources
+- **Cross-Datasource Joins**: Perform joins between different databases, APIs, and file systems
+- **ML Model Predictions**: Query ML models as virtual tables for real-time predictions
+- **Unstructured Data**: Query documents, images, and other unstructured data as structured tables
+- **Federated Analytics**: Perform analytics across multiple datasources simultaneously
+- **API Translation**: Automatically translate SQL queries into REST APIs, GraphQL, and native protocols
+
+[mysql-prepare]: https://dev.mysql.com/doc/refman/8.4/en/sql-prepared-statements.html
+
+## Example Queries
+
+### Cross-Datasource Analytics
+```sql
+-- Join Salesforce opportunities with GitHub activity
+SELECT 
+    s.opportunity_name,
+    s.amount,
+    g.repository_name,
+    COUNT(g.commits) as commit_count
+FROM salesforce.opportunities s
+JOIN github.repositories g ON s.account_id = g.owner_id
+WHERE s.stage = ?
+GROUP BY s.opportunity_name, s.amount, g.repository_name;
+```
+
+### Email & Communication Analysis
+```sql
+-- Analyze email patterns with Slack activity
+SELECT 
+    e.sender,
+    e.subject,
+    s.channel_name,
+    COUNT(s.messages) as message_count
+FROM gmail.emails e
+JOIN slack.messages s ON e.sender = s.user_name
+WHERE e.date >= ?
+GROUP BY e.sender, e.subject, s.channel_name;
+```
+
+### ML Model Predictions
+```sql
+-- Use ML model to predict customer churn
+SELECT 
+    customer_id,
+    customer_name,
+    predicted_churn_probability,
+    recommended_action
+FROM customer_churn_model
+WHERE predicted_churn_probability > ?;
+```
+
+### MongoDB Query
+```sql
+-- Query MongoDB collections as structured tables
+SELECT 
+    name,
+    email,
+    department,
+    created_at
+FROM mongodb.users
+WHERE department = ?
+ORDER BY created_at DESC;
+```
+
+## Example
+
+> **Note:** This tool uses parameterized queries to prevent SQL injections.
+> Query parameters can be used as substitutes for arbitrary expressions.
+> Parameters cannot be used as substitutes for identifiers, column names, table
+> names, or other parts of the query.
+
+```yaml
+tools:
+ search_flights_by_number:
+    kind: mindsdb-sql
+    source: my-mindsdb-instance
+    statement: |
+      SELECT * FROM flights
+      WHERE airline = ?
+      AND flight_number = ?
+      LIMIT 10
+    description: |
+      Use this tool to get information for a specific flight.
+      Takes an airline code and flight number and returns info on the flight.
+      Do NOT use this tool with a flight id. Do NOT guess an airline code or flight number.
+      A airline code is a code for an airline service consisting of two-character
+      airline designator and followed by flight number, which is 1 to 4 digit number.
+      For example, if given CY 0123, the airline is "CY", and flight_number is "123".
+      Another example for this is DL 1234, the airline is "DL", and flight_number is "1234".
+      If the tool returns more than one option choose the date closes to today.
+      Example:
+      {{
+          "airline": "CY",
+          "flight_number": "888",
+      }}
+      Example:
+      {{
+          "airline": "DL",
+          "flight_number": "1234",
+      }}
+    parameters:
+      - name: airline
+        type: string
+        description: Airline unique 2 letter identifier
+      - name: flight_number
+        type: string
+        description: 1 to 4 digit number
+```
+
+### Example with Template Parameters
+
+> **Note:** This tool allows direct modifications to the SQL statement,
+> including identifiers, column names, and table names. **This makes it more
+> vulnerable to SQL injections**. Using basic parameters only (see above) is
+> recommended for performance and safety reasons. For more details, please check
+> [templateParameters](_index#template-parameters).
+
+```yaml
+tools:
+ list_table:
+    kind: mindsdb-sql
+    source: my-mindsdb-instance
+    statement: |
+      SELECT * FROM {{.tableName}};
+    description: |
+      Use this tool to list all information from a specific table.
+      Example:
+      {{
+          "tableName": "flights",
+      }}
+    templateParameters:
+      - name: tableName
+        type: string
+        description: Table to select from
+```
+
+## Reference
+
+| **field**          |                  **type**                        | **required** | **description**                                                                                                                            |
+|--------------------|:------------------------------------------------:|:------------:|--------------------------------------------------------------------------------------------------------------------------------------------|
+| kind               |                   string                         |     true     | Must be "mindsdb-sql".                                                                                                                     |
+| source             |                   string                         |     true     | Name of the source the SQL should execute on.                                                                                              |
+| description        |                   string                         |     true     | Description of the tool that is passed to the LLM.                                                                                         |
+| statement          |                   string                         |     true     | SQL statement to execute on.                                                                                                               |
+| parameters         | [parameters](_index#specifying-parameters)       |    false     | List of [parameters](_index#specifying-parameters) that will be inserted into the SQL statement.                                           |
+| templateParameters | [templateParameters](_index#template-parameters) |    false     | List of [templateParameters](_index#template-parameters) that will be inserted into the SQL statement before executing prepared statement. | 

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

@@ -0,0 +1,55 @@
+---
+title: "postgres-list-schemas"
+type: docs
+weight: 1
+description: >
+  The "postgres-list-schemas" tool lists user-defined schemas in a database.
+aliases:
+- /resources/tools/postgres-list-schemas
+---
+
+## About
+
+The `postgres-list-schemas` tool retrieves information about schemas in a database excluding system
+and temporary schemas.  It's compatible with any of the following sources:
+
+- [alloydb-postgres](../../sources/alloydb-pg.md)
+- [cloud-sql-postgres](../../sources/cloud-sql-pg.md)
+- [postgres](../../sources/postgres.md)
+
+`postgres-list-schemas` lists detailed information as JSON for each schema. The tool takes the following
+input parameters:
+
+- `schema_name` (optional): A pattern to filter schema names using SQL LIKE operator. 
+   If omitted, all user-defined schemas are returned.
+
+## Example
+
+```yaml
+tools:
+  list_schemas:
+    kind: postgres-list-schemas
+    source: postgres-source
+    description: "Lists all schemas in the database ordered by schema name and excluding system and temporary schemas. It returns the schema name, schema owner, grants, number of functions, number of tables and number of views within each schema."
+```
+
+The response is a json array with the following elements:
+
+```json
+{
+  "schema_name": "name of the schema.",
+  "owner": "role that owns the schema",
+  "grants": "A JSON object detailing the privileges (e.g., USAGE, CREATE) granted to different roles or PUBLIC on the schema.",
+  "tables": "The total count of tables within the schema",
+  "views": "The total count of views within the schema",
+  "functions": "The total count of functions",
+}
+```
+
+## Reference
+
+| **field**   | **type** | **required** | **description**                                    |
+|-------------|:--------:|:------------:|----------------------------------------------------|
+| kind        |  string  |     true     | Must be "postgres-list-schemas".            |
+| source      |  string  |     true     | Name of the source the SQL should execute on.      |
+| description |  string  |     false     | Description of the tool that is passed to the LLM. |

docs/en/resources/tools/serverless-spark/_index.md

@@ -8,3 +8,4 @@ description: >
 
 - [serverless-spark-get-batch](./serverless-spark-get-batch.md)
 - [serverless-spark-list-batches](./serverless-spark-list-batches.md)
+- [serverless-spark-cancel-batch](./serverless-spark-cancel-batch.md)

docs/en/resources/tools/serverless-spark/serverless-spark-cancel-batch.md

@@ -0,0 +1,51 @@
+---
+title: "serverless-spark-cancel-batch"
+type: docs
+weight: 2
+description: >
+  A "serverless-spark-cancel-batch" tool cancels a running Spark batch operation.
+aliases:
+  - /resources/tools/serverless-spark-cancel-batch
+---
+
+## About
+
+ `serverless-spark-cancel-batch` tool cancels a running Spark batch operation in
+ a Google Cloud Serverless for Apache Spark source. The cancellation request is 
+ asynchronous, so the batch state will not change immediately after the tool
+ returns; it can take a minute or so for the cancellation to be reflected.
+
+It's compatible with the following sources:
+
+- [serverless-spark](../../sources/serverless-spark.md)
+
+`serverless-spark-cancel-batch` accepts the following parameters:
+
+- **`operation`** (required): The name of the operation to cancel. For example, for `projects/my-project/locations/us-central1/operations/my-operation`, you would pass `my-operation`.
+
+The tool inherits the `project` and `location` from the source configuration.
+
+## Example
+
+```yaml
+tools:
+  cancel_spark_batch:
+    kind: serverless-spark-cancel-batch
+    source: my-serverless-spark-source
+    description: Use this tool to cancel a running serverless spark batch operation.
+```
+
+## Response Format
+
+```json
+"Cancelled [projects/my-project/regions/us-central1/operations/my-operation]."
+```
+
+## Reference
+
+| **field**    | **type** | **required** | **description**                                    |
+| ------------ | :------: | :----------: | -------------------------------------------------- |
+| kind         |  string  |     true     | Must be "serverless-spark-cancel-batch".           |
+| source       |  string  |     true     | Name of the source the tool should use.            |
+| description  |  string  |     true     | Description of the tool that is passed to the LLM. |
+| authRequired | string[] |    false     | List of auth services required to invoke this tool |

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

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

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

@@ -0,0 +1,41 @@
+---
+title: "singlestore-execute-sql"
+type: docs
+weight: 1
+description: >
+  A "singlestore-execute-sql" tool executes a SQL statement against a SingleStore
+  database.
+aliases:
+- /resources/tools/singlestore-execute-sql
+---
+
+## About
+
+A `singlestore-execute-sql` tool executes a SQL statement against a SingleStore
+database. It's compatible with the following sources:
+
+- [singlestore](../../sources/singlestore.md)
+
+`singlestore-execute-sql` takes one input parameter `sql` and runs the sql
+statement against the `source`.
+
+> **Note:** This tool is intended for developer assistant workflows with
+> human-in-the-loop and shouldn't be used for production agents.
+
+## Example
+
+```yaml
+tools:
+ execute_sql_tool:
+    kind: singlestore-execute-sql
+    source: my-s2-instance
+    description: Use this tool to execute sql statement
+```
+
+## Reference
+
+| **field**   |                  **type**                  | **required** | **description**                                                                                  |
+|-------------|:------------------------------------------:|:------------:|--------------------------------------------------------------------------------------------------|
+| kind        |                   string                   |     true     | Must be "singlestore-execute-sql".                                                                     |
+| source      |                   string                   |     true     | Name of the source the SQL should execute on.                                                    |
+| description |                   string                   |     true     | Description of the tool that is passed to the LLM.                                               |

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

@@ -0,0 +1,102 @@
+---
+title: "singlestore-sql"
+type: docs
+weight: 1
+description: >
+  A "singlestore-sql" tool executes a pre-defined SQL statement against a SingleStore
+  database.
+aliases:
+- /resources/tools/singlestore-sql
+---
+
+## About
+
+A `singlestore-execute-sql` tool executes a SQL statement against a SingleStore
+database. It's compatible with the following sources:
+
+- [singlestore](../../sources/singlestore.md)
+
+The specified SQL statement expects parameters in the SQL query to be in the form of placeholders `?`.
+
+## Example
+
+> **Note:** This tool uses parameterized queries to prevent SQL injections.
+> Query parameters can be used as substitutes for arbitrary expressions.
+> Parameters cannot be used as substitutes for identifiers, column names, table
+> names, or other parts of the query.
+
+```yaml
+tools:
+ search_flights_by_number:
+    kind: singlestore-sql
+    source: my-s2-instance
+    statement: |
+      SELECT * FROM flights
+      WHERE airline = ?
+      AND flight_number = ?
+      LIMIT 10
+    description: |
+      Use this tool to get information for a specific flight.
+      Takes an airline code and flight number and returns info on the flight.
+      Do NOT use this tool with a flight id. Do NOT guess an airline code or flight number.
+      A airline code is a code for an airline service consisting of two-character
+      airline designator and followed by flight number, which is 1 to 4 digit number.
+      For example, if given CY 0123, the airline is "CY", and flight_number is "123".
+      Another example for this is DL 1234, the airline is "DL", and flight_number is "1234".
+      If the tool returns more than one option choose the date closes to today.
+      Example:
+      {{
+          "airline": "CY",
+          "flight_number": "888",
+      }}
+      Example:
+      {{
+          "airline": "DL",
+          "flight_number": "1234",
+      }}
+    parameters:
+      - name: airline
+        type: string
+        description: Airline unique 2 letter identifier
+      - name: flight_number
+        type: string
+        description: 1 to 4 digit number
+```
+
+### Example with Template Parameters
+
+> **Note:** This tool allows direct modifications to the SQL statement,
+> including identifiers, column names, and table names. **This makes it more
+> vulnerable to SQL injections**. Using basic parameters only (see above) is
+> recommended for performance and safety reasons. For more details, please check
+> [templateParameters](..#template-parameters).
+
+```yaml
+tools:
+ list_table:
+    kind: singlestore-sql
+    source: my-s2-instance
+    statement: |
+      SELECT * FROM {{.tableName}};
+    description: |
+      Use this tool to list all information from a specific table.
+      Example:
+      {{
+          "tableName": "flights",
+      }}
+    templateParameters:
+      - name: tableName
+        type: string
+        description: Table to select from
+```
+
+## Reference
+
+| **field**          |                  **type**                        | **required** | **description**                                                                                                                            |
+|--------------------|:------------------------------------------------:|:------------:|--------------------------------------------------------------------------------------------------------------------------------------------|
+| kind               |                   string                         |     true     | Must be "singlestore-sql".                                                                                                                       |
+| source             |                   string                         |     true     | Name of the source the SQL should execute on.                                                                                              |
+| description        |                   string                         |     true     | Description of the tool that is passed to the LLM.                                                                                         |
+| statement          |                   string                         |     true     | SQL statement to execute on.                                                                                                               |
+| parameters         | [parameters](../#specifying-parameters)       |    false     | List of [parameters](../#specifying-parameters) that will be inserted into the SQL statement.                                           |
+| templateParameters | [templateParameters](..#template-parameters) |    false     | List of [templateParameters](..#template-parameters) that will be inserted into the SQL statement before executing prepared statement. |

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

@@ -771,7 +771,7 @@
       },
       "outputs": [],
       "source": [
-        "version = \"0.18.0\" # x-release-please-version\n",
+        "version = \"0.19.1\" # x-release-please-version\n",
         "! curl -L -o /content/toolbox https://storage.googleapis.com/genai-toolbox/v{version}/linux/amd64/toolbox\n",
         "\n",
         "# Make the binary executable\n",

docs/en/samples/alloydb/mcp_quickstart.md

@@ -123,7 +123,7 @@ In this section, we will download and install the Toolbox binary.
     <!-- {x-release-please-start-version} -->
     ```bash
     export OS="linux/amd64" # one of linux/amd64, darwin/arm64, darwin/amd64, or windows/amd64
-    export VERSION="0.18.0"
+    export VERSION="0.19.1"
     curl -O https://storage.googleapis.com/genai-toolbox/v$VERSION/$OS/toolbox
     ```
     <!-- {x-release-please-end} -->

docs/en/samples/bigquery/colab_quickstart_bigquery.ipynb

@@ -220,7 +220,7 @@
       },
       "outputs": [],
       "source": [
-        "version = \"0.18.0\" # x-release-please-version\n",
+        "version = \"0.19.1\" # x-release-please-version\n",
         "! curl -O https://storage.googleapis.com/genai-toolbox/v{version}/linux/amd64/toolbox\n",
         "\n",
         "# Make the binary executable\n",

docs/en/samples/bigquery/local_quickstart.md

@@ -179,7 +179,7 @@ to use BigQuery, and then run the Toolbox server.
     <!-- {x-release-please-start-version} -->
     ```bash
     export OS="linux/amd64" # one of linux/amd64, darwin/arm64, darwin/amd64, or windows/amd64
-    curl -O https://storage.googleapis.com/genai-toolbox/v0.18.0/$OS/toolbox
+    curl -O https://storage.googleapis.com/genai-toolbox/v0.19.1/$OS/toolbox
     ```
     <!-- {x-release-please-end} -->
 

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

@@ -98,7 +98,7 @@ In this section, we will download Toolbox, configure our tools in a
     <!-- {x-release-please-start-version} -->
     ```bash
     export OS="linux/amd64" # one of linux/amd64, darwin/arm64, darwin/amd64, or windows/amd64
-    curl -O https://storage.googleapis.com/genai-toolbox/v0.18.0/$OS/toolbox
+    curl -O https://storage.googleapis.com/genai-toolbox/v0.19.1/$OS/toolbox
     ```
     <!-- {x-release-please-end} -->
 

docs/en/samples/looker/looker_gemini.md

@@ -34,7 +34,7 @@ In this section, we will download Toolbox and run the Toolbox server.
     <!-- {x-release-please-start-version} -->
     ```bash
     export OS="linux/amd64" # one of linux/amd64, darwin/arm64, darwin/amd64, or windows/amd64
-    curl -O https://storage.googleapis.com/genai-toolbox/v0.18.0/$OS/toolbox
+    curl -O https://storage.googleapis.com/genai-toolbox/v0.19.1/$OS/toolbox
     ```
     <!-- {x-release-please-end} -->
 

docs/en/samples/looker/looker_gemini_oauth/_index.md

@@ -48,7 +48,7 @@ In this section, we will download Toolbox and run the Toolbox server.
     <!-- {x-release-please-start-version} -->
     ```bash
     export OS="linux/amd64" # one of linux/amd64, darwin/arm64, darwin/amd64, or windows/amd64
-    curl -O https://storage.googleapis.com/genai-toolbox/v0.18.0/$OS/toolbox
+    curl -O https://storage.googleapis.com/genai-toolbox/v0.19.1/$OS/toolbox
     ```
     <!-- {x-release-please-end} -->
 

docs/en/samples/looker/looker_mcp_inspector/_index.md

@@ -34,7 +34,7 @@ In this section, we will download Toolbox and run the Toolbox server.
     <!-- {x-release-please-start-version} -->
     ```bash
     export OS="linux/amd64" # one of linux/amd64, darwin/arm64, darwin/amd64, or windows/amd64
-    curl -O https://storage.googleapis.com/genai-toolbox/v0.18.0/$OS/toolbox
+    curl -O https://storage.googleapis.com/genai-toolbox/v0.19.1/$OS/toolbox
     ```
     <!-- {x-release-please-end} -->
 

gemini-extension.json

@@ -1,6 +1,6 @@
 {
   "name": "mcp-toolbox-for-databases",
-  "version": "0.18.0",
+  "version": "0.19.1",
   "description": "MCP Toolbox for Databases is an open-source MCP server for more than 30 different datasources.",
   "contextFileName": "MCP-TOOLBOX-EXTENSION.md"
 }

go.mod

@@ -13,6 +13,7 @@ require (
 	cloud.google.com/go/dataproc/v2 v2.15.0
 	cloud.google.com/go/firestore v1.20.0
 	cloud.google.com/go/geminidataanalytics v0.2.1
+	cloud.google.com/go/longrunning v0.7.0
 	cloud.google.com/go/spanner v1.86.1
 	github.com/ClickHouse/clickhouse-go/v2 v2.40.3
 	github.com/GoogleCloudPlatform/opentelemetry-operations-go/exporter/metric v0.53.0
@@ -20,6 +21,8 @@ require (
 	github.com/cenkalti/backoff/v5 v5.0.3
 	github.com/couchbase/gocb/v2 v2.11.1
 	github.com/couchbase/tools-common/http v1.0.9
+	github.com/elastic/elastic-transport-go/v8 v8.7.0
+	github.com/elastic/go-elasticsearch/v8 v8.19.0
 	github.com/fsnotify/fsnotify v1.9.0
 	github.com/go-chi/chi/v5 v5.2.3
 	github.com/go-chi/httplog/v2 v2.1.1
@@ -53,7 +56,7 @@ require (
 	go.opentelemetry.io/otel/sdk v1.37.0
 	go.opentelemetry.io/otel/sdk/metric v1.37.0
 	go.opentelemetry.io/otel/trace v1.38.0
-	golang.org/x/oauth2 v0.32.0
+	golang.org/x/oauth2 v0.33.0
 	google.golang.org/api v0.251.0
 	google.golang.org/genproto v0.0.0-20251022142026-3a174f9686a8
 	google.golang.org/protobuf v1.36.10
@@ -80,7 +83,6 @@ require (
 	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 v0.7.0 // indirect
 	cloud.google.com/go/monitoring v1.24.3 // indirect
 	cloud.google.com/go/trace v1.11.7 // indirect
 	filippo.io/edwards25519 v1.1.0 // indirect